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: SOCS3

Gene summary for SOCS3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOCS3

Gene ID

9021

Gene namesuppressor of cytokine signaling 3
Gene AliasATOD4
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O14543


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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
9021SOCS3AEH-subject3HumanEndometriumAEH1.08e-08-4.67e-01-0.2576
9021SOCS3AEH-subject5HumanEndometriumAEH4.06e-20-5.82e-01-0.2953
9021SOCS3EEC-subject1HumanEndometriumEEC1.20e-11-4.69e-01-0.2682
9021SOCS3EEC-subject2HumanEndometriumEEC1.61e-05-3.53e-01-0.2607
9021SOCS3EEC-subject3HumanEndometriumEEC8.19e-11-2.36e-01-0.2525
9021SOCS3EEC-subject4HumanEndometriumEEC4.03e-02-2.79e-01-0.2571
9021SOCS3EEC-subject5HumanEndometriumEEC3.66e-16-5.33e-01-0.249
9021SOCS3GSM5276934HumanEndometriumEEC3.49e-05-3.76e-01-0.0913
9021SOCS3GSM5276935HumanEndometriumEEC1.70e-16-5.70e-01-0.123
9021SOCS3GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC2.35e-09-3.70e-01-0.1869
9021SOCS3GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC4.22e-15-5.28e-01-0.1875
9021SOCS3GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.82e-14-4.89e-01-0.1883
9021SOCS3GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.50e-12-3.78e-01-0.1934
9021SOCS3GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC5.63e-15-2.74e-01-0.1917
9021SOCS3GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.96e-16-2.31e-01-0.1916
9021SOCS3LZE4THumanEsophagusESCC1.94e-05-4.36e-010.0811
9021SOCS3LZE7THumanEsophagusESCC1.83e-02-8.49e-020.0667
9021SOCS3LZE24THumanEsophagusESCC7.21e-232.27e+000.0596
9021SOCS3LZE21THumanEsophagusESCC2.17e-041.53e+000.0655
9021SOCS3LZE6THumanEsophagusESCC2.87e-04-3.98e-010.0845
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:004343422LiverHCCresponse to peptide hormone247/7958414/187239.55e-134.77e-11247
GO:001056322LiverHCCnegative regulation of phosphorus metabolic process259/7958442/187234.29e-121.92e-10259
GO:004593622LiverHCCnegative regulation of phosphate metabolic process258/7958441/187236.00e-122.60e-10258
GO:007137521LiverHCCcellular response to peptide hormone stimulus179/7958290/187232.54e-119.88e-10179
GO:004232622LiverHCCnegative regulation of phosphorylation227/7958385/187233.98e-111.52e-09227
GO:190165321LiverHCCcellular response to peptide211/7958359/187232.86e-109.63e-09211
GO:000193322LiverHCCnegative regulation of protein phosphorylation196/7958342/187231.95e-084.63e-07196
GO:00086542LiverHCCphospholipid biosynthetic process150/7958253/187234.77e-081.03e-06150
GO:00082862LiverHCCinsulin receptor signaling pathway78/7958116/187236.15e-081.29e-0678
GO:00066444LiverHCCphospholipid metabolic process214/7958383/187237.25e-081.48e-06214
GO:000170111LiverHCCin utero embryonic development204/7958367/187232.44e-074.30e-06204
GO:004648611LiverHCCglycerolipid metabolic process215/7958392/187234.54e-077.49e-06215
GO:004501711LiverHCCglycerolipid biosynthetic process143/7958252/187233.27e-064.31e-05143
GO:00066504LiverHCCglycerophospholipid metabolic process168/7958306/187237.27e-068.62e-05168
GO:004647411LiverHCCglycerophospholipid biosynthetic process121/7958211/187239.12e-061.06e-04121
GO:19000762LiverHCCregulation of cellular response to insulin stimulus43/795864/187235.73e-055.31e-0443
GO:00466261LiverHCCregulation of insulin receptor signaling pathway43/795866/187231.69e-041.34e-0343
GO:000189211LiverHCCembryonic placenta development50/795882/187235.62e-043.61e-0350
GO:000189011LiverHCCplacenta development81/7958144/187235.91e-043.75e-0381
GO:00606694LiverHCCembryonic placenta morphogenesis19/795826/187231.57e-038.23e-0319
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0493220EndometriumAEHNon-alcoholic fatty liver disease67/1197155/84655.91e-191.75e-171.28e-1767
hsa0412016EndometriumAEHUbiquitin mediated proteolysis41/1197142/84653.42e-064.27e-053.13e-0541
hsa04932110EndometriumAEHNon-alcoholic fatty liver disease67/1197155/84655.91e-191.75e-171.28e-1767
hsa0412017EndometriumAEHUbiquitin mediated proteolysis41/1197142/84653.42e-064.27e-053.13e-0541
hsa0493225EndometriumEECNon-alcoholic fatty liver disease67/1237155/84653.53e-181.06e-167.87e-1767
hsa0412023EndometriumEECUbiquitin mediated proteolysis41/1237142/84657.86e-069.58e-057.14e-0541
hsa046687EndometriumEECTNF signaling pathway27/1237114/84656.47e-033.22e-022.40e-0227
hsa0493235EndometriumEECNon-alcoholic fatty liver disease67/1237155/84653.53e-181.06e-167.87e-1767
hsa0412033EndometriumEECUbiquitin mediated proteolysis41/1237142/84657.86e-069.58e-057.14e-0541
hsa0466814EndometriumEECTNF signaling pathway27/1237114/84656.47e-033.22e-022.40e-0227
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa04932210EsophagusESCCNon-alcoholic fatty liver disease122/4205155/84655.69e-141.59e-128.14e-13122
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa051609EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa049318EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0493238EsophagusESCCNon-alcoholic fatty liver disease122/4205155/84655.69e-141.59e-128.14e-13122
hsa0466817EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
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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
∗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
SOCS3SNVMissense_Mutationrs866275313c.385N>Tp.Pro129Serp.P129SO14543protein_codingtolerated(0.35)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SOCS3SNVMissense_Mutationnovelc.22N>Ap.Pro8Thrp.P8TO14543protein_codingtolerated(0.17)benign(0.045)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SOCS3deletionFrame_Shift_Delnovelc.347_354delNNNNNNNNp.Arg116LeufsTer24p.R116Lfs*24O14543protein_codingTCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
SOCS3insertionFrame_Shift_Insnovelc.299dupGp.Ser101GlnfsTer42p.S101Qfs*42O14543protein_codingTCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SOCS3SNVMissense_Mutationc.160N>Ap.Gly54Serp.G54SO14543protein_codingtolerated(0.44)benign(0.055)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SOCS3SNVMissense_Mutationc.281N>Ap.Arg94Hisp.R94HO14543protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
SOCS3SNVMissense_Mutationc.82A>Cp.Lys28Glnp.K28QO14543protein_codingtolerated(0.15)benign(0.312)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SOCS3SNVMissense_Mutationrs780147259c.589N>Ap.Val197Ilep.V197IO14543protein_codingtolerated(0.2)possibly_damaging(0.739)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SOCS3deletionFrame_Shift_Delc.299delGp.Gly100AlafsTer79p.G100Afs*79O14543protein_codingTCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SOCS3deletionFrame_Shift_Delc.299delNp.Gly100AlafsTer79p.G100Afs*79O14543protein_codingTCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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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
9021SOCS3KINASE, CLINICALLY ACTIONABLEANTISENSE OLIGONUCLEOTIDES15939448
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