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210205 第4回 彩の国⼥性研究者
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埼⽟⼤学 ⼤学院理⼯学研究科 ⽣命科学部⾨ 分⼦⽣物学領域
⾼橋 朋⼦
⾃⼰紹介︓シアノバクテリアからヒトまで
2019
2014
2009
1986
東京⽣まれ
埼⽟⼤学
理学部
分⼦⽣物学科
卒業
東京⼤学
⼤学院理学系研究科
⽣物化学専攻
博⼠(理学)取得
東京⼤学
⼤学院理学系研究科
⽣物科学専攻
特任研究員/助教
埼⽟⼤学
⼤学院理⼯学研究科
⽣命科学部⾨
分⼦⽣物学領域 助教
DNA mRNA Protein
転写 翻訳
microRNA
分解 抑制
遺伝⼦発現
STAM2
SIX2
NFIB
ZBTB14
C16orf74
MTDH
PRSS42
C8orf37
CHIC1
OLFML3
CYP3A5
POPDC3
AQP4
PDE8A
HSD11B1
TSPAN12
CDKN2A
LPAR1
LCE3D
BTF3L4
MARK1
TTYH2
FCHO2
BMP10
PRR20A
C11orf30
GPR158
ARNTL2
NAGK
ACER2
FZD4
CBX3
UBAP2L
TFF1
PTPRT
FAM19A1
AQP2
NEK3
SPRYD4
ASXL3
ZNF512B
FBXW7
TAF11
BZW1
JMJD8
HBP1
SNURF
KANK1
SKOR1
BZRAP1
NR5A2
KLRC3
ZNF728
STK4
GDF6
IGSF1
BEGAIN
LMX1A
XRN1
RAP1B
DAND5
TFAP2C
AL354808.2
CYP26B1
COLCA2
UNC80
BX255923.1
C1QL3
DIO3
BCL2L2
AKR1B1
NAALAD2
ZFP36L1
DERA
CLVS1
AC006132.1
ZNF699
REPIN1
MCFD2
LAMTOR4
PHLDB3
RP11-113D6.10
TMEM98
RET
TSN
CEP76
GLCE
HECTD2
RARB
MED27
KRTAP19-2
DLGAP1
KLRB1
ZNF839
NCK2
DEFB129
NMRK1
SAMD12
RGL2
MMEL1
CAPN10
DCDC2
HSPA2
RNF135
HAND2
IL2RA
FAM168B
SWI5
CTSA
TNKS2
PRR20E
DUSP2
IQCJ-SCHIP1
VHL
HN1
STAG2
LCOR
SKP2
FAIM
JPH1
TMEM245
CHCHD10
PADI4
TMEM234
TOB1
ELOVL4
TP53
DCAF6
COL5A2
XKR8
SLC1A2
TIMM8B
ZFP69B
SPARC
MRPL13
OR5A1
PRKCE
EREG
EXD2
MAP3K3
NCAN
PRRT3
RELA
CDS1
ATXN2
GNG12
USP6NL
CRLF3
RBBP9
CCND3
ISCA2
KIF23
BAIAP3
AKT3
CHP1
WEE1
PRR9
TECRL
NUS1
WISP3
NCALD
DOK6
ZFP14
SLC6A17
SELT
TNFRSF9
UBE2L3
SNAI2
RP11-1C1.5
VASH2
COX6C
RUNX2
COMMD3-BMI1
ZNF843
ARL4A
ZBTB6
miR-605
EED
DCDC2B
ZNF259
AHR
TRIM28
RSAD2
TOX2
DIP2A
CHCHD4
ZNF292
PFKFB3
MDP1
EIF4G2
SRSF6
CLIC4
CPNE8
SERTAD3
CFL2
PPIH
PRR20D
E2F5
CYTH3
TECTA
GPR137C
TADA3
EYA1
ATP5J2-PTCD1
MOCS2
PROL1
RIMS4
KIAA1109
C1orf189
SLC25A18
KIAA1279
KIAA1024
ZBTB8B
CD69
SFTA3
SLC52A3
KRT80
EIF4E2
MYH15
AHCYL1
SLC25A53
LEAP2
LPP
MDH1
BDKRB2
LCMT2
CDK16
FAM196A
RARG
SP1
ERI3
ZKSCAN8
GGT7
ARSJ
PRTFDC1
SYT3
FAM211B
ATG9A
ZNF784
FBXO21
HIF3A
PHF19
ARMCX5
UHRF1BP1L
EXOSC3
ZNF117
BLOC1S6
LCE1E
ZNF470
SULT1B1
UNC79
MIOX
FADS3
NRXN1
LUZP6
RAB8A
PLG
FAM43A
TFAP2E
COX7C
SCN9A
IL6R
USP50
KLHL20
NAA40
CARD8
MYF5
HIST1H2BK
BRMS1
SPCS1
BCAT1
JAKMIP3
PTS
CREBL2
GJB5
DFNA5
RP4-758J18.2
CAMK4
UPRT
EFHD1
F3
FAM188A
S100A7A
CHRM2
KIAA0232
BEAN1
GPR6
SOBP
H2AFV
SCAMP2
VGLL2
C6orf25
NEUROD1
SNN
LRGUK
PQLC2
TCF21
KDELC1
C8orf58
miR-25
ADAMTS17
NGF
VEZT
NFIA
TPD52L3
FAM73A
GNGT1
ASB6
PAX9
AC025278.1
ZNF468
RNF24
SUPT6H
BBX
TMEM200B
KIAA1211L
TMEM183A
CNTFR
SLCO3A1
BDNF
DNAJC19
FAM57B
DNAJC25-GNG10
PTPN4
TMEM154
GNAI3
CAPRIN2
EDA
MPZ
TMTC1
ADAMTS5
SLFN13
GABRA1
UBXN2A
ZNF471
FLJ00418
DCUN1D5
ZNF30
JUNB
PIM1
BET1L
MED17
SYTL2
RHEBL1
ANKRD40
SCAMP1
UBE2I
HIST2H2AA3
ACTR1B
LHX8
GOLGA7
SLC2A5
PLAT
ANKRD30BL
IL1F10
C1orf43
GPCPD1
PHACTR3
miR-340
KLHL23
C10orf54
DLX5
BOD1L2
PPP4R1
TTK
KLF1
SEMA4B
miR-582
miR-1292
CENPQ
RASGEF1B
SLMO2
PDCD1LG2
C3orf83
ASPN
TRAF3
miR-140
IL18BP
ZFP36L2
PPP1R37
C5orf48
PEX11B
ANP32E
RNF39
TTC31
VTI1A
ICOS
PTAFR
VAPB
COL1A2
NR3C2
RGS4
PGC
PDCL3
AK4
IAH1
AP003774.4
GBX1
CHD1
TBX5
PER2
UNC5C
MAP3K7
RHO
DBN1
miR-10b
PKN2
GAREM
DNAJC25
PCDHA11
AC011897.1
CDC37L1
CENPL
TMEM74B
C21orf90
YIPF4
LRRC8D
GCG
RNF34
GPRIN3
ZNF781
SKA2
EBAG9
SPATC1
DKFZP434E1119
ANKRD44
VASH1
NUP50
MYCT1
ATG5
RASSF2
AGAP3
GAN
FAM49B
ARL17B
MKRN3
HOXA4
C8orf86
DNAJC2
HPX
MBLAC1
GNG13
CASK
CLLU1
PAPD5
VSNL1
LIN54
FBXO45
ZDHHC22
C17orf58
ANKRD1
GNG7
COX8C
ERLIN2
CERS2
ARID4B
OTX2
RANBP9
MARCH4
FBXO33
GLTSCR1
GRB2
