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Nature Metabolism
naturemetabolism
https://doi.org/10.1038/s42255-023-00781-3
Article
TheGAPDHredoxswitchsafeguards
reductivecapacityandenablessurvival
ofstressedtumourcells
Deepti Talwar 1,11
, Colin G. Miller 1,11
, Justus Grossmann 2
,
Lukasz Szyrwiel 2
, Torsten Schwecke2
, Vadim Demichev2
,
Ana-Matea Mikecin Drazic3,4
, Anand Mayakonda5
, Pavlo Lutsik 5,6
,
Carmen Veith1
, Michael D. Milsom 3,4
, Karin Müller-Decker7
,
Michael Mülleder 8
, Markus Ralser 2,9
& Tobias P. Dick 1,10
Glyceraldehyde3-phosphatedehydrogenase(GAPDH)isknownto
containanactive-sitecysteineresidueundergoingoxidationinresponse
tohydrogenperoxide,leadingtorapidinactivationoftheenzyme.Here
weshowthathumanandmousecellsexpressingaGAPDHmutantlacking
thisredoxswitchretaincatalyticactivitybutareunabletostimulate
theoxidativepentosephosphatepathwayandenhancetheirreductive
capacity.Specifically,wefindthatanchorage-independentgrowthofcells
andspheroidsislimitedbyanelevationofendogenousperoxidelevels
andislargelydependentonafunctionalGAPDHredoxswitch.Likewise,
tumourgrowthinvivoislimitedbyperoxidestressandsuppressedwhenthe
GAPDHredoxswitchisdisabledintumourcells.Theinductionofadditional
intratumouraloxidativestressbychemo-orradiotherapysynergized
withthedeactivationoftheGAPDHredoxswitch.MicelackingtheGAPDH
redoxswitchexhibitalteredfattyacidmetabolisminkidneyandheart,
apparentlyincompensationforthelackoftheredoxswitch.Together,our
findingsdemonstratethephysiologicala­ndp­at­ho­ph­ys­io­logicalrelevanceof
oxidativeGAPDHinactivationinmammals.
The glycolytic enzyme glyceraldehyde 3-phosphate dehydrogenase
(GAPDH)isunusualinthatitisreadilyoxidizedatitsactivesitecysteine
inresponsetomoderateelevationsofintracellularhydrogenperoxide
(H2O2)levels1,2
.NootherenzymeisasconspicuouslyoxidizedbyH2O2
as GAPDH2,3
, although several other metabolic enzymes, including
pyruvate kinase4
, are also known to be sensitive to oxidation. Indeed,
GAPDH stands out against other thiol-containing proteins because
the H2O2 reactivity of its active site thiol is higher than is typical of
Received: 1 July 2020
Accepted: 9 March 2023
Published online: xx xx xxxx
Check for updates
1
Division of Redox Regulation, DKFZ-ZMBH Alliance, German Cancer Research Center (DKFZ), Heidelberg, Germany. 2
Department of Biochemistry,
Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany. 3
Division
of Experimental Hematology, German Cancer Research Center (DKFZ), Heidelberg, Germany. 4
Heidelberg Institute for Stem Cell Technology and
Experimental Medicine (HI-STEM), Heidelberg, Germany. 5
Division of Cancer Epigenomics, German Cancer Research Center (DKFZ), Heidelberg, Germany.
6
Laboratory of Computational Cancer Biology and Epigenomics, Department of Oncology, Catholic University (KU) Leuven, Leuven, Belgium. 7
Core
Facility Tumor Models, German Cancer Research Center (DKFZ), Heidelberg, Germany. 8
Core Facility High Throughput Mass Spectrometry, Charité—
Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany. 9
The Wellcome Centre for
Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK. 10
Faculty of Biosciences, Heidelberg University, Heidelberg, Germany.
11
These authors contributed equally: Deepti Talwar, Colin G. Miller. e-mail: michael.muelleder@charite.de; markus.ralser@charite.de; t.dick@dkfz.de
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
In this Article, we present three major findings. First, we demon-
strate causality, namely that GAPDH oxidation is required for rapid
oxPPPactivation,NADPHregenerationandoxidativestresstolerance
in mammalian cells. We find that G6PDH activation (de-inhibition),
the mechanism believed to access the reserve flux capacity of the
oxPPP, is insufficient for adequate oxPPP activation in the absence of
GAPDH oxidation. Second, we show that the GAPDH redox switch is
functionally relevant in the context of tumour biology, as it supports
anchorage-independent growth of single cells and spheroids. Cells
lacking the GAPDH redox switch are unfit to cope with the increase
ofendogenousperoxidestressthatistriggeredbythelossofanchor-
age. Similarly, tumour growth in vivo is accompanied by peroxide
stressandisstronglysuppressedwhentheGAPDHswitchisdisabledin
tumourcells.Pro-oxidativechemo-andradiotherapysynergizedwith
the deactivation of the GAPDH switch, potentially suggesting novel
strategies for tumour combination therapy. Third, we show that the
GAPDH switch impacts metabolism under physiological conditions
in the context of the whole organism, suggesting a role in regulating
reductivecapacityevenundernon-stressconditions.
Results
Theglycolysis‒oxPPPswitchdependsonGAPDHoxidation
To evaluate the role of GAPDH oxidation sensitivity in a whole-cell
context, we edited the genome of human HAP1 cells. Considering the
mechanism facilitating GAPDH oxidation sensitivity5
(Extended Data
Fig.1a),werenderedGAPDHoxidation-insensitivebyintroducingthe
Y314FpointmutationintotheGAPDHgenomiclocus.Twomutantcell
cloneswereindependentlyselectedforcomparison.Inagreementwith
previousinvitroandyeastexperiments5
,basalGAPDHactivitydidnot
differ significantly between wild type (WT) and mutant (Y314F) cells.
However, GAPDH activity in mutant cells was less sensitive to inhibi-
tion by peroxide (Fig. 1a). Indeed, when intact cells were exposed to
H2O2, mutant GAPDH exhibited less S-glutathionylation at its active
sitecysteine(Fig.1bandExtendedDataFig.1b),whichwasalsolesssus-
ceptibletohyperoxidation(Fig.1c).Thetwoindependentlygenerated
mutantcelllinesexhibitedasimilarinsensitivitytoGAPDHoxidation,
relative to WT cells (Extended Data Fig. 1c,d). We then asked how the
mutationaffectsmetabolicflowthroughglycolysisandthePPP.Tothis
end,weperformedmetabolicisotopologuelabellingexperimentswith
[1,2-13
C] glucose to differentiate between fructose 6-phosphate (F6P)
generatedbyglycolysis(retainingboth13
Catoms),andF6Pgenerated
by the PPP (retaining only one 13
C atom), hence providing a relative
measure of glucose 6-phosphate (G6P) flux into the two alternative
metabolicbranches(ExtendedDataFig.1e)14
.Theratiobetweendoubly
and singly labelled F6P (measured after 30 s) revealed an immediate
increaseofPPPfluxinWTcells,whichwassignificantlydiminishedin
mutant cells (Fig. 1d). In line with the differences in relative PPP flux,
H2O2 suppressedlactategenerationmorestronglyinWTversusmutant
cells(Fig.1eandExtendedDataFig.1f).Takentogether,thesefindings
supported the notion that oxidative GAPDH inactivation is a require-
ment for H2O2-dependent glycolysis-to-PPP rerouting (Fig. 1f).
OxidativeGAPDHinactivationsafeguardsreductivecapacity
The above findings suggested that cells with an intact GAPDH redox
switch should be better able to maintain NADPH levels under oxida-
tive stress conditions relative to cells lacking the switch. Indeed, cells
expressingWTGAPDH,butnotcellsexpressingoxidation-insensitive
GAPDH, were able to maintain NADPH levels upon H2O2 exposure
(Fig. 2a). To further evaluate the impact of the GAPDH mutation on
endogenous NADPH regeneration, we monitored NADP+
-dependent
dimerization of the glucose-6-phosphate dehydrogenase (G6PDH)
domains in the fluorescence anisotropy probe ‘Apollo-NADP+
’15
. In
mutantcells,H2O2 inducedalargerdropinfluorescencepolarization,
reflecting G6PDH dimerization, indicating their limited capacity to
acutely regenerate NADPH from NADP+
(Fig. 2b, left). In the absence
protein thiols in general5
. GAPDH thiol oxidation first leads to sulfe-
nylation (R-SH + H2O2 → R-SOH + H2O), and then to glutathionylation
(R-SOH + GSH → R-SSG + H2O). The result is the reversible inhibition
of GAPDH glycolytic activity6
.
H2O2-mediated GAPDH oxidation was recognized more than
50 years ago7
, but initially it was widely assumed that GAPDH oxida-
tion represents an inadvertent side reaction, potentially reflecting
proteindamage.Onlysome15 yearsago,itbecameclearthatoxidative
GAPDH inactivation benefits oxidant-exposed cells rather than being
deleterious.YeastcellsexposedtoH2O2 rerouteglucosefluxfromgly-
colysis into the oxidative branch of the pentose phosphate pathway
(oxPPP), thus increasing the re-generation of reducing equivalents
in the form of NADPH. As a result, these cells become H2O2 tolerant8,9
.
In these experiments, activation of the oxPPP was found to correlate
with oxidative GAPDH inactivation and a computational metabolic
model based on ordinary differential equations suggested the pos-
sibility that GAPDH oxidation may be the cause of oxPPP activation8
.
Subsequently, oxidative-stress-induced oxPPP activation was also
observedinmammaliancells10
,butthebiologicalrelevanceofGAPDH
oxidation remained unclear. Indeed, a causal connection between
GAPDHoxidationandoxPPPactivationhasnotbeendemonstratedin
anymammaliansystem.H2O2 maybeacommoncauseofbothGAPDH
oxidationandoxPPPactivation,thusexplainingtheobservedcorrela-
tion. Along these lines, two recent studies have proposed that oxPPP
activationmaybeindependentofGAPDHoxidationandinsteaddepend
onthede-inhibitionofglucose-6-phosphatedehydrogenase(G6PDH),
to unlock ‘reserve flux capacity’ of the oxPPP, at least in non-yeast
species11,12
. Thus, it has remained an open question whether oxidative
inactivationofGAPDH,de-inhibitionofG6PDHorthecombinationof
both,isnecessaryandsufficientforoxPPPactivation.IfGAPDHoxida-
tionisindeedrelevanttomammaliancells,arelatedasyetunanswered
questionisthephysiologicalcontextandfunctionofGAPDHoxidation
inmammals.Underwhichphysiologicalorpathologicalcircumstances
doesanelevationofendogenousH2O2 activatetheGAPDHredoxswitch?
Or,inotherwords,whatwouldbetheconsequenceformammaliancells
iftheyexpressedanon-oxidizableGAPDHinsteadoftheoxidizableone?
Sofar,ithasbeenachallengetoprovecauseandcausality,because
itisnotobvioushowoxidizabilityofGAPDHcanbeabolishedwithout
also compromising its glycolytic activity. Mutating the active site
cysteineisnotanoption,asthiswillnotonlypreventoxidationbutalso
glycolyticactivity.However,thesituationchangedwhenthemolecular
mechanism of GAPDH oxidation was uncovered5
. H2O2 reactivity of
GAPDHwasfoundtodependonadedicatedH2O2 bindingsite(adjacent
to but separate from the glyceraldehyde 3-phosphate (G3P) binding
site)andonadedicatedmechanismthatsupportsthetransitionstate
of the reaction (R-SH + H2O2 → R-SOH + H2O) as well as leaving group
departure (that is, the hydroxide ion is protonated to leave as a water
molecule). By mutating one of several amino acid residues involved
in this mechanism (including Tyr-314 and Thr-177 in human GAPDH),
selectiveablationofoxidationsensitivitywasachieved,thatis,without
compromising normal GAPDH activity. This showed that separate
mechanismsmediatethereactivityofthesamethiolatetowardseither
H2O2 or G3P. Thus, GAPDH is one of the few known redox-regulated
proteins that can be oxidized by means of a ‘built-in’ H2O2 binding
and reaction site, and in that sense is comparable to the prototypical
H2O2 stresssensorfrombacteria,OxyR13
.
On the basis of these insights and considerations, this work used
isogenicpairsofmammaliancelllines,engineeredbyclusteredregu-
larly interspaced short palindromic repeats (CRISPR)-based genome
editingtodifferbyasingleGAPDHaminoacid,toexplorethebiological
roleandrelevanceofGAPDHoxidationsensitivity.Themutationsused
arehighlyconservative,minimizingpotentialstructuralperturbance:
theY314Fmutationeffectivelyremovesasinglehydroxylgroupfrom
theenzyme,andtheT177Amutation(correspondingtoT175Ainmouse
GAPDH)removesahydroxyltogetherwithamethylgroup.
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
of glucose, the fluorescence polarization difference was abolished
(Fig.2b,right).Consistently,cellswithWT(thatis,oxidizable)GAPDH
removed H2O2 from the medium more rapidly than cells with mutant
GAPDH (Fig. 2c, left). Pharmacological inhibition of the oxPPP with
6-aminonicotinamide16
abolishedthisdifference(Fig.2c,middle),asdid
thewithdrawalofglucose(Fig.2c,right).ThegeneticallyencodedH2O2
proberoGFP2-Orp1confirmedthattheintracellularreductivecapacity
isindeedcompromisedinmutantcellsrelativetoWTcells(Fig.2d,left).
There was no difference in reductive capacity when cells metabolize
tert-butyl hydroperoxide (TBHP) instead of H2O2 (Fig. 2d, middle), as
expected, because TBHP is not a substrate for the GAPDH oxidation
mechanism5
.Likewise,therewasnodifferenceinreductivecapacityin
theabsenceofglucose(Fig.2d,right).Together,theseresultsshowed
thatoxidativeinactivationofGAPDHiscausallyconnectedtoincreased
influx of glucose into the oxPPP, increased NADPH regeneration and
the safeguarding of reductive capacity in mammalian cells.
GAPDH(T175A)inMEFsmimicsGAPDH(Y314F)inHAP1cells
Tofurthersubstantiatethatchangesinmetabolism,reductivecapacity
andoxidativestressresistancearecausedbythelossofGAPDHoxida-
tionsensitivity,weanalysedanalternativeGAPDHpointmutationinthe
context of genome-edited mouse embryonic fibroblasts (MEFs). The
T175Amutation(correspondingtoT177AinhumanGAPDH)isfunction-
allyanalogoustotheY314Fmutation,inthatithasbeenfoundtocause
oxidation-insensitivity5
.MeasuringGAPDHactivityinMEFlysates,there
wasnodetectabledifferenceinbasalactivity,butmutantGAPDH(T175A)
wasmoreresistanttoH2O2-inducedinactivation(ExtendedDataFig.2a)
andhyperoxidation(ExtendedDataFig.2b).Likehumancellsexpress-
ingGAPDH(Y314F),murinecellsexpressingGAPDH(T175A)wereslower
than corresponding WT cells in removing H2O2 from the supernatant
(ExtendedDataFig.2c,left)andthedifferencewasabolishedbyblock-
ingthePPPorwithdrawingglucose(ExtendedDataFig.2c,middleand
right). In conclusion, two different GAPDH mutations (created with
different guide RNAs in different mammalian cell types) lead to simi-
lar effects, strongly supporting the conclusion that GAPDH oxidation
insensitivityperseisthecauseoftheobservedchanges.
GAPDHoxidationsupportsproliferationunderperoxidestress
We then asked how the GAPDH redox switch affects cellular growth
under oxidative stress conditions. We seeded cells in the presence or
absence of H2O2 and monitored their proliferation by optical imag-
ing. When seeded in the absence of H2O2, WT and mutant cells grew
a b c
d e f
37
WT
H2O2 (mM)
Y314F
0
.
5
1
2
0
.
5
1
2
37
50
GAPDH-SO2/3
GAPDH
β-Actin
H2O2
G6P
6PG
F6P
G3P
DHAP
FBP
G6P
6PG
F6P
G3P
FBP
Glc
Lac
0
0.5
1.0
1.5
2.0
GAPDH
activity
(relative
to
WT)
W
T
Y
3
1
4
F
W
T
H
2
O
2
Y
3
1
4
F
H
2
O
2
W
T
Y
3
1
4
F
W
T
H
2
O
2
Y
3
1
4
F
H
2
O
2
ns ***
0
200
400
600
800
1,000
Relative
C152-SSG
0
0.05
0.10
0.15
0.20
F6P
m
+
1/m
+
2
ratio
** *
0
0.2
0.4
0.6
ECAR
(post-H
2
O
2
:pre-H
2
O
2
)
*
DHAP
Glc
W
T
W
T
Y
3
1
4
F
W
T
H
2
O
2
l
o
w
Y
3
1
4
F
H
2
O
2
l
o
w
W
T
H
2
O
2
h
i
g
h
Y
3
1
4
F
H
2
O
2
h
i
g
h
Y
3
1
4
F
Fig.1|Theglycolysis‒oxPPPswitchdependsonGAPDHoxidation. a,GAPDH
activityasmeasuredinthelysateofHAP1cellsexpressingeitherWTormutant
(Y314F)GAPDH,andfollowingtreatmentofintactcellswith100 µMH2O2
for5 min.ActivityvaluesarenormalizedrelativetountreatedWTcells.Data
arepresentedasmean ± standarddeviation(s.d.),basedonn = 3biological
replicateswithn = 3technicalreplicateseach.NS,non-significant;***P < 0.001;
P = 0.2413and0.0005,basedonatwo-tailedunpairedt-test.b,Glutathionylation
ofGAPDHCys-152inWTandmutantcells,beforeandaftertreatmentofintact
cellswith50 µMH2O2 for5 min,asdeterminedbyLC–MS/MSanalysis.Bars
representthemeanofn = 3technicalreplicates.c,Hyperoxidation(sulfinylation
and/orsulfonylation)ofGAPDHCys-152asvisualizedbyimmunoblotting
beforeandaftertreatmentofintactcellswithupto2 mMH2O2 for5 min.
Representativeofn = 3independentexperiments.d,Partitioningof[1,2-13
C]
glucosefluxintoglycolysisandPPP,asdeterminedbytheisotopicsignatureof
F6P.WTandmutantcellswereleftuntreated,ortreatedwitheither10 µM(low)
or50 µM(high)H2O2 for30 s.Dataarepresentedasmean ± s.d.,basedonn = 3
forH2O2 treatedsamples.*P < 0.05,**P < 0.01;P = 0.0016and0.0347,basedona
two-tailedunpairedt-test.e,Changeintheextracellularacidificationrate(ECAR)
inresponsetotreatmentofWTandmutantcellswith100 µMH2O2.Dataare
presentedasmean ± s.d.(n = 3biologicalreplicateswithn = 3technicalreplicates
each).*P < 0.05;P = 0.0291,basedonatwo-tailedunpairedt-test.f,Scheme
depictingthereroutingofglucosefluxbetweenglycolysisandPPPinresponseto
GAPDHoxidation.Bluearrows:glycolyticflux;redarrows:PPPflux.Pleasenote
thatF6PandG3PareintermediatesofbothglycolysisandthePPP.Hence,GAPDH
oxidationallowsforthecyclingofintermediatesbetweenthePPPandupper
glycolysis,asindicatedbyreversedarrowsinupperglycolysis(right).
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
similarly(Fig.3a,left).However,whenseededinthepresenceofasingle
bolusofH2O2,WTcellshadasignificantsurvivalandgrowthadvantage
(Fig.3a,centreandright).Cellsexpressingoxidation-resistantGAPDH
also had a significant survival disadvantage under conditions of con-
tinuouslow-levelperoxideexposure(ExtendedDataFig.3a).Wethen
askedifH2O2-inducedgrowthinhibitionofmutantcellscanberescued
by providing either nucleotides or reducing equivalents, consider-
ing that both are products of the PPP. The suppression of mutant cell
growthbyH2O2 wasnotrescuedbyanucleotidemixture(Fig.3b,left),
butalmostfullyrescuedbyN-acetylcysteine(NAC)(Fig.3b,right).The
same nucleotide mixture reversed the growth-suppressing effect of
the IMPDH inhibitor merimepodib (VX-497) in both WT and mutant
cells,demonstratingitsactivity(Fig.3c).Inlinewiththeseresults,WT
and mutant cells exhibited similar rates of DNA synthesis (Extended
DataFig.3b).Takentogether,theseresultssuggestedthattheGAPDH
redoxswitchiscriticalwhencellsencounteroxidativestressduringthe
phaseofsubstrateattachment.Moreover,theresultinggrowthdefect
appears to be caused by a lack of PPP-derived reducing equivalents
rather than a lack of PPP-derived nucleotide precursors.
TheGAPDHswitchallowscellstosurvivethelossofanchorage
Althoughtherearesituationsinwhichmammaliancellsmustwithstand
exogenouslyproducedperoxides,forexample,atinflammatorysites,
in other conditions a cellular response to endogenously produced
peroxides is required. One such condition is the detachment of cells
from the matrix and/or other cells. It has been observed repeatedly
that detachment and/or low cell density elevates endogenous oxi-
dant levels17–19
. To investigate if the GAPDH redox switch is important
undersuchconditions,wedetachedcellsfromthecellcultureplastic
surface,keptthemdetachedandthendeterminedtheircolonyform-
ing potential. Following a short detachment period (15 min), WT and
mutant cells formed colonies with the same efficiency and did not
show a difference in their endogenous oxidant levels (Fig. 4a,b, left).
However, following a longer detachment period (6 h), mutant cells
a b
c
d
+ glucose + glucose + 6AN – glucose
– glucose
+ glucose + glucose
+ glucose – glucose
Glucose
0 30 60 90
0
0.5
1.0
Time (min)
OxD
OxD
OxD
0 30 60 90
0
0.5
1.0
Time (min)
0 30 60 90
0
0.5
1.0
Time (min)
H2O2
TBHP
Y314F
WT
0 30 60 90
0
370
370
380
390
400
410
Time (min)
mP
mP
Y314F
WT
0 30 60 90
0
370
370
380
390
400
410
Time (min)
0 300 600 900
0
80
80
100
120
140
160
Time (s)
H
2
O
2
(µM)
H
2
O
2
(µM)
H
2
O
2
(µM)
WT
Y314F
No cells
0 300 600 900
0
80
80
100
120
140
160
Time (s)
0 300 600 900
0
80
80
100
120
140
160
Time (s)
0
W
T
Y
3
1
4
F
W
T
H
2
O
2
Y
3
1
4
F
H
2
O
2
0.5
1.0
1.5
NADPH
(relative
to
WT)
NS ** H2O2
H2O2 H2O2
Fig.2|OxidativeGAPDHinactivationsafeguardsreductivecapacity.
a,RelativeNADPHlevelsasmeasuredinthecelllysateofWTandmutant
(Y314F)HAP1cells,beforeandaftertreatmentofintactcellswith100 µMH2O2
for3 min.Barsrepresentthemeanofn = 3biologicalreplicates ± standard
deviation(s.d.).NS,non-significant;**P < 0.01;P = 0.9206and0.0022,basedon
atwo-tailedunpairedt-test.b,NADP+
-dependentG6PDHdimerizationtriggered
by100 µMH2O2,asmeasuredbythefluorescencepolarizationresponseofthe
Apollo-NADP+
probe,inthepresence(left)orabsence(right)of10 mMglucose.
mP:millipolarizationunits.Basedonthemeanofn = 3biologicalreplicates.
Dottedlines:s.d.c,LossofextracellularH2O2 (startingconcentration:150 µM)
fromthecellculturesupernatantasmeasuredwithanH2O2-selectiveelectrode,
inthepresence(leftandmiddle)orabsence(right)of10 mMglucose,andin
thepresenceof10 mM6-aminonicotinamide(6-AN)(middle).Basedonn = 3
biologicalreplicates.Dottedlines:s.d.d,CytoplasmicH2O2 levelsinresponseto
exogenousapplicationof100 µMH2O2 (leftandright)or50 µMTBHP(middle)as
measuredbytheroGFP2-Orp1probe,inthepresence(leftandmiddle)orabsence
(right)of10 mMglucose.Basedonthemeanofn = 3biologicalreplicateswith
n = 3technicalreplicateseach.Dottedlines:s.d.
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
exhibiteddecreasedclonogeniccapacityandincreasedoxidantlevels
relativetoWTcells(Fig.4a,b,middle).Thesedifferenceswereabatedby
treatmentwithNAC(Fig.4a,b,right).Next,westudiedthe3Dgrowthof
WTandmutantcellsasspheroids.Ithasbeenobservedpreviouslythat
growth inside a spheroid elevates endogenous oxidative stress18,20
. In
monolayer culture, both WT and mutant cells exhibited the same low
levelsofendogenousH2O2 (Fig.4c,dandExtendedDataFig.4a).In3D
growth, despite comparable spheroid size, mutant spheroids were
moreoxidized(Fig.4e,f)andcontainedmoredeadcells(Fig.4g)than
WT spheroids. The same observation was made with WT and mutant
MEFs under conditions of spheroid growth (Fig. 4h). Taken together,
these results suggested that oxidative GAPDH inactivation protects
mammaliancellsagainsttheelevationofendogenousperoxidelevels
that occurs in the context of anchorage-independent growth.
