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: TRMO

Gene summary for TRMO

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRMO

Gene ID

51531

Gene nametRNA methyltransferase O
Gene AliasC9orf156
Cytomap9q22.33
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

Q5T114


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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
51531TRMOLZE24THumanEsophagusESCC4.03e-021.22e-010.0596
51531TRMOP1T-EHumanEsophagusESCC9.02e-052.10e-010.0875
51531TRMOP2T-EHumanEsophagusESCC8.78e-223.81e-010.1177
51531TRMOP4T-EHumanEsophagusESCC2.73e-041.67e-010.1323
51531TRMOP8T-EHumanEsophagusESCC6.66e-079.28e-020.0889
51531TRMOP9T-EHumanEsophagusESCC4.94e-101.79e-010.1131
51531TRMOP10T-EHumanEsophagusESCC3.06e-092.00e-010.116
51531TRMOP11T-EHumanEsophagusESCC1.19e-094.17e-010.1426
51531TRMOP12T-EHumanEsophagusESCC1.45e-112.34e-010.1122
51531TRMOP15T-EHumanEsophagusESCC2.39e-112.19e-010.1149
51531TRMOP16T-EHumanEsophagusESCC3.57e-091.15e-010.1153
51531TRMOP20T-EHumanEsophagusESCC2.24e-061.29e-010.1124
51531TRMOP21T-EHumanEsophagusESCC1.08e-082.07e-010.1617
51531TRMOP22T-EHumanEsophagusESCC2.30e-041.20e-010.1236
51531TRMOP23T-EHumanEsophagusESCC8.54e-061.36e-010.108
51531TRMOP24T-EHumanEsophagusESCC3.56e-061.62e-010.1287
51531TRMOP26T-EHumanEsophagusESCC6.64e-049.69e-020.1276
51531TRMOP27T-EHumanEsophagusESCC5.41e-101.46e-010.1055
51531TRMOP28T-EHumanEsophagusESCC1.85e-102.00e-010.1149
51531TRMOP30T-EHumanEsophagusESCC2.29e-114.67e-010.137
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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
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:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
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:00064002EsophagusESCCtRNA modification62/855290/187237.02e-067.04e-0562
GO:00304881EsophagusESCCtRNA methylation30/855241/187233.27e-041.93e-0330
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
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
TRMOSNVMissense_Mutationc.1295N>Ap.Pro432Hisp.P432HQ9BU70protein_codingdeleterious_low_confidence(0)benign(0.436)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRMOSNVMissense_Mutationrs753673780c.1265N>Tp.Pro422Leup.P422LQ9BU70protein_codingtolerated(0.54)benign(0.03)TCGA-AA-3973-01Colorectumcolon adenocarcinomaMale>=65III/IVTargeted Molecular therapybevacizumabSD
TRMOSNVMissense_Mutationc.984N>Tp.Trp328Cysp.W328CQ9BU70protein_codingdeleterious(0)probably_damaging(0.998)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
TRMOSNVMissense_Mutationrs558175701c.457G>Ap.Val153Ilep.V153IQ9BU70protein_codingtolerated(0.13)benign(0.184)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRMOSNVMissense_Mutationnovelc.846N>Tp.Glu282Aspp.E282DQ9BU70protein_codingtolerated(0.12)benign(0.003)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TRMOSNVMissense_Mutationnovelc.523N>Tp.Asp175Tyrp.D175YQ9BU70protein_codingdeleterious(0)benign(0.202)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TRMOSNVMissense_Mutationnovelc.400N>Cp.Lys134Glnp.K134QQ9BU70protein_codingdeleterious(0.02)possibly_damaging(0.604)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TRMOSNVMissense_Mutationnovelc.486N>Tp.Glu162Aspp.E162DQ9BU70protein_codingtolerated(1)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TRMOSNVMissense_Mutationnovelc.503N>Cp.Asn168Thrp.N168TQ9BU70protein_codingtolerated(0.3)benign(0.003)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TRMOSNVMissense_Mutationnovelc.1093N>Gp.Phe365Valp.F365VQ9BU70protein_codingdeleterious(0.01)possibly_damaging(0.727)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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