REV3L
PRKAB2
DCX
DUSP5
UBTD2
BEND4
PTAR1
PTEN
FOXP2
PTGFRN
PCSK5
YOD1
CAMK2D
XKR6
METAP1D
KHDRBS3
BLZF1
SLC25A34
SH2D1A
PRTG
ZNF616
EFNB3
TBC1D16
FNBP1L
MRPS35
MIP
ATCAY
VAT1L
TMEM135
SLC2A14
MAP1LC3C
KLHL3
ONECUT2
TLK1
RP11-817J15.3
PTPN3
TMEM38B
FP15737
USP26
GTF3A
PCNP
TFEC
S1PR1
FSD1L
ZNF788
GPER1
EEF1A1
COPG1
SEC14L2
AL354993.1
ARPC5L
SYCE3
PANX1
FAP
VAMP7
C7orf10
INO80D
TM2D2
YPEL2
ANKRA2
HGSNAT
GPR3
ZBTB37
KRTAP4-3
RPS21
MAP3K2
ING5
PIH1D3
STRN3
HOXA5
TMEM62
SSPN
PKP2
RP2
LSM11
LTBP4
CMTR2
OLA1
MNX1
ZNF800
CCNT2
SEL1L
RBM24
KDM5A
FLRT3
PIWIL2
C21orf91
SCGN
RAB10
MOAP1
C1orf74
CPA4
NKX2-3
SH3BP5L
LIPT2
GABBR1
ENHO
DTX2
GCNT4
SUV420H2
CHTF18
MGAT1
C15orf43
GPD2
RSBN1
CCDC53
PREX1
LPHN1
UBE2F
BAZ1B
PRCC
GJC1
GOLGA3
SLC44A5
TMCC1
ACVR2B
GNG3
BTRC
ABRA
PPAP2A
B4GALT6
KDSR
AC008443.1
ANO3
CKS1B
RBM7
NPEPPS
SLC25A31
FBXO34
FUT9
ZNF780B
AC008060.7
ESCO1
TNFAIP8
HPSE2
GLCCI1
TUBGCP6
GALNT3
PCTP
ELMOD2
NMT2
CEP85L
DESI2
CAMK2N2
HFE2
SNX16
AL078585.1
KRT15
RAP1A
GNA12
TMEM204
H3F3A
NME4
NRF1
EIF4E
HOXB7
CCNI2
SLC16A1
CLCNKA
NEIL1
RTN4
GDI1
HOXB13
HS3ST5
C8orf4
PFN2
SPRED2
ZNF207
OPCML
SGIP1
EZH2
IPO9
DNAJB9
RP11-1212A22.4
CHIT1
SLC17A6
ARL5B
CPEB2
CHST1
TRAF4
QARS
EDNRB
GPR37
PXT1
SGMS1
TRIB2
CINP
C17orf78
C5orf34
ABCA7
RNF144B
COMMD2
ZNF141
RBM23
EYA4
ESRRG
FAM217B
KLF3
GALNT1
NFE2L2
CAMKV
NKD1
RNF139
CASR
ACTN1
MKNK1
TMSB15B
SIRT4
LRP5L
CYB561D1
FAM83F
PCDH10
TCERG1
SCRG1
HMBS
CADM2
miR-181b/d
PPT1
ANO8
IL36G
SPTBN4
SLC25A25
ABCG1
SH3D19
NT5C3B
PBRM1
LMO3
SH3GL3
KLHL28
INSR
CEACAM8
miR-30a/b/e
ZNF846
SZRD1
CEPT1
SPTBN1
CNBP
RNH1
HMGA1
CCDC43
NCKAP1
HOXA9
MEOX2
MEX3B
APPL2
NRG4
KMT2E
LL22NC03-63E9.3
DDHD1
HGF
SCN8A
EPHA4
YWHAG
KCNH7
CTDSPL
FBXL20
HSPE1-MOB4
SERINC1
FOXN2
PTPN22
SGCZ
ADRB1
KRTAP20-1
GNPTAB
BTLA
NAV1
MARS2
KDELR2
PPIC
VSTM5
KCTD21
ELN
IMP3
SERTAD2
ASMT
ZNF732
miR-31
C21orf62
MIF4GD
TAGAP
ROCK1
H3F3B
CYTH2
LDLRAD4
KLF11
MTCP1
FAM19A2
C2orf72
SMUG1
TMEM178B
MT-ATP6
TGIF2
TNFSF14
PURA
ATP6AP1L
ZBTB34
CALM2
GH1
BEND3
PRRG1
ZIK1
QKI
HMGN1
SPSB2
PIM3
FAM19A4
PSENEN
CSMD1
PINK1
PTPRA
CD9
DOLPP1
GPR45
C10orf126
RORA
C17orf62
AIDA
VPS54
CST9
C14orf144
ESYT3
CLYBL
KISS1
CCNG2
CDKN1B
ZNF528
CHODL
RP1-170O19.20
ANO2
C2orf49
PITPNC1
BX088651.1
TES
STK32C
STAT3
DDX52
NACA
MASTL
MAP1LC3A
CAV3
miR-106b
DGKG
STC1
C11orf44
MCOLN2
SH3BP5
IRG1
KLHL14
SPIN1
ZNF710
FAM20C
ISG20L2
ARID3A
RAB31
TMEM236
IGF2BP1
PIK3C2A
COL3A1
RP11-10A14.4
HIF1AN
RP11-463J10.2
AC016559.1
BECN1
TMEM182
CCDC180
AMIGO1
CBX6
H3F3C
TNS3
ZC3H4
SMTNL2
FOXJ3
BRD2
PI4K2B
RP11-162A12.2
PTK7
LHFP
WIPI2
FAM189A2
C2orf42
C17orf97
TNFSF13B
CCDC8
FAM200A
CDON
MANEA
KLF6
KCNT2
ABCB5
RP11-366L20.2
TMEM86A
SNX12
HECTD3
YWHAH
APIP
PPP2R5A
PHACTR2
VIM
SLC6A1
UGT2B15
LRRC17
AADACL3
CCDC78
RCN2
HSPD1
TMEM78
KIT
HIST1H4L
TJP2
PREX2
POTEM
GINS2
LUC7L2
HOXA7
NXT2
CREBZF
FCGR3A
DHRS4L2
NDFIP1
NTNG1
FICD
NFYA
RIN2
FAM45A
SCHIP1
C3orf58
ALPK3
MARCKS
AEBP2
DKFZP779J2370
CPEB3
TPRA1
VANGL1
TEAD1
UQCR11
UFM1
PCOLCE2
YBX3
ZC3HAV1L
PPP6R3
TPK1
IGDCC3
PRKAR2A
ATAD2B
TIMM9
TESK2
ERCC1
ZNF544
NRAS
RFX4
ZNF525
GPR88
MMP19
ELOVL6
GABRA3
GPR107
CYTH1
ENY2
AMHR2
CHPF
TRMT13
KIF1C
CCDC89
IPPK
DCTN5
RAB9B
SPDL1
WNT3A
FAM150A
CEP290
PET117
POC1B-GALNT4
ZKSCAN1
DUSP16
STT3B
HIST1H4I
MAPK8
KLHL34
CYP4F22
RCAN1
AC073610.5
FBXO28
MRPL27
REEP3
TMEM25
GDE1
PDE7A
CCDC86
CRISP3
VGLL3
PDIK1L
NADK
BMPR1A
C1orf186
DNAH10OS
SIVA1
PPP6R2
KIR3DX1
FAM160B1
HOXB8
KCNJ1
MAP7D1
RTN2
RP11-934B9.3
RASL11B
TUSC1
NUP35