TheGAPDHredoxswitchprotectstumourcellsinvivo
Tumour cells experience episodes of oxidative stress when growing
as tumours in situ21,22
. We therefore asked if tumour cells exploit the
GAPDH redox switch to survive and grow inside the host environ-
ment. We transplanted WT and mutant HAP1 cells under the skin
of NOD SCID gamma mice and monitored their growth. Tumours
harbouring oxidation-resistant GAPDH grew significantly slower
(Fig. 5a,b), suggesting that the loss of the GAPDH redox switch was a
disadvantageforthetumour.Correlatingwithslowertumourgrowth,
the survival time of animals bearing mutant tumours was longer
(Fig. 5c). Analysing tumours grown from HAP1 cells expressing the
cytosolic roGFP2-Orp1 H2O2 probe, we found mutant tumours to
exhibit more probe oxidation than WT tumours (Fig. 5d). Perform-
ing metabolic flux analysis by injecting [1,2-13
C]glucose into the tail
vein, we determined that mutant tumours had lower PPP flux than
WT tumours (Fig. 5e), which was also reflected by decreased label-
ling of key PPP intermediates (Fig. 5f) and a lower NADPH/NADP+
ratio (Fig. 5g). Together, these results suggested that tumour cells
lacking the GAPDH redox switch are less well equipped to counteract
oxidative stress and hence have a lower probability of survival in the
host environment.
0 24 48 72 96 120
0
50
100
Ctrl
Time (h)
Confluence
(%)
WT
Y314F
0 24 48 72 96 120
0
50
100
100 µM H2O2
Time (h)
0 24 48 72 96 120
0
50
100
Time (h)
0 24 48 72 96 120
0
50
100
Time (h)
0 24 48 72 96 120
0
50
100
Time (h)
Confluence
(%)
Confluence
(%)
Confluence
(%)
Confluence
(%)
Confluence
(%)
Confluence
(%)
Confluence
(%)
0 24 48 72 96 120
0
50
100
Time (h)
0 24 48 72 96 120
0
50
100
Time (h)
0 24 48 72 96 120
0
50
100
Time (h)
a
b c
150 µM H2O2 250 µM H2O2
150 µM H2O2 + NAC
150 µM H2O2 + NUC VX-497 VX-497 + NUC
Fig.3|GAPDHoxidationsupportsproliferationunderperoxidestress.
a,Cellgrowth,asmeasuredbyopticalimaging,ofWTandmutantcells,either
leftuntreated(left),orseededinthepresenceof100,150or250 µMH2O2 (middle
andright).Basedonn = 5technicalreplicates,representativeofn = 3biological
replicates.Dottedlines:standarddeviation(s.d.).b,Cellgrowth,asmeasuredby
opticalimaging,ofWTandmutantcellsseededinthepresenceof150 µMH2O2,
andthentreatedwith30 µMofnucleotide(NUC)mixture(left)or10 mMof
NAC(right).Basedonn = 5technicalreplicates,representativeofn = 3biological
replicates.Dottedlines:s.d.c,Cellgrowth,asmeasuredbyopticalimaging,of
WTandmutantcellsseededwith5 µMoftheIMPDHinhibitormerimepodib
(VX-497),intheabsence(left)orpresence(right)ofthenucleotide(NUC)mixture
(30 µM).Basedonn = 5technicalreplicates,representativeofn = 3biological
replicates.Dottedlines:s.d.
Fig.4|TheGAPDHswitchallowscellstosurvivethelossofanchorage.
a,Coloniesformedafterseedingof100WTormutant(Y314F)HAP1cellsinto
adherentcellcultureplates.Beforeseeding,singularizedcellswerekeptin
ultralow-attachmentplatesforeither0.25 h(left),or6 h(middleandright),inthe
absence(leftandmiddle)orpresence(right)of10 mMNAC.Dataarepresented
asmean ± standarddeviation(s.d.),basedonn = 3biologicalreplicateswithn = 3
technicalreplicateseach.NS,non-significant;**P < 0.01;P = 0.8860,0.0059and
0.4174,basedonatwo-tailedunpairedt-test.b,Relativeintracellularoxidant
levelsasindicatedbyDCFfluorescence,correspondingtoa.Dataarepresented
asmean ± s.d.,basedonn = 3biologicalreplicateswithn = 3technicalreplicates
each.NS,non-significant;*P < 0.05;**P < 0.01;P = 0.4696,0.0057and0.0418,
basedonatwo-tailedunpairedt-test.c,TheroGFP2-Orp1fluorescenceratioin
WTandmutant(Y314F)HAP1cellsgrowninadherentmonolayercellculture.
Left:representativehistogram.Right:quantitationpresentedasmean ± s.d.
basedonn = 3biologicalreplicates.NS,non-significant;P = 0.1583,basedon
atwo-tailedunpairedt-test.d,VisualizationofroGFP2-Orp1inWT(top)and
mutant(bottom)HAP1cellsgrowninadherentmonolayerculture.Fluorescence
wasrecordedfollowingsequentialexcitationat405 nm(left)and488 nm
(middle).Thefluorescenceratioimage(right)wascalculatedpixel-by-pixeland
colour-coded.Representativeofn = 3biologicalreplicates.e,TheroGFP2-Orp1
fluorescenceratioinWTandmutant(Y314F)HAP1cellsgrowninnon-adherent
spheroidculture.Left:representativehistogram.Right:quantitationpresented
asmean ± s.d.,basedonn = 9biologicalreplicates.****P < 0.0001,basedona
two-tailedunpairedt-test.f,VisualizationofroGFP2-Orp1inWT(top)andmutant
(bottom)HAP1cellsgrowninnon-adherentspheroidculture.Fluorescencewas
recordedfollowingsequentialexcitationat405(left)and488 nm(middle).The
fluorescenceratioimage(right)wascalculatedpixel-by-pixelandcolour-coded.
Representativeofn = 6(WT)andn = 7(Y314F)biologicalreplicates.g,Staining
ofWT(top)andmutant(bottom)HAP1spheroidswithHoechstdye(left)or
PI(middle).Representativeofn = 3biologicalreplicates.h,StainingofWT
(top)andmutant(bottom)EFspheroidswithHoechstdye(left)orPI(middle).
Representativeofn = 3biologicalreplicates.
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
Chemo-andradiotherapysynergizewithdeficientGAPDH
oxidation
Several kinds of chemotherapy elevate oxidative stress in tumour
cells23
. We therefore asked if loss of the GAPDH redox switch would
make tumour cells more responsive to chemotherapy. Cisplatin
treatmentiswellknowntotriggerpro-oxidativeeffects24
.Cellculture
experimentsconfirmedthatcisplatinelevatesendogenousH2O2 levels,
morestronglyinmutantthaninWTHAP1cells(ExtendedDataFig.5a).
Whilecisplatintreatmentprolongedthesurvivalofalltumour-bearing
animals, it synergized with GAPDH oxidation insensitivity, as the
a b
c
WT
Y314F
405 nm 488 nm Ratio
Count
WT
Y314F
e
HAP
WT
HAP
Y314F
Hoechst PI Overlay
MEF
WT
MEF
T175A
0.25 h detachment 6 h detachment 6 h detachment
+ NAC
0.25 h detachment
W
T
Y
3
1
4
F
W
T
Y
3
1
4
F
W
T
Y
3
1
4
F
W
T
Y
3
1
4
F
W
T
Y
3
1
4
F
W
T
6
h
Y
3
1
4
6
h
6 h detachment 6 h detachment
+ NAC
Hoechst PI Overlay
Monolayer
Spheroid
Spheroid Spheroid
Count
WT
Y314F
d
f
g h
Monolayer
Spheroid
405 nm 488 nm Ratio
WT
Y314F
50 µm
250 µm
250 µm
250 µm
Fluorescence ratio
405/488
Fluorescence ratio
405/488
0
2,500
5,000
7,500
10,000
12,500
DCFDA
(a.u.)
DCFDA
(a.u.)
DCFDA
(a.u.)
NS
0
2,500
5,000
7,500
10,000
12,500 **
0
2,500
5,000
7,500
10,000
12,500 *
0
20
40
60
80
100
Colonies
Colonies
Colonies
NS
0
20
40
60
80
100 **
0
20
40
60
80
100
NS
0
1
2
3
4
Fluorescence
ratio
405/488
****
0
1
2
3
4
Fluorescence
ratio
405/488
NS
4
0
4
0
10 µm 10 µm 10 µm
10 µm 10 µm 10 µm
50 µm 50 µm 50 µm
50 µm 50 µm 50 µm
100 µm
100 µm
100 µm
100 µm
W
T
Y
3
1
4
F
W
T
Y
3
1
4
F
1,500
1,000
500
0
0 1.0 2.0 3.0 4.0 5.0
0
0
100
200
300
400
500
1.0 2.0 3.0 4.0 5.0
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
survivalbenefitwasmorepronouncedinanimalswithmutanttumours
(Fig. 6a). Moreover, the re-growth of mutant tumours between
treatment cycles was significantly delayed relative to WT tumours
(Fig. 6b). Analysing tumours expressing the cytosolic roGFP2-Orp1
H2O2 probe,weobservedthatcisplatinelevatedperoxidelevelsmuch
morestronglyinmutantthaninWTtumours(Fig.6c).Wethenasked
iftreatmentwithionizingradiationwouldalsosynergizewithGAPDH
oxidationinsensitivity.Indeed,whilefractionatedionizingradiation
prolongedthesurvivalofalltumour-bearinganimals,itcausedamuch
more pronounced survival benefit in animals with mutant tumours
(Fig. 6d) and strongly delayed the re-growth of mutant tumours
betweentreatmentcycles(Fig.6e).ThesynergybetweenGAPDHoxi-
dationinsensitivityandradiationtreatmentwasalsoreflectedbyintra-
tumouralcaspase-3activation(Fig.6f).Together,theseobservations
showed that the GAPDH redox switch allows tumours to counteract
oxidativestressthatiselevatedbyeitherchemo-orradiotherapeutic
treatment in vivo.
AdefectiveGAPDHswitchaltersmetabolisminvarioustissues
Finally,toassessiftheGAPDHredoxswitchisalsorelevantatthelevel
oforganismalphysiology,weanalysedGAPDH(T175A)knock-inmice.
Thesemicedonotexhibitanymacroscopicallyvisiblechangeinpheno-
typeatyoungages(<12 weeks),suggestingthattheycancompensate
forthelackoftheredoxswitch,atleastundernon-stresshomeostatic
conditions.However,endogenousproductionofH2O2 maybeexpected
to trigger the GAPDH switch at least to some extent in metabolically
active tissues or cell types. Erythrocytes are known to be susceptible
tooxidativestress,duetohaemoglobinautoxidation.Aserythrocytes
lackmitochondrialmetabolism,theydependontheoxPPPforNADPH
regenerationandthemaintenanceofredoxhomeostasis25
.Indeed,we
a b
d e
c
f g
0
500
1,000
1,500
Tumour
weight
(mg)
***
14 21 28
0
0.2
0.4
0.6
0.8
1.0
Time (days)
Tumour
volume
(cm
3
)
WT
Y314F
0 7 14 21 28 35 42 49
0
0.5
1.0
Time (days)
Surviving
fraction
WT
Y314F
0
0.5
1.0
1.5
2.0
Relative
405/488
fluorescence
ratio
****
0
0.1
0.2
0.3
0.4
F6P
m
+
1/m
+
2
ratio
***
0
0.1
0.2
0.3
0.4
G3P
m
+
1/m
+
2
ratio
***
0
0.05
0.10
0.15
0.20
0.25
6PG
m
+
2
fraction
****
0
0.05
0.10
0.15
0.20
0.25
R5P
m
+
1
fraction
****
0
0.05
0.10
0.15
0.20
0.25
S7P
m
+
1
m
+
2
fraction
****
0
0.5
1.0
1.5
NADPH/NADP
+
*
WT Y314F
WT Y314F WT Y314F WT Y314F
WT Y314F WT Y314F WT Y314F WT Y314F
Fig.5|TheGAPDHredoxswitchprotectstumourcellsinvivo. a,Growth
ofxenografttumoursaftersubcutaneousinjectionofHAP1cellsexpressing
eitherWTormutant(Y314F)GAPDH.Basedonn = 6micepergroup.Solidlines
representthemean,dottedlinesrepresentthestandarderrorofthemean.
b,Weightoftumoursexplanted28 daysafterxenografting.Dataarepresented
asmean ± standarddeviation(s.d.),basedonn = 5micepergroup.***P < 0.001;
P = 0.0002,basedonatwo-tailedunpairedt-test.c,Survivaltimeoftumour-
bearingmiceuntilreachinghumaneendpoints.Basedonn = 17(WT)andn = 9
(Y314F)mice.d,TheroGFP2-Orp1405 nm/488 nmfluorescenceratioasmeasured
incellsisolatedfromexplantedWTandmutanttumours.Dataarepresentedas
mean ± s.d.,basedonn = 15(WT)andn = 8(Y314F)mice.****P < 0.0001,basedon
atwo-tailedunpairedt-test.e,Metabolicfluxanalysisfollowingtailveininjection
of[1,2-13
C]glucoseandsubsequenttumourexplantation.Thepartitioningof
glucosefluxintoglycolysisandPPPisindicatedbytheratioofsinglyanddoubly
labelledF6P(left)andG3P(right).Dataarepresentedasmean ± s.d,basedon
n = 5micepergroup.***P < 0.001;P = 0.0007and0.0008,basedonatwo-tailed
unpairedt-test.f,Metabolicfluxanalysisfollowingtailveininjectionof[1,2-13
C]
glucoseandsubsequenttumourexplantation.Theinfluxof[1,2-13
C]glucose
intothePPPisindicatedbymassshiftsinthePPPintermediates6PG(left),R5P
(middle)andS7P(right).Dataarepresentedasmean ± s.d.,basedonn = 5mice
pergroup.****P < 0.0001,basedonatwo-tailedunpairedt-test.g,NADPH/NADP+
ratioinWTandmutanttumoursasdeterminedbymassspectrometry.Dataare
presentedasmean ± s.d.,basedonn = 5micepergroup.*P < 0.05;P = 0.0488,
basedonatwo-tailedunpairedt-test.
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
observed that erythrocytes from mutant mice exhibit higher endog-
enous ROS levels than their WT counterparts (Fig. 7a and Extended
Data Fig. 6a). The deficiency in erythrocyte redox homeostasis was
accompaniedbyhighererythrocytecounts,increasedhaematocritand
moremegakaryocyte–erythroidprogenitors(MEPs)inthebonemar-
row (Fig. 7b and Extended Data Fig. 6b), suggesting that mutant mice
compensate for the impairment of their erythrocytes by increasing
erythropoiesis. We then studied kidney and heart, which are meta-
bolically highly active organs. To gain insight into potential adaptive
changes caused by the lack of the GAPDH redox switch, we compared
proteinexpressionbetweenWTandmutanttissuesbydeepproteomic
analysis. Analysis of the kidney proteome by diaPASEF, followed by
DIA-NN analysis26
, revealed a number of differentially expressed pro-
teins (Fig. 7c). Gene set enrichment analysis indicated significant
a b
d e
Cisplatin Cisplatin
Radiation Radiation
c
f
0 7 14 21 28 35 42 49 56 63 70 77 84 91
0
0.2
0.4
0.6
0.8
1.0
Time (days)
Tumour
volume
(cm
3
)
WT cisplatin
Y314F cisplatin
0 7 14 21 28 35 42 49 56 63 70 77 84 91
0
0.5
1.0
Time (days)
Surviving
fraction
WT
Y314F
WT cisplatin
Y314F cisplatin
0
W
T
Y
3
1
4
F
W
T
c
i
s
p
l
a
t
i
n
Y
3
1
4
F
c
i
s
p
l
a
t
i
n
2
4
6
8
405/488
fluorescence
ratio
****
***
****
0 14 28 42 56 70 84 98 112 126 140 154
0
0.5
1.0
Time (days)
Surviving
fraction
WT
WT radiation
Y314F
Y314F radiation
0 14 28 42 56 70 84 98 112 126 140
0
0.2
0.4
0.6
0.8
1.0
Time (days)
Tumour
volume
(cm
3
)
WT radiation
Y314F radiation
0
10
20
30
40
Caspase
3
activation
(%
of
tumour
area)
***
W
T
Y
3
1
4
F
W
T
r
a
d
i
a
t
i
o
n
Y
3
1
4
F
r
a
d
i
a
t
i
o
n
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
changes in biosynthetic pathways related to NADPH generation, in
particular fatty acid metabolism (Fig. 7d). Metabolic pathway map-
ping using iPath indicated the downregulation of fatty acid biosyn-
thesis and the upregulation of fatty acid degradation (Extended Data
Fig. 7a). An interaction analysis of the most significantly upregulated
proteins using String (Fig. 7e) revealed a cluster of enzymes involved
in peroxisomal and mitochondrial β-oxidation, including acyl-CoA
dehydrogenase(Acadm)andenoyl-CoAhydratase/3-hydroxyacyl-CoA
dehydrogenase(Ehhadh)(Fig.7f),andaclusterofenzymesrelatedto
renalbloodpressurecontrol,includingangiotensinconvertingenzyme
(Ace)andmeprin(Mep1a)(Fig.7g).Furthermore,severalantioxidative
enzymeswereupregulatedinthemutantkidney,includingmitochon-
drialthioredoxin(Txn2),peroxiredoxin-5(Prdx5),glutamate-cysteine
ligase(Gclc)andglutaredoxin-5(Glrx5)(Fig.7h).Althoughhearttissues
exhibited greater inter-individual variability, gene set enrichment
analysis also indicated significant deregulation of fatty acid metabo-
lism,inadditiontochangesinfocaladhesionpathways(ExtendedData
Fig. 7b). Similar to the kidney, metabolic pathway mapping indicates
thesuppressionoffattyacidbiosynthesisintheheart(ExtendedData
Fig. 7c). In summary, proteomic changes observed in non-stressed
knock-inmicesuggestedthatoxidativeGAPDHinactivationisrelevant
inthecontextofthewholeorganism,undernormalphysiologicalcon-
ditions, and across different cell types and organs.
Discussion
In this study we investigated the relevance of oxidative GAPDH inac-
tivation in mammalian cells. We defined its role in mediating cellular
robustness against oxidative stress and explored implications for
tumour growth. Finally, we asked if oxidative GAPDH inactivation is
relevant in the organismal context and under non-stress conditions.
The study provided three major insights.
The first major insight is that reversible oxidation of GAPDH is
highly relevant for the triggering of the glycolysis–oxPPP transition
and the balancing of NADPH supply in oxidative stress situations.
Our study demonstrates for the first time that GAPDH oxidation in
mammalian cells not only correlates with, but is actually required for
glycolysis–oxPPP rerouting. Although we proposed this mechanism
already more than 15 years ago8
, causality remained to be proven for
mammaliancells.Inthemeantime,itwassuggestedthatPPP‘reserve
flux capacity’ alone may be sufficient to explain increased PPP flux in
responsetoH2O2,independentlyofGAPDHoxidation11
.Eventually,the
mechanisticunderstandingofGAPDHoxidation,togetherwithgenome
editing,allowedustoinactivatetheredoxswitchwithoutcompromis-
ing the primary glycolytic function of GAPDH. Our results show that
oxidativeGAPDHinactivationcooperateswithPPPreservefluxcapac-
itytobalancetheNADPHpoolduringoxidativestressconditions.Our
findings are fully consistent with increased metabolic flux through
G6PDH, as triggered by elevated NADP+
. Indeed, our measurements
withtheApollo-NADP+
probe(Fig.2b)confirmthatG6PDHisactivated
under the conditions of metabolic rerouting, and that the metabolic
response of G6PDH to changes in the NADPH/NADP+
ratio does not
requireGAPDHoxidation.However,ourexperimentsalsoshowthatthe
activationofG6PDHaloneisinsufficienttoaccountforPPPactivation
underconditionsofperoxidestress.Hence,ourdatasuggestthatboth
processes,GAPDHinhibitionandG6PDHactivation,actinconcert,as
H2O2 elevationnotonlyleadstoGAPDHoxidation,butalsotoNADPH
oxidation.Hence,theallostericbreaksonG6PDHactivityarereleased
(byNADP+
binding)atthesametimewhenGAPDHinhibitiondamsup
glycolyticfluxtomakemoreG6Pavailable.
The second major insight of this study is the (patho-)physiologi-
cal relevance of the GAPDH redox switch with regard to endogenous
oxidant levels. Most previous studies on the glycolysis–oxPPP transi-
tion focused on microbes and exogenously applied peroxide stress.
Tolerance to environmentally generated peroxides is highly relevant
tomicrobes,suchasinmicrobialcommunities,inharshenvironments
or in the context of phagocyte attack. In mammalian cells, however,
intracellularsourcesofH2O2 areimportantinnumerousphysiological
andpathophysiologicalsituations,suchaschangesinoxygenavailabil-
ity,differentkindsofmetabolicimbalance,lossofmatrixattachment,
exposuretoradiationortoxins,orinflammation.However,itremained
unclear whether these situations involve GAPDH oxidation as well as
PPPactivation,asaphysiologicalresponsemechanism.
Inthisstudyweidentifieda(patho-)physiologicallyrelevantsitu-
ation of endogenous peroxide elevation, in which GAPDH oxidation
Fig.6|Chemo-andradiotherapysynergizewithGAPDHoxidation
insensitivity.a,Survivaloftumour-bearingmiceinresponsetocisplatin
treatment,basedontumoursize(>1.3 cminanydimension)asthesoleendpoint.
Arrowsindicatetimepointsoftreatment.Basedonn = 17(WT),n = 9(Y314F),
n = 16(WTcisplatin)andn = 9(Y314Fcisplatin)mice.b,Growthkineticsof
tumoursexpressingWTormutantGAPDH,eithermock-treatedortreated
withcisplatin.Arrowsindicatetimepointsoftreatment.Basedonn = 16(WT
cisplatin)andn = 9(Y314Fcisplatin)mice.c,TheroGFP2-Orp1405 nm/488 nm
fluorescenceratioasmeasuredincellsisolatedfromexplantedWTandmutant
tumours,eithermock-treatedortreatedwithcisplatin.Dataarepresented
asmean ± standarddeviation(s.d.),basedonn = 15(WT),n = 8(Y314F),n = 9
(WTcisplatin)andn = 4(Y314Fcisplatin)mice.***P < 0.001;****P < 0.0001;
P = <0.0001,0.0004and<0.0001,basedonatwo-tailedunpairedt-test.
d,Survivaloftumour-bearingmiceeithermock-treatedortreatedwithionizing
radiation.Arrowsindicatecyclesoffractionatedradiation.Basedonn = 9(WT),
n = 6(Y314F),n = 9(WTradiation)andn = 6(Y314Fradiation)mice.e,Growth
kineticsoftumoursexpressingWTandmutantGAPDH,untreatedortreatedwith
ionizingradiation.Arrowsindicatecyclesoffractionatedradiation.Basedon
n = 9(WTradiation)andn = 6(Y314Fradiation)mice.f,Quantitationofactivated
Caspase3inslicesoftumoursexpressingWTormutantGAPDH,untreatedor
treatedwithionizingradiation.Dataarepresentedasmean ± s.d.,basedon
n = 6(WT),n = 3(Y314F),n = 4(WTradiation)andn = 4(Y314Fradiation)mice.
***P < 0.001;P = 0.0002,basedonatwo-tailedunpairedt-test.
Fig.7|AdefectiveGAPDHswitchaltersmetabolisminvarioustissues.
a,RelativeintracellularoxidantlevelsinerythrocytesisolatedfromWTand
mutant(T175A)animals.DCFfluorescence(left)andfrequencyofDCF-positive
cells(right).Dataarepresentedasmean ± standarddeviation(s.d.),based
onn = 6micepergroup.*P < 0.05;**P < 0.01;P = 0.0091and0.0301,basedon
atwo-tailedunpairedt-test.b,Numbersoferythrocytespermillilitre(left),
haematocrit(middle)andnumberofMEPcellsperfemur(right)ofWTand
mutant(T175A)animals.Dataarepresentedasmean ± s.d.,basedonn = 6mice
pergroup.*P < 0.05;**P < 0.01;P = 0.0049,0.0016and0.0208,basedona
two-tailedunpairedt-test.c,ProteinsdifferentiallyexpressedinGAPDHmutant
kidneys.Grey,yellowandorangedotsrepresentproteinswithafalsediscovery
rate(FDR)>10%,<10%and<5%,respectively.Verticallinesindicatefoldchange
thresholdsof±1.25.Basedonn = 5micepergroup.d,Genesetenrichment
analysisofproteinsdifferentiallyexpressedintheGAPDHmutantkidney.
MappingtoKEGGpathways.Bluebars:genesetswithdecreasedrepresentation
inmutantkidneys.Redbars:genesetswithincreasedrepresentationinmutant
kidneys.Basedonn = 5micepergroup.ECM,extracellularmatrix.e,Interaction
analysisofproteinsmoststronglyupregulatedintheGAPDHmutantkidney.
Edgesrepresentexperimentallysupportedinteractions(confidencescore
>0.7)fromtheSTRINGdatabase(https://string-db.org).Purplenodesrepresent
proteinsincludedinUniprotpathway‘Lipidmetabolism’(KW-0443),andgreen
nodesrepresentproteinswithaspecificfunctioninbloodpressurecontrol.
f,Examplesofenzymesinvolvedinβ-oxidation.Basedonn = 5micepergroup.
