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: METTL9

Gene summary for METTL9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

METTL9

Gene ID

51108

Gene namemethyltransferase like 9
Gene AliasCGI-81
Cytomap16p12.2
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q9H1A3


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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
51108METTL9AEH-subject1HumanEndometriumAEH7.07e-15-3.51e-01-0.3059
51108METTL9AEH-subject2HumanEndometriumAEH1.47e-14-3.86e-01-0.2525
51108METTL9AEH-subject3HumanEndometriumAEH8.09e-08-2.97e-01-0.2576
51108METTL9AEH-subject4HumanEndometriumAEH1.00e-07-3.50e-01-0.2657
51108METTL9AEH-subject5HumanEndometriumAEH7.26e-13-4.06e-01-0.2953
51108METTL9EEC-subject1HumanEndometriumEEC2.87e-16-3.81e-01-0.2682
51108METTL9EEC-subject2HumanEndometriumEEC5.16e-18-4.58e-01-0.2607
51108METTL9EEC-subject3HumanEndometriumEEC8.91e-35-2.97e-01-0.2525
51108METTL9EEC-subject4HumanEndometriumEEC1.66e-09-2.95e-01-0.2571
51108METTL9EEC-subject5HumanEndometriumEEC5.68e-05-2.97e-01-0.249
51108METTL9GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.46e-27-2.18e-01-0.1869
51108METTL9GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.47e-31-2.76e-01-0.1875
51108METTL9GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.13e-33-1.68e-01-0.1883
51108METTL9GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC6.62e-34-3.34e-01-0.1934
51108METTL9GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC5.99e-52-2.59e-01-0.1917
51108METTL9GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC4.87e-49-3.54e-01-0.1916
51108METTL9GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC2.21e-10-3.15e-01-0.1269
51108METTL9LZE4THumanEsophagusESCC3.47e-144.56e-010.0811
51108METTL9LZE7THumanEsophagusESCC2.24e-021.35e-010.0667
51108METTL9LZE8THumanEsophagusESCC7.50e-06-2.08e-010.067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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:00322593SkincSCCmethylation120/4864364/187231.61e-039.93e-03120
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
METTL9SNVMissense_Mutationc.698N>Cp.Arg233Thrp.R233TQ9H1A3protein_codingtolerated(0.92)benign(0.001)TCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
METTL9SNVMissense_Mutationnovelc.782T>Ap.Ile261Asnp.I261NQ9H1A3protein_codingtolerated(0.29)benign(0.054)TCGA-OL-A66P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
METTL9SNVMissense_Mutationrs778358052c.919G>Ap.Val307Ilep.V307IQ9H1A3protein_codingtolerated(0.15)benign(0.141)TCGA-AA-3697-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
METTL9SNVMissense_Mutationnovelc.37G>Ap.Ala13Thrp.A13TQ9H1A3protein_codingtolerated_low_confidence(0.08)benign(0.01)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
METTL9SNVMissense_Mutationnovelc.606G>Tp.Gln202Hisp.Q202HQ9H1A3protein_codingtolerated(0.07)benign(0.009)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
METTL9SNVMissense_Mutationnovelc.558N>Tp.Lys186Asnp.K186NQ9H1A3protein_codingdeleterious(0.01)possibly_damaging(0.723)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
METTL9SNVMissense_Mutationnovelc.239N>Tp.Gly80Valp.G80VQ9H1A3protein_codingdeleterious(0.04)possibly_damaging(0.616)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
METTL9SNVMissense_Mutationnovelc.932N>Ap.Ala311Aspp.A311DQ9H1A3protein_codingdeleterious(0)possibly_damaging(0.825)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
METTL9SNVMissense_Mutationnovelc.224N>Ap.Ser75Asnp.S75NQ9H1A3protein_codingtolerated(0.19)benign(0.031)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
METTL9SNVMissense_Mutationnovelc.407G>Tp.Arg136Ilep.R136IQ9H1A3protein_codingdeleterious(0.01)possibly_damaging(0.69)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<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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