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: TPMT

Gene summary for TPMT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TPMT

Gene ID

7172

Gene namethiopurine S-methyltransferase
Gene AliasTPMTD
Cytomap6p22.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024QZW0


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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
7172TPMTHTA11_2487_2000001011HumanColorectumSER9.59e-043.98e-01-0.1808
7172TPMTHTA11_1938_2000001011HumanColorectumAD1.53e-064.59e-01-0.0811
7172TPMTHTA11_347_2000001011HumanColorectumAD1.68e-144.96e-01-0.1954
7172TPMTHTA11_411_2000001011HumanColorectumSER8.33e-037.86e-01-0.2602
7172TPMTHTA11_83_2000001011HumanColorectumSER2.82e-023.63e-01-0.1526
7172TPMTHTA11_696_2000001011HumanColorectumAD1.19e-104.19e-01-0.1464
7172TPMTHTA11_1391_2000001011HumanColorectumAD1.13e-064.44e-01-0.059
7172TPMTHTA11_7696_3000711011HumanColorectumAD5.01e-031.28e-010.0674
7172TPMTA015-C-006HumanColorectumFAP2.92e-02-1.91e-01-0.0994
7172TPMTA015-C-104HumanColorectumFAP3.60e-02-1.57e-01-0.1899
7172TPMTF034HumanColorectumFAP4.58e-02-1.26e-01-0.0665
7172TPMTLZE4THumanEsophagusESCC6.40e-082.20e-010.0811
7172TPMTLZE7THumanEsophagusESCC1.60e-053.14e-010.0667
7172TPMTLZE8THumanEsophagusESCC5.85e-039.81e-020.067
7172TPMTLZE20THumanEsophagusESCC1.12e-051.06e-010.0662
7172TPMTLZE24D1HumanEsophagusHGIN2.83e-035.16e-010.054
7172TPMTLZE24THumanEsophagusESCC9.58e-102.73e-010.0596
7172TPMTLZE6THumanEsophagusESCC2.46e-062.57e-010.0845
7172TPMTP1T-EHumanEsophagusESCC4.15e-021.72e-010.0875
7172TPMTP2T-EHumanEsophagusESCC1.49e-183.28e-010.1177
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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:0009410ColorectumADresponse to xenobiotic stimulus128/3918462/187232.69e-043.31e-03128
GO:00094102ColorectumFAPresponse to xenobiotic stimulus87/2622462/187232.15e-031.77e-0287
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
GO:00464864EsophagusESCCglycerolipid metabolic process211/8552392/187236.51e-043.46e-03211
GO:200123312LiverCirrhoticregulation of apoptotic signaling pathway163/4634356/187232.62e-184.43e-16163
GO:009719312LiverCirrhoticintrinsic apoptotic signaling pathway130/4634288/187232.69e-142.45e-12130
GO:20012427LiverCirrhoticregulation of intrinsic apoptotic signaling pathway82/4634164/187232.35e-121.71e-1082
GO:000941012LiverCirrhoticresponse to xenobiotic stimulus165/4634462/187236.82e-082.09e-06165
GO:00714661LiverCirrhoticcellular response to xenobiotic stimulus66/4634177/187231.34e-041.31e-0366
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00983LiverCirrhoticDrug metabolism - other enzymes34/253080/84651.08e-023.57e-022.20e-0234
hsa009831LiverCirrhoticDrug metabolism - other enzymes34/253080/84651.08e-023.57e-022.20e-0234
hsa009832LiverHCCDrug metabolism - other enzymes54/402080/84652.25e-041.09e-036.08e-0454
hsa009833LiverHCCDrug metabolism - other enzymes54/402080/84652.25e-041.09e-036.08e-0454
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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
TPMTSNVMissense_Mutationrs777686348c.211N>Ap.Gly71Argp.G71RP51580protein_codingdeleterious(0.01)probably_damaging(0.956)TCGA-C8-A3M8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
TPMTSNVMissense_Mutationc.415N>Tp.Pro139Serp.P139SP51580protein_codingtolerated(1)benign(0.007)TCGA-GM-A2DL-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
TPMTinsertionNonsense_Mutationnovelc.645_646insGACCTCAGGTGATCTACCCACCTCGGCCTCCCAAAGTGCp.Arg215_Cys216insAspLeuArgTerSerThrHisLeuGlyLeuProLysCysp.R215_C216insDLR*STHLGLPKCP51580protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TPMTSNVMissense_Mutationrs763689814c.643N>Tp.Arg215Cysp.R215CP51580protein_codingdeleterious(0.01)possibly_damaging(0.581)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TPMTSNVMissense_Mutationc.371N>Ap.Ser124Tyrp.S124YP51580protein_codingdeleterious(0)probably_damaging(0.983)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
TPMTSNVMissense_Mutationc.245G>Tp.Arg82Leup.R82LP51580protein_codingtolerated(0.69)benign(0.003)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TPMTSNVMissense_Mutationrs139392616c.677G>Ap.Arg226Glnp.R226QP51580protein_codingdeleterious(0.05)benign(0.072)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TPMTSNVMissense_Mutationnovelc.412N>Ap.Leu138Ilep.L138IP51580protein_codingtolerated(0.06)benign(0.158)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TPMTSNVMissense_Mutationc.89N>Gp.Gln30Argp.Q30RP51580protein_codingtolerated(0.41)benign(0.006)TCGA-F5-6813-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownPD
TPMTSNVMissense_Mutationrs79901429c.611T>Cp.Ile204Thrp.I204TP51580protein_codingdeleterious(0)possibly_damaging(0.49)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<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
7172TPMTCLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOMEprednisonePREDNISONE16044099
7172TPMTCLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOMECisplatinCISPLATIN
7172TPMTCLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOMEAzathioprineAZATHIOPRINE
7172TPMTCLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOMEolanzapineOLANZAPINE23559402
7172TPMTCLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOMEMercaptopurineMERCAPTOPURINE
7172TPMTCLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOMEcyclophosphamideCYCLOPHOSPHAMIDE24533712
7172TPMTCLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOMEThioguanineTHIOGUANINE
7172TPMTCLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOMEthioguanosine triphosphate26332308
7172TPMTCLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOMEs-adenosylmethionineADEMETIONINE25303295
7172TPMTCLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOMEthioguanosine monophosphate26332308
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