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: SOCS6

Gene summary for SOCS6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOCS6

Gene ID

9306

Gene namesuppressor of cytokine signaling 6
Gene AliasCIS-4
Cytomap18q22.2
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

A0A024R379


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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
9306SOCS6LZE7THumanEsophagusESCC7.36e-074.00e-020.0667
9306SOCS6LZE22THumanEsophagusESCC2.96e-021.35e-010.068
9306SOCS6LZE24THumanEsophagusESCC1.48e-082.59e-010.0596
9306SOCS6P1T-EHumanEsophagusESCC2.95e-048.60e-020.0875
9306SOCS6P2T-EHumanEsophagusESCC1.61e-101.41e-010.1177
9306SOCS6P4T-EHumanEsophagusESCC2.07e-071.78e-010.1323
9306SOCS6P5T-EHumanEsophagusESCC1.48e-08-3.04e-020.1327
9306SOCS6P8T-EHumanEsophagusESCC2.14e-252.80e-010.0889
9306SOCS6P9T-EHumanEsophagusESCC9.45e-138.59e-020.1131
9306SOCS6P10T-EHumanEsophagusESCC4.57e-181.52e-010.116
9306SOCS6P11T-EHumanEsophagusESCC3.14e-031.62e-010.1426
9306SOCS6P12T-EHumanEsophagusESCC7.26e-194.08e-010.1122
9306SOCS6P15T-EHumanEsophagusESCC1.80e-139.50e-020.1149
9306SOCS6P16T-EHumanEsophagusESCC1.33e-131.41e-010.1153
9306SOCS6P19T-EHumanEsophagusESCC5.47e-041.41e-010.1662
9306SOCS6P20T-EHumanEsophagusESCC1.25e-087.67e-020.1124
9306SOCS6P21T-EHumanEsophagusESCC2.62e-07-5.00e-030.1617
9306SOCS6P22T-EHumanEsophagusESCC2.01e-187.19e-020.1236
9306SOCS6P23T-EHumanEsophagusESCC6.62e-132.94e-010.108
9306SOCS6P24T-EHumanEsophagusESCC1.91e-08-3.72e-020.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
GO:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:00464864EsophagusESCCglycerolipid metabolic process211/8552392/187236.51e-043.46e-03211
GO:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:000715918EsophagusESCCleukocyte cell-cell adhesion192/8552371/187231.03e-023.51e-02192
GO:00066611EsophagusESCCphosphatidylinositol biosynthetic process73/8552131/187231.31e-024.28e-0273
GO:190303717EsophagusESCCregulation of leukocyte cell-cell adhesion174/8552336/187231.36e-024.43e-02174
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:002240718Oral cavityOSCCregulation of cell-cell adhesion218/7305448/187231.71e-051.68e-04218
GO:00086543Oral cavityOSCCphospholipid biosynthetic process130/7305253/187233.96e-053.46e-04130
GO:005086315Oral cavityOSCCregulation of T cell activation161/7305329/187231.44e-041.02e-03161
GO:000715916Oral cavityOSCCleukocyte cell-cell adhesion178/7305371/187232.44e-041.57e-03178
GO:190303715Oral cavityOSCCregulation of leukocyte cell-cell adhesion162/7305336/187233.39e-042.08e-03162
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
SOCS6SNVMissense_Mutationc.1214N>Tp.Ser405Phep.S405FO14544protein_codingdeleterious(0)probably_damaging(0.988)TCGA-A7-A2KD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
SOCS6SNVMissense_Mutationnovelc.1358N>Tp.Ser453Phep.S453FO14544protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A7-A2KD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
SOCS6SNVMissense_Mutationnovelc.115N>Tp.Asp39Tyrp.D39YO14544protein_codingdeleterious_low_confidence(0)possibly_damaging(0.621)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SOCS6SNVMissense_Mutationrs762157657c.826N>Ap.Ala276Thrp.A276TO14544protein_codingtolerated_low_confidence(0.36)benign(0.041)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SOCS6SNVMissense_Mutationrs750346315c.778N>Tp.Arg260Cysp.R260CO14544protein_codingtolerated_low_confidence(0.14)benign(0.083)TCGA-BH-A0BT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SOCS6SNVMissense_Mutationc.224N>Tp.Gly75Valp.G75VO14544protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A18F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SOCS6SNVMissense_Mutationc.1061N>Ap.Val354Aspp.V354DO14544protein_codingdeleterious(0.01)possibly_damaging(0.621)TCGA-BH-A18Q-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SOCS6SNVMissense_Mutationc.1493N>Ap.Arg498Hisp.R498HO14544protein_codingdeleterious(0.02)benign(0.035)TCGA-MU-A5YI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
SOCS6SNVMissense_Mutationc.916N>Ap.Asp306Asnp.D306NO14544protein_codingtolerated(0.08)benign(0.255)TCGA-VS-A9U7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SOCS6SNVMissense_Mutationc.1304N>Gp.His435Argp.H435RO14544protein_codingdeleterious(0)possibly_damaging(0.88)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=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
9306SOCS6NAINSULININSULIN18356406
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