FC,foldchange.g,Examplesofenzymesinvolvedinbloodpressurecontrol.
Basedonn = 5micepergroup.h,Examplesofredoxenzymesupregulatedin
theGAPDHmutantkidney.Basedonn = 5micepergroup.
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
becomesrelevantforcellsurvival,namelylossofsubstrateattachment.
Detached mutant cells, but not WT cells, suffered from elevated per-
oxide levels and increased cell death, showing that the GAPDH redox
switchanditsroleinactivatingoxPPPflux,iscriticalforsurvivalduring
anchorage-independentgrowth.WhileWTandmutantcellsbehaved
similarlyinmonolayerculture,mutantcellsshowedincreasedperoxide
stressandcelldeathduringspheroidgrowth.Theseresultsareinline
withearlierreports18,27
,showingthatanchorage-independentspheroid
growth requires changes in metabolism to suppress an increase in
endogenousoxidantlevels.
TheseobservationsnaturallyledustoaskabouttheroleofGAPDH
oxidationintumourbiology.Ithasbeendocumentedthattumourcells
often have to overcome episodes of oxidative stress for survival and
spread27,28
. Tumour cells losing matrix attachment and entering the
a b
0
W
T
T
1
7
5
A
W
T
500
1,000
1,500
DCFDA
(mean
fluorescence
intensity)
**
0
10
20
30
DCFDA
(frequency
of
positive
cells) *
0
5
10
15
Erythrocytes
(M
ml
–1
)
**
0
20
40
60
80
Haematocrit
(%)
**
0
50,000
100,000
150,000
200,000
MEP
cells
per
femur
c d
Ace
Acox2
Ehhadh
Mme
Acnat1
Hao2
Acadm
Acsl5
Acox3
Acot8
Ccbl2
Acot1
Mep1b
Mep1a
Renal blood
pressure control
Lipid metabolism
Aadat
Decreased
Increased
Cardiac muscle contraction
Alcoholic liver disease
PI3K–Akt signalling pathway
Complement and coagulation cascades
Insulin signalling pathway
Human papillomavirus infection
Proteoglycans in cancer
Regulation of lipolysis in adipocytes
Oxidative phosphorylation
ECM–receptor interaction
Focal adhesion
AMPK signalling pathway
Fat digestion and absorption
Peroxisome
0 1 2 3 4
–log10(q)
–2 –1 0 1 2 3
0
0.5
1.0
1.5
2.0
log2(T175A/WT)
–log
10
(q)
Ace
FDR
>0.1
<0.1
<0.05
Ehhadh
Mep1a
e f
Gclc
Prdx5
Txn2 Glrx5
P = 0.0454, FC 1.52
13.5
14.0
14.5
15.0 P = 0.127, FC 1.24
18.00
18.25
18.50
18.75
19.00 P = 0.00128, FC 1.25
15.2
15.4
15.6
15.8
P = 0.162, FC 1.3
14.6
15.0
15.4
17.0
17.5
18.0
log
2
(intensity)
log
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Acadm
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
circulation are observed to experience oxidative stress17
. Evidence
suggeststhatacutelystressedtumourcellsneedtorapidlyboostreduc-
tivecapacitytosurviveforlongenoughtoestablishmorelong-lasting
adaptations18
. Along those lines, the provisioning of antioxidants to
micewasfoundtoacceleratediseaseprogressionbyhelpingstressed
tumourcellstosurvive27,29–31
.Takentogether,oxidativestresshasbeen
suggested to act as a major barrier to tumour progression that malig-
nantcellsneedtoovercomebyboostingreductivecapacity.
Lookingattumourgrowthinamousexenograftmodelwefound
that silencing of the GAPDH redox switch, thus limiting the ability of
tumour cells to boost oxPPP flux when needed, substantially limited
tumourgrowthwhileenhancingendogenousperoxidestress.Inother
words, the GAPDH redox switch helps tumour cells to activate the
oxPPP and to suppress the oxidative stress that is associated with
tumour growth. This finding predicted that a pro-oxidative treat-
ment (to enhance oxidative burden on tumour cells) should syner-
gizewiththeinhibitionoftheGAPDHredoxswitch.Indeed,wefound
that cisplatin as well as radiation treatment, both of which elevated
endogenous peroxide levels in tumour cells, strongly enhanced the
tumour-suppressiveeffectofadeficientGAPDHredoxswitch.
Assumingthatmanytumoursneedtoovercomeconditionslead-
ingtoperoxidestress,atleastlocallyand/ortemporarily,weexpectour
proof-of-concept tumour experiment to have broader relevance for
tumourbiology,asitreproduceslackofpropersubstrateattachment
andexpansionofthetumourmassintoahostenvironmentimposing
oxidative stresses (as directly demonstrated by the use of genetically
encodedredoxprobes).However,toassesstherelevanceofthesefind-
ingsinrelationtoothertumourentitiesandhostmicroenvironments,
additionalworkisrequired.
It has been suggested that robust maintenance of NADPH levels
(that is, stress resistance) is often more limiting for tumour growth
than are energy levels or biosynthetic precursors32
. Indeed, the need
forstableNAD(P)HlevelsunderstressmaycontributetotheWarburg
effect,thatis,thefactthatmanytumourcellsprefertorunonglucose
fermentationratherthanoxidativerespiration,despitethelatterpro-
ducing stoichiometrically more ATP, due to full glucose oxidation.
FermentativeglycolyticATPproduction,basedonhighglucoseuptake
and turnover, arguably is the ideal premise for rapid and dynamic
rerouting of glucose flux into the oxPPP, as needed under oxidative
stressandtriggeredbytheGAPDHswitch.
Theglycolysis–oxPPPtransitionseemstooperateasafast-acting
first-lineresponsetooxidativestressandmayoftenbeessentialtobuy
sufficienttimeforstressedcellstoestablishlonger-lastingadaptations.
It is well known that normal and tumour cells can use different kinds
of long-term adaptions to increase reductive capacity, as there are
additionalpathwaysthatcanservetoregenerateNADPH,forexample,
thefolatepathway33
,althoughthesearebelievedtobelessresponsive
andoflowerfluxthantheoxPPP.Hence,futurestudiesshouldaddress
how some tumour cells manage to adapt to an inactivated GAPDH
redoxswitch.
Finally, the third major insight of this study is that the GAPDH
redox switch is relevant in the context of the whole organism, under
normal physiological conditions, and across different cell types and
organs. The proteome analysis of heart and kidney tissue indicated
that mutant mice downregulate fatty acid synthesis while upregulat-
ing fatty acid uptake and β-oxidation. Since fatty acid synthesis is a
major consumer of NADPH, its downregulation is likely to represent
an adaptation to defective oxPPP activation. It is less obvious how
increasedβ-oxidationmaycontributetoadaptation.Increasedsupply
of acetyl-CoA for the Krebs cycle may enhance NADPH regeneration
througheithermalicenzymeorisocitratedehydrogenase34–36
.Itisalso
possible that β-oxidation-derived NADH helps to replenish NADPH
through the action of nicotinamide nucleotide transhydrogenase37
.
Taken together, it appears that young adult knock-in mice, despite
showingsignsofincreasedoxidativestress(Fig.7a,h),areoverallable
to compensate for deficiencies that occur in tissues with naturally
elevated endogenous peroxide production. It will therefore be inter-
estingtoinvestigatemiceofolderageinfutureexperiments.Itisalso
an interesting question if growing tumours adapt to the lack of the
GAPDH redox switch by increasing β-oxidation, considering the role
of β-oxidation for several cancer types, including pancreatic ductal
adenocarcinoma38
andprostatecancer39
.
Methods
Cell lines
HAP1cellswerepurchasedfromHorizonGenomics.HAP1-GAPDH(Y314F)
cellsweregeneratedbyCRISPR/Cas9-mediatedgenomeeditingusing
gRNAsTCTAGGTATGACAACGAATTandTTTTCTGAGCCAGCCACCAG.
Twoclonalcelllineswereindependentlyselected.GAPDH(T175A)MEFs
wereobtainedfromGAPDH(T175A)knock-inmice.Allcelllineswerecul-
turedinIscove’smodifiedDulbecco’smedium(IMDM;LifeTechnolo-
gies),supplementedwith10%bovinecalfserum(LifeTechnologies)and
50 units ml−1
ofpenicillinandstreptomycin(LifeTechnologies).Allcell
lineswereregularlytestedformycoplasmacontamination,viralinfec-
tionsandcelllineidentitybymultiplexPCRsequencing(Multiplexion).
WholegenomesequencingandCRISPRoff-targetsite
prediction
Fastq files were aligned to the human genome (build hs37d5) using
bwa mem (http://bio-bwa.sourceforge.net/bwa.shtml), followed by
PCR de-duplication with Picard tools (http://broadinstitute.github.
io/picard/index.html).Sequencingstatisticswereobtainedfrommos-
depth40
, which indicated an average whole genome coverage of 37X.
Somatic variants were identified using Strelka variant caller41
, and
furtherannotatedwiththeEnsemblVariantEffectPredictor42
.Variants
annotatedindbSNPwithminorallelefrequencyabove1%werefiltered.
PotentialCRISPRoff-targetsiteswerecomputationallypredictedusing
theCRISPRseekBioconductorpackage,andcheckedagainstidentified
somaticmutationsfromwholegenomesequencing43
.
StableexpressionofbiosensorsinHAP1cells
HAP1 cells stably expressing roGFP2-Orp1 were generated by
retroviral transduction. The pLPCX roGFP2-Orp1 plasmid (addgene
#64991) was transfected into 3.5 × 106
Phoenix-AMPHO cells grown
in a T75 flask. After 24 h, 12 ml medium was collected and passed
through a 0.45 µm filter. Then, 12 ml Retro-X Concentrator (Takara
Biosciences #631455) was added, followed by incubation (1 h at
4 °C) and centrifugation (1,500g, 45 min at 4 °C). The supernatant
was removed and complexes were resuspended in 2.25 ml of IMDM.
Then, 8 µg ml−1
protamine sulfate (Sigma) was added. The transduc-
tion mixture was then added to 4 × 105
HAP1 cells in six-well format.
Cellswerespinfected(800g,1 h,roomtemperature(RT)).Forty-eight
hours thereafter, cells were selected with puromycin (1 µg ml−1
).
Seventy-twohoursthereafter,cellswereFACS-sortedforhomogeneous
GFPfluorescence.
HAP1 cells expressing the Apollo-NADP+
probe were generated
bylentiviraltransduction.ThepECFPCerulean-taggedApollo-NADP+
plasmid(addgene#71800)wasusedtoclonetheApollo-NADP+
probe
intotheLeGO-iT2vectorbackbone(addgene#27343)afterrestriction
digestwithBamH1+BsrGI.
(Forwardprimer:ACACAGGTGTCGTGACGCGGATGGCAGAGCAG
GTGGCC,Reverseprimer:GCTGGCGGCCGGCCGCTTTACTTTTACTT
GTACAGCTCGTCCATGC).Atotalof3.5 × 106
HEK293Tcellsweretrans-
fectedwithpMD2G,psPAX2andLeGO-iT2_Apollo-NADP+
inaT75flask.
After24 h,12 mlmediumwascollectedandpassedthrougha0.45 µm
filter.Then,12 mlRetro-XConcentrator(TakaraBiosciences#631455)
was added, followed by incubation (1 h at 4 °C) and centrifugation
(1,500g,45 minat4 °C).Thesupernatantwasremovedandcomplexes
were resuspended in 2.25 ml of IMDM. Then, 8 µg ml−1
protamine sul-
fate (Sigma) was added. The transduction mixture was then added to
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
4 × 105
HAP1 cells in six-well format. Cells were spinfected (800g, 1 h,
RT). Forty-eight hours thereafter, cells were selected with neomycin
(1 µg ml−1
). Seventy-two hours thereafter, cells were FACS-sorted for
homogeneousCeruleanfluorescence.
GAPDHactivityassay
CelllysateGAPDHactivitywasmeasuredusingthePromoCellGAPDH
activity kit (#PK-CA577-K680). In brief, 1 × 105
cells were seeded in
48-well format overnight and treated with 100 µM H2O2 in a volume
of 100 µl for 5 min. Cells were lysed and assayed as described by the
manufacturer.
RelativequantitationofglutathionylatedGAPDH
Atotalof5 × 105
cellswereseededinsix-wellformatovernight,treated
with 100 µM H2O2 in 1 ml volume for 90 s, incubated with 100 mM
N-ethylmaleimide (NEM) for 10 min and lysed in RIPA buffer contain-
ing 10 mM NEM and Complete Protease Inhibitor Cocktail (Roche
#4693124001). Per sample, 15 µg of protein were separated by SDS–
PAGE. A gel piece covering the expected molecular weight (37 kDa)
was cut out and processed as described44
. In brief, trypsin digestion
was done overnight at 37 °C. The reaction was quenched by addition
of20 µlof0.1%trifluoroaceticacid(Biosolve)andthesupernatantwas
dried in a vacuum concentrator. Nanoflow liquid chromatography
withtandemmassspectrometry(LC–MS/MS)analysiswasperformed
with an Ultimate 3000 liquid chromatography system coupled to an
QExactive HF mass spectrometer (Thermo Fisher). Samples were dis-
solvedin0.1%trifluoroaceticacid,injectedtoaself-packedanalytical
column(75 µm × 200 mm;ReproSilPur120C18-AQ;Dr.MaischGmbH)
and eluted with a flow rate of 300 nl min−1
in an acetonitrile gradient
(3–40%). The mass spectrometer was operated in data-dependent
acquisition mode, automatically switching between MS1 and MS2.
Collision-induced dissociation MS2 spectra were generated for up to
20precursorswithnormalizedcollisionenergyof29%.Insomecases,
2 of the 20 precursor values were set to fixed m/z values of 985.5 and
992.0,totargetthedoublychargedpeptideIISNASCTTNCLAPLAKcar-
ryingeithertwoNEMmodificationsoroneNEMmodificationplusone
modification corresponding to the molecular weight of glutathione.
RawdatafileswereprocessedusingProteomediscoverer2.1(Thermo
Scientific)forpeptideidentificationandquantification.MS2spectra
were searched against the human proteome database (UniprotKB)
andthecontaminantsdatabase(MaxQuant;MPIMartinsried)withthe
following parameters: Acetyl (Protein N-term), Oxidation (M), NEM
(C) and NEM + H2O (C) as variable modifications, and trypsin/P as the
proteolyticenzymewithuptotwomissedcleavageswasallowed.The
maximumfalsediscoveryrateforproteinsandpeptideswas0.01,and
aminimumpeptidelengthofsevenaminoacidswasrequired.
DetectionofGAPDHhyperoxidation
A total of 5 × 105
cells were seeded into six-well plates, incubated
overnight, treated with H2O2 (0–2 mM) in 1 ml volume for 5 min,
incubated with 100 mM NEM for 10 min and lysed in RIPA buffer
containing 10 mM NEM and Complete Protease Inhibitor Cocktail
(Roche #4693124001). Per sample, 15 µg of total protein was run
on a reducing gel, transferred onto a PVDF membrane and immu-
noblotted against GAPDH-SO2/3 (1:2,000, Invitrogen #LF-PA0006),
GAPDH (1:2,500, abcam #9485), β-Actin (1:10,000, Sigma #A5441)
and β-Tubulin (1:1,000, Cell Signaling #2128).
Metabolicfluxanalysis
A total of 5 × 106
cells were seeded in 150 mm dish format overnight.
The next day, medium was changed to 9 ml Dulbecco’s modified
Eagle’s medium containing 5 mM glucose + 10% FCS (base medium)
andcellsincubatedfor2 h.Basemedium + 50 mM[1,2-13
C]glucoseand
100/500 µMH2O2 (labellingmedium)wasprepared.Finally,10%label-
lingmediumwasaddedtothecells.Allfollowingstepswereperformed
with ice-cold solutions, unless otherwise indicated. Cells were rinsed
quickly 2× with PBS, placed on dry ice and quenched with 840 µl
H2O:MeOH (4:10 v/v), scraped and transferred into a 2 ml Eppendorf
tube.Extractsweresonicated5×for3 sinice-coldwater.Then,240 µl
of CHCl3 (Sigma #650498) was added, vortexed, 240 µl of H2O (Carl
Roth#A511.1)wasadded,vortexedand,finally,another240 µlofCHCl3
wasadded,vortexedandextractscentrifugedfor30 minat2,200gand
4 °C. The aqueous phase was dried down in a vacuum concentrator.
Samples were resuspended in 50 µl H2O:MeOH (1:1 v/v), centrifuged
(5 min, 15,000g, 4 °C) and transferred into mass spectrometry vials.
LC–MS/MSanalysiswasperformedaspreviouslydescribed45
.Inshort,
intermediatesofglycolysisandthepentosephosphatepathwaywere
resolved on an Agilent 1290 liquid chromatography system, using a
HILICamidecolumn(WatersBEHAmide,2.1 × 100 mm,1.7 µmparticle
size) with acetonitrile (solvent A) and 100 mM aqueous ammonium
carbonate(solventB)ataconstantflowrateof0.3 ml min−1
,andacol-
umntemperatureof35 °C.Thegradientstartedat30%Bandwaskept
constantfor3 minbeforeasteadyincreaseto60%Bover4 min.Solvent
Bwasmaintainedat60%for1 minbeforereturningtoinitialconditions.
Thecolumnwaswashedandequilibratedfor2 min,resultinginatotal
analysistimeof10 min.TheflowwascoupledtoanAgilent6470triple
quadrupole mass spectrometer operating in tandem MS mode. Iso-
topologuesofsugarphosphatesweremonitoredusingthetransition
fromtheintactmoleculetodihydrogenphosphate(H2PO4)−
atm/z97.
To assure similar integration for all isotopologues, peaks were inte-
gratedwiththesamedefinedtimesegmentusingAgilentMasshunter
software(B.07.01).Therecordedsignalswerecorrectedforthenatural
isotopologuedistributionusingtheRpackageBRAIN46
.Wetestedfor
interferences of signals in samples without the 13
C-tracer. Due to the
substantial contribution of noise in higher-weight isotopologues, we
removed signals greater than M + 3, considering their contribution
negligible during the short labelling period. NADP+
and NADPH were
quantifiedbyexternalcalibrationusingtheM + 0signal.
MeasurementoftheECAR
Theextracellularacidificationrate(ECAR)wasmeasuredonaSeahorse
XFe96 (Agilent). A total of 4 × 104
cells were seeded overnight into
an Agilent Seahorse 96-well XF Cell Culture Microplate. The XFe96
cartridge was hydrated as described by the manufacturer. The next
day,cellswerewashedwithPBSandkeptinminimalDulbecco’smodi-
fied Eagle’s medium (Gibco A1443001) supplemented with 2% of
FCS for 30 min. Thereafter, the assay was started. After five cycles,
glucose was injected to a final concentration of 8 mM, and after
another five cycles, H2O2 was injected to a final concentration of
200 μM. Another eight cycles were recorded thereafter. An ECAR
ratio was calculated by dividing the value obtained after addition
of H2O2 (that is, cycle 12) by the value obtained before addition of
H2O2 (that is, cycle 10).
MeasurementofrelativeNADPHlevels
RelativeintracellularNADPHlevelsweredeterminedusinganNADPH
assay kit (abcam #186031), as described by the manufacturer. Briefly,
1 × 105
cellswereseededovernightin48-wellformat.Thenextday,cells
weretreatedwith100 µMH2O2 in100 µlvolumefor5 minandNADPH
levelsdetermined.
FluorescencepolarizationmeasurementoftheApollo-NADP+
probe
Relative changes in cellular NADP+
levels were measured by fluores-
cence polarization, using the Apollo-NADP+
probe15
. Briefly, 7.5 × 104
HAP1cellsexpressingApollo-NADP+
wereseededovernightin96-well
(black wall/clear bottom) format. The next day, fluorescence polari-
zation was measured with a microplate reader (PHERAstar FS, BMG
Labtech) equipped with a fluorescence polarization filter (430 nm
excitation,480 nmemission).Then,100 µMH2O2 wasaddedinafinal
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
volume of 200 µl and the probe response monitored. Polarization
values were calculated as P = [(I∥ − G × I⊥)/(I∥ + G × I⊥)]. The compensa-
tion factor (G) was set automatically dependent on fluorescence gain
settings.PolarizationvaluesareexpressedasmPvalues.
ElectrodemeasurementofextracellularH2O2
ExtracellularH2O2 levelswererecordedwiththeLAB-TRAX-4freeradi-
cal analyser (WPI) using the ISO-HPO-2 electrode. Briefly, 5 × 105
cells
were seeded overnight in six-well format. The next day, cells were
washedwithandassayedinimagingbuffer(130 mMNaCl,50 mMKCl,
1 mM MgCl2, 1 mM CaCl2 and 20 mM HEPES, with and without 10 mM
d-glucose). Then, 150 or 200 µM of H2O2 was added under mild agita-
tion, to a final volume of 4 ml and the electrode response recorded
overtime.
Real-timemeasurementofcytoplasmicH2O2 levels
Intracellular H2O2 levels were measured with the roGFP2-Orp1 probe
stablyexpressedinthecytosolofHAP1cellsaspreviouslydescribed47
:
6 × 104
HAP1 cells expressing the roGFP2-Orp1 probe were seeded
overnight in 96-well (black wall/clear bottom) format. The next day,
fluorescenceemissionat520 nmwasmonitoredfollowingsequential
excitation at 405 nm and 488 nm. Then, 100 µM of H2O2 was added in
a final volume of 200 µl and the probe response was recorded using a
microplate reader (PHERAstar FS, BMG Labtech). Probe oxidation is
expressedasdegreeofoxidation(OxD).Toobtainvaluesforfulloxida-
tionandfullreduction,eachsamplewastreatedwith20 mM N,N,N′,N′
-tetramethylazodicarboxamide(diamide)and100 mMdithiothreitol,
respectively.OxDwascalculatedas
OxD =
I405 ×I488(red)−I405(red) ×I488
I405 ×I488(red)−I405 ×I488(ox)+I405(ox) ×I488−I405(red) ×I488
whereI405 andI488 representfluorescenceintensitiesafterexcitationat
405 nm and 488 nm, respectively. I405(red) and I488(red) represent the
dithiothreitol-treated sample and I405(ox) and I488(ox) represent the
diamide-treatedsample.
Livecellimagingofcellgrowth
CellproliferationwasmonitoredopticallywithanIncuCyteS3imaging
system.Atotalof2,500cellswereseededin96-wellformatinavolume
of 200 µl and imaged for 120 h under the conditions specified in the
correspondingfigure.Ameasureofcellconfluencewascalculatedwith
theIncuCyte2019Bsoftware.
Cellviabilitymeasurements
To determine cell viability upon incubation with glucose oxidase
(GOX),1 × 105
cellsperwellwereseededin24-wellformatandallowed
to adhere for 4 h. Then, the medium was replaced with medium con-
taining 8 mU ml−1
GOX in a final volume of 1 ml, and cells incubated
for 24 h. Thereafter, cells were detached, pelleted, resuspended into
200 μlofViaCountsolution(Luminex#4000-0040)andtransferred
to a clear 96-well plate. A Guava easyCyte HT instrument was used
for analysis.
Colonyformationassay
Cells were detached, resuspended in PBS and subjected to cell
sorting on a flow cytometer (BD FACSAria III). One-hundred cells
were sorted into wells containing 500 µl cell culture medium
(24-well format). To prevent attachment, cells were sorted into an
ultralow-attachment24-wellplate(Corning#CLS3473).After15 minor
6 hintheultralow-attachmentplate,cellsweretransferredtoastand-
ard24-wellplatetoallowattachmentandcolonyformation.Fivedays
later,mediumwasremoved,andcellswerewashedoncewithPBSand
stainedwithCoomassieBlue.Colonieswerecountedwithabenchtop
microscopeat5×magnification.
MeasurementofintracellularDCFfluorescence
A total of 10,000 cells were sorted (BD FACSAria III) into a 75 cm2
ultralow-attachmentcellcultureflask(Corning#CLS3814)containing
15 mlcellculturemedium.After15 minor6 hintheultralow-attachment
flask, cells were collected by centrifugation, resuspended in 1 ml PBS
and stained with 5 µM 2′,7′-dichlorodihydrofluorescein diacetate
(H2DCFDA; ThermoFisher #D399) for 30 min at 37 °C. Thereafter,
cells were washed twice with PBS and analysed by flow cytometry
(BDFACSCantoII).
BrdUincorporationassay
Bromodeoxyuridine (BrdU) incorporation was measured with the
BiozolBrdUCellProliferationAssayKit(BIV-K306-200).Briefly,1 × 104
cells were seeded per well of a 96-well plate. The next day, cells were
treatedwithBrdUasdescribedbythemanufacturerandincubatedfor
4 h including or excluding a 100 µM bolus of H2O2 in a total volume of
200 µl. Thereafter, cells were fixed, stained with anti-BrdU antibody
and horseradish peroxidase conjugated secondary antibody, incu-
bated with 3,3',5,5'-tetramethylbenzidine and absorbance detected
asdescribedbythemanufacturer.
