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: CMTR2

Gene summary for CMTR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CMTR2

Gene ID

55783

Gene namecap methyltransferase 2
Gene AliasAFT
Cytomap16q22.2
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

Q8IYT2


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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
55783CMTR2C04HumanOral cavityOSCC6.53e-104.25e-010.2633
55783CMTR2C21HumanOral cavityOSCC1.96e-267.23e-010.2678
55783CMTR2C30HumanOral cavityOSCC1.23e-176.60e-010.3055
55783CMTR2C43HumanOral cavityOSCC1.39e-061.51e-010.1704
55783CMTR2C46HumanOral cavityOSCC2.63e-133.27e-010.1673
55783CMTR2C57HumanOral cavityOSCC2.24e-042.09e-010.1679
55783CMTR2C07HumanOral cavityOSCC1.36e-025.09e-010.2491
55783CMTR2C08HumanOral cavityOSCC4.11e-091.73e-010.1919
55783CMTR2LP15HumanOral cavityLP1.36e-025.09e-010.2174
55783CMTR2SYSMH1HumanOral cavityOSCC1.90e-021.33e-010.1127
55783CMTR2SYSMH2HumanOral cavityOSCC7.04e-062.31e-010.2326
55783CMTR2SYSMH3HumanOral cavityOSCC2.28e-113.15e-010.2442
55783CMTR2SYSMH5HumanOral cavityOSCC5.72e-102.79e-010.0647
55783CMTR2male-WTAHumanThyroidPTC2.88e-043.38e-020.1037
55783CMTR2PTC01HumanThyroidPTC2.24e-151.84e-010.1899
55783CMTR2PTC04HumanThyroidPTC1.12e-142.79e-010.1927
55783CMTR2PTC05HumanThyroidPTC1.47e-135.23e-010.2065
55783CMTR2PTC06HumanThyroidPTC5.15e-235.46e-010.2057
55783CMTR2PTC07HumanThyroidPTC2.99e-233.44e-010.2044
55783CMTR2ATC09HumanThyroidATC5.58e-082.10e-010.2871
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
GO:00434142Oral cavityOSCCmacromolecule methylation149/7305316/187231.82e-038.60e-03149
GO:00322591Oral cavityOSCCmethylation168/7305364/187233.03e-031.31e-02168
GO:00800091Oral cavityOSCCmRNA methylation11/730516/187231.56e-024.99e-0211
GO:00322594ThyroidPTCmethylation146/5968364/187234.99e-043.26e-03146
GO:00434145ThyroidPTCmacromolecule methylation127/5968316/187231.02e-036.07e-03127
GO:004341412ThyroidATCmacromolecule methylation131/6293316/187232.01e-039.60e-03131
GO:003225911ThyroidATCmethylation148/6293364/187232.69e-031.23e-02148
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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
CMTR2SNVMissense_Mutationrs755193044c.496N>Tp.His166Tyrp.H166YQ8IYT2protein_codingdeleterious(0.05)benign(0.137)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CMTR2SNVMissense_Mutationnovelc.1610T>Ap.Phe537Tyrp.F537YQ8IYT2protein_codingtolerated(1)benign(0.069)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CMTR2SNVMissense_Mutationrs780284216c.592N>Ap.His198Asnp.H198NQ8IYT2protein_codingtolerated(0.24)benign(0.024)TCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
CMTR2SNVMissense_Mutationc.742G>Cp.Glu248Glnp.E248QQ8IYT2protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
CMTR2SNVMissense_Mutationc.830T>Gp.Phe277Cysp.F277CQ8IYT2protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A27M-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexate+5SD
CMTR2SNVMissense_Mutationc.43N>Gp.Pro15Alap.P15AQ8IYT2protein_codingtolerated_low_confidence(1)benign(0.014)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
CMTR2insertionNonsense_Mutationnovelc.310_311insGCTTTAGTTTCTTCTTTGCATTACTGTGAAGTTGTCACTGCTCTGACCp.Lys104delinsSerPheSerPhePhePheAlaLeuLeuTerSerCysHisCysSerAspGlnp.K104delinsSFSFFFALL*SCHCSDQQ8IYT2protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CMTR2insertionNonsense_Mutationnovelc.1515_1516insTTTGCAGAGTGTGAATGAATTGTTGAGCACTTp.Lys506PhefsTer6p.K506Ffs*6Q8IYT2protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CMTR2insertionFrame_Shift_Insnovelc.951_952insATp.Leu318IlefsTer17p.L318Ifs*17Q8IYT2protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CMTR2insertionNonsense_Mutationnovelc.950_951insAGATTTTTAATTTGTAATATCTATTAAAAAACAAAp.Cys317Terp.C317*Q8IYT2protein_codingTCGA-AN-A046-01Breastbreast invasive 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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