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: TRMT61B

Gene summary for TRMT61B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRMT61B

Gene ID

55006

Gene nametRNA methyltransferase 61B
Gene AliasTRMT61B
Cytomap2p23.2
Gene Typeprotein-coding
GO ID

GO:0000154

UniProtAcc

Q9BVS5


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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
55006TRMT61BLZE4THumanEsophagusESCC2.34e-133.52e-010.0811
55006TRMT61BLZE7THumanEsophagusESCC2.07e-064.26e-010.0667
55006TRMT61BLZE8THumanEsophagusESCC3.81e-069.85e-020.067
55006TRMT61BLZE20THumanEsophagusESCC3.16e-028.46e-020.0662
55006TRMT61BLZE22THumanEsophagusESCC3.49e-033.09e-010.068
55006TRMT61BLZE24THumanEsophagusESCC1.98e-123.35e-010.0596
55006TRMT61BLZE21THumanEsophagusESCC2.54e-033.28e-010.0655
55006TRMT61BLZE6THumanEsophagusESCC1.77e-032.60e-010.0845
55006TRMT61BP1T-EHumanEsophagusESCC3.67e-082.68e-010.0875
55006TRMT61BP2T-EHumanEsophagusESCC4.80e-346.51e-010.1177
55006TRMT61BP4T-EHumanEsophagusESCC3.46e-234.12e-010.1323
55006TRMT61BP5T-EHumanEsophagusESCC1.60e-152.11e-010.1327
55006TRMT61BP8T-EHumanEsophagusESCC3.87e-182.19e-010.0889
55006TRMT61BP9T-EHumanEsophagusESCC1.83e-152.82e-010.1131
55006TRMT61BP10T-EHumanEsophagusESCC2.33e-193.85e-010.116
55006TRMT61BP11T-EHumanEsophagusESCC2.57e-114.10e-010.1426
55006TRMT61BP12T-EHumanEsophagusESCC8.10e-244.38e-010.1122
55006TRMT61BP15T-EHumanEsophagusESCC1.30e-193.35e-010.1149
55006TRMT61BP16T-EHumanEsophagusESCC5.87e-253.46e-010.1153
55006TRMT61BP17T-EHumanEsophagusESCC3.03e-061.74e-010.1278
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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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
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:00009592EsophagusESCCmitochondrial RNA metabolic process39/855249/187231.20e-061.49e-0539
GO:00009631EsophagusESCCmitochondrial RNA processing19/855220/187233.83e-064.14e-0519
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:00800092EsophagusESCCmRNA methylation14/855216/187236.78e-043.56e-0314
GO:00165561EsophagusESCCmRNA modification21/855227/187236.88e-043.61e-0321
GO:0090646EsophagusESCCmitochondrial tRNA processing11/855212/187231.26e-036.06e-0311
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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
TRMT61BSNVMissense_Mutationc.988N>Cp.Asp330Hisp.D330HQ9BVS5protein_codingtolerated(0.14)possibly_damaging(0.773)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TRMT61BSNVMissense_Mutationrs375238952c.377N>Tp.Ser126Leup.S126LQ9BVS5protein_codingtolerated(0.28)benign(0.006)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
TRMT61BinsertionFrame_Shift_Insnovelc.462_463insACCCCGTATGAGGTGTGGTTTGAGTATTTTAp.Glu155ThrfsTer16p.E155Tfs*16Q9BVS5protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TRMT61BinsertionFrame_Shift_Insnovelc.1039dupTp.Tyr347LeufsTer5p.Y347Lfs*5Q9BVS5protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TRMT61BdeletionFrame_Shift_Delc.542delNp.Asn181IlefsTer21p.N181Ifs*21Q9BVS5protein_codingTCGA-BH-A0GZ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TRMT61BSNVMissense_Mutationc.780N>Ap.Met260Ilep.M260IQ9BVS5protein_codingdeleterious(0.02)possibly_damaging(0.781)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRMT61BdeletionFrame_Shift_Delc.542delNp.Asn181IlefsTer21p.N181Ifs*21Q9BVS5protein_codingTCGA-EK-A2R9-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRMT61BSNVMissense_Mutationrs760677287c.10G>Ap.Ala4Thrp.A4TQ9BVS5protein_codingtolerated_low_confidence(0.09)benign(0.007)TCGA-A6-5660-01Colorectumcolon adenocarcinomaMale>=65III/IVAncillaryleucovorinSD
TRMT61BSNVMissense_Mutationrs781061232c.1120N>Tp.Arg374Cysp.R374CQ9BVS5protein_codingdeleterious(0.02)benign(0.04)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TRMT61BSNVMissense_Mutationc.507N>Tp.Lys169Asnp.K169NQ9BVS5protein_codingdeleterious(0)possibly_damaging(0.894)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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