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: SOCS1

Gene summary for SOCS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOCS1

Gene ID

8651

Gene namesuppressor of cytokine signaling 1
Gene AliasAISIMD
Cytomap16p13.13
Gene Typeprotein-coding
GO ID

GO:0001101

UniProtAcc

O15524


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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
8651SOCS1HSIL_HPV_2HumanCervixHSIL_HPV5.25e-12-4.36e-010.0208
8651SOCS1CCI_1HumanCervixCC2.11e-03-5.07e-010.528
8651SOCS1CCI_3HumanCervixCC3.48e-02-4.75e-010.516
8651SOCS1CCII_1HumanCervixCC6.78e-08-5.07e-010.3249
8651SOCS1TumorHumanCervixCC2.18e-05-3.40e-010.1241
8651SOCS1sample3HumanCervixCC2.38e-05-2.86e-010.1387
8651SOCS1H2HumanCervixHSIL_HPV2.42e-06-3.73e-010.0632
8651SOCS1L1HumanCervixCC2.31e-06-4.93e-010.0802
8651SOCS1T3HumanCervixCC2.02e-04-3.06e-010.1389
8651SOCS1LZE20THumanEsophagusESCC2.84e-147.87e-010.0662
8651SOCS1LZE22THumanEsophagusESCC5.53e-047.45e-010.068
8651SOCS1LZE24THumanEsophagusESCC1.18e-125.14e-010.0596
8651SOCS1LZE21THumanEsophagusESCC1.72e-069.04e-010.0655
8651SOCS1P1T-EHumanEsophagusESCC1.43e-151.70e+000.0875
8651SOCS1P2T-EHumanEsophagusESCC2.54e-851.65e+000.1177
8651SOCS1P4T-EHumanEsophagusESCC3.74e-531.54e+000.1323
8651SOCS1P5T-EHumanEsophagusESCC7.79e-401.03e+000.1327
8651SOCS1P8T-EHumanEsophagusESCC1.74e-074.17e-010.0889
8651SOCS1P9T-EHumanEsophagusESCC5.40e-165.92e-010.1131
8651SOCS1P10T-EHumanEsophagusESCC7.06e-337.21e-010.116
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0043434110Oral cavityLPresponse to peptide hormone138/4623414/187234.00e-055.87e-04138
GO:190165317Oral cavityLPcellular response to peptide122/4623359/187234.22e-056.10e-04122
GO:0001933110Oral cavityLPnegative regulation of protein phosphorylation117/4623342/187234.34e-056.22e-04117
GO:007134612Oral cavityLPcellular response to interferon-gamma48/4623118/187239.16e-051.15e-0348
GO:000195911Oral cavityLPregulation of cytokine-mediated signaling pathway58/4623150/187231.00e-041.24e-0358
GO:004508811Oral cavityLPregulation of innate immune response78/4623218/187231.57e-041.78e-0378
GO:006075911Oral cavityLPregulation of response to cytokine stimulus61/4623162/187231.61e-041.81e-0361
GO:000283112Oral cavityLPregulation of response to biotic stimulus109/4623327/187232.45e-042.60e-03109
GO:006033312Oral cavityLPinterferon-gamma-mediated signaling pathway15/462327/187235.80e-045.35e-0315
GO:003286817Oral cavityLPresponse to insulin88/4623264/187239.19e-047.82e-0388
GO:003286917Oral cavityLPcellular response to insulin stimulus70/4623203/187231.07e-038.96e-0370
GO:007137515Oral cavityLPcellular response to peptide hormone stimulus95/4623290/187231.12e-039.19e-0395
GO:0045785110Oral cavityLPpositive regulation of cell adhesion134/4623437/187232.44e-031.74e-02134
GO:004211017Oral cavityLPT cell activation146/4623487/187234.13e-032.66e-02146
GO:000110115Oral cavityLPresponse to acid chemical47/4623135/187235.29e-033.23e-0247
GO:004320013Oral cavityLPresponse to amino acid41/4623116/187236.57e-033.85e-0241
GO:000268315Oral cavityLPnegative regulation of immune system process130/4623434/187236.70e-033.90e-02130
GO:190370619Oral cavityLPregulation of hemopoiesis111/4623367/187238.48e-034.60e-02111
GO:004593625Oral cavityEOLPnegative regulation of phosphate metabolic process105/2218441/187231.05e-122.46e-10105
GO:001056325Oral cavityEOLPnegative regulation of phosphorus metabolic process105/2218442/187231.22e-122.60e-10105
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412014CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa0514514CervixCCToxoplasmosis34/1267112/84652.42e-051.82e-041.08e-0434
hsa049172CervixCCProlactin signaling pathway18/126770/84651.29e-023.87e-022.29e-0218
hsa0412015CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa0514515CervixCCToxoplasmosis34/1267112/84652.42e-051.82e-041.08e-0434
hsa0491711CervixCCProlactin signaling pathway18/126770/84651.29e-023.87e-022.29e-0218
hsa0514522CervixHSIL_HPVToxoplasmosis22/459112/84651.07e-073.14e-062.54e-0622
hsa0514532CervixHSIL_HPVToxoplasmosis22/459112/84651.07e-073.14e-062.54e-0622
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0514525EsophagusESCCToxoplasmosis76/4205112/84656.83e-052.90e-041.48e-0476
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa05145111EsophagusESCCToxoplasmosis76/4205112/84656.83e-052.90e-041.48e-0476
hsa0491014EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0491041LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
hsa0514521LiverHCCToxoplasmosis70/4020112/84659.25e-043.52e-031.96e-0370
hsa04917LiverHCCProlactin signaling pathway43/402070/84651.30e-023.19e-021.78e-0243
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0491051LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
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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
SOCS1SNVMissense_Mutationc.445G>Ap.Glu149Lysp.E149KO15524protein_codingtolerated(1)benign(0.001)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
SOCS1SNVMissense_Mutationc.467C>Tp.Ala156Valp.A156VO15524protein_codingtolerated(0.25)benign(0.042)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SOCS1deletionFrame_Shift_Delnovelc.586delNp.Leu196SerfsTer9p.L196Sfs*9O15524protein_codingTCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SOCS1SNVMissense_Mutationnovelc.581N>Cp.Ile194Thrp.I194TO15524protein_codingdeleterious(0)benign(0.143)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SOCS1SNVMissense_Mutationnovelc.601N>Tp.Arg201Cysp.R201CO15524protein_codingdeleterious(0)probably_damaging(0.939)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
SOCS1SNVMissense_Mutationnovelc.329A>Tp.Asn110Ilep.N110IO15524protein_codingdeleterious(0)probably_damaging(0.953)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SOCS1SNVMissense_Mutationnovelc.370N>Gp.Thr124Alap.T124AO15524protein_codingtolerated(0.18)possibly_damaging(0.525)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SOCS1deletionFrame_Shift_Delnovelc.594delCp.Val199SerfsTer6p.V199Sfs*6O15524protein_codingTCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
SOCS1SNVMissense_Mutationnovelc.271G>Ap.Glu91Lysp.E91KO15524protein_codingtolerated(0.47)benign(0.112)TCGA-IQ-A61H-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
SOCS1SNVMissense_Mutationc.379N>Tp.Arg127Cysp.R127CO15524protein_codingdeleterious(0)probably_damaging(1)TCGA-CG-5721-01Stomachstomach adenocarcinomaMale<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
8651SOCS1CLINICALLY ACTIONABLE, KINASEINSULININSULIN18171911
8651SOCS1CLINICALLY ACTIONABLE, KINASEIL-2ALDESLEUKIN12928391
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