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
79066METTL16P62T-EHumanEsophagusESCC1.11e-183.96e-010.1302
79066METTL16P65T-EHumanEsophagusESCC2.47e-122.11e-010.0978
79066METTL16P74T-EHumanEsophagusESCC3.29e-113.82e-010.1479
79066METTL16P75T-EHumanEsophagusESCC2.97e-153.23e-010.1125
79066METTL16P76T-EHumanEsophagusESCC4.45e-112.27e-010.1207
79066METTL16P79T-EHumanEsophagusESCC5.30e-234.21e-010.1154
79066METTL16P80T-EHumanEsophagusESCC1.63e-164.90e-010.155
79066METTL16P82T-EHumanEsophagusESCC2.58e-032.64e-010.1072
79066METTL16P83T-EHumanEsophagusESCC3.38e-112.89e-010.1738
79066METTL16P89T-EHumanEsophagusESCC6.19e-044.28e-010.1752
79066METTL16P91T-EHumanEsophagusESCC3.33e-034.25e-010.1828
79066METTL16P107T-EHumanEsophagusESCC7.35e-225.18e-010.171
79066METTL16P127T-EHumanEsophagusESCC6.22e-065.86e-020.0826
79066METTL16P128T-EHumanEsophagusESCC1.09e-166.55e-010.1241
79066METTL16P130T-EHumanEsophagusESCC5.64e-366.66e-010.1676
79066METTL16NAFLD1HumanLiverNAFLD2.24e-043.66e-01-0.04
79066METTL16HCC1_MengHumanLiverHCC5.13e-16-7.05e-020.0246
79066METTL16HCC2_MengHumanLiverHCC4.21e-087.82e-040.0107
79066METTL16HCC2HumanLiverHCC4.10e-061.62e+000.5341
79066METTL16HCC5HumanLiverHCC9.99e-048.11e-010.4932
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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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:0006402110EsophagusESCCmRNA catabolic process170/8552232/187238.70e-188.00e-16170
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:0043484111EsophagusESCCregulation of RNA splicing116/8552148/187233.18e-162.38e-14116
GO:0050684110EsophagusESCCregulation of mRNA processing109/8552137/187233.51e-162.59e-14109
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
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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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