Interspecies Systems Biology:
Nutritional Regulatory Networks
A.J. Marian Walhout
Interspecies Systems Biology
Intraspecies Systems Biology
Development
Behavior
Physiology
Disease
Intraspecies systems biology - Networks
Protein-protein
interaction networks
Gene regulatory
networks
Metabolic networks
?
Protein-protein
interaction networks
Gene regulatory
networks
Metabolic networks
? ?
Intraspecies systems biology - Networks
Nutrition
Interspecies biology
Symbiosis
Pathogenesis
Interspecies systems biology
Symbiosis
Nutrition
Pathogenesis
Two effects of nutrition
?
How is metabolism regulated in
response to diet?
?
?
?
How is metabolism regulated in
response to diet?
Superworm: nematode C. elegans
• Hermaphrodite
• ~3 days development
• ~2 week life span
• Lineage known - 959 cells
• Transparent – GFP transgenics
• RNAi, transgenics, mutants
• Well annotated genome
• Feed individual bacterial species
• Model for diet
• Model for microbiota
Does bacterial diet affect
C. elegans physiology?
Life history traits
Development
Fertility
Lifespan (aging)
E. coli OP50
Standard Laboratory Diet
E. coli HT115
Used for RNAi feeding
Comamonas DA1877
Soil isolate
Measure developmental time, reproduction and lifespan
MacNeil et al., Cell 2013
The life cycle of the worm
Dietary changes in life-history traits
O
P50
H
T115
A B C
Totalnumberofoffspring
D
A1877
MacNeil et al Figure 1
0
50
100
150
200
250
300
O
P50H
T115D
A1877
0
10
20
30
40
50
60
70
80
90
100
1
5
9
13
17
21
25
29
DA1877
OP50
HT115
0
10
20
30
40
50
60
70
80
90
100
Adult
Late L4
Mid-late L4
Mid L4
Early L4
L3
Percenttotalanimals
Percentsurvival
Days after L4
Reproduction
Comamonas: faster development, fewer offspring,
shorter lifespan
Development Lifespan
OP50 = E. coli
DA1877 = Comamonas
MacNeil et al., Cell 2013
Dietary changes in gene expression
Nutrigenomics
Microarray expression profiling of worms
fed different bacterial diets
46 272368
Core downregulated
CUB domain
Lectin
GST
Metabolic enzyme
Transporter
Neuropeptide
Worm specific
Transcription
Other
Core upregulated
n=41 n=46
A set of core diet-response genes
MacNeil et al., Cell 2013
Are these changes transcriptional?
Core downregulated
CUB domain
Lectin
GST
Metabolic enzyme
Transporter
Neuropeptide
Worm specific
Transcription
Other
n=46
A proxy gene
acdh-1
Repressed >300-fold on Comamonas diet
MacNeil et al., Cell 2013
Transgenic C. elegans reporter strains
GFPPacdh-1
E. coli OP50
Comamonas DA1877
5 mM
OP50HT115DA1877
A C
exp x25 exp x25
B D
DA1877 (long exp
The dietary response is transcriptional
Pacdh-1::GFP – 1.5 kb promoter
A dietary sensor in living animals
E. coli OP50
Comamonas DA1877
5 mM
OP50HT115DA1877
exp x25 exp x25
B D
DA1877 (long exp
NGM
OP50
MacNeil et al., Cell 2013
Starvation represses Pacdh-1
E. coli OP50
Starvation
Does a Comamonas diet mimic starvation?
MacNeil et al., Cell 2013
E. coli OP50
GFP ON
Comamonas DA1877
GFP OFF
Prediction: if Comamonas is nutrient poor,
mixing it with E. coli should alleviate this
Comamonas DA1877
+
E. coli OP50
GFP ? MacNeil et al., Cell 2013
The dietary and starvation responses are
distinct
DA1877
OP50*
*Exposure time 1/20
DA1877
1/200
DA1877
1/500
DA1877
1/1000
DA1877
1/10 000
DA1877
1/100 000
DA1877
OP50
1/20 exposure
1/100 DA1877
Also accelerated development and similar gene expression
changes under 1/1000 dilution
Small amounts of one diet can have
dramatic effects on gene expression
and physiology, even when mixed with
another diet
Unhealthy?+ =
Healthy?+ =
Comamonas DA1877 produces dilutable compound
to which worms respond
Two interpretations with very
different implications
Physiology – life history traits
?
