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:00450884Oral cavityOSCCregulation of innate immune response116/7305218/187231.36e-051.37e-04116
GO:002240718Oral cavityOSCCregulation of cell-cell adhesion218/7305448/187231.71e-051.68e-04218
GO:00454448Oral cavityOSCCfat cell differentiation120/7305229/187232.48e-052.32e-04120
GO:00082868Oral cavityOSCCinsulin receptor signaling pathway67/7305116/187233.23e-052.91e-0467
GO:00086543Oral cavityOSCCphospholipid biosynthetic process130/7305253/187233.96e-053.46e-04130
GO:190370618Oral cavityOSCCregulation of hemopoiesis180/7305367/187235.16e-054.30e-04180
GO:00011019Oral cavityOSCCresponse to acid chemical74/7305135/187231.38e-049.76e-0474
GO:005086315Oral cavityOSCCregulation of T cell activation161/7305329/187231.44e-041.02e-03161
GO:00192214Oral cavityOSCCcytokine-mediated signaling pathway222/7305472/187232.02e-041.35e-03222
GO:000715916Oral cavityOSCCleukocyte cell-cell adhesion178/7305371/187232.44e-041.57e-03178
GO:00300983Oral cavityOSCClymphocyte differentiation179/7305374/187232.74e-041.74e-03179
GO:00713465Oral cavityOSCCcellular response to interferon-gamma65/7305118/187232.83e-041.79e-0365
GO:00432006Oral cavityOSCCresponse to amino acid64/7305116/187232.96e-041.86e-0364
GO:190303715Oral cavityOSCCregulation of leukocyte cell-cell adhesion162/7305336/187233.39e-042.08e-03162
GO:00182123Oral cavityOSCCpeptidyl-tyrosine modification180/7305378/187233.63e-042.22e-03180
GO:000268310Oral cavityOSCCnegative regulation of immune system process204/7305434/187233.72e-042.27e-03204
GO:00712304Oral cavityOSCCcellular response to amino acid stimulus42/730571/187234.59e-042.76e-0342
GO:19021059Oral cavityOSCCregulation of leukocyte differentiation136/7305279/187235.53e-043.21e-03136
GO:00712295Oral cavityOSCCcellular response to acid chemical46/730580/187236.08e-043.44e-0346
GO:00302175Oral cavityOSCCT cell differentiation126/7305257/187236.51e-043.66e-03126
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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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