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: TSG101

Gene summary for TSG101

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TSG101

Gene ID

7251

Gene nametumor susceptibility 101
Gene AliasTSG10
Cytomap11p15.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q99816


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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
7251TSG101HTA11_347_2000001011HumanColorectumAD3.31e-074.41e-01-0.1954
7251TSG101HTA11_83_2000001011HumanColorectumSER5.42e-032.53e-01-0.1526
7251TSG101HTA11_99999970781_79442HumanColorectumMSS2.19e-023.10e-010.294
7251TSG101A015-C-203HumanColorectumFAP2.35e-12-1.99e-01-0.1294
7251TSG101A002-C-201HumanColorectumFAP4.19e-06-2.03e-010.0324
7251TSG101A001-C-108HumanColorectumFAP5.35e-06-1.30e-01-0.0272
7251TSG101A002-C-205HumanColorectumFAP1.43e-09-2.47e-01-0.1236
7251TSG101A015-C-006HumanColorectumFAP2.48e-05-2.65e-01-0.0994
7251TSG101A002-C-114HumanColorectumFAP6.35e-07-2.64e-01-0.1561
7251TSG101A015-C-104HumanColorectumFAP1.35e-13-1.29e-01-0.1899
7251TSG101A001-C-014HumanColorectumFAP3.35e-05-1.94e-010.0135
7251TSG101A002-C-016HumanColorectumFAP5.84e-07-2.05e-010.0521
7251TSG101A015-C-002HumanColorectumFAP3.51e-04-2.47e-01-0.0763
7251TSG101A002-C-116HumanColorectumFAP8.40e-13-2.06e-01-0.0452
7251TSG101A014-C-008HumanColorectumFAP2.57e-06-2.79e-01-0.191
7251TSG101A018-E-020HumanColorectumFAP6.29e-10-2.89e-01-0.2034
7251TSG101F034HumanColorectumFAP3.28e-08-2.52e-01-0.0665
7251TSG101CRC-1-8810HumanColorectumCRC1.12e-02-1.64e-010.6257
7251TSG101LZE2THumanEsophagusESCC4.30e-033.30e-010.082
7251TSG101LZE4THumanEsophagusESCC2.04e-164.82e-010.0811
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:1903829ColorectumADpositive regulation of cellular protein localization110/3918276/187234.58e-138.44e-11110
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0038127ColorectumADERBB signaling pathway55/3918121/187231.19e-098.85e-0855
GO:1904951ColorectumADpositive regulation of establishment of protein localization112/3918319/187232.55e-091.80e-07112
GO:0007173ColorectumADepidermal growth factor receptor signaling pathway50/3918108/187233.08e-092.07e-0750
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0051222ColorectumADpositive regulation of protein transport106/3918303/187238.45e-095.08e-07106
GO:1990182ColorectumADexosomal secretion16/391820/187232.67e-081.47e-0616
GO:0097734ColorectumADextracellular exosome biogenesis16/391821/187239.02e-084.52e-0616
GO:0032984ColorectumADprotein-containing complex disassembly81/3918224/187239.41e-084.65e-0681
GO:0044403ColorectumADbiological process involved in symbiotic interaction99/3918290/187231.02e-074.93e-0699
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0051701ColorectumADbiological process involved in interaction with host73/3918203/187235.08e-071.88e-0573
GO:0140112ColorectumADextracellular vesicle biogenesis16/391823/187237.04e-072.49e-0516
GO:0048524ColorectumADpositive regulation of viral process31/391865/187231.33e-064.23e-0531
GO:1903541ColorectumADregulation of exosomal secretion13/391817/187231.46e-064.58e-0513
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa03250ColorectumMSSViral life cycle - HIV-123/187563/84656.55e-032.64e-021.62e-0223
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa032501ColorectumMSSViral life cycle - HIV-123/187563/84656.55e-032.64e-021.62e-0223
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041448ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa041449ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa032509EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0325014EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa032502LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
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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
TSG101SNVMissense_Mutationc.340N>Gp.Leu114Valp.L114VQ99816protein_codingdeleterious(0)possibly_damaging(0.755)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TSG101SNVMissense_Mutationc.391N>Gp.Met131Valp.M131VQ99816protein_codingdeleterious(0)benign(0.225)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
TSG101SNVMissense_Mutationc.1069N>Ap.Asp357Asnp.D357NQ99816protein_codingtolerated(0.06)probably_damaging(0.943)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
TSG101deletionFrame_Shift_Delnovelc.41delNp.Lys14SerfsTer7p.K14Sfs*7Q99816protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TSG101SNVMissense_Mutationnovelc.784N>Ap.Asp262Asnp.D262NQ99816protein_codingdeleterious(0)possibly_damaging(0.632)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TSG101SNVMissense_Mutationc.492G>Ap.Met164Ilep.M164IQ99816protein_codingtolerated(0.09)benign(0.001)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TSG101insertionFrame_Shift_Insnovelc.913dupAp.Met305AsnfsTer6p.M305Nfs*6Q99816protein_codingTCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TSG101insertionFrame_Shift_Insnovelc.860_861insAp.Asn287LysfsTer10p.N287Kfs*10Q99816protein_codingTCGA-AA-3972-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
TSG101SNVMissense_Mutationnovelc.62N>Ap.Thr21Asnp.T21NQ99816protein_codingdeleterious(0)possibly_damaging(0.676)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TSG101SNVMissense_Mutationnovelc.1151N>Ap.Ala384Aspp.A384DQ99816protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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
7251TSG101TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYMEFLUORANTHEN-3-YLAMINECHEMBL103583
7251TSG101TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYMENSC-66209CHEMBL175266
7251TSG101TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYMENSC-228155CHEMBL505670
7251TSG101TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYMETOPOTECAN HYDROCHLORIDETOPOTECAN HYDROCHLORIDE
7251TSG101TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYMEGNF-PF-4227CHEMBL585654
7251TSG101TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYMEDIPYRIDAMOLEDIPYRIDAMOLE
7251TSG101TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYME2,4-DIHYDROXYBENZOPHENONE2,4-DIHYDROXYBENZOPHENONE
7251TSG101TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYMEDAUNORUBICIN HYDROCHLORIDEDAUNORUBICIN HYDROCHLORIDE
7251TSG101TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYMEPYRONIN YPYRONIN Y
7251TSG101TUMOR SUPPRESSOR, DRUGGABLE GENOME, ENZYMEFGI-101-1A6FGI-101-1A6
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