Generationofspheroidsandlivecellimaging
A total of 7,500 HAP1 or MEF cells in 200 µl culture medium were
seeded per well into a 96-well ultralow-attachment U-shape plate
(ThermoFisher #174925). Cells were sedimented for 10 min at 9g and
for another 10 min at 12g. After 96 h, spheroids were stained with
0.5 µg ml−1
Hoechst 33258 and 1 µg ml−1
propidium iodide (PI) for
30 min, collected with a P1000 pipette tip, washed in PBS once and
transferred to a chambered glass-bottom coverslip (ibidi #80827)
containing 200 µl imaging buffer (130 mM NaCl, 50 mM KCl, 1 mM
MgCl2, 1 mM CaCl2, 20 mM HEPES and 10 mM d-glucose) per well. For
2D controls, 1 × 104
HAP1 cells per well were seeded into a chambered
glass-bottom coverslip (ibidi #80827) containing 200 µl cell culture
medium.Thenextday,cellswerewashedinPBSonceandkeptin200 µl
imaging buffer. Images were captured with a 20× objective on a Zeiss
LSM 710 ConfoCor 3 confocal scanning laser microscope (emission
520 nm;excitation405/488 nm)at37 °Cand5%CO2 usingZeissZen3.0
software.Dataanalysisandcalculationofratioimageswasperformed
withImageJ1.52asdescribedpreviously47
.
Tumourxenograftexperiments
Allanimalexperimentsreceivedethicalapprovalandwereperformed
inaccordancewiththeguidelinesofthelocalGovernmentalCommit-
tee for Animal Experimentation (Regierungspräsidium Karlsruhe,
Germany, licences 35-9185.81/G-118/18, G-284/18 and DKFZ-213). For
invivoxenograftstudies,femaleNODSCIDgammamice(8–10 weeks
old),recruitedfromtheCenterforPreclinicalResearch,DKFZ,Heidel-
berg,werekeptata12 hlight–darkcyclewithunrestrictedKliba3307
dietandwater.Atotalof1 × 106
HAP1cellswereresuspendedin100 µl
PBS/growth factor reduced Matrigel (BD) (1:1 v/v) and transplanted
subcutaneouslyintotheflankunderisofluraneanaesthesia.Incaseof
chemotherapy, the tumour-bearing mice were randomized accord-
ing to tumour volume immediately before application of the drug.
Cisplatin(5 mg kg−1
bodyweight,10 µl g−1
mouse,0.9%NaClasvehicle)
orvehiclealoneweredeliveredondays14,17,21,35,38,56and62after
transplantation.Forradiationexperiments,theHAP1celltransplanta-
tionwasdoneasdescribedbutontheupperhindleg.Reachingamean
tumourvolumeofabout0.1 cm³,micewererandomizedaccordingto
tumour volume. Immediately thereafter, radiation was started using
an X-ray irradiation system (Faxitron MultiRad 225). Under intraperi-
toneal anaesthesia with a mix of midazolam/medetomidin (5 mg kg−1
and 0.5 mg kg−1
, 10 µl g−1
mouse) and subcutaneous antagonization
with a mix of flumazenil/atipamezol in 0.9% NaCl (0.5 mg kg−1
and
2.5 mg kg−1
,10 µl g−1
mouse)fourcyclesofradiationwereapplied,each
cycle consisting of four consecutive fractions of 2 Gy each per day at
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
intervalsof24 hculminatingin8 Gyperweekand2 weeksofrecovery
betweeneachcycle.Forthispurpose,miceweretransientlytransferred
into sterile and heated boxes and positioned with their tumour into
the radiation field. Controls were mock treated. Beyond daily health
checks, tumour size was measured by caliper in two dimensions two
to three times weekly and body weight was taken at least once weekly
throughout the experiment. Timepoint of necropsy is as indicated or
whenmicereachedastopcriterionoftheGermanSocietyofLaboratory
Animal Sciences (1.5 cm tumour diameter in one dimension, tumour
ulceration, acute bleeding and weight loss ≥20%), here defined as
survival. The maximal tumour size/burden was not exceeded in any
oftheexperiments.Tumourtissuesamplesweresnapfrozeninliquid
nitrogen or processed for FACS analysis (transfer into PBS with NEM,
4 °C),paraffinembeddingbyfixationin4%PBS-bufferedformaldehyde
or embedding in Tissue Tec OCT compound for cryo-conservation.
For metabolomics analyses, 2 mg kg−1
body weight of [1,2-13
C]glucose
(0.2 mg ml−1
in 0.9% NaCl) was injected intravenously 15 min before
cervicaldislocation.Tumourswereexplantedandsamplessnapfrozen
in liquid nitrogen. Frozen tumour samples were pulverized under a
liquidnitrogenatmosphereinaBraunBiosciencesDismembratorand
100 mgpowdersubjectedtometaboliteextraction.
MeasurementoftheroGFP2-Orp1redoxstateintumours
HAP1cellsorfreshlycollectedxenograftedtumoursamplesexpressing
the roGFP2-Orp1 probe were used for FACS-based detection of probe
oxidation.Toconservetheproberedoxstate,explantedtumourswere
immediately exposed to 100 mM NEM and then disaggregated into
singlecellsinthepresenceof10 mMNEM.Specifically,cellsortumour
samples were blocked with 100 mM NEM in PBS for 15 min at 4 °C and
thenwashedwithPBSonce.Cellsweredetachedandtrypsinquenched
withcellculturemedium.Cellswerecollectedbycentrifugation(115g
for5 min),resuspendedinPBSandtransferredtoFACStubes.Tumour
samplesweredisaggregatedwithtrypsinandbysequentialpipetting
through 10 ml, 5 ml and 2 ml stripettes and P1000 pipettes, collected
bycentrifugation(115g,5 min),washed2×inPBS,resuspendedinPBS
and transferred into FACS tubes. For PI staining, samples were sup-
plementedwith1 µg ml−1
PIbeforeanalysis.Datawerecollectedusing
FACSDIVAIIIonaBDFACSCantoII(10,000–100,000cellspersample).
Thefluorescenceratiowascalculatedforallevents.Dataanalysiswas
donewithFlowJo,Version10.
Caspase3immunohistochemistry
Caspase 3 activation was detected on tumour sections using an anti-
bodyagainstcleavedCaspase-3(CellSignaling#9661).Briefly,tumour
tissue samples were embedded into paraffin, sliced, treated with 3%
H2O2 for 10 min, blocked with 5% goat serum, incubated with primary
antibody (1:100) overnight, washed, incubated with horseradish per-
oxidase(HRP)conjugatedsecondaryantibody(Jackson#111-035-144,
1:300),washed,incubatedwithHRPsubstratefor8 min,andcounter-
stainedwithhaematoxylin.SampleswereimagedwithaZeissAxioscan
7slidescanner,andactivatedCaspase-3-positiveregionswerequanti-
tatedwithImageJv1.52.
Generationofknock-inmice
C57BL/6NTac-GAPDH(T175A)knock-inmiceweregeneratedbyandpur-
chasedfromTaconicBiosciences.Inbrief,superovulatedC57BL/6NTac
females were mated with C57BL/6NTac males to obtain one cell stage
fertilized embryos from oviducts at dpc 0.5. These were placed in
M2 medium under mineral oil and microinjected with the gRNA
(TGTTTTCTAGACAGCTGTGCA) and recombinant Cas9 protein into
thepronucleus.Injectedonecellstageembryosweretransferredtoone
of the oviducts of 0.5 dpc pseudopregnant NMRI females. Successful
genomeeditingwasverifiedinF0foundermicebyPCRandrestriction
analysis. Homozygous C57BL/6NTac-GAPDH(T175A) animals were
bred from founder animals. Mice were housed at 55 ± 10% humidity
and 22 ± 2 °C ambient temperature and a 12 h light-dark cycle with
unrestrictedKliba3307dietandwater.
Analysis of peripheral blood and haematopoiesis. Eight-week-old
femaleC57BL/6NTac-GAPDH(T175A)andC57BL/6NTacmicewereused
for analysis of peripheral blood and bone marrow haematopoiesis.
Briefly, 100 µl of peripheral blood was collected into EDTA-coated
tubes via puncture of the vena facialis. Peripheral blood parameters
wereassessedusingaScilVetabcPlusforveterinarydifferentialblood
count. Bone marrow was isolated as published previously48
. Briefly,
mice were killed by cervical dislocation and soft tissue was removed
fromhindlegs.Longboneswerethenflushedwith2 mlofice-coldPBS
supplementedwith2%(v/v)FCS/PBS(PAALaboratories/SigmaAldrich)
using a 1 ml syringe fitted with a 23 gauge needle. The cell suspension
wasfilteredthrough40 µmcellstrainers(GreinerBio-One),andthecell
numberwassubsequentlyassessedusingaScilVetabcPlus.
DCFstainingoferythrocytes
Fortheanalysisoferythrocytereactiveoxygenspeciescontent,3 µlof
peripheralbloodwasincubatedin10 µMH2DCFDAinHanks’Balanced
Salt Solution for 30 min at 37 °C. Subsequently, cells were washed
with Hanks’ Balanced Salt Solution and incubated in fluorescently
labelledmonoclonalantibodiesdirectedagainstcellsurfaceepitopes,
as detailed in the next section. The incubation step was 30 min and
performedat4 °CinthedarkafterwhichcellsurfacestainingandDCF
contentwereanalysed.
ErythrocytesandMEPstaining
Bonemarrowcellswerestainedwithfluorescentlylabelledmonoclonal
antibodiesdirectedagainstcellsurfaceepitopes.Theincubationstep
was 30 min and performed at +4 °C in the dark. After the incubation,
thebonemarrowcellsuspensionweresubjectedtoerythrocytelysisby
10 minincubationin1 mlofACKlysisbuffer(Lonza)atRT.Afterthelysis
step, the cells were washed in 1 ml 2% (v/v) FCS/PBS and resuspended
in200 µl2%(v/v)FCS/PBS.CellsurfacestainingandDCFcontentwere
analysedbyeitherLSRIIorLSRFortessacytometer(BectonDickinson)
equippedwith350 nm,405 nm,488 nm,561 nmand641 nmexcitation
lasers.Manualcompensationwasperformedbeforetheanalysisusing
single-antibody-stainedOneCompeBeads(eBioscience).Theobtained
data were analysed using FlowJo software (Tree star). Erythrocytes
weredefinedasstainingnegativeforCD4(APC-Cy7,BioLegend,clone
GK1.5);CD8(APC-Cy7,BioLegend,clone53-6.7);CD11b(APC-Cy7,Inv-
itrogen,cloneM1/70);B220(APC-Cy7,Invitrogen,cloneRA3-6B2);Gr1
(APC-Cy7,eBioscience,cloneRB6-8C5)andCD41(PE-Cy7,Invitrogen,
cloneMWReg30).Additionally,theyweredefinedasstainingpositive
forTer119(PacificBlue,eBioscience,cloneTER-119)andCD71(PE,eBio-
science,cloneR17217).MEPpopulationwasdefinedasstainingnegative
for a panel of lineage markers (CD4, (Pacific Blue, eBioscience, clone
GK1.5); CD8 (Pacific Blue, eBioscience, clone 53-6.7); CD11b (Pacific
Blue, eBioscience, clone M1/70); Gr1 (Pacific Blue, eBioscience, clone
RB6-8C5);B220(PacificBlue,eBioscience,cloneRA3-6B2);andTer119,
(PacificBlue,eBioscience,cloneTER-119)aswellasforSca-1(APC-Cy7,
BDBiosciences,cloneD7),CD34(FITC,eBioscience,cloneRAM34)and
CD16/32(APC,eBioscience,clone93).MEPswereadditionallydefined
asstainingpositiveforc-Kit(BV711,BDBiosciences,clone2B8).
Sample preparation for proteomics.Forrestingproteomicanalysis
of tissue, male animals were killed by cervical dislocation and organs
were immediately removed and snap frozen in liquid nitrogen. Fresh
snap-frozen heart tissue was ground before sonication (Braun
Dismembrator,cooledtoliquidnitrogentemperature,2,500r.p.m.,30s).
Kidneytissuewasfreshsnapfrozenwithoutfurthertreatment.Approxi­
mately 5 mg of tissue powder was transferred to AFA tubes (Covaris,
PN 520292) and filled to 70 µl with RIPA buffer supplemented with 1%
SDS. Proteins were extracted and DNA sheared (Covaris LE220Rsc:
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
PIP 350 W, DF 25%, CPB 200, 300 s pulse, two repeats, 20 °C). Protein
(25 µg)wasusedforSP3proteinpreparation49
onaBiomeki7worksta-
tionwithsingle-stepreductionandalkylation.Briefly,16.6 µlreduction
and alkylation buffer (40 mM tris(2-carboxyethyl)phosphine, 160
mM chloroacetamide and 200 mM ammonium bicarbonate (ABC))
was added, and samples were incubated for 5 min at 95 °C and cooled
to RT. Proteins were bound to 2.5 µg of paramagnetic beads (1:1 ratio
of hydrophilic/hydrophobic beads) by adding acetonitrile to 50%.
Samples were washed twice with 80% ethanol and once with 100%
acetonitrile, before reconstitution in 35 µl of 100 mM ABC. Digestion
was completed overnight at 37 °C using a trypsin/LysC enzyme mix
(Promega) at a protein:enzyme ratio of 50:1 (w/w) and stopped with
formicacid(0.1%).
Liquid chromatography–mass spectrometry. LC–MS analysis was
conducted on an EVOSEP One system coupled to a Bruker TimsTOF
PRO2massspectrometer.Five-hundrednanogramsofsamplematerial
was loaded on the Evotip according to the manufacturer’s protocol.
Liquid chromatography was carried out using the EVOSEP 15 SPD
LC method (88 min gradient) with an EV1137 performance column
(15 cm × 150 µm,1.5 µm)at40 °C,coupledtoa10 µmZeroDeadVolume
CaptiveSprayEmitter(Bruker#1865691).Foracquisitionindia-PASEF
mode,theacquisitionschemecoveredthemassrangem/z400–1,201
and ion mobility range 1/K0 0.6–1.6, using 16 frames, with two precur-
sorisolationwindowsperframe(m/z26windowwidth,m/z1.0overlap
between the adjacent windows). Accumulation and ramp times were
setto100 ms.
Proteomicsdataprocessing.Thedia-PASEFrawproteomicsdatawere
processedusingDIA-NN1.8(refs.26,50)inlibrary-freemodebysearch-
ing against the mouse UniProt reference proteome (UP000000589,
date:18May2022).MS1andMS2massaccuracytoleranceswerefixed
to15 ppm.Match-between-runswasactivated,quantificationstrategy
wassetto‘RobustLC(highprecision)’andlibrarygenerationwassetto
‘IDs,RT&IMprofiling’.Allothersettingswerekeptdefault.
Proteomics data analysis. The RT-normalized precursor intensities
were then normalized by applying vwmb normalization51
. Precursors
thatweredetectedinfewerthanfoursamplespergroupwereomitted.
To obtain protein quantities, proteotypic peptide intensities were
summarized into protein log intensities using the MaxLFQ method52
implemented in the iq R package53
. Statistical analysis of proteom-
ics data was carried out in R 4.1 using the limma R package54
, model-
ling protein abundance depending on genotype. False discovery rate
correction55
was applied to the resulting P values, and a fold-change
thresholdforcallingdifferentiallyexpressedgeneswassetto1.25.The
foldchangesestimatedbylimmaweremappedtothemousemetabolic
pathway map using iPath3 (ref. 56). Kyoto Encyclopedia of Genes and
Genomes(KEGG)57
pathwayenrichmentanalysiswascarriedoutusing
theclusterProfilerRpackage58
.
Statistics
Significance was always determined using the unpaired two-tailed
Student’st-test.Significancelevelsareindicatedas*P < 0.05,**P < 0.01,
***P < 0.001,****P < 0.0001;NS,non-significant.Statisticalcalculations
wereperformedusingGraphPadPrism8.4.
Reportingsummary
FurtherinformationonresearchdesignisavailableintheNaturePort-
folioReportingSummarylinkedtothisarticle.
Dataavailability
Datageneratedandanalysedinthisstudyareincludedinthisarticle.
Themassspectrometryproteomicsdatahavebeendepositedtothe
ProteomeXchange Consortium via the PRIDE partner repository
with the dataset identifier PXD040620. Source data are provided
with this paper.
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Acknowledgements
We thank B. Steinbauer, S. Laier, A. Pohl-Arnold, J. Förderer,
H. Walzer, V. Malak and G. Kuntz for technical support,
M. Langlotz (ZMBH Flow Cytometry & FACS Core Facility) for
cell sorting, T. Ruppert (ZMBH Mass Spectrometry Core Facility)
for mass spectrometry support and M. Bozza (DKFZ) for help
with nucleofection and MEF immortalization. We acknowledge
contributions by B. Rechmann to the initial experiments of this
study. T.P.D. and M.R. acknowledge joint support by the Deutsche
Forschungsgemeinschaft (DFG, German Research Foundation)—
Project-ID 278001972—TRR 186. T.P.D. acknowledges support by the
European Research Council (742039). M.R. acknowledges funding
by the Francis Crick Institute, which receives its core funding
from Cancer Research UK (FC001134), the UK Medical Research
Council (FC001134) and the Wellcome Trust (FC001134), as well
as specific funding from the Wellcome Trust (IA 200829/Z/16/Z).
M.R. also acknowledges funding by the European Research Council
(ERC-SyG-2020 951475), the Ministry of Education and Research
(BMBF), as part of the National Research Node ‘Mass spectrometry
in Systems Medicine’ (MSCoresys, 031L0220 to M.R. and 161L0221 to
V.D.) and the Deutsche Forschungsgemeinschaft (INST 335/797-1).
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
Authorcontributions
D.T. and C.G.M. performed and analysed cell culture experiments; M.M.
coordinated, conducted and analysed metabolomics experiments;
J.G., L.S., T.S., V.D. and M.M. conducted and analysed proteomics
experiments; K.M.-D., A.-M.M.D. and M.D.M. designed, performed
and analysed animal experiments; C.V. performed microscopy
experiments. A.M. and P.L. analysed sequencing data; T.P.D. and M.R.
wrote the manuscript with contributions from all co-authors.
Funding
Open access funding provided by Deutsches
Krebsforschungszentrum (DKFZ).
Competinginterests
The authors declare no competing interests.
Additionalinformation
Extended data is available for this paper at
https://doi.org/10.1038/s42255-023-00781-3.
Supplementary information The online version
contains supplementary material available at
https://doi.org/10.1038/s42255-023-00781-3.
Correspondence and requests for materialsshould be addressed to
Michael Mülleder, Markus Ralser or Tobias P. Dick.
Peer review information Nature Metabolism thanks Edward Chouchani
and the other, anonymous, reviewers for their contribution to the
peer review of this work. Primary handling editor: Christoph Schmitt,
in collaboration with the Nature Metabolism team.
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© The Author(s) 2023
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
ExtendedDataFig.1|Seenextpageforcaption.
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
ExtendedDataFig.1|MutationalinactivationofGAPDHoxidation
sensitivity.(a)Previouslysuggestedprotonrelaymechanismfacilitating
GAPDHoxidationbyH2O2.Cys-152(C152)istheactivesitecysteine.Thehydroxyl
groupofTyr-314(Y314)isrequiredfortheprotonationofthehydroxideleaving
group.ThehydroxylgroupofThr-177(T177)isthoughttosupporttheproper
positioningoftheTyr-314hydroxylgroup.SeePeraltaetal.,2015,forfurther
details.Dottedlines:hydrogenbonds.(b)RepresentativeLC-MS/MSspectra
oftheGAPDHtrypticpeptidecontainingtheactivesitecysteine,before(lower
panel)andafter(upperpanel)cellularH2O2 exposure,demonstratingselective
S-glutathionylationoftheactivesitecysteineunderoxidativestressconditions.
Thecalculatedmassforfragmenty112+
oftheglutathionylatedpeptideis
782.8 Da,thecalculatedmassofthecorrespondingalkylatedfragmenty112+
is
701.8 Da.(c)GlutathionylationofGAPDHCys-152inWTandmutantcells,before
andaftertreatmentofintactcellswith50 µMH2O2 for5 min,asdeterminedby
LC-MS/MSanalysis.SameexperimentasshowninmainFig.1b,butincluding
asecondindependentlyselectedcloneofthemutantcellline(Y314F_2).Bars
representthemeanof3technicalreplicates.Representativeofn = 3biological
replicates.(d)Hyperoxidation(sulfinylationand/orsulfonylation)ofGAPDH
Cys-152asvisualizedbyimmunoblottingbeforeandaftertreatmentofintact
cellswithupto2 mMH2O2 for5 min.SameexperimentasshowninmainFig.1c,
butincludingadditionalH2O2 concentrationsandasecondindependently
selectedcloneofthemutantcellline(Y314F_2).Representativeofn = 3biological
replicates.(e)Outlineofthestrategytodeterminerelativefluxof[1,2-13
C]glucose
intoglycolysisandthepentosephosphatepathway(PPP),respectively.Theratio
ofsinglyanddoublylabeledfructose-6-phosphateistakentoindicaterelative
PPPflux.(f)Extracellularacidificationrate(ECAR)ofcellsexpressingeitherWT
ormutantGAPDHinresponseto10 mMglucose(blackarrow)and100 µMH2O2
(redarrow).Basedonn = 6biologicalreplicates.Dottedlines:SD.
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
ExtendedDataFig.2|GAPDH(T175A)inMEFsmimicsGAPDH(Y314F)in
HAP1cells.(a)GAPDHactivityasmeasuredinthelysateofMEFcellsexpressing
eitherWTormutant(T175A)GAPDH,followingtreatmentofintactcellswith
200 µMH2O2 for5 min.ActivityvaluesarenormalizedrelativetountreatedWT
cells.Basedonn = 3biologicalreplicates.Dottedlines:SD.(b)Hyperoxidation
(sulfinylationand/orsulfonylation)ofGAPDHCys-152inWTandmutant(T175A)
MEFcellsasvisualizedbyimmunoblottingbeforeandaftertreatmentofintact
cellswithupto2 mMH2O2 for5 min.Representativeofn = 3biologicalreplicates.
(c)DepletionofextracellularH2O2 (startingconcentration:200 µM)fromthe
cellculturesupernatantasmeasuredwithanH2O2-selectiveelectrode,inthe
presence(leftandmiddlepanels)orabsence(rightpanel)of10 mMglucose,and
inthepresenceof10 mM6-aminonicotinamide(6AN)(middlepanel).Basedon
n = 3biologicalreplicates.Dottedlines:SD.
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
ExtendedDataFig.3|TheGAPDHredoxswitchallowscellstogrowunder
peroxidestress.(a)SurvivalofWTandmutantHAP1cellsafter24 hofexposure
tolowlevelsofH2O2 continuouslyproducedbyglucoseoxidase(GOX)(left
panel).Dataarepresentedasmeanvalues±SD,basedonn = 4biological
replicates.ns:non-significant;**p < 0.01;p = 0.9774and0.0062,basedona
two-tailedunpairedt-test.VisualizationofGAPDHhyperoxidationafter24 hin
thesameexperiment(rightpanel).Representativeofn = 4biologicalreplicates.
(b)DNAsynthesis,asmeasuredbyBrdUincorporation,inWTandmutantHAP1
cells,intheabsence(bars1-2)orpresence(bars3-4)of100 µMH2O2.Dataare
presentedasmeanvalues±SD,basedonn = 4biologicalreplicateswithn = 5
technicalreplicateseach.ns:non-significant;p = 0.0952and0.0651,basedona
two-tailedunpairedt-test.
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
Extended Data Fig. 4 | H2O2 levels associated with cell attachment. (a)
The roGFP2-Orp1 405 nm/488 nm fluorescence ratio as measured by flow
cytometry in WT and mutant (Y314F) HAP1 cells grown in adherent monolayer
culture, following treatment with either 20 mM diamide (Dia) (full oxidation)
or 100 mM dithiothreitol (DTT) (full reduction). Left panel: representative
histogram. Right panel: Data are presented as mean values ± SD, based n = 3
biological replicates (unpaired two-tailed t test). ns: non-significant, based on a
two-tailed unpaired t-test.
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
ExtendedDataFig.5|CisplatininducesanintracellularelevationofH2O2
levels.(a)TheroGFP2-Orp1405 nm/488 nmfluorescenceratioasmeasured
byflowcytometryofWTandmutant(Y314F)HAP1cells,stablyexpressing
theroGFP2-Orp1probe,eithermock-treated(bars1,3),ortreatedwith40 µM
Cisplatin(bars2,4)for24 h.Dataarepresentedasmeanvalues±SD,based
onn = 3biologicalreplicateswithn = 4technicalreplicateseach.*p < 0.05;
**p < 0.01;***p < 0.01;p = 0.0477,0.0004,0.0072and0.0083,basedona
two-tailedunpairedt-test.
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
ExtendedDataFig.6|FACSGatingStrategies.(a)Gatingschemeforflow
cytometry-basedanalysisofROSlevelsinerythrocytesfromperipheralblood
(Fig.7a).Sequentialflowcytometrygateswereusedtodefine:CD41-Ter119+
erythroidcells;CD71-,Ter119+erythrocytes.Theleveloffluorescenceofthe
DCFDAstainwasassessedforthiscellpopulationwithintheFITCchannelofthe
flowcytometer.(b)Gatingschemeforflowcytometry-basedidentificationof
MEPcellsfrombonemarrow(Fig.7b).Sequentialflowcytometrygateswereused
todefine:liveleukocytesbasedonforwardscatterversussidescatter;singlecells
basedonforwardscatterareaversusforwardscatterheight;lineagenegative
cells;c-Kit+,Sca-1-cells;CD34-,CD16/32-MEPs(indicatedbyredbox).
