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: CMTR1

Gene summary for CMTR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CMTR1

Gene ID

23070

Gene namecap methyltransferase 1
Gene AliasFTSJD2
Cytomap6p21.2
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

Q8N1G2


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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
23070CMTR1LZE7THumanEsophagusESCC3.46e-031.98e-010.0667
23070CMTR1LZE24THumanEsophagusESCC8.89e-082.26e-010.0596
23070CMTR1P1T-EHumanEsophagusESCC5.49e-103.32e-010.0875
23070CMTR1P2T-EHumanEsophagusESCC1.43e-203.65e-010.1177
23070CMTR1P4T-EHumanEsophagusESCC2.95e-101.63e-010.1323
23070CMTR1P5T-EHumanEsophagusESCC1.72e-101.06e-010.1327
23070CMTR1P8T-EHumanEsophagusESCC1.36e-101.63e-010.0889
23070CMTR1P9T-EHumanEsophagusESCC2.12e-031.09e-010.1131
23070CMTR1P10T-EHumanEsophagusESCC2.56e-081.47e-010.116
23070CMTR1P11T-EHumanEsophagusESCC3.95e-063.42e-010.1426
23070CMTR1P12T-EHumanEsophagusESCC1.63e-071.86e-010.1122
23070CMTR1P15T-EHumanEsophagusESCC1.29e-082.30e-010.1149
23070CMTR1P16T-EHumanEsophagusESCC3.63e-131.59e-010.1153
23070CMTR1P17T-EHumanEsophagusESCC2.48e-043.11e-010.1278
23070CMTR1P19T-EHumanEsophagusESCC1.08e-022.81e-010.1662
23070CMTR1P20T-EHumanEsophagusESCC9.44e-048.74e-020.1124
23070CMTR1P21T-EHumanEsophagusESCC6.14e-091.66e-010.1617
23070CMTR1P22T-EHumanEsophagusESCC3.63e-111.44e-010.1236
23070CMTR1P23T-EHumanEsophagusESCC7.83e-041.52e-010.108
23070CMTR1P24T-EHumanEsophagusESCC1.67e-081.77e-010.1287
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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
∗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:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00015101EsophagusESCCRNA methylation58/855283/187236.87e-066.94e-0558
GO:00800092EsophagusESCCmRNA methylation14/855216/187236.78e-043.56e-0314
GO:00165561EsophagusESCCmRNA modification21/855227/187236.88e-043.61e-0321
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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
CMTR1SNVMissense_Mutationc.517N>Ap.Asp173Asnp.D173NQ8N1G2protein_codingtolerated(0.38)benign(0.009)TCGA-A2-A0T6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CMTR1SNVMissense_Mutationc.1070N>Ap.Gly357Aspp.G357DQ8N1G2protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CMTR1SNVMissense_Mutationc.2374N>Tp.His792Tyrp.H792YQ8N1G2protein_codingtolerated(0.72)benign(0)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CMTR1SNVMissense_Mutationc.1096N>Tp.Gly366Cysp.G366CQ8N1G2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D8-A146-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CMTR1insertionIn_Frame_Insnovelc.1783_1784insAGTp.Val595delinsGluLeup.V595delinsELQ8N1G2protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CMTR1insertionFrame_Shift_Insnovelc.1785_1786insACATTTGTTAAATATATATATTTTTTTCTTTTTCTTTTp.Ser596ThrfsTer43p.S596Tfs*43Q8N1G2protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CMTR1insertionNonsense_Mutationnovelc.719_720insAGTTGAGAGAGTTATTGAGCAGCCTGTGTAGGGTCACACAGTGAp.Met240IlefsTer11p.M240Ifs*11Q8N1G2protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
CMTR1insertionFrame_Shift_Insnovelc.910_911insATATTCTGTTCAGTAGGACTCTTGAAAGGCAGGATATp.Gly304AspfsTer15p.G304Dfs*15Q8N1G2protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
CMTR1SNVMissense_Mutationc.2381N>Cp.Cys794Serp.C794SQ8N1G2protein_codingdeleterious(0.04)probably_damaging(0.994)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
CMTR1SNVMissense_Mutationc.2052N>Tp.Glu684Aspp.E684DQ8N1G2protein_codingtolerated(0.08)benign(0.005)TCGA-FU-A3HZ-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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