?How does C. elegans respond to
E. coli and Comamonas diets?
C. elegans genetics
Which bacterial molecules affect
gene expression and life history traits?
Bacterial genetics
Interspecies systems biology
C. elegans target of rapamycin (TOR)
and insulin signaling pathways
are not involved in the response
to Comamonas
MacNeil et al., Cell 2013
What are the gene regulatory networks
involved in the response to Comamonas?
The response to Comamonas is transcriptional
Comamonas makes a compound or signal
Transcription factors?
Signaling pathways?
What are the gene regulatory networks
involved in the response to Comamonas?
Forward and reverse genetic screens
Activators
146
Worms cannot respond
to Comamonas diet
Repressors
35
Multiple NHRs
(worms have 271!)
Most repressors are metabolic
genes, not transcription factors
Watson, MacNeil et al., Cell 2013
TCA cycle
Glycine
cleavage
Mutations in
human
homologs of
repressors
give rise to
inborn
metabolic
diseases
treated by
dietary
intervention
? ?
How does C. elegans respond to
E. coli and Comamonas diets?
C. elegans genetics
Which bacterial molecules affect
gene expression and life history traits?
Bacterial genetics
Interspecies systems biology
Screen I: E. coli deletion collection
Watson et al., Cell 2014
70 genes
7 genes
Screen II: Comamonas transposon mutagenesis
5 hits Lesley MacNeil
Watson et al., Cell 2014
From mutants to metabolites
Sequence Comamonas genome – identify genes
Map E. coli and Comamonas mutant genes onto metabolic
network using KEGG
Annotate biological processes/pathways
Annotate candidate metabolites –
mutant gene leads to buildup of precursor
and lack of product
A bacterial metabolic network implicated
in the C. elegans dietary response
Watson et al., Cell 2014
Metabolite screen:
Supplement metabolites to C. elegans dietary sensor
on either bacterial diet in increasing concentrations
Watson et al., Cell 2014
Metabolites increasing GFP on Comamonas
Watson et al., Cell 2014
Metabolites decreasing GFP on E. coli
Watson et al., Cell 2014
Ado-Cbl and Me-Cbl are two forms
of vitamin B12
Mutation in either
C. elegans gene
interferes with the
response to Comamonas
Watson, MacNeil et al., Cell 2013
Vitamin B12 is in the C. elegans
dietary response network
Is vitamin B12 the
Comamonas dilutable
molecule?
Mass spectrometry of bacteria
Amy Caudy (U Toronto)
Vitamin B12 levels in Comamonas are
orders of magnitude higher than in E. coli
Watson et al., Cell 2014
Vitamin B12 pathway status correlates
perfectly with dietary sensor activity
Vitamin B12 pathway status correlates
perfectly with dietary sensor activity
A metabolic network connecting
the two vitamin B12 pathways
Me-Cbl
Ado-Cbl
Propionyl-CoA
Watson et al., Cell 2014
How does the gene regulatory network
respond to Comamonas or E. coli?
B12 fails to repress GFP expression in
propionyl-CoA breakdown mutants
Vitamin B12 is not sufficient to
drive sensor repression
Model: balance between
Vitamin B12 and propionyl-CoA
Chemical epistasis:
add both B12 and propionic acid
Excess propionic acid is epistatic to
Vitamin B12
Watson et al., Cell 2014
Excess propionic acid is epistatic to
Vitamin B12
Watson et al., Cell 2014
So far all experiments with sensor
Does vitamin B12 mimic broad
Changes in C. elegans gene
Expression elicited by
Comamonas diet?
qRT-PCR of 28 Comamonas-response genes
Vitamin B12 mimics Comamonas-induced
changes in C. elegans gene expression
Two types of B12-regulated genes
Type 1:
responsive to propionic acid
Type 2:
not responsive to propionic acid
Watson et al., Cell 2014
Does vitamin B12 supplementation by Comamonas
Explain its effects on C. elegans life history traits?
