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: TRMT2A

Gene summary for TRMT2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRMT2A

Gene ID

27037

Gene nametRNA methyltransferase 2 homolog A
Gene AliasHTF9C
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

Q8IZ69


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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
27037TRMT2ALZE7THumanEsophagusESCC1.68e-052.99e-010.0667
27037TRMT2ALZE24THumanEsophagusESCC5.37e-122.62e-010.0596
27037TRMT2AP1T-EHumanEsophagusESCC5.99e-042.95e-010.0875
27037TRMT2AP2T-EHumanEsophagusESCC4.85e-142.27e-010.1177
27037TRMT2AP4T-EHumanEsophagusESCC4.93e-092.62e-010.1323
27037TRMT2AP5T-EHumanEsophagusESCC5.54e-112.32e-010.1327
27037TRMT2AP8T-EHumanEsophagusESCC7.15e-152.31e-010.0889
27037TRMT2AP9T-EHumanEsophagusESCC1.92e-061.92e-010.1131
27037TRMT2AP10T-EHumanEsophagusESCC4.75e-325.49e-010.116
27037TRMT2AP11T-EHumanEsophagusESCC2.93e-083.13e-010.1426
27037TRMT2AP12T-EHumanEsophagusESCC1.00e-173.35e-010.1122
27037TRMT2AP15T-EHumanEsophagusESCC9.39e-082.43e-010.1149
27037TRMT2AP16T-EHumanEsophagusESCC1.53e-193.85e-010.1153
27037TRMT2AP17T-EHumanEsophagusESCC4.58e-083.65e-010.1278
27037TRMT2AP20T-EHumanEsophagusESCC8.21e-102.32e-010.1124
27037TRMT2AP21T-EHumanEsophagusESCC6.39e-346.04e-010.1617
27037TRMT2AP22T-EHumanEsophagusESCC9.93e-183.07e-010.1236
27037TRMT2AP23T-EHumanEsophagusESCC1.04e-173.90e-010.108
27037TRMT2AP24T-EHumanEsophagusESCC6.08e-152.94e-010.1287
27037TRMT2AP26T-EHumanEsophagusESCC2.26e-224.18e-010.1276
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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
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
∗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:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:0001510LiverHCCRNA methylation53/795883/187236.96e-056.29e-0453
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
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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
TRMT2ASNVMissense_Mutationc.1186N>Ap.Asp396Asnp.D396Nprotein_codingtolerated(0.06)benign(0.029)TCGA-A2-A0YD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TRMT2ASNVMissense_Mutationc.1125N>Cp.Lys375Asnp.K375Nprotein_codingtolerated(0.05)benign(0.031)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TRMT2ASNVMissense_Mutationrs766757264c.1090N>Cp.Thr364Prop.T364Pprotein_codingdeleterious(0)probably_damaging(0.947)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TRMT2ASNVMissense_Mutationc.511N>Tp.Val171Leup.V171Lprotein_codingdeleterious(0.02)benign(0.199)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TRMT2ASNVMissense_Mutationrs760703455c.395N>Tp.Ala132Valp.A132Vprotein_codingtolerated(0.52)benign(0.007)TCGA-C8-A1HG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRMT2ASNVMissense_Mutationc.1125N>Cp.Lys375Asnp.K375Nprotein_codingtolerated(0.05)benign(0.031)TCGA-S3-AA15-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
TRMT2AdeletionFrame_Shift_Delc.1889delNp.Pro630GlnfsTer25p.P630Qfs*25protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRMT2AinsertionNonsense_Mutationnovelc.1180_1181insTGATTTGp.His394LeufsTer3p.H394Lfs*3protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TRMT2AinsertionFrame_Shift_Insnovelc.1179_1180insAp.His394ThrfsTer103p.H394Tfs*103protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TRMT2ASNVMissense_Mutationrs200053743c.1648N>Tp.Arg550Trpp.R550Wprotein_codingdeleterious(0)probably_damaging(0.982)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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