Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: JUN

Gene summary for JUN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

JUN

Gene ID

3725

Gene nameJun proto-oncogene, AP-1 transcription factor subunit
Gene AliasAP-1
Cytomap1p32.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P05412


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
3725JUNGSM4909277HumanBreastPrecancer7.18e-035.72e-010.0177
3725JUNGSM4909280HumanBreastPrecancer2.42e-044.64e-010.0305
3725JUNGSM4909281HumanBreastIDC3.67e-06-3.81e-010.21
3725JUNGSM4909286HumanBreastIDC5.17e-21-5.96e-010.1081
3725JUNGSM4909290HumanBreastIDC3.50e-16-7.48e-010.2096
3725JUNGSM4909294HumanBreastIDC1.12e-18-5.17e-010.2022
3725JUNGSM4909296HumanBreastIDC9.17e-04-2.38e-010.1524
3725JUNGSM4909297HumanBreastIDC2.57e-192.40e-010.1517
3725JUNGSM4909299HumanBreastIDC7.60e-133.53e-010.035
3725JUNGSM4909300HumanBreastIDC1.92e-053.85e-010.0334
3725JUNGSM4909301HumanBreastIDC1.41e-021.86e-010.1577
3725JUNGSM4909304HumanBreastIDC9.85e-05-3.51e-010.1636
3725JUNGSM4909305HumanBreastIDC3.00e-123.98e-010.0436
3725JUNGSM4909307HumanBreastIDC2.30e-07-4.23e-010.1569
3725JUNGSM4909311HumanBreastIDC2.02e-23-1.01e-010.1534
3725JUNGSM4909312HumanBreastIDC3.80e-204.05e-010.1552
3725JUNGSM4909315HumanBreastIDC4.47e-14-4.67e-010.21
3725JUNGSM4909316HumanBreastIDC7.19e-11-8.51e-010.21
3725JUNGSM4909317HumanBreastIDC6.03e-123.80e-010.1355
3725JUNGSM4909319HumanBreastIDC1.13e-325.91e-020.1563
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
GCThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
LungThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00621979BreastPrecancercellular response to chemical stress51/1080337/187232.40e-102.34e-0851
GO:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:00003029BreastPrecancerresponse to reactive oxygen species38/1080222/187231.47e-091.23e-0738
GO:00709979BreastPrecancerneuron death50/1080361/187237.75e-095.70e-0750
GO:00514029BreastPrecancerneuron apoptotic process38/1080246/187232.68e-081.75e-0638
GO:00345999BreastPrecancercellular response to oxidative stress42/1080288/187232.78e-081.79e-0642
GO:00444039BreastPrecancerbiological process involved in symbiotic interaction42/1080290/187233.40e-082.11e-0642
GO:00086378BreastPrecancerapoptotic mitochondrial changes23/1080107/187233.44e-082.12e-0623
GO:00349769BreastPrecancerresponse to endoplasmic reticulum stress38/1080256/187237.89e-084.60e-0638
GO:00425429BreastPrecancerresponse to hydrogen peroxide26/1080146/187232.52e-071.26e-0526
GO:00100389BreastPrecancerresponse to metal ion47/1080373/187233.88e-071.79e-0547
GO:00511019BreastPrecancerregulation of DNA binding22/1080118/187239.28e-073.71e-0522
GO:19012149BreastPrecancerregulation of neuron death41/1080319/187231.27e-064.80e-0541
GO:00435237BreastPrecancerregulation of neuron apoptotic process31/1080212/187231.69e-066.08e-0531
GO:00075653BreastPrecancerfemale pregnancy29/1080193/187232.07e-067.31e-0529
GO:00510989BreastPrecancerregulation of binding44/1080363/187232.59e-068.65e-0544
GO:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:00300999BreastPrecancermyeloid cell differentiation45/1080381/187234.00e-061.25e-0445
GO:00018367BreastPrecancerrelease of cytochrome c from mitochondria14/108059/187234.80e-061.47e-0414
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520334Oral cavityLPViral carcinogenesis90/2418204/84651.20e-061.38e-058.89e-0690
hsa0421036Oral cavityLPApoptosis65/2418136/84651.33e-061.48e-059.53e-0665
hsa0513038Oral cavityLPPathogenic Escherichia coli infection87/2418197/84651.71e-061.78e-051.15e-0587
hsa0517037Oral cavityLPHuman immunodeficiency virus 1 infection92/2418212/84652.18e-062.20e-051.42e-0592
hsa0541838Oral cavityLPFluid shear stress and atherosclerosis65/2418139/84653.42e-063.26e-052.10e-0565
hsa0513138Oral cavityLPShigellosis103/2418247/84654.98e-064.14e-052.67e-05103
hsa0512034Oral cavityLPEpithelial cell signaling in Helicobacter pylori infection38/241870/84655.17e-064.20e-052.71e-0538
hsa0516737Oral cavityLPKaposi sarcoma-associated herpesvirus infection84/2418194/84656.66e-065.16e-053.33e-0584
hsa0465733Oral cavityLPIL-17 signaling pathway47/241894/84658.45e-066.25e-054.03e-0547
hsa0413737Oral cavityLPMitophagy - animal38/241872/84651.24e-058.63e-055.57e-0538