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
ExtendedDataFig.7|Seenextpageforcaption.
Nature Metabolism
Article https://doi.org/10.1038/s42255-023-00781-3
ExtendedDataFig.7|AnalysisofGAPDHmutantmice.(a)Mapping
ofdifferentialproteinabundanceinthekidneyonametabolicpathway
chart(iPath).Bluelineshighlightmetabolictransformationssignificantly
downregulatedinGAPDHmutantkidneys.Redlineshighlightmetabolic
transformationssignificantlyupregulatedinGAPDHmutantkidneys.Theline
thicknessindicatesfoldchange.(b)Genesetenrichmentanalysisofproteins
differentiallyexpressedintheGAPDHmutantheart.MappingtoKEGG(Kyoto
EncyclopediaofGenesandGenomes)pathways.Bluebars:genesetswith
decreasedrepresentationinmutantheart.Redbars:genesetswithincreased
representationinmutantheart.Basedonn = 6biologicalreplicates.(c)
Mappingofdifferentialproteinabundanceintheheartonametabolicpathway
chart(iPath).Bluelineshighlightmetabolictransformationssignificantly
downregulatedinGAPDHmutantkidneys.Redlineshighlightmetabolic
transformationssignificantlyupregulatedinGAPDHmutantkidneys.Theline
thicknessindicatesfoldchange.
The GAPDH redox switch safeguards reductive capacity and enables survival of stressed tumour cells.pdf
The GAPDH redox switch safeguards reductive capacity and enables survival of stressed tumour cells.pdf
The GAPDH redox switch safeguards reductive capacity and enables survival of stressed tumour cells.pdf
The GAPDH redox switch safeguards reductive capacity and enables survival of stressed tumour cells.pdf

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The GAPDH redox switch safeguards reductive capacity and enables survival of stressed tumour cells.pdf

  • 1. Nature Metabolism naturemetabolism https://doi.org/10.1038/s42255-023-00781-3 Article TheGAPDHredoxswitchsafeguards reductivecapacityandenablessurvival ofstressedtumourcells Deepti Talwar 1,11 , Colin G. Miller 1,11 , Justus Grossmann 2 , Lukasz Szyrwiel 2 , Torsten Schwecke2 , Vadim Demichev2 , Ana-Matea Mikecin Drazic3,4 , Anand Mayakonda5 , Pavlo Lutsik 5,6 , Carmen Veith1 , Michael D. Milsom 3,4 , Karin Müller-Decker7 , Michael Mülleder 8 , Markus Ralser 2,9 & Tobias P. Dick 1,10 Glyceraldehyde3-phosphatedehydrogenase(GAPDH)isknownto containanactive-sitecysteineresidueundergoingoxidationinresponse tohydrogenperoxide,leadingtorapidinactivationoftheenzyme.Here weshowthathumanandmousecellsexpressingaGAPDHmutantlacking thisredoxswitchretaincatalyticactivitybutareunabletostimulate theoxidativepentosephosphatepathwayandenhancetheirreductive capacity.Specifically,wefindthatanchorage-independentgrowthofcells andspheroidsislimitedbyanelevationofendogenousperoxidelevels andislargelydependentonafunctionalGAPDHredoxswitch.Likewise, tumourgrowthinvivoislimitedbyperoxidestressandsuppressedwhenthe GAPDHredoxswitchisdisabledintumourcells.Theinductionofadditional intratumouraloxidativestressbychemo-orradiotherapysynergized withthedeactivationoftheGAPDHredoxswitch.MicelackingtheGAPDH redoxswitchexhibitalteredfattyacidmetabolisminkidneyandheart, apparentlyincompensationforthelackoftheredoxswitch.Together,our findingsdemonstratethephysiologicala­ndp­at­ho­ph­ys­io­logicalrelevanceof oxidativeGAPDHinactivationinmammals. The glycolytic enzyme glyceraldehyde 3-phosphate dehydrogenase (GAPDH)isunusualinthatitisreadilyoxidizedatitsactivesitecysteine inresponsetomoderateelevationsofintracellularhydrogenperoxide (H2O2)levels1,2 .NootherenzymeisasconspicuouslyoxidizedbyH2O2 as GAPDH2,3 , although several other metabolic enzymes, including pyruvate kinase4 , are also known to be sensitive to oxidation. Indeed, GAPDH stands out against other thiol-containing proteins because the H2O2 reactivity of its active site thiol is higher than is typical of Received: 1 July 2020 Accepted: 9 March 2023 Published online: xx xx xxxx Check for updates 1 Division of Redox Regulation, DKFZ-ZMBH Alliance, German Cancer Research Center (DKFZ), Heidelberg, Germany. 2 Department of Biochemistry, Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany. 3 Division of Experimental Hematology, German Cancer Research Center (DKFZ), Heidelberg, Germany. 4 Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI-STEM), Heidelberg, Germany. 5 Division of Cancer Epigenomics, German Cancer Research Center (DKFZ), Heidelberg, Germany. 6 Laboratory of Computational Cancer Biology and Epigenomics, Department of Oncology, Catholic University (KU) Leuven, Leuven, Belgium. 7 Core Facility Tumor Models, German Cancer Research Center (DKFZ), Heidelberg, Germany. 8 Core Facility High Throughput Mass Spectrometry, Charité— Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany. 9 The Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK. 10 Faculty of Biosciences, Heidelberg University, Heidelberg, Germany. 11 These authors contributed equally: Deepti Talwar, Colin G. Miller. e-mail: michael.muelleder@charite.de; markus.ralser@charite.de; t.dick@dkfz.de
  • 2. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 In this Article, we present three major findings. First, we demon- strate causality, namely that GAPDH oxidation is required for rapid oxPPPactivation,NADPHregenerationandoxidativestresstolerance in mammalian cells. We find that G6PDH activation (de-inhibition), the mechanism believed to access the reserve flux capacity of the oxPPP, is insufficient for adequate oxPPP activation in the absence of GAPDH oxidation. Second, we show that the GAPDH redox switch is functionally relevant in the context of tumour biology, as it supports anchorage-independent growth of single cells and spheroids. Cells lacking the GAPDH redox switch are unfit to cope with the increase ofendogenousperoxidestressthatistriggeredbythelossofanchor- age. Similarly, tumour growth in vivo is accompanied by peroxide stressandisstronglysuppressedwhentheGAPDHswitchisdisabledin tumourcells.Pro-oxidativechemo-andradiotherapysynergizedwith the deactivation of the GAPDH switch, potentially suggesting novel strategies for tumour combination therapy. Third, we show that the GAPDH switch impacts metabolism under physiological conditions in the context of the whole organism, suggesting a role in regulating reductivecapacityevenundernon-stressconditions. Results Theglycolysis‒oxPPPswitchdependsonGAPDHoxidation To evaluate the role of GAPDH oxidation sensitivity in a whole-cell context, we edited the genome of human HAP1 cells. Considering the mechanism facilitating GAPDH oxidation sensitivity5 (Extended Data Fig.1a),werenderedGAPDHoxidation-insensitivebyintroducingthe Y314FpointmutationintotheGAPDHgenomiclocus.Twomutantcell cloneswereindependentlyselectedforcomparison.Inagreementwith previousinvitroandyeastexperiments5 ,basalGAPDHactivitydidnot differ significantly between wild type (WT) and mutant (Y314F) cells. However, GAPDH activity in mutant cells was less sensitive to inhibi- tion by peroxide (Fig. 1a). Indeed, when intact cells were exposed to H2O2, mutant GAPDH exhibited less S-glutathionylation at its active sitecysteine(Fig.1bandExtendedDataFig.1b),whichwasalsolesssus- ceptibletohyperoxidation(Fig.1c).Thetwoindependentlygenerated mutantcelllinesexhibitedasimilarinsensitivitytoGAPDHoxidation, relative to WT cells (Extended Data Fig. 1c,d). We then asked how the mutationaffectsmetabolicflowthroughglycolysisandthePPP.Tothis end,weperformedmetabolicisotopologuelabellingexperimentswith [1,2-13 C] glucose to differentiate between fructose 6-phosphate (F6P) generatedbyglycolysis(retainingboth13 Catoms),andF6Pgenerated by the PPP (retaining only one 13 C atom), hence providing a relative measure of glucose 6-phosphate (G6P) flux into the two alternative metabolicbranches(ExtendedDataFig.1e)14 .Theratiobetweendoubly and singly labelled F6P (measured after 30 s) revealed an immediate increaseofPPPfluxinWTcells,whichwassignificantlydiminishedin mutant cells (Fig. 1d). In line with the differences in relative PPP flux, H2O2 suppressedlactategenerationmorestronglyinWTversusmutant cells(Fig.1eandExtendedDataFig.1f).Takentogether,thesefindings supported the notion that oxidative GAPDH inactivation is a require- ment for H2O2-dependent glycolysis-to-PPP rerouting (Fig. 1f). OxidativeGAPDHinactivationsafeguardsreductivecapacity The above findings suggested that cells with an intact GAPDH redox switch should be better able to maintain NADPH levels under oxida- tive stress conditions relative to cells lacking the switch. Indeed, cells expressingWTGAPDH,butnotcellsexpressingoxidation-insensitive GAPDH, were able to maintain NADPH levels upon H2O2 exposure (Fig. 2a). To further evaluate the impact of the GAPDH mutation on endogenous NADPH regeneration, we monitored NADP+ -dependent dimerization of the glucose-6-phosphate dehydrogenase (G6PDH) domains in the fluorescence anisotropy probe ‘Apollo-NADP+ ’15 . In mutantcells,H2O2 inducedalargerdropinfluorescencepolarization, reflecting G6PDH dimerization, indicating their limited capacity to acutely regenerate NADPH from NADP+ (Fig. 2b, left). In the absence protein thiols in general5 . GAPDH thiol oxidation first leads to sulfe- nylation (R-SH + H2O2 → R-SOH + H2O), and then to glutathionylation (R-SOH + GSH → R-SSG + H2O). The result is the reversible inhibition of GAPDH glycolytic activity6 . H2O2-mediated GAPDH oxidation was recognized more than 50 years ago7 , but initially it was widely assumed that GAPDH oxida- tion represents an inadvertent side reaction, potentially reflecting proteindamage.Onlysome15 yearsago,itbecameclearthatoxidative GAPDH inactivation benefits oxidant-exposed cells rather than being deleterious.YeastcellsexposedtoH2O2 rerouteglucosefluxfromgly- colysis into the oxidative branch of the pentose phosphate pathway (oxPPP), thus increasing the re-generation of reducing equivalents in the form of NADPH. As a result, these cells become H2O2 tolerant8,9 . In these experiments, activation of the oxPPP was found to correlate with oxidative GAPDH inactivation and a computational metabolic model based on ordinary differential equations suggested the pos- sibility that GAPDH oxidation may be the cause of oxPPP activation8 . Subsequently, oxidative-stress-induced oxPPP activation was also observedinmammaliancells10 ,butthebiologicalrelevanceofGAPDH oxidation remained unclear. Indeed, a causal connection between GAPDHoxidationandoxPPPactivationhasnotbeendemonstratedin anymammaliansystem.H2O2 maybeacommoncauseofbothGAPDH oxidationandoxPPPactivation,thusexplainingtheobservedcorrela- tion. Along these lines, two recent studies have proposed that oxPPP activationmaybeindependentofGAPDHoxidationandinsteaddepend onthede-inhibitionofglucose-6-phosphatedehydrogenase(G6PDH), to unlock ‘reserve flux capacity’ of the oxPPP, at least in non-yeast species11,12 . Thus, it has remained an open question whether oxidative inactivationofGAPDH,de-inhibitionofG6PDHorthecombinationof both,isnecessaryandsufficientforoxPPPactivation.IfGAPDHoxida- tionisindeedrelevanttomammaliancells,arelatedasyetunanswered questionisthephysiologicalcontextandfunctionofGAPDHoxidation inmammals.Underwhichphysiologicalorpathologicalcircumstances doesanelevationofendogenousH2O2 activatetheGAPDHredoxswitch? Or,inotherwords,whatwouldbetheconsequenceformammaliancells iftheyexpressedanon-oxidizableGAPDHinsteadoftheoxidizableone? Sofar,ithasbeenachallengetoprovecauseandcausality,because itisnotobvioushowoxidizabilityofGAPDHcanbeabolishedwithout also compromising its glycolytic activity. Mutating the active site cysteineisnotanoption,asthiswillnotonlypreventoxidationbutalso glycolyticactivity.However,thesituationchangedwhenthemolecular mechanism of GAPDH oxidation was uncovered5 . H2O2 reactivity of GAPDHwasfoundtodependonadedicatedH2O2 bindingsite(adjacent to but separate from the glyceraldehyde 3-phosphate (G3P) binding site)andonadedicatedmechanismthatsupportsthetransitionstate of the reaction (R-SH + H2O2 → R-SOH + H2O) as well as leaving group departure (that is, the hydroxide ion is protonated to leave as a water molecule). By mutating one of several amino acid residues involved in this mechanism (including Tyr-314 and Thr-177 in human GAPDH), selectiveablationofoxidationsensitivitywasachieved,thatis,without compromising normal GAPDH activity. This showed that separate mechanismsmediatethereactivityofthesamethiolatetowardseither H2O2 or G3P. Thus, GAPDH is one of the few known redox-regulated proteins that can be oxidized by means of a ‘built-in’ H2O2 binding and reaction site, and in that sense is comparable to the prototypical H2O2 stresssensorfrombacteria,OxyR13 . On the basis of these insights and considerations, this work used isogenicpairsofmammaliancelllines,engineeredbyclusteredregu- larly interspaced short palindromic repeats (CRISPR)-based genome editingtodifferbyasingleGAPDHaminoacid,toexplorethebiological roleandrelevanceofGAPDHoxidationsensitivity.Themutationsused arehighlyconservative,minimizingpotentialstructuralperturbance: theY314Fmutationeffectivelyremovesasinglehydroxylgroupfrom theenzyme,andtheT177Amutation(correspondingtoT175Ainmouse GAPDH)removesahydroxyltogetherwithamethylgroup.
  • 3. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 of glucose, the fluorescence polarization difference was abolished (Fig.2b,right).Consistently,cellswithWT(thatis,oxidizable)GAPDH removed H2O2 from the medium more rapidly than cells with mutant GAPDH (Fig. 2c, left). Pharmacological inhibition of the oxPPP with 6-aminonicotinamide16 abolishedthisdifference(Fig.2c,middle),asdid thewithdrawalofglucose(Fig.2c,right).ThegeneticallyencodedH2O2 proberoGFP2-Orp1confirmedthattheintracellularreductivecapacity isindeedcompromisedinmutantcellsrelativetoWTcells(Fig.2d,left). There was no difference in reductive capacity when cells metabolize tert-butyl hydroperoxide (TBHP) instead of H2O2 (Fig. 2d, middle), as expected, because TBHP is not a substrate for the GAPDH oxidation mechanism5 .Likewise,therewasnodifferenceinreductivecapacityin theabsenceofglucose(Fig.2d,right).Together,theseresultsshowed thatoxidativeinactivationofGAPDHiscausallyconnectedtoincreased influx of glucose into the oxPPP, increased NADPH regeneration and the safeguarding of reductive capacity in mammalian cells. GAPDH(T175A)inMEFsmimicsGAPDH(Y314F)inHAP1cells Tofurthersubstantiatethatchangesinmetabolism,reductivecapacity andoxidativestressresistancearecausedbythelossofGAPDHoxida- tionsensitivity,weanalysedanalternativeGAPDHpointmutationinthe context of genome-edited mouse embryonic fibroblasts (MEFs). The T175Amutation(correspondingtoT177AinhumanGAPDH)isfunction- allyanalogoustotheY314Fmutation,inthatithasbeenfoundtocause oxidation-insensitivity5 .MeasuringGAPDHactivityinMEFlysates,there wasnodetectabledifferenceinbasalactivity,butmutantGAPDH(T175A) wasmoreresistanttoH2O2-inducedinactivation(ExtendedDataFig.2a) andhyperoxidation(ExtendedDataFig.2b).Likehumancellsexpress- ingGAPDH(Y314F),murinecellsexpressingGAPDH(T175A)wereslower than corresponding WT cells in removing H2O2 from the supernatant (ExtendedDataFig.2c,left)andthedifferencewasabolishedbyblock- ingthePPPorwithdrawingglucose(ExtendedDataFig.2c,middleand right). In conclusion, two different GAPDH mutations (created with different guide RNAs in different mammalian cell types) lead to simi- lar effects, strongly supporting the conclusion that GAPDH oxidation insensitivityperseisthecauseoftheobservedchanges. GAPDHoxidationsupportsproliferationunderperoxidestress We then asked how the GAPDH redox switch affects cellular growth under oxidative stress conditions. We seeded cells in the presence or absence of H2O2 and monitored their proliferation by optical imag- ing. When seeded in the absence of H2O2, WT and mutant cells grew a b c d e f 37 WT H2O2 (mM) Y314F 0 . 5 1 2 0 . 5 1 2 37 50 GAPDH-SO2/3 GAPDH β-Actin H2O2 G6P 6PG F6P G3P DHAP FBP G6P 6PG F6P G3P FBP Glc Lac 0 0.5 1.0 1.5 2.0 GAPDH activity (relative to WT) W T Y 3 1 4 F W T H 2 O 2 Y 3 1 4 F H 2 O 2 W T Y 3 1 4 F W T H 2 O 2 Y 3 1 4 F H 2 O 2 ns *** 0 200 400 600 800 1,000 Relative C152-SSG 0 0.05 0.10 0.15 0.20 F6P m + 1/m + 2 ratio ** * 0 0.2 0.4 0.6 ECAR (post-H 2 O 2 :pre-H 2 O 2 ) * DHAP Glc W T W T Y 3 1 4 F W T H 2 O 2 l o w Y 3 1 4 F H 2 O 2 l o w W T H 2 O 2 h i g h Y 3 1 4 F H 2 O 2 h i g h Y 3 1 4 F Fig.1|Theglycolysis‒oxPPPswitchdependsonGAPDHoxidation. a,GAPDH activityasmeasuredinthelysateofHAP1cellsexpressingeitherWTormutant (Y314F)GAPDH,andfollowingtreatmentofintactcellswith100 µMH2O2 for5 min.ActivityvaluesarenormalizedrelativetountreatedWTcells.Data arepresentedasmean ± standarddeviation(s.d.),basedonn = 3biological replicateswithn = 3technicalreplicateseach.NS,non-significant;***P < 0.001; P = 0.2413and0.0005,basedonatwo-tailedunpairedt-test.b,Glutathionylation ofGAPDHCys-152inWTandmutantcells,beforeandaftertreatmentofintact cellswith50 µMH2O2 for5 min,asdeterminedbyLC–MS/MSanalysis.Bars representthemeanofn = 3technicalreplicates.c,Hyperoxidation(sulfinylation and/orsulfonylation)ofGAPDHCys-152asvisualizedbyimmunoblotting beforeandaftertreatmentofintactcellswithupto2 mMH2O2 for5 min. Representativeofn = 3independentexperiments.d,Partitioningof[1,2-13 C] glucosefluxintoglycolysisandPPP,asdeterminedbytheisotopicsignatureof F6P.WTandmutantcellswereleftuntreated,ortreatedwitheither10 µM(low) or50 µM(high)H2O2 for30 s.Dataarepresentedasmean ± s.d.,basedonn = 3 forH2O2 treatedsamples.*P < 0.05,**P < 0.01;P = 0.0016and0.0347,basedona two-tailedunpairedt-test.e,Changeintheextracellularacidificationrate(ECAR) inresponsetotreatmentofWTandmutantcellswith100 µMH2O2.Dataare presentedasmean ± s.d.(n = 3biologicalreplicateswithn = 3technicalreplicates each).*P < 0.05;P = 0.0291,basedonatwo-tailedunpairedt-test.f,Scheme depictingthereroutingofglucosefluxbetweenglycolysisandPPPinresponseto GAPDHoxidation.Bluearrows:glycolyticflux;redarrows:PPPflux.Pleasenote thatF6PandG3PareintermediatesofbothglycolysisandthePPP.Hence,GAPDH oxidationallowsforthecyclingofintermediatesbetweenthePPPandupper glycolysis,asindicatedbyreversedarrowsinupperglycolysis(right).
  • 4. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 similarly(Fig.3a,left).However,whenseededinthepresenceofasingle bolusofH2O2,WTcellshadasignificantsurvivalandgrowthadvantage (Fig.3a,centreandright).Cellsexpressingoxidation-resistantGAPDH also had a significant survival disadvantage under conditions of con- tinuouslow-levelperoxideexposure(ExtendedDataFig.3a).Wethen askedifH2O2-inducedgrowthinhibitionofmutantcellscanberescued by providing either nucleotides or reducing equivalents, consider- ing that both are products of the PPP. The suppression of mutant cell growthbyH2O2 wasnotrescuedbyanucleotidemixture(Fig.3b,left), butalmostfullyrescuedbyN-acetylcysteine(NAC)(Fig.3b,right).The same nucleotide mixture reversed the growth-suppressing effect of the IMPDH inhibitor merimepodib (VX-497) in both WT and mutant cells,demonstratingitsactivity(Fig.3c).Inlinewiththeseresults,WT and mutant cells exhibited similar rates of DNA synthesis (Extended DataFig.3b).Takentogether,theseresultssuggestedthattheGAPDH redoxswitchiscriticalwhencellsencounteroxidativestressduringthe phaseofsubstrateattachment.Moreover,theresultinggrowthdefect appears to be caused by a lack of PPP-derived reducing equivalents rather than a lack of PPP-derived nucleotide precursors. TheGAPDHswitchallowscellstosurvivethelossofanchorage Althoughtherearesituationsinwhichmammaliancellsmustwithstand exogenouslyproducedperoxides,forexample,atinflammatorysites, in other conditions a cellular response to endogenously produced peroxides is required. One such condition is the detachment of cells from the matrix and/or other cells. It has been observed repeatedly that detachment and/or low cell density elevates endogenous oxi- dant levels17–19 . To investigate if the GAPDH redox switch is important undersuchconditions,wedetachedcellsfromthecellcultureplastic surface,keptthemdetachedandthendeterminedtheircolonyform- ing potential. Following a short detachment period (15 min), WT and mutant cells formed colonies with the same efficiency and did not show a difference in their endogenous oxidant levels (Fig. 4a,b, left). However, following a longer detachment period (6 h), mutant cells a b c d + glucose + glucose + 6AN – glucose – glucose + glucose + glucose + glucose – glucose Glucose 0 30 60 90 0 0.5 1.0 Time (min) OxD OxD OxD 0 30 60 90 0 0.5 1.0 Time (min) 0 30 60 90 0 0.5 1.0 Time (min) H2O2 TBHP Y314F WT 0 30 60 90 0 370 370 380 390 400 410 Time (min) mP mP Y314F WT 0 30 60 90 0 370 370 380 390 400 410 Time (min) 0 300 600 900 0 80 80 100 120 140 160 Time (s) H 2 O 2 (µM) H 2 O 2 (µM) H 2 O 2 (µM) WT Y314F No cells 0 300 600 900 0 80 80 100 120 140 160 Time (s) 0 300 600 900 0 80 80 100 120 140 160 Time (s) 0 W T Y 3 1 4 F W T H 2 O 2 Y 3 1 4 F H 2 O 2 0.5 1.0 1.5 NADPH (relative to WT) NS ** H2O2 H2O2 H2O2 Fig.2|OxidativeGAPDHinactivationsafeguardsreductivecapacity. a,RelativeNADPHlevelsasmeasuredinthecelllysateofWTandmutant (Y314F)HAP1cells,beforeandaftertreatmentofintactcellswith100 µMH2O2 for3 min.Barsrepresentthemeanofn = 3biologicalreplicates ± standard deviation(s.d.).NS,non-significant;**P < 0.01;P = 0.9206and0.0022,basedon atwo-tailedunpairedt-test.b,NADP+ -dependentG6PDHdimerizationtriggered by100 µMH2O2,asmeasuredbythefluorescencepolarizationresponseofthe Apollo-NADP+ probe,inthepresence(left)orabsence(right)of10 mMglucose. mP:millipolarizationunits.Basedonthemeanofn = 3biologicalreplicates. Dottedlines:s.d.c,LossofextracellularH2O2 (startingconcentration:150 µM) fromthecellculturesupernatantasmeasuredwithanH2O2-selectiveelectrode, inthepresence(leftandmiddle)orabsence(right)of10 mMglucose,andin thepresenceof10 mM6-aminonicotinamide(6-AN)(middle).Basedonn = 3 biologicalreplicates.Dottedlines:s.d.d,CytoplasmicH2O2 levelsinresponseto exogenousapplicationof100 µMH2O2 (leftandright)or50 µMTBHP(middle)as measuredbytheroGFP2-Orp1probe,inthepresence(leftandmiddle)orabsence (right)of10 mMglucose.Basedonthemeanofn = 3biologicalreplicateswith n = 3technicalreplicateseach.Dottedlines:s.d.
