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: SOCS5

Gene summary for SOCS5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOCS5

Gene ID

9655

Gene namesuppressor of cytokine signaling 5
Gene AliasCIS6
Cytomap2p21
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

O75159


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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
9655SOCS5male-WTAHumanThyroidPTC8.10e-122.31e-020.1037
9655SOCS5PTC01HumanThyroidPTC9.00e-04-6.65e-040.1899
9655SOCS5PTC04HumanThyroidPTC1.09e-086.86e-020.1927
9655SOCS5PTC05HumanThyroidPTC2.21e-071.70e-010.2065
9655SOCS5PTC06HumanThyroidPTC3.89e-131.02e-010.2057
9655SOCS5PTC07HumanThyroidPTC1.33e-151.41e-010.2044
9655SOCS5ATC12HumanThyroidATC3.23e-183.26e-010.34
9655SOCS5ATC13HumanThyroidATC3.99e-245.94e-010.34
9655SOCS5ATC2HumanThyroidATC5.71e-074.76e-010.34
9655SOCS5ATC4HumanThyroidATC1.26e-174.27e-010.34
9655SOCS5ATC5HumanThyroidATC4.26e-376.49e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:004232634ThyroidATCnegative regulation of phosphorylation203/6293385/187235.30e-153.53e-13203
GO:005134834ThyroidATCnegative regulation of transferase activity144/6293268/187237.63e-122.91e-10144
GO:000646925ThyroidATCnegative regulation of protein kinase activity114/6293212/187231.06e-092.69e-08114
GO:003367325ThyroidATCnegative regulation of kinase activity122/6293237/187239.19e-091.94e-07122
GO:0038127111ThyroidATCERBB signaling pathway71/6293121/187231.31e-082.69e-0771
GO:0007173111ThyroidATCepidermal growth factor receptor signaling pathway63/6293108/187231.15e-071.92e-0663
GO:0045785210ThyroidATCpositive regulation of cell adhesion194/6293437/187231.40e-061.75e-05194
GO:004205916ThyroidATCnegative regulation of epidermal growth factor receptor signaling pathway21/629328/187238.94e-068.95e-0521
GO:190118515ThyroidATCnegative regulation of ERBB signaling pathway23/629332/187231.09e-051.07e-0423
GO:190118415ThyroidATCregulation of ERBB signaling pathway45/629379/187231.68e-051.55e-0445
GO:004205814ThyroidATCregulation of epidermal growth factor receptor signaling pathway42/629373/187232.29e-052.02e-0442
GO:003440512ThyroidATCresponse to fluid shear stress24/629335/187232.49e-052.16e-0424
GO:006109913ThyroidATCnegative regulation of protein tyrosine kinase activity20/629331/187234.20e-042.51e-0320
GO:000717613ThyroidATCregulation of epidermal growth factor-activated receptor activity19/629330/187238.20e-044.52e-0319
GO:005073211ThyroidATCnegative regulation of peptidyl-tyrosine phosphorylation32/629359/187238.74e-044.72e-0332
GO:006109712ThyroidATCregulation of protein tyrosine kinase activity45/629390/187239.39e-045.04e-0345
GO:001821211ThyroidATCpeptidyl-tyrosine modification156/6293378/187231.01e-035.36e-03156
GO:000716225ThyroidATCnegative regulation of cell adhesion127/6293303/187231.45e-037.47e-03127
GO:00181086ThyroidATCpeptidyl-tyrosine phosphorylation153/6293375/187231.96e-039.48e-03153
GO:007149811ThyroidATCcellular response to fluid shear stress14/629321/187231.99e-039.54e-0314
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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
SOCS5SNVMissense_Mutationc.224N>Ap.Ser75Tyrp.S75YO75159protein_codingtolerated_low_confidence(0.1)benign(0.009)TCGA-B6-A0WX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SOCS5SNVMissense_Mutationrs757917355c.573N>Cp.Met191Ilep.M191IO75159protein_codingtolerated(1)benign(0)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SOCS5SNVMissense_Mutationrs776060821c.529C>Gp.Leu177Valp.L177VO75159protein_codingtolerated(0.06)possibly_damaging(0.493)TCGA-VS-A9UV-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownPD
SOCS5SNVMissense_Mutationc.1059N>Tp.Arg353Serp.R353SO75159protein_codingtolerated(0.76)benign(0.003)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SOCS5SNVMissense_Mutationc.463N>Tp.Arg155Cysp.R155CO75159protein_codingtolerated(0.06)probably_damaging(0.996)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SOCS5SNVMissense_Mutationrs373780921c.472G>Ap.Val158Ilep.V158IO75159protein_codingtolerated(0.29)benign(0.003)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
SOCS5SNVMissense_Mutationc.408N>Tp.Leu136Phep.L136FO75159protein_codingtolerated(0.26)benign(0.005)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SOCS5SNVMissense_Mutationnovelc.1576N>Tp.Arg526Cysp.R526CO75159protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SOCS5SNVMissense_Mutationc.961N>Gp.Asn321Aspp.N321DO75159protein_codingtolerated(1)benign(0)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SOCS5SNVMissense_Mutationc.131A>Gp.Asn44Serp.N44SO75159protein_codingtolerated_low_confidence(0.99)benign(0)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
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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
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