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: METTL10

Gene summary for METTL10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

METTL10

Gene ID

399818

Gene nameEEF1A lysine methyltransferase 2
Gene AliasC10orf138
Cytomap10q26.13
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q5JPI9


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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
399818METTL10P1T-EHumanEsophagusESCC1.01e-021.58e-010.0875
399818METTL10P2T-EHumanEsophagusESCC8.18e-346.11e-010.1177
399818METTL10P4T-EHumanEsophagusESCC3.53e-215.31e-010.1323
399818METTL10P5T-EHumanEsophagusESCC9.90e-377.11e-010.1327
399818METTL10P8T-EHumanEsophagusESCC9.25e-171.98e-010.0889
399818METTL10P9T-EHumanEsophagusESCC3.42e-101.12e-010.1131
399818METTL10P10T-EHumanEsophagusESCC5.18e-142.20e-010.116
399818METTL10P11T-EHumanEsophagusESCC1.64e-143.57e-010.1426
399818METTL10P12T-EHumanEsophagusESCC4.60e-174.30e-010.1122
399818METTL10P15T-EHumanEsophagusESCC1.28e-081.90e-010.1149
399818METTL10P16T-EHumanEsophagusESCC2.33e-265.18e-010.1153
399818METTL10P17T-EHumanEsophagusESCC3.20e-083.18e-010.1278
399818METTL10P19T-EHumanEsophagusESCC2.28e-054.89e-010.1662
399818METTL10P20T-EHumanEsophagusESCC9.24e-142.02e-010.1124
399818METTL10P21T-EHumanEsophagusESCC1.08e-183.00e-010.1617
399818METTL10P22T-EHumanEsophagusESCC2.40e-111.50e-010.1236
399818METTL10P23T-EHumanEsophagusESCC1.30e-204.14e-010.108
399818METTL10P24T-EHumanEsophagusESCC1.03e-225.31e-010.1287
399818METTL10P26T-EHumanEsophagusESCC1.15e-275.34e-010.1276
399818METTL10P27T-EHumanEsophagusESCC1.35e-174.15e-010.1055
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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
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
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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
METTL10SNVMissense_Mutationc.863N>Tp.Ser288Leup.S288LQ5JPI9protein_codingtolerated_low_confidence(0.25)benign(0)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
METTL10SNVMissense_Mutationc.604G>Cp.Glu202Glnp.E202QQ5JPI9protein_codingtolerated(0.11)benign(0.085)TCGA-E2-A1LL-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydocetaxelPD
METTL10deletionFrame_Shift_Delnovelc.842delGp.Gly281AspfsTer43p.G281Dfs*43Q5JPI9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
METTL10SNVMissense_Mutationc.458N>Cp.Lys153Thrp.K153TQ5JPI9protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
METTL10SNVMissense_Mutationnovelc.591N>Cp.Glu197Aspp.E197DQ5JPI9protein_codingtolerated(0.39)benign(0.113)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
METTL10deletionFrame_Shift_Delc.769delNp.Cys257AlafsTer67p.C257Afs*67Q5JPI9protein_codingTCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
METTL10SNVMissense_Mutationnovelc.71N>Tp.Glu24Valp.E24VQ5JPI9protein_codingtolerated(0.08)benign(0.058)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
METTL10SNVMissense_Mutationc.399N>Tp.Lys133Asnp.K133NQ5JPI9protein_codingtolerated(0.23)possibly_damaging(0.86)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
METTL10SNVMissense_Mutationnovelc.480N>Ap.Ser160Argp.S160RQ5JPI9protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
METTL10SNVMissense_Mutationnovelc.271N>Tp.Gly91Cysp.G91CQ5JPI9protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A11E-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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