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:00346444Oral cavityOSCCcellular response to UV63/730590/187232.42e-095.60e-0863
GO:00028317Oral cavityOSCCregulation of response to biotic stimulus177/7305327/187231.73e-083.43e-07177
GO:00714788Oral cavityOSCCcellular response to radiation109/7305186/187234.54e-088.45e-07109
GO:00610149Oral cavityOSCCpositive regulation of mRNA catabolic process58/730587/187231.59e-072.61e-0658
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:00987277Oral cavityOSCCmaintenance of cell number81/7305134/187233.96e-075.90e-0681
GO:00198276Oral cavityOSCCstem cell population maintenance79/7305131/187236.28e-078.96e-0679
GO:00611579Oral cavityOSCCmRNA destabilization55/730584/187238.05e-071.12e-0555
GO:00507799Oral cavityOSCCRNA destabilization57/730588/187238.70e-071.19e-0557
GO:004851116Oral cavityOSCCrhythmic process157/7305298/187231.00e-061.36e-05157
GO:00019594Oral cavityOSCCregulation of cytokine-mediated signaling pathway87/7305150/187231.82e-062.35e-0587
GO:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
GO:00603384Oral cavityOSCCregulation of type I interferon-mediated signaling pathway28/730536/187232.45e-063.08e-0528
GO:00607594Oral cavityOSCCregulation of response to cytokine stimulus92/7305162/187233.25e-063.90e-0592
GO:00028324Oral cavityOSCCnegative regulation of response to biotic stimulus65/7305108/187236.62e-067.29e-0565
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:00420635Oral cavityOSCCgliogenesis154/7305301/187231.10e-051.14e-04154
GO:00450884Oral cavityOSCCregulation of innate immune response116/7305218/187231.36e-051.37e-04116
GO:002240718Oral cavityOSCCregulation of cell-cell adhesion218/7305448/187231.71e-051.68e-04218
GO:00459482Oral cavityOSCCpositive regulation of translational initiation23/730530/187233.05e-052.79e-0423
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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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