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:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0043161113ThyroidPTCproteasome-mediated ubiquitin-dependent protein catabolic process254/5968412/187233.91e-364.54e-33254
GO:0009896113ThyroidPTCpositive regulation of catabolic process278/5968492/187233.35e-302.64e-27278
GO:0031331113ThyroidPTCpositive regulation of cellular catabolic process249/5968427/187235.28e-303.58e-27249
GO:0042176113ThyroidPTCregulation of protein catabolic process231/5968391/187234.76e-292.14e-26231
GO:1903362113ThyroidPTCregulation of cellular protein catabolic process162/5968255/187231.62e-255.12e-23162
GO:1903050113ThyroidPTCregulation of proteolysis involved in cellular protein catabolic process140/5968221/187234.63e-221.01e-19140
GO:0045732113ThyroidPTCpositive regulation of protein catabolic process142/5968231/187231.43e-202.38e-18142
GO:2000058113ThyroidPTCregulation of ubiquitin-dependent protein catabolic process110/5968164/187231.83e-202.97e-18110
GO:0061136113ThyroidPTCregulation of proteasomal protein catabolic process121/5968187/187232.25e-203.37e-18121
GO:0032434113ThyroidPTCregulation of proteasomal ubiquitin-dependent protein catabolic process94/5968134/187239.17e-201.23e-1794
GO:1903364113ThyroidPTCpositive regulation of cellular protein catabolic process104/5968155/187231.93e-192.39e-17104
GO:0045862113ThyroidPTCpositive regulation of proteolysis198/5968372/187236.68e-186.91e-16198
GO:1901800112ThyroidPTCpositive regulation of proteasomal protein catabolic process80/5968114/187234.80e-174.27e-1580
GO:1903052112ThyroidPTCpositive regulation of proteolysis involved in cellular protein catabolic process88/5968133/187234.30e-163.39e-1488
GO:0032436113ThyroidPTCpositive regulation of proteasomal ubiquitin-dependent protein catabolic process66/596890/187237.51e-165.64e-1466
GO:0010563113ThyroidPTCnegative regulation of phosphorus metabolic process219/5968442/187234.47e-153.07e-13219
GO:0045936113ThyroidPTCnegative regulation of phosphate metabolic process218/5968441/187237.08e-154.75e-13218
GO:2000060113ThyroidPTCpositive regulation of ubiquitin-dependent protein catabolic process73/5968107/187231.19e-147.75e-1373
GO:0001933113ThyroidPTCnegative regulation of protein phosphorylation173/5968342/187233.46e-131.75e-11173
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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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