SP3
RRM1
FJX1
DTX4
AP3S1
GLIPR2
SMIM13
ABHD17C
KIAA1875
UBE2Z
YPEL3
KIAA1522
FHL2
DNAJC4
PSORS1C2
FAM150B
COL19A1
TNFSF9
FAM118A
SYPL2
FAM222B
TIFAB
TET2
DST
UBE2K
ADH4
CRISP1
SMURF2
DBNDD2
XKR7
ETF1
PTPRD
PRKAA2
SSRP1
NAPB
RORB
KCNJ6
VDAC1
TSPYL2
TMEM14A
ZNF423
SLC16A14
KCNN4
TSSK1B
CDC42SE2
FBXL22
DNAJB4
MAP10
RNF128
PRKCD
LRRIQ4
ZNF300
ZNF253
NUTF2
PDK4
PLN
DEXI
TMEM253
NPC1
HRK
KCNK15
GCSAM
ZBTB11
COMMD8
MTPN
PTP4A1
ZNF257
IP6K2
NHLH2
PATE4
C1orf115
PLEKHA3
FAM86B2
RFC1
SMIM15
RCC2
TMEM215
UBE2H
miR-196a
NIPAL3
TMPRSS2
ZNF365
C3orf55
FOXG1
SFXN4
SLITRK3
CISD1
ZNF532
RHOC
AFF4
DUSP1
WDR37
MRFAP1
miR-101
KCND1
HAND1
FAM227B
MROH8
ARMC1
PIGG
KLHDC8B
MAP2K4
ZNF282
PBX3
MBOAT2
PMP22
USP44
ISL1
PI15
ZNF33A
UCN2
REP15
ZNF490
CHL1
MACC1
ZNF676
TRIM44
CHMP4C
EPHA8
WIPF2
TAF1
LIX1L
SLC37A4
PSME3
DNAJA2
BCAP31
KIAA0226L
RER1
TFCP2L1
RAB39A
EMC4
RCVRN
PLSCR4
HSPBAP1
PTBP2
SCD
MICU3
ZNF667
NECAB1
SEC24C
TPRXL
ZC3H12C
NAA50
VPS37D
ANO4
miR-1226
MRVI1
ATG16L2
EDNRA
BMI1
ARL9
TTLL7
CLDN4
MPEG1
EVI2B
RIT2
MAP3K7CL
SLC25A30
miR-3928
SAT1
ZFPM2
POTEG
ATXN7L3B
METAP1
SPINK9
ING1
NREP
C15orf38
DHRS4
HNRNPA1
IRF1
CROT
PVRL3
CDH8
FBXO48
SMARCA2
FOS
SOX7
KCTD6
SLC25A28
SAMD1
MIA3
SLAMF8
METTL4
SLC25A32
SOD2
FAS
ERGIC2
GSTA4
CDK8
PRELP
ZKSCAN4
THRSP
CREG1
MCMBP
SMIM20
CACNG4
AIMP1
DDX11
GLG1
SLC2A13
ZNF208
KIAA0355
SETD5
CTD-2267D19.3
CASP2
RYBP
FLRT2
miR-708
CUEDC2
RNF138
ITGB6
USP2
SOX5
CCND2
GPATCH2
TMEM100
KCNK4
SPRED1
AGGF1
GABRG1
C7orf41
ZC3H6
GALNT4
ZNF804B
ATP8B1
CACFD1
CPSF2
ERP29
ENSG00000270466
miR-33b
UCP3
UBN2
GPSM3
SCN2A
JMY
LYRM1
CCNE2
NDUFC1
PPFIA2
RAB27B
LRRC37B
LIMS3L
ZNF513
C12orf79
C14orf178
ACTC1
NCS1
EHF
PRKACB
SYVN1
ADI1
ATP5E
TMEM106C
TSSK2
GPR34
VASP
KCNK10
NUP188
ZNF385B
GUCY1A3
B3GALNT1
PHLDA1
UBQLN4
HPCAL1
USH1C
CREBRF
AARS
SPP2
MED19
GPR180
BRDT
CRCT1
UGP2
MLIP
PPP1R15B
RNF183
TMEM169
TRIM71
RNF144A
TET3
KRTAP19-7
HIAT1
C4orf22
SP140
ATPAF1
BTC
MUC19
OSBPL10
RP11-644F5.10
ONECUT1
HS2ST1
RBM18
KCNA6
C3orf18
CRK
RBP2
BTF3
RPL35
CACUL1
ALPP
OMG
CLEC17A
CCNE1
LYG1
PRAC1
TNFRSF11B
CCL28
ZNF136
miR-590
ST3GAL2
C9orf163
KIAA2026
TMEM229B
EGR3
TRIM6-TRIM34
RP6-24A23.6
OTP
SLC44A1
COL25A1
FAM162B
NIPSNAP3B
TNRC6A
C11orf83
GALR1
TMEM167A
NKX6-1
RNF4
DLX3
SMAD6
ARL14
SNX3
PANK2
C8orf33
CNST
MARCKSL1
AKR1CL1
FZD2
FAM46B
PRAMEF2
TLX2
AC004899.1
RRAGD
EIF5A2
STAU2
PFKP
SRGAP3
MRGBP
TLK2
MYB
TSPAN31
GRSF1
JOSD1
MPP1
ARL10
KLF2
FAM127A
CDC25A
LHFPL2
CDC7
SLC35D2
STK40
COL4A1
LIN28B
MMP16
COL1A1
DES
TBXA2R
MYD88
SIRT6
HNRNPK
RP11-67H2.1
miR-766
PLXDC2
METAP2
SNX18
EN2
SEPT3
SDC1
PCYT1B
PDAP1
FAM102B
FOXK1
SPI1
N4BP1
CCDC167
RBM6
CTC-349C3.1
ARL2
GJB2
AGO3
DCUN1D1
LRRIQ1
CTD-2140B24.4
GPR37L1
ISOC2
XXbac-BPG32J3.20
TMEM59
LL22NC03-75H12.2
GRIN2D
TNFRSF13C
PPP1R2
FHL5
LRP5
MIER3
SKAP1
PAFAH1B2
ZNRF1
PRPF31
NPLOC4
PRKRA
ZNF765
BST1
NT5C1B
SOX12
C6orf164
MED28
TOX3
Z98049.1
CDYL
NSFL1C
ANKRD10
HMGB3
ITPKA
RP11-455G16.1
HNRNPA3
TBC1D13
FAM210A
HS6ST2
NPNT
C1orf63
PAK2
PIEZO1
CSNK1G2
MEMO1
LIN52
RIT1
PLEKHA1
GDPD5
EIF4G3
KIAA1432
RP11-676J12.7
MED8
NSF
ZBTB5
LRIG3
PTPLAD1
SLC22A7
ARID3B
NDRG3
miR-29c
FAM169A
EGLN3
AC124890.1
ANAPC11
PSAP
TBCA
ZFAND5
TRNP1
ARHGAP36
CELF2
SFXN2
CTDNEP1
FLJ20373
MGAT3
PLAGL1
CD1E
JOSD2
NHLRC3
FAM133B
GLT1D1
UBE2V1
KIAA1324
SIX6
SDHAF2
TNFRSF10C
PNRC2
SCP2
ZNF397
NUDT18
METTL9
MARCH2
APPBP2
PROP1
ZNF385A
MAGEB5
GNG10
FAM196B
CDK2AP1
ATP8A1
C2orf88
EBLN2
TMEM170B
GAS2L1
PIEZO2
C1QTNF3
PLEK2
AP000867.1
SELK
PTPRG
