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: SKI

Gene summary for SKI

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SKI

Gene ID

6497

Gene nameSKI proto-oncogene
Gene AliasSGS
Cytomap1p36.33-p36.32
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P12755


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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
6497SKIS016HumanLiverHCC1.99e-104.70e-010.2243
6497SKIS028HumanLiverHCC1.25e-094.61e-010.2503
6497SKIS029HumanLiverHCC6.50e-074.31e-010.2581
6497SKImale-WTAHumanThyroidPTC8.43e-363.86e-010.1037
6497SKInodule-WTAHumanThyroidgoiters1.55e-022.12e-010.0534
6497SKIPTC01HumanThyroidPTC2.22e-093.23e-020.1899
6497SKIPTC03HumanThyroidPTC5.75e-051.44e-010.1784
6497SKIPTC04HumanThyroidPTC6.52e-092.18e-010.1927
6497SKIPTC05HumanThyroidPTC2.13e-133.56e-010.2065
6497SKIPTC06HumanThyroidPTC1.14e-193.99e-010.2057
6497SKIPTC07HumanThyroidPTC2.59e-172.83e-010.2044
6497SKIATC09HumanThyroidATC1.75e-071.71e-010.2871
6497SKIATC11HumanThyroidATC1.04e-033.32e-010.3386
6497SKIATC12HumanThyroidATC3.67e-173.25e-010.34
6497SKIATC13HumanThyroidATC4.22e-365.34e-010.34
6497SKIATC1HumanThyroidATC1.85e-082.10e-010.2878
6497SKIATC2HumanThyroidATC3.11e-056.47e-010.34
6497SKIATC3HumanThyroidATC4.79e-053.52e-010.338
6497SKIATC4HumanThyroidATC1.80e-254.38e-010.34
6497SKIATC5HumanThyroidATC6.26e-365.86e-010.34
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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
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
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:009719310CervixCCintrinsic apoptotic signaling pathway85/2311288/187234.56e-156.46e-1285
GO:200123310CervixCCregulation of apoptotic signaling pathway96/2311356/187234.08e-143.05e-1196
GO:200124210CervixCCregulation of intrinsic apoptotic signaling pathway52/2311164/187235.06e-111.01e-0852
GO:20012357CervixCCpositive regulation of apoptotic signaling pathway37/2311126/187232.70e-071.12e-0537
GO:009719110CervixCCextrinsic apoptotic signaling pathway52/2311219/187232.06e-066.34e-0552
GO:004887210CervixCChomeostasis of number of cells61/2311272/187232.17e-066.55e-0561
GO:00109757CervixCCregulation of neuron projection development88/2311445/187234.26e-061.09e-0488
GO:00107206CervixCCpositive regulation of cell development64/2311298/187235.69e-061.41e-0464
GO:00313467CervixCCpositive regulation of cell projection organization72/2311353/187231.04e-052.32e-0472
GO:20012446CervixCCpositive regulation of intrinsic apoptotic signaling pathway20/231158/187231.07e-052.33e-0420
GO:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
GO:200123610CervixCCregulation of extrinsic apoptotic signaling pathway37/2311151/187232.80e-054.65e-0437
GO:00017018CervixCCin utero embryonic development71/2311367/187237.21e-051.00e-0371
GO:00074097CervixCCaxonogenesis78/2311418/187231.14e-041.43e-0378
GO:20010209CervixCCregulation of response to DNA damage stimulus46/2311219/187231.92e-042.23e-0346
GO:00071786CervixCCtransmembrane receptor protein serine/threonine kinase signaling pathway67/2311355/187232.39e-042.67e-0367
GO:00507705CervixCCregulation of axonogenesis34/2311154/187234.87e-044.76e-0334
GO:00715595CervixCCresponse to transforming growth factor beta50/2311256/187236.31e-045.91e-0350
GO:00715605CervixCCcellular response to transforming growth factor beta stimulus49/2311250/187236.55e-046.05e-0349
GO:00086309CervixCCintrinsic apoptotic signaling pathway in response to DNA damage24/231199/187237.93e-046.99e-0324
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043507EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0435014EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
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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
SKISNVMissense_Mutationnovelc.644N>Tp.Glu215Valp.E215VP12755protein_codingdeleterious(0.02)possibly_damaging(0.81)TCGA-OL-A5D6-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SKISNVMissense_Mutationc.1435N>Ap.Asp479Asnp.D479NP12755protein_codingtolerated(0.06)benign(0.011)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
SKISNVMissense_Mutationnovelc.833N>Gp.Ser278Trpp.S278WP12755protein_codingdeleterious(0)probably_damaging(0.995)TCGA-VS-A8QM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SKISNVMissense_Mutationrs752151031c.1400N>Tp.Thr467Metp.T467MP12755protein_codingtolerated(0.15)benign(0)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
SKISNVMissense_Mutationc.892G>Ap.Ala298Thrp.A298TP12755protein_codingtolerated(0.26)benign(0.027)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SKISNVMissense_Mutationc.1670A>Tp.Glu557Valp.E557VP12755protein_codingdeleterious(0)probably_damaging(0.991)TCGA-DC-4749-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SKISNVMissense_Mutationnovelc.1597N>Ap.Asp533Asnp.D533NP12755protein_codingtolerated(0.27)benign(0.059)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SKISNVMissense_Mutationnovelc.434A>Gp.Glu145Glyp.E145GP12755protein_codingdeleterious(0)possibly_damaging(0.553)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
SKISNVMissense_Mutationnovelc.1945N>Ap.Val649Metp.V649MP12755protein_codingdeleterious(0.01)benign(0.38)TCGA-AX-A2H4-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownPD
SKISNVMissense_Mutationc.477G>Tp.Glu159Aspp.E159DP12755protein_codingtolerated(0.08)benign(0.007)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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