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: TRMT1

Gene summary for TRMT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRMT1

Gene ID

55621

Gene nametRNA methyltransferase 1
Gene AliasMRT68
Cytomap19p13.13
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

A0A024R7I5


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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
55621TRMT1LZE4THumanEsophagusESCC2.97e-041.22e-010.0811
55621TRMT1LZE7THumanEsophagusESCC3.13e-145.22e-010.0667
55621TRMT1LZE8THumanEsophagusESCC1.70e-031.63e-010.067
55621TRMT1LZE20THumanEsophagusESCC4.84e-021.27e-010.0662
55621TRMT1LZE21D1HumanEsophagusHGIN4.09e-053.24e-010.0632
55621TRMT1LZE22D1HumanEsophagusHGIN3.08e-021.12e-010.0595
55621TRMT1LZE22THumanEsophagusESCC2.70e-053.45e-010.068
55621TRMT1LZE24THumanEsophagusESCC1.69e-133.74e-010.0596
55621TRMT1LZE21THumanEsophagusESCC1.05e-054.77e-010.0655
55621TRMT1LZE6THumanEsophagusESCC1.30e-052.26e-010.0845
55621TRMT1P1T-EHumanEsophagusESCC1.60e-134.85e-010.0875
55621TRMT1P2T-EHumanEsophagusESCC1.19e-182.45e-010.1177
55621TRMT1P4T-EHumanEsophagusESCC3.45e-132.52e-010.1323
55621TRMT1P5T-EHumanEsophagusESCC3.27e-193.49e-010.1327
55621TRMT1P8T-EHumanEsophagusESCC3.75e-223.65e-010.0889
55621TRMT1P9T-EHumanEsophagusESCC1.90e-113.20e-010.1131
55621TRMT1P10T-EHumanEsophagusESCC3.37e-243.83e-010.116
55621TRMT1P11T-EHumanEsophagusESCC1.55e-064.44e-010.1426
55621TRMT1P12T-EHumanEsophagusESCC4.76e-244.36e-010.1122
55621TRMT1P15T-EHumanEsophagusESCC3.26e-143.50e-010.1149
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:00226139BreastPrecancerribonucleoprotein complex biogenesis79/1080463/187232.11e-181.03e-1579
GO:00422549BreastPrecancerribosome biogenesis52/1080299/187237.35e-131.51e-1052
GO:00063646BreastPrecancerrRNA processing35/1080225/187237.90e-084.60e-0635
GO:00160726BreastPrecancerrRNA metabolic process36/1080236/187238.59e-084.84e-0636
GO:00344705BreastPrecancerncRNA processing42/1080395/187239.91e-051.83e-0342
GO:00346604BreastPrecancerncRNA metabolic process45/1080485/187231.15e-031.26e-0245
GO:002261314BreastIDCribonucleoprotein complex biogenesis83/1434463/187232.01e-135.20e-1183
GO:004225414BreastIDCribosome biogenesis52/1434299/187231.90e-081.32e-0652
GO:000636414BreastIDCrRNA processing35/1434225/187234.59e-051.03e-0335
GO:001607214BreastIDCrRNA metabolic process36/1434236/187235.48e-051.17e-0336
GO:002261324BreastDCISribonucleoprotein complex biogenesis83/1390463/187233.65e-141.09e-1183
GO:004225423BreastDCISribosome biogenesis52/1390299/187236.73e-095.44e-0752
GO:000636422BreastDCISrRNA processing35/1390225/187232.41e-055.62e-0435
GO:001607222BreastDCISrRNA metabolic process36/1390236/187232.86e-056.42e-0436
GO:003447011BreastDCISncRNA processing44/1390395/187234.56e-033.49e-0244
GO:002261310CervixCCribonucleoprotein complex biogenesis88/2311463/187232.11e-053.82e-0488
GO:004225410CervixCCribosome biogenesis62/2311299/187232.48e-054.27e-0462
GO:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00349685CervixCChistone lysine methylation27/2311115/187236.61e-046.09e-0327
GO:00165715CervixCChistone methylation30/2311141/187231.88e-031.39e-0230
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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
TRMT1SNVMissense_Mutationnovelc.1144N>Ap.Pro382Thrp.P382TQ9NXH9protein_codingtolerated(0.1)benign(0.062)TCGA-AC-A3BB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
TRMT1SNVMissense_Mutationnovelc.1541C>Tp.Ser514Leup.S514LQ9NXH9protein_codingtolerated(0.15)benign(0.118)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
TRMT1SNVMissense_Mutationrs772461605c.1463C>Tp.Thr488Metp.T488MQ9NXH9protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TRMT1SNVMissense_Mutationc.866N>Tp.Glu289Valp.E289VQ9NXH9protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
TRMT1SNVMissense_Mutationc.832G>Ap.Gly278Argp.G278RQ9NXH9protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
TRMT1SNVMissense_Mutationc.1637N>Ap.Arg546Glnp.R546QQ9NXH9protein_codingtolerated(0.5)benign(0.001)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRMT1SNVMissense_Mutationnovelc.851N>Tp.Ser284Ilep.S284IQ9NXH9protein_codingdeleterious(0.02)benign(0.439)TCGA-LL-A5YL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TRMT1SNVMissense_Mutationnovelc.1669G>Tp.Ala557Serp.A557SQ9NXH9protein_codingtolerated(0.12)benign(0.041)TCGA-OL-A5RZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
TRMT1insertionFrame_Shift_Insnovelc.1409_1410insGAACCCCGGGGGGCAGAGCp.His471AsnfsTer9p.H471Nfs*9Q9NXH9protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TRMT1insertionFrame_Shift_Insnovelc.197_198insCAGCCp.Pro67SerfsTer20p.P67Sfs*20Q9NXH9protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
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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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