HABP4
PNO1
TMX1
ARHGAP29
ELF1
BSND
ZNF224
EWSR1
CLEC4E
PRX
RGS17
SP5
ATG16L1
RP11-160N1.10
RBM25
SERP1
NR2F2
ATXN1
KPNA6
ABHD2
HTATIP2
PTCD1
GNAQ
AL353791.1
IL6ST
DUSP10
HARS2
DDX19A
ZFYVE21
HAPLN3
PRSS22
LATS2
COL4A5
let-7a
GXYLT1
SH3BGR
KSR2
CRYBG3
KLF17
SPHAR
KLHL18
HOXB6
TRIM2
LURAP1L
KCNC3
ZNF367
RNF150
PHC1
RPRD1A
miR-324
CHEK1
C17orf102
CACNA1I
C6orf201
SMAD7
SLCO5A1
ZNF622
SCGB2A2
miR-16
DCTD
SST
ASAH2B
APOL6
KRBOX4
CCZ1B
CACNA1C
TMEM129
ITGBL1
TMEM257
LRP3
CXCL5
GMNC
GPR161
NSL1
SLC7A10
VAT1
FOXS1
UBE2V2
ATP5C1
KCNA5
HERPUD1
CSNK2A1
SLC9A3R2
BAI3
RDX
CCL8
BTBD10
PSMD11
ADM
C7orf55-LUC7L2
HSPA1B
PMAIP1
UBE2E1
AP001579.1
miR-500a
PPTC7
SPG7
FGD4
TSTD2
GCLC
NKIRAS1
HMGN3
HTRA3
ST5
BCL2
IDO2
CAMKK2
RNF141
ZC4H2
SBDS
G3BP2
ZNF506
APBB3
BCAT2
TPM1
GATM
BMPER
NASP
GSX2
CD28
VGLL1
SMIM5
TMPRSS11F
A2ML1
SPINK4
DERL2
METTL17
CTNNBIP1
SRSF1
TP53INP2
SSX2IP
POU6F2
RAN
USP46
SFRP2
G2E3
C20orf197
HELZ
FAM9B
GPR63
TRMT1L
SPRYD3
FAM92A1
NEGR1
CCNG1
THAP1
ARF6
AC107021.1
ZNF256
TPRX1
SETD9
LETMD1
CPT1A
GRPEL2
BIN1
ANKRD7
C10orf11
KIAA1161
RGS9BP
E2F7
SHC4
NSG1
WDR82
HILPDA
GJB7
NBEAL1
LUM
TMEM14B
MLF1
EPHA7
SAPCD1
SUMO2
LOR
MBD2
LGR5
MBOAT7
CCDC6
MSRB3
SEC14L6
ANKRD52
ABCC8
ZDHHC21
ITPRIPL2
RRAGC
SOCS5
PTHLH
PPAP2B
KBTBD8
ADD2
CDK6
TACO1
CDC20B
RHPN2
GH2
TSPAN17
IDH1
DNPH1
ADAMTS8
PPCS
LOXL2
SALL4
MAP4K5
IREB2
PGF
HOMER1
LAMTOR3
FAM212B
PC
METTL10
RRP7A
DDTL
NCOA7
RNF165
C16orf52
RGP1
CECR6
CCDC113
PCDH19
ELOVL2
SERPIND1
PEX13
VSIG10
MTMR11
ZNF69
SETD3
DARS
KRTAP4-4
C3orf72
NQO2
TMPRSS11BNL
UBE2W
PARK2
PLGRKT
ZFP62
HGD
STRBP
SPINK6
PLEKHG5
GRIK2
GRAMD2
NFIX
CATSPER2
TIA1
B3GAT1
LUC7L3
C7orf43
CTC-360G5.1
LCTL
IL1RAPL2
ACADS
RPA1
ICAM5
ZNF630
EPN3
HNRNPH3
SNAP91
PHF2
ATXN7L2
ZBTB26
C4orf26
ELAVL3
C1orf213
MRFAP1L1
CTH
FAM163A
MAPRE3
NOVA1
ERGIC1
FAM219B
RHOA
SULT4A1
EZH1
ADAM10
CACNB2
LAS1L
RBFOX2
SCGB1D1
UCK1
ARRDC3
C10orf25
BMP2
MORC3
GPR174
STX3
SLC12A5
SS18L1
SMIM3
PXK
SMIM17
CCDC88B
RASA1
EFCAB5
SYNE2
CIAPIN1
POLR2K
GREB1
GPX3
CHI3L2
DOCK11
LPPR5
APOLD1
NPAS3
LYPD3
ARF3
NCOR2
KRTAP1-3
DIXDC1
TXNL4A
TMEM55B
GTSF1
AXIN2
AL355390.1
DESI1
LY6E
C9orf153
OCSTAMP
RPL30
DERL1
ACSL6
ZFP30
SPATA2L
SNX9
ANKRD23
CISD3
TM9SF3
SSU72
SUV39H1
C14orf132
RP11-497E19.2
C7orf25
TRIM34
ZPBP2
HPGD
RPP25L
CYP24A1
NLGN4X
DUSP18
ANO6
LCK
MRS2
IFNG
SSR1
CTD-2330K9.3
PLA2G16
RXFP2
ZNF599
KIF13A
KCNAB2
NGDN
NOV
LARP6
PPP3R1
CCDC178
TUBGCP4
RGMA
AP2A2
MTMR2
BRMS1L
GAB2
RAB1A
PRIM2
RP11-650K20.3
ACSBG2
RBMS1
CEP41
KRTCAP3
CD226
RBM47
CCHCR1
AC010441.1
SNAPC1
SESTD1
HOXB1
CACYBP
COL5A3
STX10
PAX5
REG3G
LRR1
IL34
VPREB3
AC174470.1
MSL2
VWC2
BCL6
MAPK6
ABL2
KLF7
EOMES
SHPK
KLHL29
LAMB3
CHAC1
HAPLN1
RAD9A
KDELR3
RSPO3
METTL21B
NEK10
CDKL2
CSRNP3
miR-1304
SIM1
ZNF33B
ST8SIA1
OSBPL3
C6orf195
UNCX
RPP25
HIF1A
SPAST
PLLP
KCNAB3
CASP9
STX2
TSHZ2
MTMR8
ELOVL5
SNX4
COPS2
PAPD4
RP11-382J12.1
C20orf202
ATF1
ZNF493
PPP2R3A
GRIK1-AS2
TBPL1
TMEM139
TVP23B
ERI2
FAM127B
SLC4A4
PMM1
MRPL43
JAM3
AP5S1
CDKN1A
AP1S1
MICAL1
CLIP4
SLC30A3
EMP2
CYBRD1
MCTS1
MORN4
GSTM5
VANGL2
C1orf200
MFSD7
TMEM229A
IP6K3
KIAA1429
NEFM
BOK
PDE12
MYO1B
TSPAN14
RNFT1
TMEM43
LYSMD1
TRUB2
SEPHS1
CCL27
MRPS17
TFRC
AKAP4
SLC38A8
TTC39A
WFDC13
NEDD4
TEF
ITGA9
ALPL
PSMF1
AP1G1
NR6A1
WNT2B
CXCL10
CHMP2B
FAM122A
LYSMD3
TMEM55A
TXNDC8
SNCG
AC105020.1
SH3BGRL
RAB30
AC018816.3
ZNF426
DTWD2
ZNF302
PTGER4
RASSF8
LSMEM1
DBNL
GAS1
GGCT
SH3BGRL3
TMEM45B
ELAVL2
AIF1L
CCL14
C9orf72
KCNIP3
C15orf56
GSKIP
CSNK2B-LY6G5B-1181
