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: TST

Gene summary for TST

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TST

Gene ID

7263

Gene namethiosulfate sulfurtransferase
Gene AliasRDS
Cytomap22q12.3
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

Q16762


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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
7263TSTHTA11_3410_2000001011HumanColorectumAD2.11e-246.32e-010.0155
7263TSTHTA11_2487_2000001011HumanColorectumSER3.29e-522.13e+00-0.1808
7263TSTHTA11_2951_2000001011HumanColorectumAD1.85e-088.96e-010.0216
7263TSTHTA11_1938_2000001011HumanColorectumAD6.91e-331.42e+00-0.0811
7263TSTHTA11_78_2000001011HumanColorectumAD4.79e-171.01e+00-0.1088
7263TSTHTA11_347_2000001011HumanColorectumAD2.63e-701.73e+00-0.1954
7263TSTHTA11_411_2000001011HumanColorectumSER1.22e-152.62e+00-0.2602
7263TSTHTA11_2112_2000001011HumanColorectumSER2.03e-161.99e+00-0.2196
7263TSTHTA11_3361_2000001011HumanColorectumAD1.45e-371.61e+00-0.1207
7263TSTHTA11_83_2000001011HumanColorectumSER1.89e-411.98e+00-0.1526
7263TSTHTA11_696_2000001011HumanColorectumAD1.14e-691.81e+00-0.1464
7263TSTHTA11_866_2000001011HumanColorectumAD1.17e-401.17e+00-0.1001
7263TSTHTA11_1391_2000001011HumanColorectumAD3.00e-511.65e+00-0.059
7263TSTHTA11_2992_2000001011HumanColorectumSER7.90e-272.25e+00-0.1706
7263TSTHTA11_5212_2000001011HumanColorectumAD1.69e-352.39e+00-0.2061
7263TSTHTA11_5216_2000001011HumanColorectumSER1.47e-212.06e+00-0.1462
7263TSTHTA11_546_2000001011HumanColorectumAD1.44e-351.48e+00-0.0842
7263TSTHTA11_9341_2000001011HumanColorectumSER6.71e-081.05e+00-0.00410000000000005
7263TSTHTA11_7862_2000001011HumanColorectumAD3.63e-221.22e+00-0.0179
7263TSTHTA11_866_3004761011HumanColorectumAD7.13e-381.04e+000.096
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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
∗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:00506581ColorectumSERRNA transport41/2897163/187238.74e-041.06e-0241
GO:00067901ColorectumSERsulfur compound metabolic process73/2897339/187231.75e-031.81e-0273
GO:00160541ColorectumSERorganic acid catabolic process53/2897240/187234.04e-033.30e-0253
GO:00065201ColorectumSERcellular amino acid metabolic process61/2897284/187234.20e-033.41e-0261
GO:00068392ColorectumMSSmitochondrial transport93/3467254/187236.14e-129.82e-1093
GO:00442702ColorectumMSScellular nitrogen compound catabolic process141/3467451/187232.95e-113.83e-09141
GO:00064032ColorectumMSSRNA localization69/3467201/187236.33e-083.26e-0669
GO:19905422ColorectumMSSmitochondrial transmembrane transport41/3467102/187232.70e-071.11e-0541
GO:00159312ColorectumMSSnucleobase-containing compound transport70/3467222/187231.92e-066.01e-0570
GO:00512362ColorectumMSSestablishment of RNA localization55/3467166/187234.54e-061.27e-0455
GO:00506572ColorectumMSSnucleic acid transport54/3467163/187235.54e-061.49e-0454
GO:00506582ColorectumMSSRNA transport54/3467163/187235.54e-061.49e-0454
GO:00442822ColorectumMSSsmall molecule catabolic process94/3467376/187239.85e-049.86e-0394
GO:00067902ColorectumMSSsulfur compound metabolic process85/3467339/187231.52e-031.39e-0285
GO:00160542ColorectumMSSorganic acid catabolic process61/3467240/187234.72e-033.31e-0261
GO:00064033ColorectumMSI-HRNA localization31/1319201/187233.04e-051.20e-0331
GO:00442703ColorectumMSI-Hcellular nitrogen compound catabolic process52/1319451/187233.09e-047.50e-0352
GO:00159313ColorectumMSI-Hnucleobase-containing compound transport30/1319222/187234.45e-049.50e-0330
GO:00068393ColorectumMSI-Hmitochondrial transport33/1319254/187234.87e-041.02e-0233
GO:00506573ColorectumMSI-Hnucleic acid transport23/1319163/187231.09e-031.84e-0223
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00920ColorectumADSulfur metabolism8/209210/84653.78e-042.82e-031.80e-038
hsa009201ColorectumADSulfur metabolism8/209210/84653.78e-042.82e-031.80e-038
hsa009202ColorectumSERSulfur metabolism8/158010/84654.56e-055.22e-043.79e-048
hsa009203ColorectumSERSulfur metabolism8/158010/84654.56e-055.22e-043.79e-048
hsa009204ColorectumMSSSulfur metabolism6/187510/84651.07e-023.74e-022.29e-026
hsa009205ColorectumMSSSulfur metabolism6/187510/84651.07e-023.74e-022.29e-026
hsa0092010EsophagusESCCSulfur metabolism9/420510/84651.01e-022.38e-021.22e-029
hsa0092011EsophagusESCCSulfur metabolism9/420510/84651.01e-022.38e-021.22e-029
hsa00270LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa002701LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa002702LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
hsa002703LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
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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
TSTSNVMissense_Mutationc.682N>Ap.Glu228Lysp.E228KQ16762protein_codingtolerated(0.11)benign(0.022)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
TSTSNVMissense_Mutationc.178N>Cp.Asp60Hisp.D60HQ16762protein_codingdeleterious(0)probably_damaging(0.986)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
TSTSNVMissense_Mutationnovelc.113N>Tp.Ser38Leup.S38LQ16762protein_codingtolerated(1)benign(0)TCGA-EA-A3Y4-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TSTSNVMissense_Mutationrs148918180c.862C>Tp.Arg288Cysp.R288CQ16762protein_codingtolerated(0.14)benign(0.39)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
TSTSNVMissense_Mutationc.506N>Gp.Leu169Argp.L169RQ16762protein_codingtolerated(0.49)benign(0.02)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TSTSNVMissense_Mutationnovelc.311T>Cp.Leu104Prop.L104PQ16762protein_codingtolerated(0.15)benign(0.123)TCGA-AJ-A23O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TSTSNVMissense_Mutationnovelc.467C>Tp.Thr156Ilep.T156IQ16762protein_codingdeleterious(0.02)benign(0.025)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TSTSNVMissense_Mutationnovelc.510N>Tp.Glu170Aspp.E170DQ16762protein_codingtolerated(0.31)benign(0.003)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TSTSNVMissense_Mutationc.321N>Ap.Phe107Leup.F107LQ16762protein_codingtolerated(0.06)benign(0.035)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TSTSNVMissense_Mutationc.708N>Tp.Lys236Asnp.K236NQ16762protein_codingtolerated(0.11)benign(0.054)TCGA-D1-A16X-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
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