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: MPST

Gene summary for MPST

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MPST

Gene ID

4357

Gene namemercaptopyruvate sulfurtransferase
Gene AliasMST
Cytomap22q12.3
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

A0A140VJX3


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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
4357MPSTHTA11_3410_2000001011HumanColorectumAD2.18e-113.37e-010.0155
4357MPSTHTA11_2487_2000001011HumanColorectumSER8.17e-229.31e-01-0.1808
4357MPSTHTA11_1938_2000001011HumanColorectumAD7.78e-199.93e-01-0.0811
4357MPSTHTA11_78_2000001011HumanColorectumAD3.10e-095.01e-01-0.1088
4357MPSTHTA11_347_2000001011HumanColorectumAD7.34e-501.09e+00-0.1954
4357MPSTHTA11_411_2000001011HumanColorectumSER3.78e-091.24e+00-0.2602
4357MPSTHTA11_2112_2000001011HumanColorectumSER3.51e-091.09e+00-0.2196
4357MPSTHTA11_3361_2000001011HumanColorectumAD3.11e-096.63e-01-0.1207
4357MPSTHTA11_83_2000001011HumanColorectumSER9.98e-199.80e-01-0.1526
4357MPSTHTA11_696_2000001011HumanColorectumAD8.49e-348.88e-01-0.1464
4357MPSTHTA11_866_2000001011HumanColorectumAD1.97e-176.39e-01-0.1001
4357MPSTHTA11_1391_2000001011HumanColorectumAD5.28e-321.18e+00-0.059
4357MPSTHTA11_2992_2000001011HumanColorectumSER5.25e-159.32e-01-0.1706
4357MPSTHTA11_5212_2000001011HumanColorectumAD7.89e-066.76e-01-0.2061
4357MPSTHTA11_5216_2000001011HumanColorectumSER1.80e-098.39e-01-0.1462
4357MPSTHTA11_546_2000001011HumanColorectumAD1.73e-159.63e-01-0.0842
4357MPSTHTA11_7862_2000001011HumanColorectumAD6.37e-054.49e-01-0.0179
4357MPSTHTA11_866_3004761011HumanColorectumAD1.04e-196.44e-010.096
4357MPSTHTA11_4255_2000001011HumanColorectumSER5.09e-079.18e-010.0446
4357MPSTHTA11_9408_2000001011HumanColorectumAD1.55e-111.09e+000.0451
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:0061008ColorectumADhepaticobiliary system development55/3918150/187236.34e-061.59e-0455
GO:0001889ColorectumADliver development54/3918147/187237.20e-061.77e-0454
GO:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:00487321ColorectumSERgland development112/2897436/187231.75e-081.28e-06112
GO:00096361ColorectumSERresponse to toxic substance71/2897262/187238.63e-074.07e-0571
GO:00610081ColorectumSERhepaticobiliary system development45/2897150/187234.98e-061.85e-0445
GO:00018891ColorectumSERliver development44/2897147/187236.73e-062.35e-0444
GO:00442821ColorectumSERsmall molecule catabolic process87/2897376/187235.31e-051.27e-0387
GO:00442701ColorectumSERcellular nitrogen compound catabolic process99/2897451/187231.46e-042.86e-0399
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:00487322ColorectumMSSgland development143/3467436/187233.85e-138.01e-11143
GO:00442702ColorectumMSScellular nitrogen compound catabolic process141/3467451/187232.95e-113.83e-09141
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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
hsa009206ColorectumFAPSulfur metabolism6/140410/84652.36e-031.13e-026.85e-036
hsa009207ColorectumFAPSulfur metabolism6/140410/84652.36e-031.13e-026.85e-036
hsa002704EndometriumEECCysteine and methionine metabolism15/123752/84656.02e-033.12e-022.33e-0215
hsa0027011EndometriumEECCysteine and methionine metabolism15/123752/84656.02e-033.12e-022.33e-0215
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
MPSTSNVMissense_Mutationrs377346580c.916N>Ap.Glu306Lysp.E306KP25325protein_codingdeleterious(0.03)benign(0.097)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MPSTSNVMissense_Mutationc.664C>Tp.Pro222Serp.P222SP25325protein_codingtolerated(0.3)benign(0.007)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MPSTSNVMissense_Mutationnovelc.587N>Ap.Arg196Glnp.R196QP25325protein_codingtolerated(0.16)benign(0.003)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MPSTSNVMissense_Mutationnovelc.469N>Tp.Arg157Cysp.R157CP25325protein_codingdeleterious(0.01)possibly_damaging(0.546)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
MPSTSNVMissense_Mutationnovelc.431N>Tp.Ala144Valp.A144VP25325protein_codingtolerated(0.08)benign(0.023)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MPSTSNVMissense_Mutationnovelc.949N>Tp.His317Tyrp.H317YP25325protein_codingdeleterious_low_confidence(0.01)benign(0.007)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MPSTSNVMissense_Mutationnovelc.389C>Tp.Ala130Valp.A130VP25325protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MPSTSNVMissense_Mutationnovelc.476N>Tp.Asn159Ilep.N159IP25325protein_codingdeleterious(0)benign(0.123)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MPSTSNVMissense_Mutationnovelc.632G>Ap.Gly211Aspp.G211DP25325protein_codingdeleterious(0)probably_damaging(0.996)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
MPSTSNVMissense_Mutationnovelc.433G>Ap.Val145Metp.V145MP25325protein_codingdeleterious(0)probably_damaging(0.998)TCGA-FI-A2D0-01Endometriumuterine 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
4357MPSTENZYME, DRUGGABLE GENOMEinhibitor381744892
4357MPSTENZYME, DRUGGABLE GENOMETHYROXINETHYROXINE10709617
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