  • 5. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 exhibiteddecreasedclonogeniccapacityandincreasedoxidantlevels relativetoWTcells(Fig.4a,b,middle).Thesedifferenceswereabatedby treatmentwithNAC(Fig.4a,b,right).Next,westudiedthe3Dgrowthof WTandmutantcellsasspheroids.Ithasbeenobservedpreviouslythat growth inside a spheroid elevates endogenous oxidative stress18,20 . In monolayer culture, both WT and mutant cells exhibited the same low levelsofendogenousH2O2 (Fig.4c,dandExtendedDataFig.4a).In3D growth, despite comparable spheroid size, mutant spheroids were moreoxidized(Fig.4e,f)andcontainedmoredeadcells(Fig.4g)than WT spheroids. The same observation was made with WT and mutant MEFs under conditions of spheroid growth (Fig. 4h). Taken together, these results suggested that oxidative GAPDH inactivation protects mammaliancellsagainsttheelevationofendogenousperoxidelevels that occurs in the context of anchorage-independent growth. TheGAPDHredoxswitchprotectstumourcellsinvivo Tumour cells experience episodes of oxidative stress when growing as tumours in situ21,22 . We therefore asked if tumour cells exploit the GAPDH redox switch to survive and grow inside the host environ- ment. We transplanted WT and mutant HAP1 cells under the skin of NOD SCID gamma mice and monitored their growth. Tumours harbouring oxidation-resistant GAPDH grew significantly slower (Fig. 5a,b), suggesting that the loss of the GAPDH redox switch was a disadvantageforthetumour.Correlatingwithslowertumourgrowth, the survival time of animals bearing mutant tumours was longer (Fig. 5c). Analysing tumours grown from HAP1 cells expressing the cytosolic roGFP2-Orp1 H2O2 probe, we found mutant tumours to exhibit more probe oxidation than WT tumours (Fig. 5d). Perform- ing metabolic flux analysis by injecting [1,2-13 C]glucose into the tail vein, we determined that mutant tumours had lower PPP flux than WT tumours (Fig. 5e), which was also reflected by decreased label- ling of key PPP intermediates (Fig. 5f) and a lower NADPH/NADP+ ratio (Fig. 5g). Together, these results suggested that tumour cells lacking the GAPDH redox switch are less well equipped to counteract oxidative stress and hence have a lower probability of survival in the host environment. 0 24 48 72 96 120 0 50 100 Ctrl Time (h) Confluence (%) WT Y314F 0 24 48 72 96 120 0 50 100 100 µM H2O2 Time (h) 0 24 48 72 96 120 0 50 100 Time (h) 0 24 48 72 96 120 0 50 100 Time (h) 0 24 48 72 96 120 0 50 100 Time (h) Confluence (%) Confluence (%) Confluence (%) Confluence (%) Confluence (%) Confluence (%) Confluence (%) 0 24 48 72 96 120 0 50 100 Time (h) 0 24 48 72 96 120 0 50 100 Time (h) 0 24 48 72 96 120 0 50 100 Time (h) a b c 150 µM H2O2 250 µM H2O2 150 µM H2O2 + NAC 150 µM H2O2 + NUC VX-497 VX-497 + NUC Fig.3|GAPDHoxidationsupportsproliferationunderperoxidestress. a,Cellgrowth,asmeasuredbyopticalimaging,ofWTandmutantcells,either leftuntreated(left),orseededinthepresenceof100,150or250 µMH2O2 (middle andright).Basedonn = 5technicalreplicates,representativeofn = 3biological replicates.Dottedlines:standarddeviation(s.d.).b,Cellgrowth,asmeasuredby opticalimaging,ofWTandmutantcellsseededinthepresenceof150 µMH2O2, andthentreatedwith30 µMofnucleotide(NUC)mixture(left)or10 mMof NAC(right).Basedonn = 5technicalreplicates,representativeofn = 3biological replicates.Dottedlines:s.d.c,Cellgrowth,asmeasuredbyopticalimaging,of WTandmutantcellsseededwith5 µMoftheIMPDHinhibitormerimepodib (VX-497),intheabsence(left)orpresence(right)ofthenucleotide(NUC)mixture (30 µM).Basedonn = 5technicalreplicates,representativeofn = 3biological replicates.Dottedlines:s.d. Fig.4|TheGAPDHswitchallowscellstosurvivethelossofanchorage. a,Coloniesformedafterseedingof100WTormutant(Y314F)HAP1cellsinto adherentcellcultureplates.Beforeseeding,singularizedcellswerekeptin ultralow-attachmentplatesforeither0.25 h(left),or6 h(middleandright),inthe absence(leftandmiddle)orpresence(right)of10 mMNAC.Dataarepresented asmean ± standarddeviation(s.d.),basedonn = 3biologicalreplicateswithn = 3 technicalreplicateseach.NS,non-significant;**P < 0.01;P = 0.8860,0.0059and 0.4174,basedonatwo-tailedunpairedt-test.b,Relativeintracellularoxidant levelsasindicatedbyDCFfluorescence,correspondingtoa.Dataarepresented asmean ± s.d.,basedonn = 3biologicalreplicateswithn = 3technicalreplicates each.NS,non-significant;*P < 0.05;**P < 0.01;P = 0.4696,0.0057and0.0418, basedonatwo-tailedunpairedt-test.c,TheroGFP2-Orp1fluorescenceratioin WTandmutant(Y314F)HAP1cellsgrowninadherentmonolayercellculture. Left:representativehistogram.Right:quantitationpresentedasmean ± s.d. basedonn = 3biologicalreplicates.NS,non-significant;P = 0.1583,basedon atwo-tailedunpairedt-test.d,VisualizationofroGFP2-Orp1inWT(top)and mutant(bottom)HAP1cellsgrowninadherentmonolayerculture.Fluorescence wasrecordedfollowingsequentialexcitationat405 nm(left)and488 nm (middle).Thefluorescenceratioimage(right)wascalculatedpixel-by-pixeland colour-coded.Representativeofn = 3biologicalreplicates.e,TheroGFP2-Orp1 fluorescenceratioinWTandmutant(Y314F)HAP1cellsgrowninnon-adherent spheroidculture.Left:representativehistogram.Right:quantitationpresented asmean ± s.d.,basedonn = 9biologicalreplicates.****P < 0.0001,basedona two-tailedunpairedt-test.f,VisualizationofroGFP2-Orp1inWT(top)andmutant (bottom)HAP1cellsgrowninnon-adherentspheroidculture.Fluorescencewas recordedfollowingsequentialexcitationat405(left)and488 nm(middle).The fluorescenceratioimage(right)wascalculatedpixel-by-pixelandcolour-coded. Representativeofn = 6(WT)andn = 7(Y314F)biologicalreplicates.g,Staining ofWT(top)andmutant(bottom)HAP1spheroidswithHoechstdye(left)or PI(middle).Representativeofn = 3biologicalreplicates.h,StainingofWT (top)andmutant(bottom)EFspheroidswithHoechstdye(left)orPI(middle). Representativeofn = 3biologicalreplicates.
  • 6. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 Chemo-andradiotherapysynergizewithdeficientGAPDH oxidation Several kinds of chemotherapy elevate oxidative stress in tumour cells23 . We therefore asked if loss of the GAPDH redox switch would make tumour cells more responsive to chemotherapy. Cisplatin treatmentiswellknowntotriggerpro-oxidativeeffects24 .Cellculture experimentsconfirmedthatcisplatinelevatesendogenousH2O2 levels, morestronglyinmutantthaninWTHAP1cells(ExtendedDataFig.5a). Whilecisplatintreatmentprolongedthesurvivalofalltumour-bearing animals, it synergized with GAPDH oxidation insensitivity, as the a b c WT Y314F 405 nm 488 nm Ratio Count WT Y314F e HAP WT HAP Y314F Hoechst PI Overlay MEF WT MEF T175A 0.25 h detachment 6 h detachment 6 h detachment + NAC 0.25 h detachment W T Y 3 1 4 F W T Y 3 1 4 F W T Y 3 1 4 F W T Y 3 1 4 F W T Y 3 1 4 F W T 6 h Y 3 1 4 6 h 6 h detachment 6 h detachment + NAC Hoechst PI Overlay Monolayer Spheroid Spheroid Spheroid Count WT Y314F d f g h Monolayer Spheroid 405 nm 488 nm Ratio WT Y314F 50 µm 250 µm 250 µm 250 µm Fluorescence ratio 405/488 Fluorescence ratio 405/488 0 2,500 5,000 7,500 10,000 12,500 DCFDA (a.u.) DCFDA (a.u.) DCFDA (a.u.) NS 0 2,500 5,000 7,500 10,000 12,500 ** 0 2,500 5,000 7,500 10,000 12,500 * 0 20 40 60 80 100 Colonies Colonies Colonies NS 0 20 40 60 80 100 ** 0 20 40 60 80 100 NS 0 1 2 3 4 Fluorescence ratio 405/488 **** 0 1 2 3 4 Fluorescence ratio 405/488 NS 4 0 4 0 10 µm 10 µm 10 µm 10 µm 10 µm 10 µm 50 µm 50 µm 50 µm 50 µm 50 µm 50 µm 100 µm 100 µm 100 µm 100 µm W T Y 3 1 4 F W T Y 3 1 4 F 1,500 1,000 500 0 0 1.0 2.0 3.0 4.0 5.0 0 0 100 200 300 400 500 1.0 2.0 3.0 4.0 5.0
  • 7. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 survivalbenefitwasmorepronouncedinanimalswithmutanttumours (Fig. 6a). Moreover, the re-growth of mutant tumours between treatment cycles was significantly delayed relative to WT tumours (Fig. 6b). Analysing tumours expressing the cytosolic roGFP2-Orp1 H2O2 probe,weobservedthatcisplatinelevatedperoxidelevelsmuch morestronglyinmutantthaninWTtumours(Fig.6c).Wethenasked iftreatmentwithionizingradiationwouldalsosynergizewithGAPDH oxidationinsensitivity.Indeed,whilefractionatedionizingradiation prolongedthesurvivalofalltumour-bearinganimals,itcausedamuch more pronounced survival benefit in animals with mutant tumours (Fig. 6d) and strongly delayed the re-growth of mutant tumours betweentreatmentcycles(Fig.6e).ThesynergybetweenGAPDHoxi- dationinsensitivityandradiationtreatmentwasalsoreflectedbyintra- tumouralcaspase-3activation(Fig.6f).Together,theseobservations showed that the GAPDH redox switch allows tumours to counteract oxidativestressthatiselevatedbyeitherchemo-orradiotherapeutic treatment in vivo. AdefectiveGAPDHswitchaltersmetabolisminvarioustissues Finally,toassessiftheGAPDHredoxswitchisalsorelevantatthelevel oforganismalphysiology,weanalysedGAPDH(T175A)knock-inmice. Thesemicedonotexhibitanymacroscopicallyvisiblechangeinpheno- typeatyoungages(<12 weeks),suggestingthattheycancompensate forthelackoftheredoxswitch,atleastundernon-stresshomeostatic conditions.However,endogenousproductionofH2O2 maybeexpected to trigger the GAPDH switch at least to some extent in metabolically active tissues or cell types. Erythrocytes are known to be susceptible tooxidativestress,duetohaemoglobinautoxidation.Aserythrocytes lackmitochondrialmetabolism,theydependontheoxPPPforNADPH regenerationandthemaintenanceofredoxhomeostasis25 .Indeed,we a b d e c f g 0 500 1,000 1,500 Tumour weight (mg) *** 14 21 28 0 0.2 0.4 0.6 0.8 1.0 Time (days) Tumour volume (cm 3 ) WT Y314F 0 7 14 21 28 35 42 49 0 0.5 1.0 Time (days) Surviving fraction WT Y314F 0 0.5 1.0 1.5 2.0 Relative 405/488 fluorescence ratio **** 0 0.1 0.2 0.3 0.4 F6P m + 1/m + 2 ratio *** 0 0.1 0.2 0.3 0.4 G3P m + 1/m + 2 ratio *** 0 0.05 0.10 0.15 0.20 0.25 6PG m + 2 fraction **** 0 0.05 0.10 0.15 0.20 0.25 R5P m + 1 fraction **** 0 0.05 0.10 0.15 0.20 0.25 S7P m + 1 m + 2 fraction **** 0 0.5 1.0 1.5 NADPH/NADP + * WT Y314F WT Y314F WT Y314F WT Y314F WT Y314F WT Y314F WT Y314F WT Y314F Fig.5|TheGAPDHredoxswitchprotectstumourcellsinvivo. a,Growth ofxenografttumoursaftersubcutaneousinjectionofHAP1cellsexpressing eitherWTormutant(Y314F)GAPDH.Basedonn = 6micepergroup.Solidlines representthemean,dottedlinesrepresentthestandarderrorofthemean. b,Weightoftumoursexplanted28 daysafterxenografting.Dataarepresented asmean ± standarddeviation(s.d.),basedonn = 5micepergroup.***P < 0.001; P = 0.0002,basedonatwo-tailedunpairedt-test.c,Survivaltimeoftumour- bearingmiceuntilreachinghumaneendpoints.Basedonn = 17(WT)andn = 9 (Y314F)mice.d,TheroGFP2-Orp1405 nm/488 nmfluorescenceratioasmeasured incellsisolatedfromexplantedWTandmutanttumours.Dataarepresentedas mean ± s.d.,basedonn = 15(WT)andn = 8(Y314F)mice.****P < 0.0001,basedon atwo-tailedunpairedt-test.e,Metabolicfluxanalysisfollowingtailveininjection of[1,2-13 C]glucoseandsubsequenttumourexplantation.Thepartitioningof glucosefluxintoglycolysisandPPPisindicatedbytheratioofsinglyanddoubly labelledF6P(left)andG3P(right).Dataarepresentedasmean ± s.d,basedon n = 5micepergroup.***P < 0.001;P = 0.0007and0.0008,basedonatwo-tailed unpairedt-test.f,Metabolicfluxanalysisfollowingtailveininjectionof[1,2-13 C] glucoseandsubsequenttumourexplantation.Theinfluxof[1,2-13 C]glucose intothePPPisindicatedbymassshiftsinthePPPintermediates6PG(left),R5P (middle)andS7P(right).Dataarepresentedasmean ± s.d.,basedonn = 5mice pergroup.****P < 0.0001,basedonatwo-tailedunpairedt-test.g,NADPH/NADP+ ratioinWTandmutanttumoursasdeterminedbymassspectrometry.Dataare presentedasmean ± s.d.,basedonn = 5micepergroup.*P < 0.05;P = 0.0488, basedonatwo-tailedunpairedt-test.
  • 8. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 observed that erythrocytes from mutant mice exhibit higher endog- enous ROS levels than their WT counterparts (Fig. 7a and Extended Data Fig. 6a). The deficiency in erythrocyte redox homeostasis was accompaniedbyhighererythrocytecounts,increasedhaematocritand moremegakaryocyte–erythroidprogenitors(MEPs)inthebonemar- row (Fig. 7b and Extended Data Fig. 6b), suggesting that mutant mice compensate for the impairment of their erythrocytes by increasing erythropoiesis. We then studied kidney and heart, which are meta- bolically highly active organs. To gain insight into potential adaptive changes caused by the lack of the GAPDH redox switch, we compared proteinexpressionbetweenWTandmutanttissuesbydeepproteomic analysis. Analysis of the kidney proteome by diaPASEF, followed by DIA-NN analysis26 , revealed a number of differentially expressed pro- teins (Fig. 7c). Gene set enrichment analysis indicated significant a b d e Cisplatin Cisplatin Radiation Radiation c f 0 7 14 21 28 35 42 49 56 63 70 77 84 91 0 0.2 0.4 0.6 0.8 1.0 Time (days) Tumour volume (cm 3 ) WT cisplatin Y314F cisplatin 0 7 14 21 28 35 42 49 56 63 70 77 84 91 0 0.5 1.0 Time (days) Surviving fraction WT Y314F WT cisplatin Y314F cisplatin 0 W T Y 3 1 4 F W T c i s p l a t i n Y 3 1 4 F c i s p l a t i n 2 4 6 8 405/488 fluorescence ratio **** *** **** 0 14 28 42 56 70 84 98 112 126 140 154 0 0.5 1.0 Time (days) Surviving fraction WT WT radiation Y314F Y314F radiation 0 14 28 42 56 70 84 98 112 126 140 0 0.2 0.4 0.6 0.8 1.0 Time (days) Tumour volume (cm 3 ) WT radiation Y314F radiation 0 10 20 30 40 Caspase 3 activation (% of tumour area) *** W T Y 3 1 4 F W T r a d i a t i o n Y 3 1 4 F r a d i a t i o n
  • 9. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 changes in biosynthetic pathways related to NADPH generation, in particular fatty acid metabolism (Fig. 7d). Metabolic pathway map- ping using iPath indicated the downregulation of fatty acid biosyn- thesis and the upregulation of fatty acid degradation (Extended Data Fig. 7a). An interaction analysis of the most significantly upregulated proteins using String (Fig. 7e) revealed a cluster of enzymes involved in peroxisomal and mitochondrial β-oxidation, including acyl-CoA dehydrogenase(Acadm)andenoyl-CoAhydratase/3-hydroxyacyl-CoA dehydrogenase(Ehhadh)(Fig.7f),andaclusterofenzymesrelatedto renalbloodpressurecontrol,includingangiotensinconvertingenzyme (Ace)andmeprin(Mep1a)(Fig.7g).Furthermore,severalantioxidative enzymeswereupregulatedinthemutantkidney,includingmitochon- drialthioredoxin(Txn2),peroxiredoxin-5(Prdx5),glutamate-cysteine ligase(Gclc)andglutaredoxin-5(Glrx5)(Fig.7h).Althoughhearttissues exhibited greater inter-individual variability, gene set enrichment analysis also indicated significant deregulation of fatty acid metabo- lism,inadditiontochangesinfocaladhesionpathways(ExtendedData Fig. 7b). Similar to the kidney, metabolic pathway mapping indicates thesuppressionoffattyacidbiosynthesisintheheart(ExtendedData Fig. 7c). In summary, proteomic changes observed in non-stressed knock-inmicesuggestedthatoxidativeGAPDHinactivationisrelevant inthecontextofthewholeorganism,undernormalphysiologicalcon- ditions, and across different cell types and organs. Discussion In this study we investigated the relevance of oxidative GAPDH inac- tivation in mammalian cells. We defined its role in mediating cellular robustness against oxidative stress and explored implications for tumour growth. Finally, we asked if oxidative GAPDH inactivation is relevant in the organismal context and under non-stress conditions. The study provided three major insights. The first major insight is that reversible oxidation of GAPDH is highly relevant for the triggering of the glycolysis–oxPPP transition and the balancing of NADPH supply in oxidative stress situations. Our study demonstrates for the first time that GAPDH oxidation in mammalian cells not only correlates with, but is actually required for glycolysis–oxPPP rerouting. Although we proposed this mechanism already more than 15 years ago8 , causality remained to be proven for mammaliancells.Inthemeantime,itwassuggestedthatPPP‘reserve flux capacity’ alone may be sufficient to explain increased PPP flux in responsetoH2O2,independentlyofGAPDHoxidation11 .Eventually,the mechanisticunderstandingofGAPDHoxidation,togetherwithgenome editing,allowedustoinactivatetheredoxswitchwithoutcompromis- ing the primary glycolytic function of GAPDH. Our results show that oxidativeGAPDHinactivationcooperateswithPPPreservefluxcapac- itytobalancetheNADPHpoolduringoxidativestressconditions.Our findings are fully consistent with increased metabolic flux through G6PDH, as triggered by elevated NADP+ . Indeed, our measurements withtheApollo-NADP+ probe(Fig.2b)confirmthatG6PDHisactivated under the conditions of metabolic rerouting, and that the metabolic response of G6PDH to changes in the NADPH/NADP+ ratio does not requireGAPDHoxidation.However,ourexperimentsalsoshowthatthe activationofG6PDHaloneisinsufficienttoaccountforPPPactivation underconditionsofperoxidestress.Hence,ourdatasuggestthatboth processes,GAPDHinhibitionandG6PDHactivation,actinconcert,as H2O2 elevationnotonlyleadstoGAPDHoxidation,butalsotoNADPH oxidation.Hence,theallostericbreaksonG6PDHactivityarereleased (byNADP+ binding)atthesametimewhenGAPDHinhibitiondamsup glycolyticfluxtomakemoreG6Pavailable. The second major insight of this study is the (patho-)physiologi- cal relevance of the GAPDH redox switch with regard to endogenous oxidant levels. Most previous studies on the glycolysis–oxPPP transi- tion focused on microbes and exogenously applied peroxide stress. Tolerance to environmentally generated peroxides is highly relevant tomicrobes,suchasinmicrobialcommunities,inharshenvironments or in the context of phagocyte attack. In mammalian cells, however, intracellularsourcesofH2O2 areimportantinnumerousphysiological andpathophysiologicalsituations,suchaschangesinoxygenavailabil- ity,differentkindsofmetabolicimbalance,lossofmatrixattachment, exposuretoradiationortoxins,orinflammation.However,itremained unclear whether these situations involve GAPDH oxidation as well as PPPactivation,asaphysiologicalresponsemechanism. Inthisstudyweidentifieda(patho-)physiologicallyrelevantsitu- ation of endogenous peroxide elevation, in which GAPDH oxidation Fig.6|Chemo-andradiotherapysynergizewithGAPDHoxidation insensitivity.a,Survivaloftumour-bearingmiceinresponsetocisplatin treatment,basedontumoursize(>1.3 cminanydimension)asthesoleendpoint. Arrowsindicatetimepointsoftreatment.Basedonn = 17(WT),n = 9(Y314F), n = 16(WTcisplatin)andn = 9(Y314Fcisplatin)mice.b,Growthkineticsof tumoursexpressingWTormutantGAPDH,eithermock-treatedortreated withcisplatin.Arrowsindicatetimepointsoftreatment.Basedonn = 16(WT cisplatin)andn = 9(Y314Fcisplatin)mice.c,TheroGFP2-Orp1405 nm/488 nm fluorescenceratioasmeasuredincellsisolatedfromexplantedWTandmutant tumours,eithermock-treatedortreatedwithcisplatin.Dataarepresented asmean ± standarddeviation(s.d.),basedonn = 15(WT),n = 8(Y314F),n = 9 (WTcisplatin)andn = 4(Y314Fcisplatin)mice.***P < 0.001;****P < 0.0001; P = <0.0001,0.0004and<0.0001,basedonatwo-tailedunpairedt-test. d,Survivaloftumour-bearingmiceeithermock-treatedortreatedwithionizing radiation.Arrowsindicatecyclesoffractionatedradiation.Basedonn = 9(WT), n = 6(Y314F),n = 9(WTradiation)andn = 6(Y314Fradiation)mice.e,Growth kineticsoftumoursexpressingWTandmutantGAPDH,untreatedortreatedwith ionizingradiation.Arrowsindicatecyclesoffractionatedradiation.Basedon n = 9(WTradiation)andn = 6(Y314Fradiation)mice.f,Quantitationofactivated Caspase3inslicesoftumoursexpressingWTormutantGAPDH,untreatedor treatedwithionizingradiation.Dataarepresentedasmean ± s.d.,basedon n = 6(WT),n = 3(Y314F),n = 4(WTradiation)andn = 4(Y314Fradiation)mice. ***P < 0.001;P = 0.0002,basedonatwo-tailedunpairedt-test. Fig.7|AdefectiveGAPDHswitchaltersmetabolisminvarioustissues. a,RelativeintracellularoxidantlevelsinerythrocytesisolatedfromWTand mutant(T175A)animals.DCFfluorescence(left)andfrequencyofDCF-positive cells(right).Dataarepresentedasmean ± standarddeviation(s.d.),based onn = 6micepergroup.*P < 0.05;**P < 0.01;P = 0.0091and0.0301,basedon atwo-tailedunpairedt-test.b,Numbersoferythrocytespermillilitre(left), haematocrit(middle)andnumberofMEPcellsperfemur(right)ofWTand mutant(T175A)animals.Dataarepresentedasmean ± s.d.,basedonn = 6mice pergroup.*P < 0.05;**P < 0.01;P = 0.0049,0.0016and0.0208,basedona two-tailedunpairedt-test.c,ProteinsdifferentiallyexpressedinGAPDHmutant kidneys.Grey,yellowandorangedotsrepresentproteinswithafalsediscovery rate(FDR)>10%,<10%and<5%,respectively.Verticallinesindicatefoldchange thresholdsof±1.25.Basedonn = 5micepergroup.d,Genesetenrichment analysisofproteinsdifferentiallyexpressedintheGAPDHmutantkidney. MappingtoKEGGpathways.Bluebars:genesetswithdecreasedrepresentation inmutantkidneys.Redbars:genesetswithincreasedrepresentationinmutant kidneys.Basedonn = 5micepergroup.ECM,extracellularmatrix.e,Interaction analysisofproteinsmoststronglyupregulatedintheGAPDHmutantkidney. Edgesrepresentexperimentallysupportedinteractions(confidencescore >0.7)fromtheSTRINGdatabase(https://string-db.org).Purplenodesrepresent proteinsincludedinUniprotpathway‘Lipidmetabolism’(KW-0443),andgreen nodesrepresentproteinswithaspecificfunctioninbloodpressurecontrol. f,Examplesofenzymesinvolvedinβ-oxidation.Basedonn = 5micepergroup. FC,foldchange.g,Examplesofenzymesinvolvedinbloodpressurecontrol. Basedonn = 5micepergroup.h,Examplesofredoxenzymesupregulatedin theGAPDHmutantkidney.Basedonn = 5micepergroup.
