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: TRMT13

Gene summary for TRMT13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRMT13

Gene ID

54482

Gene nametRNA methyltransferase 13 homolog
Gene AliasCCDC76
Cytomap1p21.2
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

Q9NUP7


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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
54482TRMT13HCC1_MengHumanLiverHCC1.00e-511.13e-010.0246
54482TRMT13HCC2_MengHumanLiverHCC2.04e-161.02e-010.0107
54482TRMT13HCC1HumanLiverHCC8.02e-043.07e+000.5336
54482TRMT13HCC2HumanLiverHCC1.26e-062.23e+000.5341
54482TRMT13S015HumanLiverHCC2.75e-053.80e-010.2375
54482TRMT13S028HumanLiverHCC4.14e-023.01e-010.2503
54482TRMT13S029HumanLiverHCC1.67e-022.93e-010.2581
54482TRMT13RNA-P17T-P17T-4HumanLungIAC4.56e-035.67e-010.343
54482TRMT13RNA-P17T-P17T-8HumanLungIAC9.11e-077.14e-010.3329
54482TRMT13RNA-P6T2-P6T2-1HumanLungIAC1.20e-042.93e-01-0.0166
54482TRMT13RNA-P6T2-P6T2-2HumanLungIAC6.26e-073.77e-01-0.0132
54482TRMT13RNA-P6T2-P6T2-3HumanLungIAC1.20e-042.22e-01-0.013
54482TRMT13RNA-P6T2-P6T2-4HumanLungIAC1.45e-063.61e-01-0.0121
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:0008033LiverHCCtRNA processing87/7958127/187232.66e-097.23e-0887
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:0006400LiverHCCtRNA modification60/795890/187233.09e-064.09e-0560
GO:0001510LiverHCCRNA methylation53/795883/187236.96e-056.29e-0453
GO:0030488LiverHCCtRNA methylation29/795841/187232.38e-041.79e-0329
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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
TRMT13SNVMissense_Mutationc.841N>Ap.Glu281Lysp.E281KQ9NUP7protein_codingdeleterious(0.01)probably_damaging(0.913)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
TRMT13SNVMissense_Mutationnovelc.964N>Ap.Glu322Lysp.E322KQ9NUP7protein_codingtolerated(0.15)benign(0.265)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
TRMT13SNVMissense_Mutationc.523N>Ap.Glu175Lysp.E175KQ9NUP7protein_codingdeleterious(0.03)probably_damaging(0.979)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
TRMT13insertionFrame_Shift_Insnovelc.413_414insAAACp.Asp139AsnfsTer15p.D139Nfs*15Q9NUP7protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRMT13insertionFrame_Shift_Insnovelc.415_416insACTTGAGACAAAAp.His140LeufsTer17p.H140Lfs*17Q9NUP7protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRMT13deletionFrame_Shift_Delc.53delGp.Arg18AsnfsTer44p.R18Nfs*44Q9NUP7protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TRMT13deletionFrame_Shift_Delc.300delTp.Asp100GlufsTer9p.D100Efs*9Q9NUP7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TRMT13deletionFrame_Shift_Delnovelc.1181delAp.Asn394MetfsTer34p.N394Mfs*34Q9NUP7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TRMT13SNVMissense_Mutationc.673G>Cp.Asp225Hisp.D225HQ9NUP7protein_codingdeleterious(0)probably_damaging(1)TCGA-FU-A23K-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
TRMT13SNVMissense_Mutationrs779650558c.893N>Ap.Arg298Hisp.R298HQ9NUP7protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-VS-A94Z-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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