Vitamin B12 accelerates C. elegans development
B12 reduces fertility
B12 has no effect on lifespan
Watson et al., Cell 2014
How does B12 accelerate development?
Watson et al., Cell 2014
Vitamin B12 developmental acceleration
occurs via methionine/SAM cycle
Mutants in propionic acid breakdown are accelerated by B12
Mutants in methionine/SAM cycle are not accelerated by B12
Watson et al., Cell 2014
Which metabolite drives
developmental acceleration?
Watson et al., Cell 2014
SAM production is important for
developmental acceleration
Watson et al., Cell 2014
What is the physiological role of the
Other B12 pathway?
Metabolites increasing GFP on Comamonas
Comamonas E. coli
Watson et al., Cell 2014
Vitamin B12 mitigates propionic
acid toxitiy
Watson et al., Cell 2014
Functions of vitamin B12
development
PA toxicity
Vitamin B12
Propionic acid
Conclusions
C. elegans and bacteria are a
powerful interspecies system:
Nutritional networks
Effects of microbiota (SCFAs/vitamin B12)
Acknowledgements
Lesley MacNeil
Emma Watson
Safak Yilmaz
Ashlyn Ritter
Jote Bulcha
Juan Fuxman Bass
Aurian Garcia Gonzales
Gabrielle Giese
Amy Holdorf
Mike Hoy
Rudi Kaushik
Akihiro Mori
Shaleen Shrestha
Alex Tamburino
Efsun Arda
(now at Stanford)
Julie Zhu (UMMS)
Adam Rosebrock
Amy Caudy (U Toronto)
NIDDK
NIGMS

NetBioSIG2014-Keynote by Marian Walhout

  • 1.
    Interspecies Systems Biology: NutritionalRegulatory Networks A.J. Marian Walhout
  • 2.
    Interspecies Systems Biology IntraspeciesSystems Biology Development Behavior Physiology Disease
  • 3.
    Intraspecies systems biology- Networks Protein-protein interaction networks Gene regulatory networks Metabolic networks ?
  • 4.
    Protein-protein interaction networks Gene regulatory networks Metabolicnetworks ? ? Intraspecies systems biology - Networks
  • 5.
  • 6.
  • 7.
    Two effects ofnutrition
  • 8.
    ? How is metabolismregulated in response to diet? ?
  • 9.
    ? ? How is metabolismregulated in response to diet?
  • 10.
    Superworm: nematode C.elegans • Hermaphrodite • ~3 days development • ~2 week life span • Lineage known - 959 cells • Transparent – GFP transgenics • RNAi, transgenics, mutants • Well annotated genome • Feed individual bacterial species • Model for diet • Model for microbiota
  • 11.
    Does bacterial dietaffect C. elegans physiology? Life history traits Development Fertility Lifespan (aging)
  • 12.
    E. coli OP50 StandardLaboratory Diet E. coli HT115 Used for RNAi feeding Comamonas DA1877 Soil isolate Measure developmental time, reproduction and lifespan MacNeil et al., Cell 2013
  • 13.
    The life cycleof the worm
  • 14.
    Dietary changes inlife-history traits O P50 H T115 A B C Totalnumberofoffspring D A1877 MacNeil et al Figure 1 0 50 100 150 200 250 300 O P50H T115D A1877 0 10 20 30 40 50 60 70 80 90 100 1 5 9 13 17 21 25 29 DA1877 OP50 HT115 0 10 20 30 40 50 60 70 80 90 100 Adult Late L4 Mid-late L4 Mid L4 Early L4 L3 Percenttotalanimals Percentsurvival Days after L4 Reproduction Comamonas: faster development, fewer offspring, shorter lifespan Development Lifespan OP50 = E. coli DA1877 = Comamonas MacNeil et al., Cell 2013
  • 15.
    Dietary changes ingene expression Nutrigenomics Microarray expression profiling of worms fed different bacterial diets
  • 16.
    46 272368 Core downregulated CUBdomain Lectin GST Metabolic enzyme Transporter Neuropeptide Worm specific Transcription Other Core upregulated n=41 n=46 A set of core diet-response genes MacNeil et al., Cell 2013 Are these changes transcriptional?
  • 17.
