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: METTL3

Gene summary for METTL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

METTL3

Gene ID

56339

Gene namemethyltransferase 3, N6-adenosine-methyltransferase complex catalytic subunit
Gene AliasIME4
Cytomap14q11.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q86U44


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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
56339METTL3LZE2THumanEsophagusESCC2.41e-023.14e-010.082
56339METTL3LZE4THumanEsophagusESCC1.37e-041.21e-010.0811
56339METTL3LZE7THumanEsophagusESCC4.34e-021.82e-010.0667
56339METTL3LZE20THumanEsophagusESCC2.47e-039.59e-020.0662
56339METTL3LZE24THumanEsophagusESCC1.84e-132.59e-010.0596
56339METTL3P1T-EHumanEsophagusESCC6.42e-041.76e-010.0875
56339METTL3P2T-EHumanEsophagusESCC3.63e-151.57e-010.1177
56339METTL3P4T-EHumanEsophagusESCC5.81e-162.79e-010.1323
56339METTL3P5T-EHumanEsophagusESCC3.87e-071.11e-010.1327
56339METTL3P8T-EHumanEsophagusESCC7.83e-262.33e-010.0889
56339METTL3P9T-EHumanEsophagusESCC5.90e-071.58e-010.1131
56339METTL3P10T-EHumanEsophagusESCC2.08e-313.88e-010.116
56339METTL3P11T-EHumanEsophagusESCC6.72e-053.01e-010.1426
56339METTL3P12T-EHumanEsophagusESCC1.92e-275.09e-010.1122
56339METTL3P15T-EHumanEsophagusESCC3.79e-273.38e-010.1149
56339METTL3P16T-EHumanEsophagusESCC1.25e-171.77e-010.1153
56339METTL3P17T-EHumanEsophagusESCC6.20e-031.98e-010.1278
56339METTL3P20T-EHumanEsophagusESCC2.70e-111.13e-010.1124
56339METTL3P21T-EHumanEsophagusESCC1.66e-121.10e-010.1617
56339METTL3P22T-EHumanEsophagusESCC8.38e-192.09e-010.1236
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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
GO:00342495Oral cavityOSCCnegative regulation of cellular amide metabolic process130/7305273/187232.20e-031.00e-02130
GO:00322591Oral cavityOSCCmethylation168/7305364/187233.03e-031.31e-02168
GO:20007364Oral cavityOSCCregulation of stem cell differentiation33/730558/187234.32e-031.75e-0233
GO:00075493Oral cavityOSCCdosage compensation13/730518/187234.45e-031.79e-0213
GO:00310507Oral cavityOSCCdsRNA processing31/730554/187234.66e-031.87e-0231
GO:00709187Oral cavityOSCCproduction of small RNA involved in gene silencing by RNA31/730554/187234.66e-031.87e-0231
GO:00351968Oral cavityOSCCproduction of miRNAs involved in gene silencing by miRNA30/730552/187234.84e-031.92e-0230
GO:00022445Oral cavityOSCChematopoietic progenitor cell differentiation57/7305114/187231.09e-023.71e-0257
GO:00456194Oral cavityOSCCregulation of lymphocyte differentiation83/7305174/187231.18e-024.00e-0283
GO:00171485Oral cavityOSCCnegative regulation of translation113/7305245/187231.34e-024.45e-02113
GO:00224086Oral cavityOSCCnegative regulation of cell-cell adhesion92/7305196/187231.41e-024.64e-0292
GO:00488637Oral cavityOSCCstem cell differentiation96/7305206/187231.55e-024.99e-0296
GO:00800091Oral cavityOSCCmRNA methylation11/730516/187231.56e-024.99e-0211
GO:0002181110Oral cavityLPcytoplasmic translation124/4623148/187235.09e-523.19e-48124
GO:0008380110Oral cavityLPRNA splicing237/4623434/187231.82e-413.79e-38237
GO:0000375110Oral cavityLPRNA splicing, via transesterification reactions181/4623324/187231.36e-331.70e-30181
GO:0000377110Oral cavityLPRNA splicing, via transesterification reactions with bulged adenosine as nucleophile179/4623320/187232.48e-332.22e-30179
GO:0000398110Oral cavityLPmRNA splicing, via spliceosome179/4623320/187232.48e-332.22e-30179
GO:003447014Oral cavityLPncRNA processing184/4623395/187231.20e-213.12e-19184
GO:000641319Oral cavityLPtranslational initiation75/4623118/187233.96e-197.52e-1775
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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
METTL3SNVMissense_Mutationc.1177N>Gp.Met393Valp.M393VQ86U44protein_codingdeleterious(0)possibly_damaging(0.78)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
METTL3SNVMissense_Mutationc.1522N>Gp.Arg508Glyp.R508GQ86U44protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A1KF-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
METTL3deletionFrame_Shift_Delnovelc.1626delNp.Asn543ThrfsTer15p.N543Tfs*15Q86U44protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
METTL3SNVMissense_Mutationc.1495N>Ap.Asp499Asnp.D499NQ86U44protein_codingdeleterious(0)probably_damaging(0.98)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
METTL3SNVMissense_Mutationc.656N>Tp.Ser219Leup.S219LQ86U44protein_codingtolerated(0.1)benign(0.021)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
METTL3SNVMissense_Mutationnovelc.52N>Gp.Leu18Valp.L18VQ86U44protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
METTL3SNVMissense_Mutationnovelc.341N>Gp.Asp114Glyp.D114GQ86U44protein_codingtolerated(0.37)benign(0)TCGA-A6-3807-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
METTL3SNVMissense_Mutationc.157C>Tp.Pro53Serp.P53SQ86U44protein_codingtolerated(0.4)benign(0.019)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
METTL3SNVMissense_Mutationc.1243N>Tp.Arg415Cysp.R415CQ86U44protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
METTL3SNVMissense_Mutationc.1217A>Gp.Tyr406Cysp.Y406CQ86U44protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3989-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
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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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