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: TRDMT1

Gene summary for TRDMT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRDMT1

Gene ID

1787

Gene nametRNA aspartic acid methyltransferase 1
Gene AliasDMNT2
Cytomap10p13
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

B4DQZ2


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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
1787TRDMT1HCC1_MengHumanLiverHCC3.31e-10-1.51e-020.0246
1787TRDMT1HCC1HumanLiverHCC1.17e-098.84e-010.5336
1787TRDMT1HCC2HumanLiverHCC1.38e-272.44e+000.5341
1787TRDMT1HCC5HumanLiverHCC7.21e-351.78e+000.4932
1787TRDMT1S015HumanLiverHCC8.59e-073.48e-010.2375
1787TRDMT1S016HumanLiverHCC2.42e-031.92e-010.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:190236921LiverHCCnegative regulation of RNA catabolic process45/795875/187231.67e-038.73e-0345
GO:004348921LiverHCCRNA stabilization39/795865/187233.31e-031.51e-0239
GO:0016078LiverHCCtRNA catabolic process10/795813/187231.28e-024.61e-0210
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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
TRDMT1SNVMissense_Mutationc.604N>Cp.Glu202Glnp.E202QO14717protein_codingtolerated(0.25)benign(0.011)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRDMT1SNVMissense_Mutationc.383N>Tp.Ser128Phep.S128FO14717protein_codingdeleterious(0)benign(0.41)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRDMT1insertionNonsense_Mutationnovelc.959_960insATGAAAGGGGGACTCAGAAGATGAAATTGACACAGGp.Tyr320delinsTerp.Y320delins*O14717protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRDMT1SNVMissense_Mutationrs769202322c.1045G>Ap.Ala349Thrp.A349TO14717protein_codingdeleterious(0)possibly_damaging(0.74)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRDMT1SNVMissense_Mutationrs141411248c.512N>Tp.Ser171Leup.S171LO14717protein_codingtolerated(0.14)benign(0.007)TCGA-VS-A950-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
TRDMT1SNVMissense_Mutationrs776907517c.349N>Ap.Leu117Ilep.L117IO14717protein_codingdeleterious(0.01)possibly_damaging(0.871)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRDMT1SNVMissense_Mutationc.216N>Tp.Met72Ilep.M72IO14717protein_codingtolerated(0.19)benign(0.006)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TRDMT1SNVMissense_Mutationc.791N>Gp.Asn264Serp.N264SO14717protein_codingtolerated(1)benign(0)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
TRDMT1SNVMissense_Mutationrs371526424c.211N>Ap.Asp71Asnp.D71NO14717protein_codingtolerated(0.33)benign(0.023)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TRDMT1SNVMissense_Mutationc.1112N>Ap.Arg371Hisp.R371HO14717protein_codingdeleterious(0.01)probably_damaging(0.926)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
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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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