  • 10. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 becomesrelevantforcellsurvival,namelylossofsubstrateattachment. Detached mutant cells, but not WT cells, suffered from elevated per- oxide levels and increased cell death, showing that the GAPDH redox switchanditsroleinactivatingoxPPPflux,iscriticalforsurvivalduring anchorage-independentgrowth.WhileWTandmutantcellsbehaved similarlyinmonolayerculture,mutantcellsshowedincreasedperoxide stressandcelldeathduringspheroidgrowth.Theseresultsareinline withearlierreports18,27 ,showingthatanchorage-independentspheroid growth requires changes in metabolism to suppress an increase in endogenousoxidantlevels. TheseobservationsnaturallyledustoaskabouttheroleofGAPDH oxidationintumourbiology.Ithasbeendocumentedthattumourcells often have to overcome episodes of oxidative stress for survival and spread27,28 . Tumour cells losing matrix attachment and entering the a b 0 W T T 1 7 5 A W T 500 1,000 1,500 DCFDA (mean fluorescence intensity) ** 0 10 20 30 DCFDA (frequency of positive cells) * 0 5 10 15 Erythrocytes (M ml –1 ) ** 0 20 40 60 80 Haematocrit (%) ** 0 50,000 100,000 150,000 200,000 MEP cells per femur c d Ace Acox2 Ehhadh Mme Acnat1 Hao2 Acadm Acsl5 Acox3 Acot8 Ccbl2 Acot1 Mep1b Mep1a Renal blood pressure control Lipid metabolism Aadat Decreased Increased Cardiac muscle contraction Alcoholic liver disease PI3K–Akt signalling pathway Complement and coagulation cascades Insulin signalling pathway Human papillomavirus infection Proteoglycans in cancer Regulation of lipolysis in adipocytes Oxidative phosphorylation ECM–receptor interaction Focal adhesion AMPK signalling pathway Fat digestion and absorption Peroxisome 0 1 2 3 4 –log10(q) –2 –1 0 1 2 3 0 0.5 1.0 1.5 2.0 log2(T175A/WT) –log 10 (q) Ace FDR >0.1 <0.1 <0.05 Ehhadh Mep1a e f Gclc Prdx5 Txn2 Glrx5 P = 0.0454, FC 1.52 13.5 14.0 14.5 15.0 P = 0.127, FC 1.24 18.00 18.25 18.50 18.75 19.00 P = 0.00128, FC 1.25 15.2 15.4 15.6 15.8 P = 0.162, FC 1.3 14.6 15.0 15.4 17.0 17.5 18.0 log 2 (intensity) log 2 (intensity) log 2 (intensity) log 2 (intensity) log 2 (intensity) log 2 (intensity) 17.0 17.2 17.4 17.6 13 14 15 14 15 16 17 g h Mep1a Ace Acadm Ehhadh log 2 (intensity) log 2 (intensity) * W T W T T 1 7 5 A W T T 1 7 5 A T 1 7 5 A T 1 7 5 A P = 4.46 × 10 –5 , FC 1.81 P = 0.000403, FC 1.25 P = 9.96 × 10 –6 , FC 2.87 P = 9.45 × 10–5 , FC 3.14 T 1 7 5 A W T T 1 7 5 A W T T 1 7 5 A W T T 1 7 5 A W T T 1 7 5 A W T T 1 7 5 A W T T 1 7 5 A W T T 1 7 5 A W T Acadm
  • 11. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 circulation are observed to experience oxidative stress17 . Evidence suggeststhatacutelystressedtumourcellsneedtorapidlyboostreduc- tivecapacitytosurviveforlongenoughtoestablishmorelong-lasting adaptations18 . Along those lines, the provisioning of antioxidants to micewasfoundtoacceleratediseaseprogressionbyhelpingstressed tumourcellstosurvive27,29–31 .Takentogether,oxidativestresshasbeen suggested to act as a major barrier to tumour progression that malig- nantcellsneedtoovercomebyboostingreductivecapacity. Lookingattumourgrowthinamousexenograftmodelwefound that silencing of the GAPDH redox switch, thus limiting the ability of tumour cells to boost oxPPP flux when needed, substantially limited tumourgrowthwhileenhancingendogenousperoxidestress.Inother words, the GAPDH redox switch helps tumour cells to activate the oxPPP and to suppress the oxidative stress that is associated with tumour growth. This finding predicted that a pro-oxidative treat- ment (to enhance oxidative burden on tumour cells) should syner- gizewiththeinhibitionoftheGAPDHredoxswitch.Indeed,wefound that cisplatin as well as radiation treatment, both of which elevated endogenous peroxide levels in tumour cells, strongly enhanced the tumour-suppressiveeffectofadeficientGAPDHredoxswitch. Assumingthatmanytumoursneedtoovercomeconditionslead- ingtoperoxidestress,atleastlocallyand/ortemporarily,weexpectour proof-of-concept tumour experiment to have broader relevance for tumourbiology,asitreproduceslackofpropersubstrateattachment andexpansionofthetumourmassintoahostenvironmentimposing oxidative stresses (as directly demonstrated by the use of genetically encodedredoxprobes).However,toassesstherelevanceofthesefind- ingsinrelationtoothertumourentitiesandhostmicroenvironments, additionalworkisrequired. It has been suggested that robust maintenance of NADPH levels (that is, stress resistance) is often more limiting for tumour growth than are energy levels or biosynthetic precursors32 . Indeed, the need forstableNAD(P)HlevelsunderstressmaycontributetotheWarburg effect,thatis,thefactthatmanytumourcellsprefertorunonglucose fermentationratherthanoxidativerespiration,despitethelatterpro- ducing stoichiometrically more ATP, due to full glucose oxidation. FermentativeglycolyticATPproduction,basedonhighglucoseuptake and turnover, arguably is the ideal premise for rapid and dynamic rerouting of glucose flux into the oxPPP, as needed under oxidative stressandtriggeredbytheGAPDHswitch. Theglycolysis–oxPPPtransitionseemstooperateasafast-acting first-lineresponsetooxidativestressandmayoftenbeessentialtobuy sufficienttimeforstressedcellstoestablishlonger-lastingadaptations. It is well known that normal and tumour cells can use different kinds of long-term adaptions to increase reductive capacity, as there are additionalpathwaysthatcanservetoregenerateNADPH,forexample, thefolatepathway33 ,althoughthesearebelievedtobelessresponsive andoflowerfluxthantheoxPPP.Hence,futurestudiesshouldaddress how some tumour cells manage to adapt to an inactivated GAPDH redoxswitch. Finally, the third major insight of this study is that the GAPDH redox switch is relevant in the context of the whole organism, under normal physiological conditions, and across different cell types and organs. The proteome analysis of heart and kidney tissue indicated that mutant mice downregulate fatty acid synthesis while upregulat- ing fatty acid uptake and β-oxidation. Since fatty acid synthesis is a major consumer of NADPH, its downregulation is likely to represent an adaptation to defective oxPPP activation. It is less obvious how increasedβ-oxidationmaycontributetoadaptation.Increasedsupply of acetyl-CoA for the Krebs cycle may enhance NADPH regeneration througheithermalicenzymeorisocitratedehydrogenase34–36 .Itisalso possible that β-oxidation-derived NADH helps to replenish NADPH through the action of nicotinamide nucleotide transhydrogenase37 . Taken together, it appears that young adult knock-in mice, despite showingsignsofincreasedoxidativestress(Fig.7a,h),areoverallable to compensate for deficiencies that occur in tissues with naturally elevated endogenous peroxide production. It will therefore be inter- estingtoinvestigatemiceofolderageinfutureexperiments.Itisalso an interesting question if growing tumours adapt to the lack of the GAPDH redox switch by increasing β-oxidation, considering the role of β-oxidation for several cancer types, including pancreatic ductal adenocarcinoma38 andprostatecancer39 . Methods Cell lines HAP1cellswerepurchasedfromHorizonGenomics.HAP1-GAPDH(Y314F) cellsweregeneratedbyCRISPR/Cas9-mediatedgenomeeditingusing gRNAsTCTAGGTATGACAACGAATTandTTTTCTGAGCCAGCCACCAG. Twoclonalcelllineswereindependentlyselected.GAPDH(T175A)MEFs wereobtainedfromGAPDH(T175A)knock-inmice.Allcelllineswerecul- turedinIscove’smodifiedDulbecco’smedium(IMDM;LifeTechnolo- gies),supplementedwith10%bovinecalfserum(LifeTechnologies)and 50 units ml−1 ofpenicillinandstreptomycin(LifeTechnologies).Allcell lineswereregularlytestedformycoplasmacontamination,viralinfec- tionsandcelllineidentitybymultiplexPCRsequencing(Multiplexion). WholegenomesequencingandCRISPRoff-targetsite prediction Fastq files were aligned to the human genome (build hs37d5) using bwa mem (http://bio-bwa.sourceforge.net/bwa.shtml), followed by PCR de-duplication with Picard tools (http://broadinstitute.github. io/picard/index.html).Sequencingstatisticswereobtainedfrommos- depth40 , which indicated an average whole genome coverage of 37X. Somatic variants were identified using Strelka variant caller41 , and furtherannotatedwiththeEnsemblVariantEffectPredictor42 .Variants annotatedindbSNPwithminorallelefrequencyabove1%werefiltered. PotentialCRISPRoff-targetsiteswerecomputationallypredictedusing theCRISPRseekBioconductorpackage,andcheckedagainstidentified somaticmutationsfromwholegenomesequencing43 . StableexpressionofbiosensorsinHAP1cells HAP1 cells stably expressing roGFP2-Orp1 were generated by retroviral transduction. The pLPCX roGFP2-Orp1 plasmid (addgene #64991) was transfected into 3.5 × 106 Phoenix-AMPHO cells grown in a T75 flask. After 24 h, 12 ml medium was collected and passed through a 0.45 µm filter. Then, 12 ml Retro-X Concentrator (Takara Biosciences #631455) was added, followed by incubation (1 h at 4 °C) and centrifugation (1,500g, 45 min at 4 °C). The supernatant was removed and complexes were resuspended in 2.25 ml of IMDM. Then, 8 µg ml−1 protamine sulfate (Sigma) was added. The transduc- tion mixture was then added to 4 × 105 HAP1 cells in six-well format. Cellswerespinfected(800g,1 h,roomtemperature(RT)).Forty-eight hours thereafter, cells were selected with puromycin (1 µg ml−1 ). Seventy-twohoursthereafter,cellswereFACS-sortedforhomogeneous GFPfluorescence. HAP1 cells expressing the Apollo-NADP+ probe were generated bylentiviraltransduction.ThepECFPCerulean-taggedApollo-NADP+ plasmid(addgene#71800)wasusedtoclonetheApollo-NADP+ probe intotheLeGO-iT2vectorbackbone(addgene#27343)afterrestriction digestwithBamH1+BsrGI. (Forwardprimer:ACACAGGTGTCGTGACGCGGATGGCAGAGCAG GTGGCC,Reverseprimer:GCTGGCGGCCGGCCGCTTTACTTTTACTT GTACAGCTCGTCCATGC).Atotalof3.5 × 106 HEK293Tcellsweretrans- fectedwithpMD2G,psPAX2andLeGO-iT2_Apollo-NADP+ inaT75flask. After24 h,12 mlmediumwascollectedandpassedthrougha0.45 µm filter.Then,12 mlRetro-XConcentrator(TakaraBiosciences#631455) was added, followed by incubation (1 h at 4 °C) and centrifugation (1,500g,45 minat4 °C).Thesupernatantwasremovedandcomplexes were resuspended in 2.25 ml of IMDM. Then, 8 µg ml−1 protamine sul- fate (Sigma) was added. The transduction mixture was then added to
  • 12. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 4 × 105 HAP1 cells in six-well format. Cells were spinfected (800g, 1 h, RT). Forty-eight hours thereafter, cells were selected with neomycin (1 µg ml−1 ). Seventy-two hours thereafter, cells were FACS-sorted for homogeneousCeruleanfluorescence. GAPDHactivityassay CelllysateGAPDHactivitywasmeasuredusingthePromoCellGAPDH activity kit (#PK-CA577-K680). In brief, 1 × 105 cells were seeded in 48-well format overnight and treated with 100 µM H2O2 in a volume of 100 µl for 5 min. Cells were lysed and assayed as described by the manufacturer. RelativequantitationofglutathionylatedGAPDH Atotalof5 × 105 cellswereseededinsix-wellformatovernight,treated with 100 µM H2O2 in 1 ml volume for 90 s, incubated with 100 mM N-ethylmaleimide (NEM) for 10 min and lysed in RIPA buffer contain- ing 10 mM NEM and Complete Protease Inhibitor Cocktail (Roche #4693124001). Per sample, 15 µg of protein were separated by SDS– PAGE. A gel piece covering the expected molecular weight (37 kDa) was cut out and processed as described44 . In brief, trypsin digestion was done overnight at 37 °C. The reaction was quenched by addition of20 µlof0.1%trifluoroaceticacid(Biosolve)andthesupernatantwas dried in a vacuum concentrator. Nanoflow liquid chromatography withtandemmassspectrometry(LC–MS/MS)analysiswasperformed with an Ultimate 3000 liquid chromatography system coupled to an QExactive HF mass spectrometer (Thermo Fisher). Samples were dis- solvedin0.1%trifluoroaceticacid,injectedtoaself-packedanalytical column(75 µm × 200 mm;ReproSilPur120C18-AQ;Dr.MaischGmbH) and eluted with a flow rate of 300 nl min−1 in an acetonitrile gradient (3–40%). The mass spectrometer was operated in data-dependent acquisition mode, automatically switching between MS1 and MS2. Collision-induced dissociation MS2 spectra were generated for up to 20precursorswithnormalizedcollisionenergyof29%.Insomecases, 2 of the 20 precursor values were set to fixed m/z values of 985.5 and 992.0,totargetthedoublychargedpeptideIISNASCTTNCLAPLAKcar- ryingeithertwoNEMmodificationsoroneNEMmodificationplusone modification corresponding to the molecular weight of glutathione. RawdatafileswereprocessedusingProteomediscoverer2.1(Thermo Scientific)forpeptideidentificationandquantification.MS2spectra were searched against the human proteome database (UniprotKB) andthecontaminantsdatabase(MaxQuant;MPIMartinsried)withthe following parameters: Acetyl (Protein N-term), Oxidation (M), NEM (C) and NEM + H2O (C) as variable modifications, and trypsin/P as the proteolyticenzymewithuptotwomissedcleavageswasallowed.The maximumfalsediscoveryrateforproteinsandpeptideswas0.01,and aminimumpeptidelengthofsevenaminoacidswasrequired. DetectionofGAPDHhyperoxidation A total of 5 × 105 cells were seeded into six-well plates, incubated overnight, treated with H2O2 (0–2 mM) in 1 ml volume for 5 min, incubated with 100 mM NEM for 10 min and lysed in RIPA buffer containing 10 mM NEM and Complete Protease Inhibitor Cocktail (Roche #4693124001). Per sample, 15 µg of total protein was run on a reducing gel, transferred onto a PVDF membrane and immu- noblotted against GAPDH-SO2/3 (1:2,000, Invitrogen #LF-PA0006), GAPDH (1:2,500, abcam #9485), β-Actin (1:10,000, Sigma #A5441) and β-Tubulin (1:1,000, Cell Signaling #2128). Metabolicfluxanalysis A total of 5 × 106 cells were seeded in 150 mm dish format overnight. The next day, medium was changed to 9 ml Dulbecco’s modified Eagle’s medium containing 5 mM glucose + 10% FCS (base medium) andcellsincubatedfor2 h.Basemedium + 50 mM[1,2-13 C]glucoseand 100/500 µMH2O2 (labellingmedium)wasprepared.Finally,10%label- lingmediumwasaddedtothecells.Allfollowingstepswereperformed with ice-cold solutions, unless otherwise indicated. Cells were rinsed quickly 2× with PBS, placed on dry ice and quenched with 840 µl H2O:MeOH (4:10 v/v), scraped and transferred into a 2 ml Eppendorf tube.Extractsweresonicated5×for3 sinice-coldwater.Then,240 µl of CHCl3 (Sigma #650498) was added, vortexed, 240 µl of H2O (Carl Roth#A511.1)wasadded,vortexedand,finally,another240 µlofCHCl3 wasadded,vortexedandextractscentrifugedfor30 minat2,200gand 4 °C. The aqueous phase was dried down in a vacuum concentrator. Samples were resuspended in 50 µl H2O:MeOH (1:1 v/v), centrifuged (5 min, 15,000g, 4 °C) and transferred into mass spectrometry vials. LC–MS/MSanalysiswasperformedaspreviouslydescribed45 .Inshort, intermediatesofglycolysisandthepentosephosphatepathwaywere resolved on an Agilent 1290 liquid chromatography system, using a HILICamidecolumn(WatersBEHAmide,2.1 × 100 mm,1.7 µmparticle size) with acetonitrile (solvent A) and 100 mM aqueous ammonium carbonate(solventB)ataconstantflowrateof0.3 ml min−1 ,andacol- umntemperatureof35 °C.Thegradientstartedat30%Bandwaskept constantfor3 minbeforeasteadyincreaseto60%Bover4 min.Solvent Bwasmaintainedat60%for1 minbeforereturningtoinitialconditions. Thecolumnwaswashedandequilibratedfor2 min,resultinginatotal analysistimeof10 min.TheflowwascoupledtoanAgilent6470triple quadrupole mass spectrometer operating in tandem MS mode. Iso- topologuesofsugarphosphatesweremonitoredusingthetransition fromtheintactmoleculetodihydrogenphosphate(H2PO4)− atm/z97. To assure similar integration for all isotopologues, peaks were inte- gratedwiththesamedefinedtimesegmentusingAgilentMasshunter software(B.07.01).Therecordedsignalswerecorrectedforthenatural isotopologuedistributionusingtheRpackageBRAIN46 .Wetestedfor interferences of signals in samples without the 13 C-tracer. Due to the substantial contribution of noise in higher-weight isotopologues, we removed signals greater than M + 3, considering their contribution negligible during the short labelling period. NADP+ and NADPH were quantifiedbyexternalcalibrationusingtheM + 0signal. MeasurementoftheECAR Theextracellularacidificationrate(ECAR)wasmeasuredonaSeahorse XFe96 (Agilent). A total of 4 × 104 cells were seeded overnight into an Agilent Seahorse 96-well XF Cell Culture Microplate. The XFe96 cartridge was hydrated as described by the manufacturer. The next day,cellswerewashedwithPBSandkeptinminimalDulbecco’smodi- fied Eagle’s medium (Gibco A1443001) supplemented with 2% of FCS for 30 min. Thereafter, the assay was started. After five cycles, glucose was injected to a final concentration of 8 mM, and after another five cycles, H2O2 was injected to a final concentration of 200 μM. Another eight cycles were recorded thereafter. An ECAR ratio was calculated by dividing the value obtained after addition of H2O2 (that is, cycle 12) by the value obtained before addition of H2O2 (that is, cycle 10). MeasurementofrelativeNADPHlevels RelativeintracellularNADPHlevelsweredeterminedusinganNADPH assay kit (abcam #186031), as described by the manufacturer. Briefly, 1 × 105 cellswereseededovernightin48-wellformat.Thenextday,cells weretreatedwith100 µMH2O2 in100 µlvolumefor5 minandNADPH levelsdetermined. FluorescencepolarizationmeasurementoftheApollo-NADP+ probe Relative changes in cellular NADP+ levels were measured by fluores- cence polarization, using the Apollo-NADP+ probe15 . Briefly, 7.5 × 104 HAP1cellsexpressingApollo-NADP+ wereseededovernightin96-well (black wall/clear bottom) format. The next day, fluorescence polari- zation was measured with a microplate reader (PHERAstar FS, BMG Labtech) equipped with a fluorescence polarization filter (430 nm excitation,480 nmemission).Then,100 µMH2O2 wasaddedinafinal
  • 13. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 volume of 200 µl and the probe response monitored. Polarization values were calculated as P = [(I∥ − G × I⊥)/(I∥ + G × I⊥)]. The compensa- tion factor (G) was set automatically dependent on fluorescence gain settings.PolarizationvaluesareexpressedasmPvalues. ElectrodemeasurementofextracellularH2O2 ExtracellularH2O2 levelswererecordedwiththeLAB-TRAX-4freeradi- cal analyser (WPI) using the ISO-HPO-2 electrode. Briefly, 5 × 105 cells were seeded overnight in six-well format. The next day, cells were washedwithandassayedinimagingbuffer(130 mMNaCl,50 mMKCl, 1 mM MgCl2, 1 mM CaCl2 and 20 mM HEPES, with and without 10 mM d-glucose). Then, 150 or 200 µM of H2O2 was added under mild agita- tion, to a final volume of 4 ml and the electrode response recorded overtime. Real-timemeasurementofcytoplasmicH2O2 levels Intracellular H2O2 levels were measured with the roGFP2-Orp1 probe stablyexpressedinthecytosolofHAP1cellsaspreviouslydescribed47 : 6 × 104 HAP1 cells expressing the roGFP2-Orp1 probe were seeded overnight in 96-well (black wall/clear bottom) format. The next day, fluorescenceemissionat520 nmwasmonitoredfollowingsequential excitation at 405 nm and 488 nm. Then, 100 µM of H2O2 was added in a final volume of 200 µl and the probe response was recorded using a microplate reader (PHERAstar FS, BMG Labtech). Probe oxidation is expressedasdegreeofoxidation(OxD).Toobtainvaluesforfulloxida- tionandfullreduction,eachsamplewastreatedwith20 mM N,N,N′,N′ -tetramethylazodicarboxamide(diamide)and100 mMdithiothreitol, respectively.OxDwascalculatedas OxD = I405 ×I488(red)−I405(red) ×I488 I405 ×I488(red)−I405 ×I488(ox)+I405(ox) ×I488−I405(red) ×I488 whereI405 andI488 representfluorescenceintensitiesafterexcitationat 405 nm and 488 nm, respectively. I405(red) and I488(red) represent the dithiothreitol-treated sample and I405(ox) and I488(ox) represent the diamide-treatedsample. Livecellimagingofcellgrowth CellproliferationwasmonitoredopticallywithanIncuCyteS3imaging system.Atotalof2,500cellswereseededin96-wellformatinavolume of 200 µl and imaged for 120 h under the conditions specified in the correspondingfigure.Ameasureofcellconfluencewascalculatedwith theIncuCyte2019Bsoftware. Cellviabilitymeasurements To determine cell viability upon incubation with glucose oxidase (GOX),1 × 105 cellsperwellwereseededin24-wellformatandallowed to adhere for 4 h. Then, the medium was replaced with medium con- taining 8 mU ml−1 GOX in a final volume of 1 ml, and cells incubated for 24 h. Thereafter, cells were detached, pelleted, resuspended into 200 μlofViaCountsolution(Luminex#4000-0040)andtransferred to a clear 96-well plate. A Guava easyCyte HT instrument was used for analysis. Colonyformationassay Cells were detached, resuspended in PBS and subjected to cell sorting on a flow cytometer (BD FACSAria III). One-hundred cells were sorted into wells containing 500 µl cell culture medium (24-well format). To prevent attachment, cells were sorted into an ultralow-attachment24-wellplate(Corning#CLS3473).After15 minor 6 hintheultralow-attachmentplate,cellsweretransferredtoastand- ard24-wellplatetoallowattachmentandcolonyformation.Fivedays later,mediumwasremoved,andcellswerewashedoncewithPBSand stainedwithCoomassieBlue.Colonieswerecountedwithabenchtop microscopeat5×magnification. MeasurementofintracellularDCFfluorescence A total of 10,000 cells were sorted (BD FACSAria III) into a 75 cm2 ultralow-attachmentcellcultureflask(Corning#CLS3814)containing 15 mlcellculturemedium.After15 minor6 hintheultralow-attachment flask, cells were collected by centrifugation, resuspended in 1 ml PBS and stained with 5 µM 2′,7′-dichlorodihydrofluorescein diacetate (H2DCFDA; ThermoFisher #D399) for 30 min at 37 °C. Thereafter, cells were washed twice with PBS and analysed by flow cytometry (BDFACSCantoII). BrdUincorporationassay Bromodeoxyuridine (BrdU) incorporation was measured with the BiozolBrdUCellProliferationAssayKit(BIV-K306-200).Briefly,1 × 104 cells were seeded per well of a 96-well plate. The next day, cells were treatedwithBrdUasdescribedbythemanufacturerandincubatedfor 4 h including or excluding a 100 µM bolus of H2O2 in a total volume of 200 µl. Thereafter, cells were fixed, stained with anti-BrdU antibody and horseradish peroxidase conjugated secondary antibody, incu- bated with 3,3',5,5'-tetramethylbenzidine and absorbance detected asdescribedbythemanufacturer. Generationofspheroidsandlivecellimaging A total of 7,500 HAP1 or MEF cells in 200 µl culture medium were seeded per well into a 96-well ultralow-attachment U-shape plate (ThermoFisher #174925). Cells were sedimented for 10 min at 9g and for another 10 min at 12g. After 96 h, spheroids were stained with 0.5 µg ml−1 Hoechst 33258 and 1 µg ml−1 propidium iodide (PI) for 30 min, collected with a P1000 pipette tip, washed in PBS once and transferred to a chambered glass-bottom coverslip (ibidi #80827) containing 200 µl imaging buffer (130 mM NaCl, 50 mM KCl, 1 mM MgCl2, 1 mM CaCl2, 20 mM HEPES and 10 mM d-glucose) per well. For 2D controls, 1 × 104 HAP1 cells per well were seeded into a chambered glass-bottom coverslip (ibidi #80827) containing 200 µl cell culture medium.Thenextday,cellswerewashedinPBSonceandkeptin200 µl imaging buffer. Images were captured with a 20× objective on a Zeiss LSM 710 ConfoCor 3 confocal scanning laser microscope (emission 520 nm;excitation405/488 nm)at37 °Cand5%CO2 usingZeissZen3.0 software.Dataanalysisandcalculationofratioimageswasperformed withImageJ1.52asdescribedpreviously47 . Tumourxenograftexperiments Allanimalexperimentsreceivedethicalapprovalandwereperformed inaccordancewiththeguidelinesofthelocalGovernmentalCommit- tee for Animal Experimentation (Regierungspräsidium Karlsruhe, Germany, licences 35-9185.81/G-118/18, G-284/18 and DKFZ-213). For invivoxenograftstudies,femaleNODSCIDgammamice(8–10 weeks old),recruitedfromtheCenterforPreclinicalResearch,DKFZ,Heidel- berg,werekeptata12 hlight–darkcyclewithunrestrictedKliba3307 dietandwater.Atotalof1 × 106 HAP1cellswereresuspendedin100 µl PBS/growth factor reduced Matrigel (BD) (1:1 v/v) and transplanted subcutaneouslyintotheflankunderisofluraneanaesthesia.Incaseof chemotherapy, the tumour-bearing mice were randomized accord- ing to tumour volume immediately before application of the drug. Cisplatin(5 mg kg−1 bodyweight,10 µl g−1 mouse,0.9%NaClasvehicle) orvehiclealoneweredeliveredondays14,17,21,35,38,56and62after transplantation.Forradiationexperiments,theHAP1celltransplanta- tionwasdoneasdescribedbutontheupperhindleg.Reachingamean tumourvolumeofabout0.1 cm³,micewererandomizedaccordingto tumour volume. Immediately thereafter, radiation was started using an X-ray irradiation system (Faxitron MultiRad 225). Under intraperi- toneal anaesthesia with a mix of midazolam/medetomidin (5 mg kg−1 and 0.5 mg kg−1 , 10 µl g−1 mouse) and subcutaneous antagonization with a mix of flumazenil/atipamezol in 0.9% NaCl (0.5 mg kg−1 and 2.5 mg kg−1 ,10 µl g−1 mouse)fourcyclesofradiationwereapplied,each cycle consisting of four consecutive fractions of 2 Gy each per day at
