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: MAP3K9

Gene summary for MAP3K9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAP3K9

Gene ID

4293

Gene namemitogen-activated protein kinase kinase kinase 9
Gene AliasMEKK9
Cytomap14q24.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P80192


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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
4293MAP3K9HCC1_MengHumanLiverHCC1.65e-15-2.14e-020.0246
4293MAP3K9HCC1HumanLiverHCC1.60e-092.66e+000.5336
4293MAP3K9HCC2HumanLiverHCC4.95e-263.28e+000.5341
4293MAP3K9HCC5HumanLiverHCC1.15e-192.11e+000.4932
4293MAP3K9RNA-P17T-P17T-2HumanLungIAC2.63e-056.15e-010.3371
4293MAP3K9RNA-P17T-P17T-4HumanLungIAC1.81e-076.12e-010.343
4293MAP3K9RNA-P17T-P17T-6HumanLungIAC1.88e-057.17e-010.3385
4293MAP3K9RNA-P17T-P17T-8HumanLungIAC2.60e-035.04e-010.3329
4293MAP3K9RNA-P6T2-P6T2-1HumanLungIAC2.38e-032.18e-01-0.0166
4293MAP3K9RNA-P6T2-P6T2-2HumanLungIAC2.80e-052.60e-01-0.0132
4293MAP3K9RNA-P6T2-P6T2-3HumanLungIAC6.18e-072.59e-01-0.013
4293MAP3K9RNA-P6T2-P6T2-4HumanLungIAC7.83e-103.75e-01-0.0121
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00467775LiverHCCprotein autophosphorylation123/7958227/187232.40e-041.80e-03123
GO:00467776LungIACprotein autophosphorylation51/2061227/187234.85e-073.10e-0551
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa040108LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa0401011LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
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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
MAP3K9SNVMissense_Mutationnovelc.3103G>Tp.Ala1035Serp.A1035SP80192protein_codingtolerated(0.14)probably_damaging(0.996)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
MAP3K9SNVMissense_Mutationc.2917C>Gp.Pro973Alap.P973AP80192protein_codingdeleterious(0)possibly_damaging(0.793)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
MAP3K9SNVMissense_Mutationc.496G>Ap.Asp166Asnp.D166NP80192protein_codingdeleterious(0.02)benign(0.022)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
MAP3K9SNVMissense_Mutationc.2853G>Cp.Leu951Phep.L951FP80192protein_codingtolerated(0.39)benign(0.074)TCGA-C8-A275-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MAP3K9SNVMissense_Mutationc.1644N>Ap.Ser548Argp.S548RP80192protein_codingdeleterious(0)probably_damaging(0.979)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAP3K9insertionNonsense_Mutationnovelc.2625_2626insGGCACAGCCCTTTCTCAGGGTTGGACCCCCTGAGATCCAGCCCTp.Met876GlyfsTer11p.M876Gfs*11P80192protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MAP3K9SNVMissense_Mutationrs747893572c.3050N>Ap.Arg1017Glnp.R1017QP80192protein_codingdeleterious(0.05)probably_damaging(0.947)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MAP3K9SNVMissense_Mutationc.1396N>Tp.Arg466Trpp.R466WP80192protein_codingdeleterious(0)probably_damaging(0.988)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MAP3K9SNVMissense_Mutationc.1237G>Cp.Glu413Glnp.E413QP80192protein_codingtolerated(0.32)benign(0.108)TCGA-DG-A2KL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MAP3K9SNVMissense_Mutationc.775N>Ap.Glu259Lysp.E259KP80192protein_codingdeleterious(0)possibly_damaging(0.729)TCGA-DS-A0VK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
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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
4293MAP3K9DRUGGABLE GENOME, TRANSCRIPTION FACTOR, KINASE, ENZYME, SERINE THREONINE KINASEinhibitorCHEMBL290352CEP-1347
4293MAP3K9DRUGGABLE GENOME, TRANSCRIPTION FACTOR, KINASE, ENZYME, SERINE THREONINE KINASEinhibitor310264738CERDULATINIB
4293MAP3K9DRUGGABLE GENOME, TRANSCRIPTION FACTOR, KINASE, ENZYME, SERINE THREONINE KINASECEP1347
4293MAP3K9DRUGGABLE GENOME, TRANSCRIPTION FACTOR, KINASE, ENZYME, SERINE THREONINE KINASEinhibitor249565853CEP-1347
4293MAP3K9DRUGGABLE GENOME, TRANSCRIPTION FACTOR, KINASE, ENZYME, SERINE THREONINE KINASEinhibitor249565786
4293MAP3K9DRUGGABLE GENOME, TRANSCRIPTION FACTOR, KINASE, ENZYME, SERINE THREONINE KINASEinhibitor249565579APITOLISIB
4293MAP3K9DRUGGABLE GENOME, TRANSCRIPTION FACTOR, KINASE, ENZYME, SERINE THREONINE KINASEinhibitor328083457
4293MAP3K9DRUGGABLE GENOME, TRANSCRIPTION FACTOR, KINASE, ENZYME, SERINE THREONINE KINASEinhibitor249565817
4293MAP3K9DRUGGABLE GENOME, TRANSCRIPTION FACTOR, KINASE, ENZYME, SERINE THREONINE KINASEinhibitor249565750PRT-2607
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