hsa0521036Oral cavityLPColorectal cancer41/241886/84651.25e-047.56e-044.87e-0441
hsa0513535Oral cavityLPYersinia infection59/2418137/84651.81e-041.04e-036.71e-0459
hsa0516231Oral cavityLPMeasles59/2418139/84652.90e-041.60e-031.03e-0359
hsa0541738Oral cavityLPLipid and atherosclerosis84/2418215/84655.02e-042.61e-031.68e-0384
hsa0466832Oral cavityLPTNF signaling pathway49/2418114/84656.51e-043.29e-032.12e-0349
hsa0516131Oral cavityLPHepatitis B65/2418162/84659.31e-044.43e-032.86e-0365
hsa0462131Oral cavityLPNOD-like receptor signaling pathway73/2418186/84659.80e-044.53e-032.92e-0373
hsa0462531Oral cavityLPC-type lectin receptor signaling pathway43/2418104/84653.33e-031.41e-029.06e-0343
hsa0521135Oral cavityLPRenal cell carcinoma30/241869/84655.60e-032.25e-021.45e-0230
hsa0513332Oral cavityLPPertussis32/241876/84657.65e-032.93e-021.89e-0232
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
JUNMLUMBreastDCISDUSP1,JUNB,MALAT1, etc.6.42e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
JUNCD4TNCervixCCHSPA1B,DNAJB1,HSPA1A, etc.1.26e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
JUNCD8TEFFCervixCCHSPA1B,DNAJB1,HSPA1A, etc.8.34e-02The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
JUNTFHCervixCCHSPA1B,DNAJB1,HSPA1A, etc.6.17e-02The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
JUNCD8TEXPLiverCirrhoticHSPA1A,HSPA1B,HSPB1, etc.1.35e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
JUNCD8TCMPancreasPDACDNAJB1,HSPA1B,ID2, etc.2.45e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
JUNSNVMissense_Mutationc.334G>Ap.Glu112Lysp.E112KP05412protein_codingdeleterious(0.01)probably_damaging(0.959)TCGA-D8-A1JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
JUNinsertionIn_Frame_Insnovelc.862_863insGGGGCAACGp.Lys288delinsArgGlyAsnGlup.K288delinsRGNEP05412protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
JUNSNVMissense_Mutationnovelc.659N>Gp.Pro220Argp.P220RP05412protein_codingdeleterious(0)probably_damaging(0.977)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
JUNSNVMissense_Mutationc.635N>Tp.Pro212Leup.P212LP05412protein_codingtolerated(0.3)benign(0.096)TCGA-A6-5657-01Colorectumcolon adenocarcinomaMale>=65III/IVAncillaryleucovorinSD
JUNSNVMissense_Mutationc.350N>Ap.Ala117Aspp.A117DP05412protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
JUNSNVMissense_Mutationnovelc.788G>Ap.Arg263Hisp.R263HP05412protein_codingdeleterious(0)probably_damaging(0.999)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
JUNinsertionFrame_Shift_Insnovelc.769dupAp.Arg257LysfsTer53p.R257Kfs*53P05412protein_codingTCGA-CM-6172-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
JUNinsertionFrame_Shift_Insnovelc.198_199insTp.Gly67TrpfsTer40p.G67Wfs*40P05412protein_codingTCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
JUNSNVMissense_Mutationc.870N>Tp.Gln290Hisp.Q290HP05412protein_codingdeleterious(0.02)possibly_damaging(0.599)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
JUNSNVMissense_Mutationnovelc.296N>Ap.Cys99Tyrp.C99YP05412protein_codingtolerated(1)benign(0.012)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
3725JUNCLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDINGDIPHENHYDRAMINE HYDROCHLORIDEDIPHENHYDRAMINE HYDROCHLORIDE
3725JUNCLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDINGCOLCHICINECOLCHICINE
3725JUNCLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDINGCIPROFIBRATECIPROFIBRATE16680159
3725JUNCLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDINGVINBLASTINE SULFATEVINBLASTINE SULFATE
3725JUNCLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDINGPATULINPATULIN16680159
3725JUNCLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDINGALPHA-DIFLUOROMETHYLORNITHINE9950818
3725JUNCLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDINGMETHIMAZOLEMETHIMAZOLE
3725JUNCLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDINGDFMO9950818
3725JUNCLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDING2-MERCAPTOPYRIMIDINE2-MERCAPTOPYRIMIDINE
3725JUNCLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, TUMOR SUPPRESSOR, TRANSCRIPTION FACTOR COMPLEX, TRANSCRIPTION FACTOR BINDINGSODIUM SELENITESODIUM SELENITE
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