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: TRMU

Gene summary for TRMU

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRMU

Gene ID

55687

Gene nametRNA mitochondrial 2-thiouridylase
Gene AliasLCAL3
Cytomap22q13.31
Gene Typeprotein-coding
GO ID

GO:0002097

UniProtAcc

Q2PPL5


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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
55687TRMULZE2THumanEsophagusESCC4.73e-032.87e-010.082
55687TRMULZE4THumanEsophagusESCC3.18e-051.51e-010.0811
55687TRMULZE7THumanEsophagusESCC8.50e-134.55e-010.0667
55687TRMULZE20THumanEsophagusESCC1.26e-021.09e-010.0662
55687TRMULZE22D1HumanEsophagusHGIN5.14e-031.41e-010.0595
55687TRMULZE24THumanEsophagusESCC6.88e-122.38e-010.0596
55687TRMULZE6THumanEsophagusESCC5.26e-072.90e-010.0845
55687TRMUP1T-EHumanEsophagusESCC3.58e-072.56e-010.0875
55687TRMUP2T-EHumanEsophagusESCC6.68e-122.30e-010.1177
55687TRMUP4T-EHumanEsophagusESCC2.11e-112.33e-010.1323
55687TRMUP5T-EHumanEsophagusESCC4.64e-081.54e-010.1327
55687TRMUP8T-EHumanEsophagusESCC8.87e-111.75e-010.0889
55687TRMUP9T-EHumanEsophagusESCC1.88e-051.34e-010.1131
55687TRMUP10T-EHumanEsophagusESCC6.38e-244.32e-010.116
55687TRMUP11T-EHumanEsophagusESCC3.66e-113.55e-010.1426
55687TRMUP12T-EHumanEsophagusESCC8.51e-173.20e-010.1122
55687TRMUP15T-EHumanEsophagusESCC1.52e-213.69e-010.1149
55687TRMUP16T-EHumanEsophagusESCC6.24e-224.12e-010.1153
55687TRMUP17T-EHumanEsophagusESCC8.50e-052.01e-010.1278
55687TRMUP19T-EHumanEsophagusESCC6.53e-042.93e-010.1662
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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:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00064002EsophagusESCCtRNA modification62/855290/187237.02e-067.04e-0562
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: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:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00080332Oral cavityOSCCtRNA processing78/7305127/187232.56e-074.00e-0678
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
GO:00064001Oral cavityOSCCtRNA modification53/730590/187231.04e-047.70e-0453
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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
TRMUSNVMissense_Mutationnovelc.88C>Ap.Gln30Lysp.Q30KO75648protein_codingtolerated(0.23)benign(0.017)TCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TRMUSNVMissense_Mutationc.334N>Tp.His112Tyrp.H112YO75648protein_codingdeleterious(0.02)benign(0.279)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRMUSNVMissense_Mutationnovelc.395N>Tp.Ser132Phep.S132FO75648protein_codingdeleterious(0)probably_damaging(0.971)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRMUSNVMissense_Mutationrs202229063c.1001G>Ap.Arg334Hisp.R334HO75648protein_codingdeleterious(0.05)benign(0.4)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TRMUinsertionIn_Frame_Insnovelc.398_399insCCTAGGTGGCTGGCTGTCAGGCACp.Leu133_Glu134insLeuGlyGlyTrpLeuSerGlyThrp.L133_E134insLGGWLSGTO75648protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
TRMUinsertionFrame_Shift_Insnovelc.394_395insTTCTTCAACTGTTTCTGTACAGTAAAAAp.Ser132PhefsTer14p.S132Ffs*14O75648protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TRMUdeletionFrame_Shift_Delnovelc.100delGp.Val34CysfsTer3p.V34Cfs*3O75648protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TRMUSNVMissense_Mutationc.108N>Ap.Met36Ilep.M36IO75648protein_codingdeleterious(0.02)probably_damaging(1)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
TRMUSNVMissense_Mutationc.334N>Tp.His112Tyrp.H112YO75648protein_codingdeleterious(0.02)benign(0.279)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRMUSNVMissense_Mutationrs773745635c.880N>Tp.Arg294Trpp.R294WO75648protein_codingdeleterious(0)possibly_damaging(0.806)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=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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