HYPK
DDX5
ZNF561
NOP9
MZT1
POTEE
GPANK1
UBE2D1
CALM1
TAF1D
EPC2
TPBGL
AP3B2
COQ10B
MYL9
ZFAND4
RP11-122A3.2
CAPN5
VLDLR
UBXN10
CDH5
IRF9
MEIS2
SUB1
SUFU
CBL
KRTAP5-11
KIF2A
CHST7
GEM
RSPH4A
CBLN4
TMEM218
DPH3
CLDN11
PGAP2
CDC34
IDE
CYCS
SNX20
FAM60A
ARSK
POU2AF1
SSH1
HTR1F
ZNF233
CDCA7L
SNRPN
NR4A3
NANOS1
KLF13
HAS3
GON4L
PBX1
DAZAP1
FRMD4B
CLDN12
PRELID1
MAPK8IP2
AMELY
AC068987.1
NF2
SLC9A8
CXCL13
DAOA
NLN
RAD54B
RBBP7
CD2AP
ZNF268
TVP23A
SATB2
ZNF227
FDX1L
SREK1
AKR1C4
TGFB1
RORC
ACTR3C
COA1
EFTUD2
RRAD
MOSPD1
FAM3C
LGI1
AMOTL2
CXCR5
CXADR
RP11-204N11.1
RGS1
AGAP2-AS1
TMEM143
USE1
IGFBP3
GLTP
TMEM174
PHF13
CD151
AC006372.1
FZD3
RAB3D
TRIM3
C16orf87
BAD
BAMBI
CD274
MBNL1
CCL1
LYG2
PROK2
SFT2D3
REEP5
C1orf110
DACT1
PLEKHB2
ADH6
PAG1
TGIF1
BBOX1
ADRB2
RPL15
CDC42
TGFBR1
APBB2
COL2A1
NGB
AMER1
AGTR2
APOM
PDZD2
CALCB
MYO9B
TEX261
NAT1
WWC2
DKK3
SLC6A4
IGDCC4
TMEM260
FAM175B
FIGN
NRGN
KIF5A
P2RX4
miR-503
LDOC1
CCND1
EFEMP2
SLC9A6
NMUR2
CST7
HOXD1
C2orf76
CPNE2
ZNF530
ZNF23
PKD1L2
AC007405.2
LYRM5
PCYT2
ABCA1
ARMS2
PPP5C
TMEM65
SYNGR3
GREM1
GCH1
RFX6
RABGAP1L
MRPL2
SRSF7
LRRC55
CDIP1
NOG
CCDC22
ZBTB25
WNT11
MAP4K3
ZNF133
LEPROT
SENP6
TET1
CCNJ
GCN1L1
PLSCR5
CD81
RPA3-AS1
UEVLD
MAEA
DEK
TGFBR2
FCRLB
SGK1
PKD2
SDC4
MFSD6
ZDHHC9
SLC10A4
GMFB
NPAS4
SHOX
TNFAIP1
FAM179B
KLF4
RP11-701P16.2
RAB15
GLRA1
FBN1
LPGAT1
PCDH8
C7orf73
ZNF845
SEMA6D
DTD1
CCDC69
SYDE2
TMEM70
ZNF195
OTOF
HSPB8
PALM2
E2F6
DLG4
RAP2A
NNAT
SLITRK4
HCN1
TNFRSF1A
WBP11
LRRC37A3
SEPT2
VOPP1
SMPD1 CTD-2616J11.4
CCDC19
KRT32
GUCY1A2
HOXA11
IFT27
ESM1
ZYG11B
ZNF655
TPCN2
TMED5
C10orf76
PCDHB16
DEPTOR
C19orf69
AC026202.1
CAP2
SMAD1
SYT13
FAM204A
SRSF10
C3orf70
MTRR
GABRB1
ZNF415
EPB41L2
COX17
FAM86B1
GYPE
SNX6
ABCB9
C12orf76
HOXB2
POLR3D
TCF19
HNF4G
AOC3
ZNF711
PAXBP1
ANKRD13A
FBXL5
INSIG2
BMP4
DYNC1LI2
WDFY1
TGFA
VSX1
MAPK1
ZNF654
DYRK1A
ZNF146
AC021218.2
ATG12
RNF38
DYNLT1
GOLT1A
DUS2
DEFB126
DDX19B
BTG2
MPZL3
C5orf51
KIAA1462
ADAMTS2
ODF3L2
TMED10
IFI44
SIKE1
FGF7
SAMSN1
GIPR
TRIM26
TRIM8
KCTD16
RP11-192H23.4
SMARCD1
ZMYND11
CDKN2AIP
RNF214
GATA6
NPY1R
CCNYL1
ZNF488
VEGFA
UQCR10
KCNJ2
ZNF474
HTR2A C5orf45
SNRPF
KIAA0195
HORMAD1
C2CD5
GABPA
RBAK
TIMM17A
NIPAL4
ITFG2
PHB2
KIAA0087
TBC1D22A
C15orf37
LPAR4
SEC23A
TNC
MBTD1
RAB32
TUB
FCGR2B
PIP4K2A
VSIG1
C11orf88
KCNS3
RNASE10
CCDC144NL
IL4
GALC
TGM1
C5orf47
ZNF385D
AL009178.1
VWC2L
PTGS2
PRAMEF13
UBE2D3
LRRC69
LIMA1
TIMM23
APBB1IP
ARHGAP12
NDST1
COTL1
BTG3
FGF9
C1orf52
ZNF514
TTC1
AC079354.2
PHF7
TMF1
GPAT2
SDAD1
EPB41L4A-AS2
RP11-386G21.1
TARBP2
MAN2A1
CCSAP
BACH1
OAS2
ADAMTS9
LELP1
LBH
GNE
CCDC70
PEX5
TNFAIP8L3
ZNF594
YWHAZ
SULT6B1
JARID2
URGCP
NIPBL
IL1RAPL1
GPM6A
RNF44
KPNA5
MYL1
SLC2A3
AC012215.1
MOB4
LINC00632
ZBTB16
CCL23
CDCA4
TCP10L2
CSH1
ARHGEF3
C10orf40
ZFAND6
GABRA4
ZNF286B
KAT5
RNF115
GRIK5
UNC13A
HADHB
CAAP1
SCRT1
CXorf61
EVX2
RNF103
ACTR2
SOCS1
miR-218
C9orf135
TWF1
LMNB1
CRTAM
KIAA0895
HEPN1
CTXN2
NT5C1B-RDH14
RSPO2
AIMP2
MAL
MAP3K1
DUS4L
TCF4
ADAMTS18
SOCS2
SLC35A2
TK2
E2F1
GPX8
CCDC151
MYT1L
SSR3
TNPO1
RAB22A
KCNK17
ABHD17B
UCK2
GOPC
RP3-422G23.4
HDDC2
USP28
MESP2
TMED7-TICAM2
UBXN4
H1FOO
GEMIN7
HIPK3
COL9A1
CCL7
MIXL1
C1QTNF6
OMP
AP000695.1
CCR1
ZNF813
PSMB11
ACN9
PVALB
CCDC42B
ORC4
MDGA2
DRAM1
APP
CNNM4
HOXB3
ZFX
SMAP1
HNRNPA1L2
DYRK1B
ABCA13
PCDHAC2
TPD52
PAPPA
LEPREL1
MAMSTR MYC
DGKE
C2orf69
DSG1
CTD-2228K2.5
N4BP2
ZFP82
C1QTNF9
NAA15
NDRG4
CD248
ANKAR
NUP153
PAX2
ZBTB43
RAD23B
KIAA1456
PRLHR
ZDHHC20
GABARAPL2
