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: METTL16

Gene summary for METTL16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

METTL16

Gene ID

79066

Gene namemethyltransferase 16, N6-methyladenosine
Gene AliasMETT10D
Cytomap17p13.3
Gene Typeprotein-coding
GO ID

GO:0000154

UniProtAcc

Q86W50


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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
79066METTL16LZE4THumanEsophagusESCC3.91e-092.55e-010.0811
79066METTL16LZE5THumanEsophagusESCC6.11e-032.27e-010.0514
79066METTL16LZE7THumanEsophagusESCC2.37e-072.48e-010.0667
79066METTL16LZE8THumanEsophagusESCC1.46e-021.58e-010.067
79066METTL16LZE24THumanEsophagusESCC3.91e-103.44e-010.0596
79066METTL16P1T-EHumanEsophagusESCC1.49e-103.45e-010.0875
79066METTL16P2T-EHumanEsophagusESCC3.00e-213.36e-010.1177
79066METTL16P4T-EHumanEsophagusESCC2.28e-133.68e-010.1323
79066METTL16P5T-EHumanEsophagusESCC2.27e-061.47e-010.1327
79066METTL16P8T-EHumanEsophagusESCC1.57e-102.38e-010.0889
79066METTL16P9T-EHumanEsophagusESCC3.51e-081.94e-010.1131
79066METTL16P10T-EHumanEsophagusESCC4.55e-152.66e-010.116
79066METTL16P11T-EHumanEsophagusESCC1.05e-073.23e-010.1426
79066METTL16P12T-EHumanEsophagusESCC2.38e-184.52e-010.1122
79066METTL16P15T-EHumanEsophagusESCC5.68e-082.05e-010.1149
79066METTL16P16T-EHumanEsophagusESCC4.02e-304.83e-010.1153
79066METTL16P20T-EHumanEsophagusESCC2.98e-102.43e-010.1124
79066METTL16P21T-EHumanEsophagusESCC5.34e-182.97e-010.1617
79066METTL16P22T-EHumanEsophagusESCC1.14e-162.61e-010.1236
79066METTL16P23T-EHumanEsophagusESCC5.06e-103.09e-010.108
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00800092EsophagusESCCmRNA methylation14/855216/187236.78e-043.56e-0314
GO:00165561EsophagusESCCmRNA modification21/855227/187236.88e-043.61e-0321
GO:0000154EsophagusESCCrRNA modification26/855237/187232.16e-039.62e-0326
GO:190236916EsophagusESCCnegative regulation of RNA catabolic process46/855275/187234.54e-031.78e-0246
GO:003424914EsophagusESCCnegative regulation of cellular amide metabolic process144/8552273/187231.08e-023.67e-02144
GO:00098967LiverNAFLDpositive regulation of catabolic process108/1882492/187232.68e-153.14e-12108
GO:00194396LiverNAFLDaromatic compound catabolic process102/1882467/187232.29e-141.91e-11102
GO:19013616LiverNAFLDorganic cyclic compound catabolic process105/1882495/187237.04e-145.15e-11105
GO:00313317LiverNAFLDpositive regulation of cellular catabolic process92/1882427/187231.01e-124.91e-1092
GO:00442707LiverNAFLDcellular nitrogen compound catabolic process93/1882451/187231.04e-114.34e-0993
GO:00467006LiverNAFLDheterocycle catabolic process92/1882445/187231.16e-114.52e-0992
GO:19033116LiverNAFLDregulation of mRNA metabolic process66/1882288/187231.06e-102.96e-0866
GO:00064026LiverNAFLDmRNA catabolic process56/1882232/187233.49e-109.27e-0856
GO:00346556LiverNAFLDnucleobase-containing compound catabolic process80/1882407/187233.07e-094.61e-0780
GO:00064016LiverNAFLDRNA catabolic process61/1882278/187233.26e-094.76e-0761
GO:00610136LiverNAFLDregulation of mRNA catabolic process42/1882166/187231.27e-081.65e-0642
GO:00098957LiverNAFLDnegative regulation of catabolic process65/1882320/187232.50e-082.71e-0665
GO:00064177LiverNAFLDregulation of translation85/1882468/187234.58e-084.54e-0685
GO:00434886LiverNAFLDregulation of mRNA stability39/1882158/187238.49e-087.09e-0639
GO:00313307LiverNAFLDnegative regulation of cellular catabolic process55/1882262/187239.35e-087.59e-0655
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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
METTL16SNVMissense_Mutationc.706N>Gp.Leu236Valp.L236VQ86W50protein_codingtolerated(0.1)possibly_damaging(0.739)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
METTL16insertionIn_Frame_Insnovelc.212_213insGGCTCACTGCAACCTCCGCCTCCCAGGTTCGAGCGAp.Pro71_Leu72insAlaHisCysAsnLeuArgLeuProGlySerSerGlup.P71_L72insAHCNLRLPGSSEQ86W50protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
METTL16SNVMissense_Mutationnovelc.217G>Cp.Glu73Glnp.E73QQ86W50protein_codingdeleterious(0.01)probably_damaging(0.968)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
METTL16SNVMissense_Mutationc.599N>Ap.Arg200Glnp.R200QQ86W50protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
METTL16SNVMissense_Mutationc.851C>Tp.Ala284Valp.A284VQ86W50protein_codingtolerated(0.06)benign(0.057)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
METTL16SNVMissense_Mutationc.1262N>Tp.Glu421Valp.E421VQ86W50protein_codingdeleterious_low_confidence(0.02)benign(0.078)TCGA-DM-A28H-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
METTL16SNVMissense_Mutationnovelc.929A>Tp.Lys310Ilep.K310IQ86W50protein_codingdeleterious(0)possibly_damaging(0.818)TCGA-G4-6295-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
METTL16SNVMissense_Mutationc.1115N>Tp.Thr372Metp.T372MQ86W50protein_codingdeleterious(0.02)probably_damaging(0.975)TCGA-AG-3742-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
METTL16SNVMissense_Mutationrs765971942c.767N>Tp.Ala256Valp.A256VQ86W50protein_codingdeleterious(0.01)benign(0.274)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
METTL16SNVMissense_Mutationc.599N>Ap.Arg200Glnp.R200QQ86W50protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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