    Core downregulated CUB domain Lectin GST Metabolicenzyme Transporter Neuropeptide Worm specific Transcription Other n=46 A proxy gene acdh-1 Repressed >300-fold on Comamonas diet MacNeil et al., Cell 2013
  • 18.
    Transgenic C. elegansreporter strains GFPPacdh-1 E. coli OP50 Comamonas DA1877
  • 19.
    5 mM OP50HT115DA1877 A C expx25 exp x25 B D DA1877 (long exp The dietary response is transcriptional Pacdh-1::GFP – 1.5 kb promoter A dietary sensor in living animals E. coli OP50 Comamonas DA1877 5 mM OP50HT115DA1877 exp x25 exp x25 B D DA1877 (long exp NGM OP50 MacNeil et al., Cell 2013
  • 20.
    Starvation represses Pacdh-1 E.coli OP50 Starvation Does a Comamonas diet mimic starvation? MacNeil et al., Cell 2013
  • 21.
    E. coli OP50 GFPON Comamonas DA1877 GFP OFF Prediction: if Comamonas is nutrient poor, mixing it with E. coli should alleviate this Comamonas DA1877 + E. coli OP50 GFP ? MacNeil et al., Cell 2013
  • 22.
    The dietary andstarvation responses are distinct DA1877 OP50* *Exposure time 1/20 DA1877 1/200 DA1877 1/500 DA1877 1/1000 DA1877 1/10 000 DA1877 1/100 000 DA1877 OP50 1/20 exposure 1/100 DA1877 Also accelerated development and similar gene expression changes under 1/1000 dilution
  • 23.
    Small amounts ofone diet can have dramatic effects on gene expression and physiology, even when mixed with another diet
  • 24.
    Unhealthy?+ = Healthy?+ = ComamonasDA1877 produces dilutable compound to which worms respond Two interpretations with very different implications
  • 25.
    Physiology – lifehistory traits
  • 26.
    ? ?How does C.elegans respond to E. coli and Comamonas diets? C. elegans genetics Which bacterial molecules affect gene expression and life history traits? Bacterial genetics Interspecies systems biology
  • 27.
    C. elegans targetof rapamycin (TOR) and insulin signaling pathways are not involved in the response to Comamonas MacNeil et al., Cell 2013
  • 28.
    What are thegene regulatory networks involved in the response to Comamonas? The response to Comamonas is transcriptional Comamonas makes a compound or signal Transcription factors? Signaling pathways?
  • 29.
    What are thegene regulatory networks involved in the response to Comamonas? Forward and reverse genetic screens Activators 146 Worms cannot respond to Comamonas diet Repressors 35 Multiple NHRs (worms have 271!)
  • 30.
    Most repressors aremetabolic genes, not transcription factors Watson, MacNeil et al., Cell 2013
  • 32.
  • 33.
    Mutations in human homologs of repressors giverise to inborn metabolic diseases treated by dietary intervention
  • 35.
    ? ? How doesC. elegans respond to E. coli and Comamonas diets? C. elegans genetics Which bacterial molecules affect gene expression and life history traits? Bacterial genetics Interspecies systems biology
  • 36.
    Screen I: E.coli deletion collection Watson et al., Cell 2014 70 genes 7 genes
  • 37.
    Screen II: Comamonastransposon mutagenesis 5 hits Lesley MacNeil Watson et al., Cell 2014
  • 38.
    From mutants tometabolites Sequence Comamonas genome – identify genes Map E. coli and Comamonas mutant genes onto metabolic network using KEGG Annotate biological processes/pathways Annotate candidate metabolites – mutant gene leads to buildup of precursor and lack of product
  • 39.
    A bacterial metabolicnetwork implicated in the C. elegans dietary response Watson et al., Cell 2014
  • 40.
    Metabolite screen: Supplement metabolitesto C. elegans dietary sensor on either bacterial diet in increasing concentrations Watson et al., Cell 2014
  • 41.
    Metabolites increasing GFPon Comamonas Watson et al., Cell 2014
  • 42.
    Metabolites decreasing GFPon E. coli Watson et al., Cell 2014
  • 43.
    Ado-Cbl and Me-Cblare two forms of vitamin B12 Mutation in either C. elegans gene interferes with the response to Comamonas
  • 44.
