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: METTL7A

Gene summary for METTL7A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

METTL7A

Gene ID

25840

Gene namemethyltransferase like 7A
Gene AliasAAM-B
Cytomap12q13.12
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

A0A024R118


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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
25840METTL7AHTA11_3410_2000001011HumanColorectumAD1.95e-051.16e-010.0155
25840METTL7AHTA11_1938_2000001011HumanColorectumAD7.09e-033.68e-01-0.0811
25840METTL7AHTA11_78_2000001011HumanColorectumAD1.10e-055.89e-01-0.1088
25840METTL7AHTA11_347_2000001011HumanColorectumAD1.26e-401.05e+00-0.1954
25840METTL7AHTA11_83_2000001011HumanColorectumSER1.92e-063.88e-01-0.1526
25840METTL7AHTA11_696_2000001011HumanColorectumAD1.26e-073.94e-01-0.1464
25840METTL7AHTA11_866_2000001011HumanColorectumAD9.51e-032.99e-01-0.1001
25840METTL7AHTA11_1391_2000001011HumanColorectumAD1.02e-053.96e-01-0.059
25840METTL7AHTA11_5212_2000001011HumanColorectumAD6.39e-045.76e-01-0.2061
25840METTL7AHTA11_7862_2000001011HumanColorectumAD6.92e-105.47e-01-0.0179
25840METTL7AHTA11_10623_2000001011HumanColorectumAD4.47e-043.46e-01-0.0177
25840METTL7AHTA11_6801_2000001011HumanColorectumSER4.76e-056.16e-010.0171
25840METTL7ALZE4THumanEsophagusESCC1.42e-05-4.49e-010.0811
25840METTL7ALZE5THumanEsophagusESCC2.11e-043.02e-010.0514
25840METTL7ALZE8THumanEsophagusESCC1.02e-03-4.91e-010.067
25840METTL7ALZE20THumanEsophagusESCC3.98e-05-3.96e-010.0662
25840METTL7ALZE22D1HumanEsophagusHGIN4.94e-02-4.32e-010.0595
25840METTL7AP1T-EHumanEsophagusESCC1.36e-06-2.93e-010.0875
25840METTL7AP2T-EHumanEsophagusESCC3.04e-17-1.91e-020.1177
25840METTL7AP5T-EHumanEsophagusESCC2.89e-07-4.22e-010.1327
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:00322591Oral cavityOSCCmethylation168/7305364/187233.03e-031.31e-02168
GO:00322594ThyroidPTCmethylation146/5968364/187234.99e-043.26e-03146
GO:003225911ThyroidATCmethylation148/6293364/187232.69e-031.23e-02148
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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
METTL7ASNVMissense_Mutationc.644N>Tp.Ala215Valp.A215VQ9H8H3protein_codingdeleterious(0.03)benign(0.269)TCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
METTL7ASNVMissense_Mutationnovelc.497N>Ap.Pro166Glnp.P166QQ9H8H3protein_codingdeleterious(0.02)possibly_damaging(0.704)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
METTL7AinsertionNonsense_Mutationnovelc.566_567insTGAATAAATAAATCAGGAAATTCCAATTTTTCTATTCGTAACp.Gln189delinsHisGluTerIleAsnGlnGluIleProIlePheLeuPheValThrp.Q189delinsHE*INQEIPIFLFVTQ9H8H3protein_codingTCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
METTL7ASNVMissense_Mutationnovelc.523N>Ap.His175Asnp.H175NQ9H8H3protein_codingdeleterious(0)probably_damaging(0.979)TCGA-C5-A7X8-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
METTL7ASNVMissense_Mutationrs757743447c.358G>Cp.Glu120Glnp.E120QQ9H8H3protein_codingtolerated(0.09)benign(0.395)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
METTL7ASNVMissense_Mutationrs769150846c.704N>Ap.Arg235Hisp.R235HQ9H8H3protein_codingdeleterious(0.04)possibly_damaging(0.459)TCGA-AD-6901-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
METTL7ASNVMissense_Mutationc.469N>Ap.Leu157Ilep.L157IQ9H8H3protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
METTL7ASNVMissense_Mutationrs749947319c.641N>Ap.Arg214Glnp.R214QQ9H8H3protein_codingtolerated(0.63)benign(0.001)TCGA-AG-3881-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
METTL7ASNVMissense_Mutationnovelc.575N>Cp.Asp192Alap.D192AQ9H8H3protein_codingtolerated(0.15)benign(0.001)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
METTL7ASNVMissense_Mutationnovelc.617G>Cp.Arg206Thrp.R206TQ9H8H3protein_codingdeleterious(0)probably_damaging(0.915)TCGA-A5-A3LP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
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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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