RP11-861L17.3
STOX2
MALL
KLF10
ALAS1
AGA
AC069547.2
APLN
SDCBP
FLG2
B2M
LARP4
DMRTA2
SLAIN1
SYCE1L
ZNF98
SCN1A
MSRB2
SQSTM1
PRDM12
UCMA
SLC17A7
HOXB5
NUDT11
HAUS8
SPPL3
NLK
ACYP1
CCDC179
MAPK13
PEF1
OAZ3
TNFAIP6
IMPG1
CNIH1
KRTAP10-11
MYCN
RAB23
COL7A1
MDM4
KCNN3
COL11A1
ASPHD1
FLOT1
GGT6
SALL1
WDR5
IDS
FAM58A
YIPF3
CNOT7
KIAA0247
GLP2R
NUP43
PIK3CA
AS3MT
ELAVL1
RNF186
CDSN
PAM
CBLN3
USP25
STATH
ZNF697
OR2H1
AQP11
ACSM4
SLC33A1
ITSN1
GLRA3
RLF
XKR4
ZNF266
TBC1D9B
SMARCA5
SLC17A9
SLC5A10
LDHA
SFXN1
miR-744
EIF4E3
AC104472.1
RCBTB1
PDXDC1
GNA13
CPEB1
RP11-180C1.1
TMEM181
CCR2
BCL2L11
FDX1
LARP7
UBE2L6
SGCE
EXOC5
miR-345
ARG1
DIRC2
TMEM213
ATP5G3
METTL7B
HPCAL4
PARD6B
C15orf53
ZFP3
CRISPLD1
PRR20C
ZNFX1
PLEKHG3
C10orf88
ENPP5
RNF7
STMN1
HSPA12A
ZNF131
ZNF319
TOB2
SRPR
RP11-1102P16.1
PDIA4
GRAMD3
ITGA11
COIL
B3GALT2
COL21A1
FAM103A1
NUMB
IFI30
METTL21A
FAM53B
PATE1
SLC8B1
ARHGEF2
CASP3
KIAA0513
ARIH1
miR-126
EPHA2
TXNL1
SOX1
GABRB2
MARCH9
KCTD20
SLC6A19
MICA
ANKS1A
GRAPL
HMGA2
CETN2
C1orf21
RPL23
PTH
TCP10
TCEAL3
RAB3IP
FAM183B
APOO
ALG10B
ZNF487
MDGA1
EGFLAM
NEU1
CSMD2
ZNF281
CXorf58
SNTB2
SREK1IP1
HOXA1
ST8SIA5
SLC11A2
LIN28A
CMKLR1
SEC61B
B3GNT5
CDK20
FAM3D
RAB11A
FAM86C1
IAPP
KRR1
ERG
KCNA1
RANGRF
PACRGL
C5orf30
CXXC4
SAMD10
PRAMEF14
MAPRE1
RP11-93B14.6
NABP1
ZNF804A
PRR20B
RGMB
MAFG
C10orf107
ZBTB7A
CCDC85C
ZMAT3
LENG9
CASD1
PAPSS2
ALS2
NECAP1
SLN
miR-378a
CNEP1R1
miR-2278
GNG5
FNIP1
COL4A4
ARHGEF38
VPS26B
TDG
GPR132
DCBLD2
S1PR3
ZNF791
TMEM145
HOXC8
ZNF83
KIAA1430
FBXL2
ACTG1
SPRY3
ST6GAL2
LRRC8B
AL441883.1
MOCS1
HOXA3
TP53INP1
ANLN
UBE2E2
DGCR2
miR-636
CNOT6L
AL161915.1
WNT7A
AC024940.1
CD84
CPOX
LRRC58
BHLHE40
DGKH
ZNF283
TMEM51
TTC28
ROGDI
SZT2
BEND6
AC002472.13
LRIG1
CYB5D1
PTPN13
PLCL2
KRTAP4-8
CAMK2N1
microRNAによる転写後遺伝⼦発現制御
ネットワーク
ヒトの遺伝⼦
ヒトのmicroRNA
約20,000
約2,000
1つのmicroRNAは
複数の遺伝⼦を
同時に制御する
1つの遺伝⼦は
複数のmicroRNAに
同時に制御される
・
・
microRNAと遺伝⼦は
ネットワークを形成する
・
特定のmicroRNAの発現変動は
遺伝⼦発現ネットワークを
異なる状態へ移⾏させる
コロナ渦での研究者間コミュニケーション
ナイスな例︓
ウイルス学若⼿研究集会2020(2020年12⽉@zoom)
ENCODE3勉強会(2020年8⽉@zoom)
〜オンラインでも新規ネットワークは形成できる(ただし部分的)〜
ウイルス学若⼿研究集会2020(2020年12⽉@zoom)
〜オンライン若⼿の会〜
Small RNA-directed immunity
Source Target
RNA
vs
Target
Function
siRNA
Exogenous
viral RNA
Exogenous
viral RNA
1 vs 1 Cleavage of viral RNA
microRNA
Endogenous
genome
Endogenous
gene
Network
Regulation of
gene expression
(adaptation to antiviral
state)
piRNA
Endogenous
viral element
Exogenous
viral RNA
1 vs 1 Cleavage of viral RNA
~ Small RNA駆動型免疫 ~
Antiviral mammalian immunity
directed by microRNAs
Saitama University
Tomoko Takahashi
201218-19 Virus-Wakate meeting 2020
@Zoom
@tomokotakahas
ENCODE3勉強会(2020年8⽉@zoom)
〜オンラインジャーナルクラブ〜
ARTICLE
Regulation of RNA editing by RNA-binding proteins
in human cells
Giovanni Quinones-Valdez 1, Stephen S. Tran2, Hyun-Ik Jun3, Jae Hoon Bahn3, Ei-Wen Yang3, Lijun Zhan4,
Anneke Brümmer3, Xintao Wei4, Eric L. Van Nostrand5,6, Gabriel A. Pratt5,6,7, Gene W. Yeo5,6,7,
Brenton R. Graveley4 & Xinshu Xiao 1,2,3,8,9
Adenosine-to-inosine (A-to-I) editing, mediated by the ADAR enzymes, diversifies the
transcriptome by altering RNA sequences. Recent studies reported global changes in RNA
editing in disease and development. Such widespread editing variations necessitate an
improved understanding of the regulatory mechanisms of RNA editing. Here, we study the
roles of >200 RNA-binding proteins (RBPs) in mediating RNA editing in two human cell lines.