    Watson, MacNeil etal., Cell 2013 Vitamin B12 is in the C. elegans dietary response network
  • 45.
    Is vitamin B12the Comamonas dilutable molecule? Mass spectrometry of bacteria
  • 46.
    Amy Caudy (UToronto) Vitamin B12 levels in Comamonas are orders of magnitude higher than in E. coli Watson et al., Cell 2014
  • 47.
    Vitamin B12 pathwaystatus correlates perfectly with dietary sensor activity
  • 48.
    Vitamin B12 pathwaystatus correlates perfectly with dietary sensor activity
  • 49.
    A metabolic networkconnecting the two vitamin B12 pathways Me-Cbl Ado-Cbl Propionyl-CoA Watson et al., Cell 2014
  • 50.
    How does thegene regulatory network respond to Comamonas or E. coli?
  • 51.
    B12 fails torepress GFP expression in propionyl-CoA breakdown mutants
  • 52.
    Vitamin B12 isnot sufficient to drive sensor repression Model: balance between Vitamin B12 and propionyl-CoA Chemical epistasis: add both B12 and propionic acid
  • 53.
    Excess propionic acidis epistatic to Vitamin B12 Watson et al., Cell 2014
  • 54.
    Excess propionic acidis epistatic to Vitamin B12 Watson et al., Cell 2014
  • 55.
    So far allexperiments with sensor Does vitamin B12 mimic broad Changes in C. elegans gene Expression elicited by Comamonas diet? qRT-PCR of 28 Comamonas-response genes
  • 56.
    Vitamin B12 mimicsComamonas-induced changes in C. elegans gene expression Two types of B12-regulated genes Type 1: responsive to propionic acid Type 2: not responsive to propionic acid Watson et al., Cell 2014
  • 57.
    Does vitamin B12supplementation by Comamonas Explain its effects on C. elegans life history traits?
  • 58.
    Vitamin B12 acceleratesC. elegans development B12 reduces fertility B12 has no effect on lifespan Watson et al., Cell 2014
  • 59.
    How does B12accelerate development? Watson et al., Cell 2014
  • 60.
    Vitamin B12 developmentalacceleration occurs via methionine/SAM cycle Mutants in propionic acid breakdown are accelerated by B12 Mutants in methionine/SAM cycle are not accelerated by B12 Watson et al., Cell 2014
  • 61.
    Which metabolite drives developmentalacceleration? Watson et al., Cell 2014
  • 62.
    SAM production isimportant for developmental acceleration Watson et al., Cell 2014
  • 63.
    What is thephysiological role of the Other B12 pathway?
  • 64.
    Metabolites increasing GFPon Comamonas Comamonas E. coli Watson et al., Cell 2014
  • 65.
    Vitamin B12 mitigatespropionic acid toxitiy Watson et al., Cell 2014
  • 66.
    Functions of vitaminB12 development PA toxicity
  • 67.
  • 68.
    Conclusions C. elegans andbacteria are a powerful interspecies system: Nutritional networks Effects of microbiota (SCFAs/vitamin B12)
  • 69.
    Acknowledgements Lesley MacNeil Emma Watson SafakYilmaz Ashlyn Ritter Jote Bulcha Juan Fuxman Bass Aurian Garcia Gonzales Gabrielle Giese Amy Holdorf Mike Hoy Rudi Kaushik Akihiro Mori Shaleen Shrestha Alex Tamburino Efsun Arda (now at Stanford) Julie Zhu (UMMS) Adam Rosebrock Amy Caudy (U Toronto) NIDDK NIGMS

Editor's Notes

  • #31 Surprisingly, the majority of repressors were not TFs. Instead 24 of the 33 genes encode metabolic enzymes found in four specific pathways.
  • #34 One other interesting realization that we made was that most of the metabolic repressors found in our screens that could reverse the transcriptional diet response in C elegans have human orthologs associated with mendelian diseases. Here is a disease network with all the metabolic repressors from our screens connected to their human orthologs. These human orthologs are connected to their associated inborn metabolic disorders. Most of these orders are managed clinically by dietary intervention, and here on the right are dietary components that patients must avoid (red) or supplement (green), and as you can see these disorders have a lot of similarities in their dietary treatments.