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: METTL22

Gene summary for METTL22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

METTL22

Gene ID

79091

Gene namemethyltransferase 22, Kin17 lysine
Gene AliasC16orf68
Cytomap16p13.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9BUU2


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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
79091METTL22LZE4THumanEsophagusESCC1.59e-041.22e-010.0811
79091METTL22LZE7THumanEsophagusESCC1.49e-052.54e-010.0667
79091METTL22LZE8THumanEsophagusESCC2.30e-031.15e-010.067
79091METTL22LZE24THumanEsophagusESCC8.92e-091.83e-010.0596
79091METTL22LZE6THumanEsophagusESCC4.91e-021.42e-010.0845
79091METTL22P1T-EHumanEsophagusESCC4.53e-072.66e-010.0875
79091METTL22P2T-EHumanEsophagusESCC6.38e-244.14e-010.1177
79091METTL22P4T-EHumanEsophagusESCC1.37e-102.37e-010.1323
79091METTL22P5T-EHumanEsophagusESCC4.94e-081.30e-010.1327
79091METTL22P8T-EHumanEsophagusESCC1.02e-112.66e-010.0889
79091METTL22P9T-EHumanEsophagusESCC1.01e-031.33e-010.1131
79091METTL22P10T-EHumanEsophagusESCC1.51e-101.87e-010.116
79091METTL22P11T-EHumanEsophagusESCC1.82e-042.22e-010.1426
79091METTL22P12T-EHumanEsophagusESCC8.74e-173.06e-010.1122
79091METTL22P15T-EHumanEsophagusESCC1.88e-163.01e-010.1149
79091METTL22P16T-EHumanEsophagusESCC3.06e-213.25e-010.1153
79091METTL22P17T-EHumanEsophagusESCC5.87e-031.61e-010.1278
79091METTL22P20T-EHumanEsophagusESCC1.64e-102.61e-010.1124
79091METTL22P21T-EHumanEsophagusESCC4.89e-161.82e-010.1617
79091METTL22P22T-EHumanEsophagusESCC3.98e-173.49e-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
∗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:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:00064797Oral cavityOSCCprotein methylation92/7305181/187237.86e-044.26e-0392
GO:00082137Oral cavityOSCCprotein alkylation92/7305181/187237.86e-044.26e-0392
GO:00434142Oral cavityOSCCmacromolecule methylation149/7305316/187231.82e-038.60e-03149
GO:00322591Oral cavityOSCCmethylation168/7305364/187233.03e-031.31e-02168
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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
METTL22SNVMissense_Mutationnovelc.209N>Cp.Arg70Thrp.R70TQ9BUU2protein_codingtolerated(0.2)benign(0.001)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
METTL22SNVMissense_Mutationnovelc.377N>Cp.Arg126Thrp.R126TQ9BUU2protein_codingdeleterious(0)probably_damaging(0.96)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
METTL22SNVMissense_Mutationrs201872412c.667N>Ap.Ala223Thrp.A223TQ9BUU2protein_codingtolerated(0.31)benign(0.029)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
METTL22SNVMissense_Mutationc.1107N>Tp.Lys369Asnp.K369NQ9BUU2protein_codingdeleterious(0.03)benign(0.001)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
METTL22SNVMissense_Mutationrs372668884c.1198N>Ap.Ala400Thrp.A400TQ9BUU2protein_codingdeleterious(0.03)possibly_damaging(0.57)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
METTL22SNVMissense_Mutationc.986N>Gp.Thr329Argp.T329RQ9BUU2protein_codingdeleterious(0)probably_damaging(0.93)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
METTL22SNVMissense_Mutationnovelc.949N>Tp.Leu317Phep.L317FQ9BUU2protein_codingdeleterious(0)benign(0.209)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
METTL22SNVMissense_Mutationnovelc.149T>Cp.Phe50Serp.F50SQ9BUU2protein_codingdeleterious(0)probably_damaging(0.988)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
METTL22SNVMissense_Mutationrs376519641c.922G>Ap.Asp308Asnp.D308NQ9BUU2protein_codingdeleterious(0.05)possibly_damaging(0.833)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
METTL22insertionIn_Frame_Insnovelc.984_985insATTp.Cys328_Thr329insIlep.C328_T329insIQ9BUU2protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<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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