Using RNA-sequencing and global protein-RNA binding data, we identify a number of RBPs as
key regulators of A-to-I editing. These RBPs, such as TDP-43, DROSHA, NF45/90 and Ro60,
mediate editing through various mechanisms including regulation of ADAR1 expression,
interaction with ADAR1, and binding to Alu elements. We highlight that editing regulation by
Ro60 is consistent with the global up-regulation of RNA editing in systemic lupus erythe-
matosus. Additionally, most key editing regulators act in a cell type-specific manner. Toge-
ther, our work provides insights for the regulatory mechanisms of RNA editing.
https://doi.org/10.1038/s42003-018-0271-8 OPEN
1234567890():,;
ARTICLE
Regulation of RNA editing by RNA-binding proteins
in human cells
Giovanni Quinones-Valdez 1, Stephen S. Tran2, Hyun-Ik Jun3, Jae Hoon Bahn3, Ei-Wen Yang3, Lijun Zhan4,
Anneke Brümmer3, Xintao Wei4, Eric L. Van Nostrand5,6, Gabriel A. Pratt5,6,7, Gene W. Yeo5,6,7,
Brenton R. Graveley4 & Xinshu Xiao 1,2,3,8,9
Adenosine-to-inosine (A-to-I) editing, mediated by the ADAR enzymes, diversifies the
transcriptome by altering RNA sequences. Recent studies reported global changes in RNA
editing in disease and development. Such widespread editing variations necessitate an
improved understanding of the regulatory mechanisms of RNA editing. Here, we study the
roles of >200 RNA-binding proteins (RBPs) in mediating RNA editing in two human cell lines.
Using RNA-sequencing and global protein-RNA binding data, we identify a number of RBPs as
key regulators of A-to-I editing. These RBPs, such as TDP-43, DROSHA, NF45/90 and Ro60,
mediate editing through various mechanisms including regulation of ADAR1 expression,
interaction with ADAR1, and binding to Alu elements. We highlight that editing regulation by
Ro60 is consistent with the global up-regulation of RNA editing in systemic lupus erythe-
matosus. Additionally, most key editing regulators act in a cell type-specific manner. Toge-
ther, our work provides insights for the regulatory mechanisms of RNA editing.
https://doi.org/10.1038/s42003-018-0271-8 OPEN
1 Department of Bioengineering, University of California Los Angeles, Los Angeles, CA 90095, USA. 2 Bioinformatics Interdepartmental Program, University of
California Los Angeles, Los Angeles, CA 90095, USA. 3 Department of Integrative Biology and Physiology, University of California Los Angeles, Los Angeles,
CA 90095, USA. 4 Department of Genetics and Genome Sciences, Institute for Systems Genomics, UConn Health, Farmington, CT 06030, USA.
5 Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA 92093, USA. 6 Institute for Genomic Medicine, University of
California San Diego, La Jolla, CA 92093, USA. 7 Bioinformatics and Systems Biology Graduate Program, University of California San Diego, La Jolla, CA
92093, USA. 8 Molecular Biology Institute, University of California Los Angeles, Los Angeles, CA 90095, USA. 9 Institute for Quantitative and Computational
Biology, University of California Los Angeles, Los Angeles, CA 90095, USA. Correspondence and requests for materials should be addressed to
X.X. (email: gxxiao@ucla.edu)
COMMUNICATIONS BIOLOGY | (2019)2:19 | https://doi.org/10.1038/s42003-018-0271-8 | www.nature.com/commsbio 1
1234567890():,;
of editing levels upon knockdown were obtained. Pairs of RBPs with less than 20
total shared differentially edited sites were not considered (thus with no links in the
plot). Then, we obtained the number (t) of shared testable sites in the datasets of
the two RBPs. The ratios n1/t and n2/t were then calculated, where n2/t was
reported as -n2/t to represent the opposite directions in editing changes. The final
overlap scores are defined as the Z-score of these ratios across all RBP pairs for
each cell line.
Global direction of editing regulation. We tested whether there exists a sig-
nificant bias in the direction of editing changes (higher or lower relative to con-
trols) caused by the knockdown of an RBP using a bootstrap sampling approach
(Figs. 2, 3, and 5). For each RBP-knockdown sample, we obtained the total number
of differentially edited sites (n) and the fraction of these differentially edited sites
with increased editing level upon knockdown (r). We then randomly sampled n
sites from all testable sites of the same RBP-knockdown dataset and calculated
a similar fraction ðr"
i Þ. We repeated this random sampling process 100,000 times
to obtain an empirical distribution of the ratios: r"
¼ r"
1 ; r"
2 ; ¼ ; r"
100;000. The z-
score of r was therefore defined as z ¼ r%b
r"
σr"
where b
r" and σr" were the mean and
standard deviation of r*, respectively. Finally, the empirical p value of r was cal-
culated by comparing to r*.
For TARDBP (Fig. 2c), we additionally tested the significance of change in the
global editing levels for all testable sites. We performed a similar test as described
above, but by randomly sampling sites from all testable sites of all RBP knockdown
datasets in the same batch as TARDBP.
WGCNA clustering. To examine whether subsets of RBPs function similarly in
regulating RNA editing, we carried out a clustering analysis of RBPs using the
Weighted Gene Co-expression Network Analysis58. This method finds networks
(modules) of nodes based on their topological overlap. For each cell line, the nodes
of the WGNCA network consisted of all the RBPs with knockdown data. The edge
scores between the nodes (i.e., RBPs) were calculated using pairwise correlation
(bicorrelation as recommended by WGCNA) between their differential editing
levels between knockdown and controls. We employed WGCNA to create signed
networks, which required a soft threshold of 12 to satisfy scale-free topology36.
Modules in the resulting dendrograms were then examined manually (Supple-
mentary Fig. 6).
eCLIP-seq analysis. eCLIP-seq data of 126 and 109 RBPs in K562 and HepG2
cells, respectively, were adapter-trimmed and de-multiplexed59. For each RBP, we
obtained eCLIP-seq data from two biological replicates and one size-matched input
control59.
To accommodate potential Alu-binding proteins whose eCLIP reads may not
align uniquely, the eCLIP data were analyzed using a step-wise mapping
procedure38. Specifically, the reads were aligned to rRNA sequences first. This step
helps to control for spurious artifacts possibly caused by reads derived from rRNA.
Those that did not align to rRNAs were retained and aligned to the Alu sequences
located in RefSeq genes. This step allows up to 100 multiple alignments per read,
maximizing the number of reads that map to Alu elements. Subsequently, reads
that did not map to Alu sequences were aligned to the human genome (hg19),
where only uniquely-mapped reads were retained. All the alignments were
performed by the STAR aligner60 with ENCODE standard parameters (as specified
in the STAR manual). All alignments were required to be end-to-end without soft-
clipping. eCLIP peaks were called using a Poisson model38 by requiring a
Bonferroni-corrected p value cutoff of 0.01.
Next, we examined whether the distance between differentially edited sites upon
an RBP knockdown and the eCLIP peaks of the RBP is significantly closer than
expected by chance. For each differentially edited site, we calculated its distance to
the closest eCLIP peak within the same gene. differentially edited sites in genes that
do not have an eCLIP peak were discarded. As control sites, we used known editing
sites from the REDIportal database7 that satisfy the following: ≥15 combined total
read coverage from the two replicates; located in the same gene as the differentially
edited site; not identified with edited reads in any dataset of our study. For ADAR1,
we used non-REDIportal A’s as random controls, instead of known editing sites.