  • 14. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 intervalsof24 hculminatingin8 Gyperweekand2 weeksofrecovery betweeneachcycle.Forthispurpose,miceweretransientlytransferred into sterile and heated boxes and positioned with their tumour into the radiation field. Controls were mock treated. Beyond daily health checks, tumour size was measured by caliper in two dimensions two to three times weekly and body weight was taken at least once weekly throughout the experiment. Timepoint of necropsy is as indicated or whenmicereachedastopcriterionoftheGermanSocietyofLaboratory Animal Sciences (1.5 cm tumour diameter in one dimension, tumour ulceration, acute bleeding and weight loss ≥20%), here defined as survival. The maximal tumour size/burden was not exceeded in any oftheexperiments.Tumourtissuesamplesweresnapfrozeninliquid nitrogen or processed for FACS analysis (transfer into PBS with NEM, 4 °C),paraffinembeddingbyfixationin4%PBS-bufferedformaldehyde or embedding in Tissue Tec OCT compound for cryo-conservation. For metabolomics analyses, 2 mg kg−1 body weight of [1,2-13 C]glucose (0.2 mg ml−1 in 0.9% NaCl) was injected intravenously 15 min before cervicaldislocation.Tumourswereexplantedandsamplessnapfrozen in liquid nitrogen. Frozen tumour samples were pulverized under a liquidnitrogenatmosphereinaBraunBiosciencesDismembratorand 100 mgpowdersubjectedtometaboliteextraction. MeasurementoftheroGFP2-Orp1redoxstateintumours HAP1cellsorfreshlycollectedxenograftedtumoursamplesexpressing the roGFP2-Orp1 probe were used for FACS-based detection of probe oxidation.Toconservetheproberedoxstate,explantedtumourswere immediately exposed to 100 mM NEM and then disaggregated into singlecellsinthepresenceof10 mMNEM.Specifically,cellsortumour samples were blocked with 100 mM NEM in PBS for 15 min at 4 °C and thenwashedwithPBSonce.Cellsweredetachedandtrypsinquenched withcellculturemedium.Cellswerecollectedbycentrifugation(115g for5 min),resuspendedinPBSandtransferredtoFACStubes.Tumour samplesweredisaggregatedwithtrypsinandbysequentialpipetting through 10 ml, 5 ml and 2 ml stripettes and P1000 pipettes, collected bycentrifugation(115g,5 min),washed2×inPBS,resuspendedinPBS and transferred into FACS tubes. For PI staining, samples were sup- plementedwith1 µg ml−1 PIbeforeanalysis.Datawerecollectedusing FACSDIVAIIIonaBDFACSCantoII(10,000–100,000cellspersample). Thefluorescenceratiowascalculatedforallevents.Dataanalysiswas donewithFlowJo,Version10. Caspase3immunohistochemistry Caspase 3 activation was detected on tumour sections using an anti- bodyagainstcleavedCaspase-3(CellSignaling#9661).Briefly,tumour tissue samples were embedded into paraffin, sliced, treated with 3% H2O2 for 10 min, blocked with 5% goat serum, incubated with primary antibody (1:100) overnight, washed, incubated with horseradish per- oxidase(HRP)conjugatedsecondaryantibody(Jackson#111-035-144, 1:300),washed,incubatedwithHRPsubstratefor8 min,andcounter- stainedwithhaematoxylin.SampleswereimagedwithaZeissAxioscan 7slidescanner,andactivatedCaspase-3-positiveregionswerequanti- tatedwithImageJv1.52. Generationofknock-inmice C57BL/6NTac-GAPDH(T175A)knock-inmiceweregeneratedbyandpur- chasedfromTaconicBiosciences.Inbrief,superovulatedC57BL/6NTac females were mated with C57BL/6NTac males to obtain one cell stage fertilized embryos from oviducts at dpc 0.5. These were placed in M2 medium under mineral oil and microinjected with the gRNA (TGTTTTCTAGACAGCTGTGCA) and recombinant Cas9 protein into thepronucleus.Injectedonecellstageembryosweretransferredtoone of the oviducts of 0.5 dpc pseudopregnant NMRI females. Successful genomeeditingwasverifiedinF0foundermicebyPCRandrestriction analysis. Homozygous C57BL/6NTac-GAPDH(T175A) animals were bred from founder animals. Mice were housed at 55 ± 10% humidity and 22 ± 2 °C ambient temperature and a 12 h light-dark cycle with unrestrictedKliba3307dietandwater. Analysis of peripheral blood and haematopoiesis. Eight-week-old femaleC57BL/6NTac-GAPDH(T175A)andC57BL/6NTacmicewereused for analysis of peripheral blood and bone marrow haematopoiesis. Briefly, 100 µl of peripheral blood was collected into EDTA-coated tubes via puncture of the vena facialis. Peripheral blood parameters wereassessedusingaScilVetabcPlusforveterinarydifferentialblood count. Bone marrow was isolated as published previously48 . Briefly, mice were killed by cervical dislocation and soft tissue was removed fromhindlegs.Longboneswerethenflushedwith2 mlofice-coldPBS supplementedwith2%(v/v)FCS/PBS(PAALaboratories/SigmaAldrich) using a 1 ml syringe fitted with a 23 gauge needle. The cell suspension wasfilteredthrough40 µmcellstrainers(GreinerBio-One),andthecell numberwassubsequentlyassessedusingaScilVetabcPlus. DCFstainingoferythrocytes Fortheanalysisoferythrocytereactiveoxygenspeciescontent,3 µlof peripheralbloodwasincubatedin10 µMH2DCFDAinHanks’Balanced Salt Solution for 30 min at 37 °C. Subsequently, cells were washed with Hanks’ Balanced Salt Solution and incubated in fluorescently labelledmonoclonalantibodiesdirectedagainstcellsurfaceepitopes, as detailed in the next section. The incubation step was 30 min and performedat4 °CinthedarkafterwhichcellsurfacestainingandDCF contentwereanalysed. ErythrocytesandMEPstaining Bonemarrowcellswerestainedwithfluorescentlylabelledmonoclonal antibodiesdirectedagainstcellsurfaceepitopes.Theincubationstep was 30 min and performed at +4 °C in the dark. After the incubation, thebonemarrowcellsuspensionweresubjectedtoerythrocytelysisby 10 minincubationin1 mlofACKlysisbuffer(Lonza)atRT.Afterthelysis step, the cells were washed in 1 ml 2% (v/v) FCS/PBS and resuspended in200 µl2%(v/v)FCS/PBS.CellsurfacestainingandDCFcontentwere analysedbyeitherLSRIIorLSRFortessacytometer(BectonDickinson) equippedwith350 nm,405 nm,488 nm,561 nmand641 nmexcitation lasers.Manualcompensationwasperformedbeforetheanalysisusing single-antibody-stainedOneCompeBeads(eBioscience).Theobtained data were analysed using FlowJo software (Tree star). Erythrocytes weredefinedasstainingnegativeforCD4(APC-Cy7,BioLegend,clone GK1.5);CD8(APC-Cy7,BioLegend,clone53-6.7);CD11b(APC-Cy7,Inv- itrogen,cloneM1/70);B220(APC-Cy7,Invitrogen,cloneRA3-6B2);Gr1 (APC-Cy7,eBioscience,cloneRB6-8C5)andCD41(PE-Cy7,Invitrogen, cloneMWReg30).Additionally,theyweredefinedasstainingpositive forTer119(PacificBlue,eBioscience,cloneTER-119)andCD71(PE,eBio- science,cloneR17217).MEPpopulationwasdefinedasstainingnegative for a panel of lineage markers (CD4, (Pacific Blue, eBioscience, clone GK1.5); CD8 (Pacific Blue, eBioscience, clone 53-6.7); CD11b (Pacific Blue, eBioscience, clone M1/70); Gr1 (Pacific Blue, eBioscience, clone RB6-8C5);B220(PacificBlue,eBioscience,cloneRA3-6B2);andTer119, (PacificBlue,eBioscience,cloneTER-119)aswellasforSca-1(APC-Cy7, BDBiosciences,cloneD7),CD34(FITC,eBioscience,cloneRAM34)and CD16/32(APC,eBioscience,clone93).MEPswereadditionallydefined asstainingpositiveforc-Kit(BV711,BDBiosciences,clone2B8). Sample preparation for proteomics.Forrestingproteomicanalysis of tissue, male animals were killed by cervical dislocation and organs were immediately removed and snap frozen in liquid nitrogen. Fresh snap-frozen heart tissue was ground before sonication (Braun Dismembrator,cooledtoliquidnitrogentemperature,2,500r.p.m.,30s). Kidneytissuewasfreshsnapfrozenwithoutfurthertreatment.Approxi­ mately 5 mg of tissue powder was transferred to AFA tubes (Covaris, PN 520292) and filled to 70 µl with RIPA buffer supplemented with 1% SDS. Proteins were extracted and DNA sheared (Covaris LE220Rsc:
  • 15. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 PIP 350 W, DF 25%, CPB 200, 300 s pulse, two repeats, 20 °C). Protein (25 µg)wasusedforSP3proteinpreparation49 onaBiomeki7worksta- tionwithsingle-stepreductionandalkylation.Briefly,16.6 µlreduction and alkylation buffer (40 mM tris(2-carboxyethyl)phosphine, 160 mM chloroacetamide and 200 mM ammonium bicarbonate (ABC)) was added, and samples were incubated for 5 min at 95 °C and cooled to RT. Proteins were bound to 2.5 µg of paramagnetic beads (1:1 ratio of hydrophilic/hydrophobic beads) by adding acetonitrile to 50%. Samples were washed twice with 80% ethanol and once with 100% acetonitrile, before reconstitution in 35 µl of 100 mM ABC. Digestion was completed overnight at 37 °C using a trypsin/LysC enzyme mix (Promega) at a protein:enzyme ratio of 50:1 (w/w) and stopped with formicacid(0.1%). Liquid chromatography–mass spectrometry. LC–MS analysis was conducted on an EVOSEP One system coupled to a Bruker TimsTOF PRO2massspectrometer.Five-hundrednanogramsofsamplematerial was loaded on the Evotip according to the manufacturer’s protocol. Liquid chromatography was carried out using the EVOSEP 15 SPD LC method (88 min gradient) with an EV1137 performance column (15 cm × 150 µm,1.5 µm)at40 °C,coupledtoa10 µmZeroDeadVolume CaptiveSprayEmitter(Bruker#1865691).Foracquisitionindia-PASEF mode,theacquisitionschemecoveredthemassrangem/z400–1,201 and ion mobility range 1/K0 0.6–1.6, using 16 frames, with two precur- sorisolationwindowsperframe(m/z26windowwidth,m/z1.0overlap between the adjacent windows). Accumulation and ramp times were setto100 ms. Proteomicsdataprocessing.Thedia-PASEFrawproteomicsdatawere processedusingDIA-NN1.8(refs.26,50)inlibrary-freemodebysearch- ing against the mouse UniProt reference proteome (UP000000589, date:18May2022).MS1andMS2massaccuracytoleranceswerefixed to15 ppm.Match-between-runswasactivated,quantificationstrategy wassetto‘RobustLC(highprecision)’andlibrarygenerationwassetto ‘IDs,RT&IMprofiling’.Allothersettingswerekeptdefault. Proteomics data analysis. The RT-normalized precursor intensities were then normalized by applying vwmb normalization51 . Precursors thatweredetectedinfewerthanfoursamplespergroupwereomitted. To obtain protein quantities, proteotypic peptide intensities were summarized into protein log intensities using the MaxLFQ method52 implemented in the iq R package53 . Statistical analysis of proteom- ics data was carried out in R 4.1 using the limma R package54 , model- ling protein abundance depending on genotype. False discovery rate correction55 was applied to the resulting P values, and a fold-change thresholdforcallingdifferentiallyexpressedgeneswassetto1.25.The foldchangesestimatedbylimmaweremappedtothemousemetabolic pathway map using iPath3 (ref. 56). Kyoto Encyclopedia of Genes and Genomes(KEGG)57 pathwayenrichmentanalysiswascarriedoutusing theclusterProfilerRpackage58 . Statistics Significance was always determined using the unpaired two-tailed Student’st-test.Significancelevelsareindicatedas*P < 0.05,**P < 0.01, ***P < 0.001,****P < 0.0001;NS,non-significant.Statisticalcalculations wereperformedusingGraphPadPrism8.4. Reportingsummary FurtherinformationonresearchdesignisavailableintheNaturePort- folioReportingSummarylinkedtothisarticle. Dataavailability Datageneratedandanalysedinthisstudyareincludedinthisarticle. Themassspectrometryproteomicsdatahavebeendepositedtothe ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifier PXD040620. 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Darzi, Y., Letunic, I., Bork, P. & Yamada, T. iPath3.0: interactive pathways explorer v3. Nucleic Acids Res. 46, W510–W513 (2018). 57. Kanehisa, M. & Goto, S. KEGG: Kyoto Encyclopedia of Genes and Genomes. Nucleic Acids Res. 28, 27–30 (2000). 58. Wu, T. et al. clusterProfiler 4.0: a universal enrichment tool for interpreting omics data. Innovation 2, 100141 (2021). Acknowledgements We thank B. Steinbauer, S. Laier, A. Pohl-Arnold, J. Förderer, H. Walzer, V. Malak and G. Kuntz for technical support, M. Langlotz (ZMBH Flow Cytometry & FACS Core Facility) for cell sorting, T. Ruppert (ZMBH Mass Spectrometry Core Facility) for mass spectrometry support and M. Bozza (DKFZ) for help with nucleofection and MEF immortalization. We acknowledge contributions by B. Rechmann to the initial experiments of this study. T.P.D. and M.R. acknowledge joint support by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation)— Project-ID 278001972—TRR 186. T.P.D. acknowledges support by the European Research Council (742039). M.R. acknowledges funding by the Francis Crick Institute, which receives its core funding from Cancer Research UK (FC001134), the UK Medical Research Council (FC001134) and the Wellcome Trust (FC001134), as well as specific funding from the Wellcome Trust (IA 200829/Z/16/Z). M.R. also acknowledges funding by the European Research Council (ERC-SyG-2020 951475), the Ministry of Education and Research (BMBF), as part of the National Research Node ‘Mass spectrometry in Systems Medicine’ (MSCoresys, 031L0220 to M.R. and 161L0221 to V.D.) and the Deutsche Forschungsgemeinschaft (INST 335/797-1).
  • 17. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 Authorcontributions D.T. and C.G.M. performed and analysed cell culture experiments; M.M. coordinated, conducted and analysed metabolomics experiments; J.G., L.S., T.S., V.D. and M.M. conducted and analysed proteomics experiments; K.M.-D., A.-M.M.D. and M.D.M. designed, performed and analysed animal experiments; C.V. performed microscopy experiments. A.M. and P.L. analysed sequencing data; T.P.D. and M.R. wrote the manuscript with contributions from all co-authors. Funding Open access funding provided by Deutsches Krebsforschungszentrum (DKFZ). Competinginterests The authors declare no competing interests. Additionalinformation Extended data is available for this paper at https://doi.org/10.1038/s42255-023-00781-3. Supplementary information The online version contains supplementary material available at https://doi.org/10.1038/s42255-023-00781-3. Correspondence and requests for materialsshould be addressed to Michael Mülleder, Markus Ralser or Tobias P. Dick. Peer review information Nature Metabolism thanks Edward Chouchani and the other, anonymous, reviewers for their contribution to the peer review of this work. Primary handling editor: Christoph Schmitt, in collaboration with the Nature Metabolism team. Reprints and permissions informationis available at www.nature.com/reprints. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons. org/licenses/by/4.0/. © The Author(s) 2023
  • 19. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 ExtendedDataFig.1|MutationalinactivationofGAPDHoxidation sensitivity.(a)Previouslysuggestedprotonrelaymechanismfacilitating GAPDHoxidationbyH2O2.Cys-152(C152)istheactivesitecysteine.Thehydroxyl groupofTyr-314(Y314)isrequiredfortheprotonationofthehydroxideleaving group.ThehydroxylgroupofThr-177(T177)isthoughttosupporttheproper positioningoftheTyr-314hydroxylgroup.SeePeraltaetal.,2015,forfurther details.Dottedlines:hydrogenbonds.(b)RepresentativeLC-MS/MSspectra oftheGAPDHtrypticpeptidecontainingtheactivesitecysteine,before(lower panel)andafter(upperpanel)cellularH2O2 exposure,demonstratingselective S-glutathionylationoftheactivesitecysteineunderoxidativestressconditions. Thecalculatedmassforfragmenty112+ oftheglutathionylatedpeptideis 782.8 Da,thecalculatedmassofthecorrespondingalkylatedfragmenty112+ is 701.8 Da.(c)GlutathionylationofGAPDHCys-152inWTandmutantcells,before andaftertreatmentofintactcellswith50 µMH2O2 for5 min,asdeterminedby LC-MS/MSanalysis.SameexperimentasshowninmainFig.1b,butincluding asecondindependentlyselectedcloneofthemutantcellline(Y314F_2).Bars representthemeanof3technicalreplicates.Representativeofn = 3biological replicates.(d)Hyperoxidation(sulfinylationand/orsulfonylation)ofGAPDH Cys-152asvisualizedbyimmunoblottingbeforeandaftertreatmentofintact cellswithupto2 mMH2O2 for5 min.SameexperimentasshowninmainFig.1c, butincludingadditionalH2O2 concentrationsandasecondindependently selectedcloneofthemutantcellline(Y314F_2).Representativeofn = 3biological replicates.(e)Outlineofthestrategytodeterminerelativefluxof[1,2-13 C]glucose intoglycolysisandthepentosephosphatepathway(PPP),respectively.Theratio ofsinglyanddoublylabeledfructose-6-phosphateistakentoindicaterelative PPPflux.(f)Extracellularacidificationrate(ECAR)ofcellsexpressingeitherWT ormutantGAPDHinresponseto10 mMglucose(blackarrow)and100 µMH2O2 (redarrow).Basedonn = 6biologicalreplicates.Dottedlines:SD.
  • 20. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 ExtendedDataFig.2|GAPDH(T175A)inMEFsmimicsGAPDH(Y314F)in HAP1cells.(a)GAPDHactivityasmeasuredinthelysateofMEFcellsexpressing eitherWTormutant(T175A)GAPDH,followingtreatmentofintactcellswith 200 µMH2O2 for5 min.ActivityvaluesarenormalizedrelativetountreatedWT cells.Basedonn = 3biologicalreplicates.Dottedlines:SD.(b)Hyperoxidation (sulfinylationand/orsulfonylation)ofGAPDHCys-152inWTandmutant(T175A) MEFcellsasvisualizedbyimmunoblottingbeforeandaftertreatmentofintact cellswithupto2 mMH2O2 for5 min.Representativeofn = 3biologicalreplicates. (c)DepletionofextracellularH2O2 (startingconcentration:200 µM)fromthe cellculturesupernatantasmeasuredwithanH2O2-selectiveelectrode,inthe presence(leftandmiddlepanels)orabsence(rightpanel)of10 mMglucose,and inthepresenceof10 mM6-aminonicotinamide(6AN)(middlepanel).Basedon n = 3biologicalreplicates.Dottedlines:SD.
  • 21. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 ExtendedDataFig.3|TheGAPDHredoxswitchallowscellstogrowunder peroxidestress.(a)SurvivalofWTandmutantHAP1cellsafter24 hofexposure tolowlevelsofH2O2 continuouslyproducedbyglucoseoxidase(GOX)(left panel).Dataarepresentedasmeanvalues±SD,basedonn = 4biological replicates.ns:non-significant;**p < 0.01;p = 0.9774and0.0062,basedona two-tailedunpairedt-test.VisualizationofGAPDHhyperoxidationafter24 hin thesameexperiment(rightpanel).Representativeofn = 4biologicalreplicates. (b)DNAsynthesis,asmeasuredbyBrdUincorporation,inWTandmutantHAP1 cells,intheabsence(bars1-2)orpresence(bars3-4)of100 µMH2O2.Dataare presentedasmeanvalues±SD,basedonn = 4biologicalreplicateswithn = 5 technicalreplicateseach.ns:non-significant;p = 0.0952and0.0651,basedona two-tailedunpairedt-test.
  • 22. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 Extended Data Fig. 4 | H2O2 levels associated with cell attachment. (a) The roGFP2-Orp1 405 nm/488 nm fluorescence ratio as measured by flow cytometry in WT and mutant (Y314F) HAP1 cells grown in adherent monolayer culture, following treatment with either 20 mM diamide (Dia) (full oxidation) or 100 mM dithiothreitol (DTT) (full reduction). Left panel: representative histogram. Right panel: Data are presented as mean values ± SD, based n = 3 biological replicates (unpaired two-tailed t test). ns: non-significant, based on a two-tailed unpaired t-test.
  • 23. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 ExtendedDataFig.5|CisplatininducesanintracellularelevationofH2O2 levels.(a)TheroGFP2-Orp1405 nm/488 nmfluorescenceratioasmeasured byflowcytometryofWTandmutant(Y314F)HAP1cells,stablyexpressing theroGFP2-Orp1probe,eithermock-treated(bars1,3),ortreatedwith40 µM Cisplatin(bars2,4)for24 h.Dataarepresentedasmeanvalues±SD,based onn = 3biologicalreplicateswithn = 4technicalreplicateseach.*p < 0.05; **p < 0.01;***p < 0.01;p = 0.0477,0.0004,0.0072and0.0083,basedona two-tailedunpairedt-test.
  • 26. Nature Metabolism Article https://doi.org/10.1038/s42255-023-00781-3 ExtendedDataFig.7|AnalysisofGAPDHmutantmice.(a)Mapping ofdifferentialproteinabundanceinthekidneyonametabolicpathway chart(iPath).Bluelineshighlightmetabolictransformationssignificantly downregulatedinGAPDHmutantkidneys.Redlineshighlightmetabolic transformationssignificantlyupregulatedinGAPDHmutantkidneys.Theline thicknessindicatesfoldchange.(b)Genesetenrichmentanalysisofproteins differentiallyexpressedintheGAPDHmutantheart.MappingtoKEGG(Kyoto EncyclopediaofGenesandGenomes)pathways.Bluebars:genesetswith decreasedrepresentationinmutantheart.Redbars:genesetswithincreased representationinmutantheart.Basedonn = 6biologicalreplicates.(c) Mappingofdifferentialproteinabundanceintheheartonametabolicpathway chart(iPath).Bluelineshighlightmetabolictransformationssignificantly downregulatedinGAPDHmutantkidneys.Redlineshighlightmetabolic transformationssignificantlyupregulatedinGAPDHmutantkidneys.Theline thicknessindicatesfoldchange.