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: PMS1

Gene summary for PMS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PMS1

Gene ID

5378

Gene namePMS1 homolog 1, mismatch repair system component
Gene AliasHNPCC3
Cytomap2q32.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P54277


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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
5378PMS1LZE4THumanEsophagusESCC9.92e-072.46e-010.0811
5378PMS1LZE7THumanEsophagusESCC7.19e-094.37e-010.0667
5378PMS1LZE24THumanEsophagusESCC1.45e-041.74e-010.0596
5378PMS1LZE21THumanEsophagusESCC9.57e-052.75e-010.0655
5378PMS1P1T-EHumanEsophagusESCC1.27e-031.79e-010.0875
5378PMS1P2T-EHumanEsophagusESCC4.96e-183.39e-010.1177
5378PMS1P4T-EHumanEsophagusESCC3.38e-265.66e-010.1323
5378PMS1P5T-EHumanEsophagusESCC3.96e-143.18e-010.1327
5378PMS1P8T-EHumanEsophagusESCC3.68e-152.75e-010.0889
5378PMS1P9T-EHumanEsophagusESCC3.25e-041.32e-010.1131
5378PMS1P10T-EHumanEsophagusESCC1.06e-142.99e-010.116
5378PMS1P11T-EHumanEsophagusESCC6.68e-082.27e-010.1426
5378PMS1P12T-EHumanEsophagusESCC3.97e-304.48e-010.1122
5378PMS1P15T-EHumanEsophagusESCC1.51e-102.49e-010.1149
5378PMS1P16T-EHumanEsophagusESCC9.33e-314.63e-010.1153
5378PMS1P17T-EHumanEsophagusESCC2.36e-021.66e-010.1278
5378PMS1P19T-EHumanEsophagusESCC6.84e-043.51e-010.1662
5378PMS1P20T-EHumanEsophagusESCC8.67e-153.87e-010.1124
5378PMS1P21T-EHumanEsophagusESCC3.79e-204.53e-010.1617
5378PMS1P22T-EHumanEsophagusESCC2.57e-345.65e-010.1236
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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
∗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:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
PMS1SNVMissense_Mutationc.1888N>Gp.Arg630Glyp.R630GP54277protein_codingdeleterious(0)probably_damaging(0.976)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PMS1SNVMissense_Mutationc.2761N>Gp.Phe921Valp.F921VP54277protein_codingdeleterious(0)possibly_damaging(0.729)TCGA-AN-A0AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PMS1SNVMissense_Mutationrs753545002c.1472C>Tp.Ser491Leup.S491LP54277protein_codingtolerated(0.52)benign(0)TCGA-AR-A0TR-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PMS1SNVMissense_Mutationrs773928881c.830N>Ap.Arg277Glnp.R277QP54277protein_codingdeleterious(0.04)possibly_damaging(0.581)TCGA-BH-A0BW-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinCR
PMS1SNVMissense_Mutationc.2703N>Gp.Ile901Metp.I901MP54277protein_codingtolerated(0.15)benign(0.035)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PMS1SNVMissense_Mutationc.1959N>Cp.Lys653Asnp.K653NP54277protein_codingtolerated(0.09)benign(0.145)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PMS1SNVMissense_Mutationrs761453284c.305G>Ap.Cys102Tyrp.C102YP54277protein_codingdeleterious(0)benign(0.138)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PMS1SNVMissense_Mutationnovelc.183N>Gp.Ile61Metp.I61MP54277protein_codingdeleterious(0)probably_damaging(0.943)TCGA-XX-A89A-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PMS1deletionFrame_Shift_Delnovelc.2757delNp.Pro920HisfsTer6p.P920Hfs*6P54277protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PMS1SNVMissense_Mutationnovelc.176A>Gp.Glu59Glyp.E59GP54277protein_codingtolerated(0.09)benign(0.145)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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