For each RBP, we randomly selected the same number of control sites as that of
differentially edited sites and calculated the distance between a control site and the
closet eCLIP peak within the same gene. We repeated this process 200 times to
generate 200 sets of controls. The distances of each set of controls to eCLIP peaks
were visualized via empirical cumulated distribution function (eCDF), similarly for
the distances of the actual differentially edited sites to eCLIP peaks. Next, we
calculated the area under the curve (AUC) of each distance eCDF and compared
the AUC corresponding to differentially edited sites and those resulted from the
200 sets of control sites. It is expected that smaller distances lead to larger AUCs.
Thus, to determine whether the differentially edited sites were significantly closer
Directional agreement score. For each pair of RBPs tested in the same cell line,
we took the union of their associated differentially edited sites and further retained
only those sites that are testable in both RBP knockdown datasets. Testable sites
were defined as those with ≥5 total reads per replicate, and with ≥10% editing level
in either knockdown or control. Using these editing sites, we asked whether the
directions of editing changes upon knockdown of the two RBPs are concordant by
calculating the directional agreement score. Specifically, for each of the above
differentially edited site, we labeled it as + or − if its change in editing level upon
RBP knockdown is a positive or a negative value, respectively. For sites with the
same label for both RBPs, a +1 agreement score was assigned. Otherwise, a score of
−1 was given. If the editing site is differentially edited in only one of the two RBP
knockdowns, a score 0 was given. The final directional agreement score of a pair of
RBPs is defined as the average value of the score of each included editing site in this
analysis.
The directional agreement score of the same RBP between K562 and HepG2
was calculated similarly.
Co-immunoprecipitation. Cells were maintained with DMEM supplemented with
10% FBS and 100 U mL−1 penicillin/streptomycin at 37 °C and 5% CO2. Ten
million cells were collected and lysed in 1 mL non-denaturing lysis buffer at pH 8.0,
containing 20 mM Tris-HCl, 125 mM NaCl, 1% NP-40, and 2 mM EDTA sup-
plemented with complete protease inhibitor cocktail. Extracted proteins were
incubated overnight with DROSHA antibody (Bethyl Laboratories, A301-886A) at
4 °C; precipitation of the immune complexes was performed with Dynabeads
Protein G (Thermo Fisher Scientific, 1003D) for 4 h at 4 °C, according to the
manufacturer’s instructions. After immunoprecipitation, the beads were washed
three times with the lysis buffer at 4 °C and eluted from the Dynabeads using elute
buffer (0.2 M glycine, at pH 2.8). Twenty microliters were loaded onto the gel and
the samples were processed by SDS-polyacrylamide gel electrophoresis (SDS-
PAGE) and analyzed by Western blot. The following antibodies were used for the
Western blots: ADAR1 antibody (Santa Cruz, sc-73408) and DROSHA antibody
(Bethyl Laboratories, A301-886A). The HRP-linked secondary antibodies were
used and the blots were visualized with the ECL kit (GE, RPN2232).
Constructs, transfection, luciferase reporter assay. TDP-43 ChIP peak regions
were cloned into a firefly luciferase reporter pGL3 vectors (Promega). The pSV40-
Renilla vector (Promega) encoding the Renilla luciferase reporter gene Rluc
(Renilla reniformis) was used for transfection efficiency. Transfections were per-
formed with the use of Lipofectamine 3000 (Invitrogen). HepG2 cells were seeded
into 12 well plates at a density of 2.0 × 105 cells per well the day before transfection.
For each well of cells 1.0 μg of the pGL3 constructs were co-transfected with 0.1 μg
of the pSV40-Renilla vectors. The transfected cells were collected after 48 h.
Luciferase activities were measured with the Dual-Luciferase Reporter Assay Sys-
tem (Promega, E1910). To normalize for transfection efficiency, the reporter
activity was expressed as the ratio of firefly activity to renilla activity. For each
construct, three independent experiments were performed in triplicate.
Code availability. Scripts for differential editing analysis (and related results) are
available at https://github.com/gxiaolab/RNA_editing/tree/master/RBP_regulation.
Data availability
All data sets used in this study can be obtained from the ENCODE project website
at http://www.encodeproject.org. We used shRNA RNA-Seq and eCLIP-Seq
datasets in HepG2 and K562 cells with release dates between October 2014 and
January 2017. The data underlying the main figures are available in Supplementary
Data 1.
Received: 2 July 2018 Accepted: 13 December 2018
References
1. Axel, B., Anita, M. & Stefan, B. RNA editing. FEMS Microbiol. Rev. 23,
297–316 (1999).
2. Shaw, J. M., Feagin, J. E., Stuart, K. & Simpson, L. Editing of kinetoplastid
mitochondrial mRNAs by uridine addition and deletion generates conserved
amino acid sequences and AUG initiation codons. Cell 53, 401–411 (1988).
3. Nishikura, K. A-to-I editing of coding and non-coding RNAs by ADARs. Nat.
Rev. Mol. Cell Biol. 17, 83–96 (2016).
4. Bentley, D. L. Coupling mRNA processing with transcription in time and
space. Nat. Rev. Genet. 15, 163–175 (2014).
5. Esther Hsiao, Y.-H. et al. RNA editing in nascent RNA affects pre-mRNA
ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-018-0271-8
埼玉大学 理・分子生物
高橋朋子
200822 ENCODE3勉強会@zoom
専⾨分野 209件の回答
ウイルス学若⼿ネットワークによる統計
ウイルス学の
研究集会に
ウイルス学を
専⾨としない⼈が
多く参加している
オンラインだからこそ①︓普段は参加しない学会に
参加できる
→ 他分野の⼈の話を聞ける
話を聞いてもらえる
職位/学年 205件の回答
⼤学教員
学⽣
(博⼠)
ポスドク
学⽣
(修⼠)
学⽣
(学部⽣)
その他
オンラインだからこそ②︓誰がいるのかわからない
専⾨分野 209件の回答
ウイルス学若⼿ネットワークによる統計
職位/学年 205件の回答
⼤学教員
学⽣
(博⼠)
ポスドク
学⽣
(修⼠)
学⽣
(学部⽣)
その他
ウイルス学の
研究集会に
ウイルス学を
専⾨としない⼈が
多く参加している
ウイルス学若⼿研究集会2020も
ENCODE3勉強会も
参加登録約200⼈
→ 誰に向かって発表したんだろう...?
想定外の⼈に発表を聞かれる
ウイルス学若⼿研究集会2020はslack
→ ちゃんと考えてから質問できる
ちゃんと考えてから答えられる
ENCODE3勉強会はtwitter
オンラインだからこそ③︓Q&Aはとても明確
発表終了後もオンライン上でやりとりが続く
ウイルス学若⼿研究集会2020はslack ENCODE3勉強会はtwitter
→ 明確で、やわらかい⾔葉
オンラインだからこそ④︓書いたこと以上の情報は
伝わらない
相⼿/⾃分の“ごきげん”は伝わらない
〜まとめ〜
コロナ渦での研究者間コミュニケーション
・ 気軽に連絡する習慣があれば、新規ネットワーク形成は可能
ある程度は
・ ヒトとヒトの繋がりが“⾒えない”
発表しない/発⾔しないと “⾒えない” ので
⾃分が“なにもの”なのか⾃ら述べる(発表をするべき)
・ 直接会いたい⼈がいっぱいいる(早く会えたらいいのに...)

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