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: TMLHE

Gene summary for TMLHE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMLHE

Gene ID

55217

Gene nametrimethyllysine hydroxylase, epsilon
Gene AliasAUTSX6
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0006575

UniProtAcc

Q9NVH6


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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
55217TMLHELZE4THumanEsophagusESCC3.75e-061.78e-010.0811
55217TMLHELZE7THumanEsophagusESCC6.92e-053.20e-010.0667
55217TMLHELZE24THumanEsophagusESCC9.08e-113.34e-010.0596
55217TMLHELZE21THumanEsophagusESCC1.25e-022.39e-010.0655
55217TMLHEP1T-EHumanEsophagusESCC2.11e-033.34e-010.0875
55217TMLHEP2T-EHumanEsophagusESCC1.39e-356.39e-010.1177
55217TMLHEP4T-EHumanEsophagusESCC6.56e-133.61e-010.1323
55217TMLHEP5T-EHumanEsophagusESCC3.23e-021.06e-010.1327
55217TMLHEP8T-EHumanEsophagusESCC1.59e-122.39e-010.0889
55217TMLHEP9T-EHumanEsophagusESCC4.10e-091.94e-010.1131
55217TMLHEP10T-EHumanEsophagusESCC2.13e-193.38e-010.116
55217TMLHEP11T-EHumanEsophagusESCC4.15e-032.66e-010.1426
55217TMLHEP12T-EHumanEsophagusESCC8.43e-183.55e-010.1122
55217TMLHEP15T-EHumanEsophagusESCC2.50e-081.89e-010.1149
55217TMLHEP16T-EHumanEsophagusESCC1.28e-091.99e-010.1153
55217TMLHEP20T-EHumanEsophagusESCC2.57e-143.33e-010.1124
55217TMLHEP21T-EHumanEsophagusESCC1.11e-163.20e-010.1617
55217TMLHEP22T-EHumanEsophagusESCC1.03e-325.78e-010.1236
55217TMLHEP23T-EHumanEsophagusESCC1.19e-204.59e-010.108
55217TMLHEP24T-EHumanEsophagusESCC7.72e-091.87e-010.1287
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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
∗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:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00423986EsophagusESCCcellular modified amino acid biosynthetic process34/855246/187239.39e-056.70e-0434
GO:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:004239821LiverHCCcellular modified amino acid biosynthetic process34/795846/187231.53e-051.67e-0434
GO:0006577LiverHCCamino-acid betaine metabolic process13/795817/187234.77e-032.02e-0213
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031041LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa0031051LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
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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
TMLHESNVMissense_Mutationnovelc.1253N>Ap.Gly418Glup.G418EQ9NVH6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
TMLHEdeletionFrame_Shift_Delc.377_386delCTAAATATGAp.Thr126IlefsTer2p.T126Ifs*2Q9NVH6protein_codingTCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TMLHESNVMissense_Mutationc.226N>Ap.Leu76Ilep.L76IQ9NVH6protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMLHESNVMissense_Mutationnovelc.767N>Ap.Val256Glup.V256EQ9NVH6protein_codingdeleterious(0)probably_damaging(0.969)TCGA-VS-A8Q8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
TMLHEdeletionFrame_Shift_Delnovelc.352_353delNNp.Phe118HisfsTer9p.F118Hfs*9Q9NVH6protein_codingTCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMLHESNVMissense_Mutationc.917N>Cp.Gly306Alap.G306AQ9NVH6protein_codingtolerated(0.15)benign(0.015)TCGA-AA-3982-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TMLHESNVMissense_Mutationc.574G>Ap.Val192Ilep.V192IQ9NVH6protein_codingtolerated(0.1)possibly_damaging(0.636)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMLHESNVMissense_Mutationnovelc.143C>Ap.Ser48Tyrp.S48YQ9NVH6protein_codingdeleterious(0.03)benign(0)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMLHESNVMissense_Mutationnovelc.405N>Cp.Lys135Asnp.K135NQ9NVH6protein_codingtolerated(0.15)benign(0.015)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMLHESNVMissense_Mutationrs782642019c.329N>Ap.Arg110Hisp.R110HQ9NVH6protein_codingtolerated(0.16)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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