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: MAP3K21

Gene summary for MAP3K21

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAP3K21

Gene ID

84451

Gene namemitogen-activated protein kinase kinase kinase 21
Gene AliasMLK4
Cytomap1q42.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A1W2PKR9


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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
84451MAP3K21HTA11_3410_2000001011HumanColorectumAD1.25e-10-4.98e-010.0155
84451MAP3K21HTA11_2487_2000001011HumanColorectumSER7.71e-05-4.54e-01-0.1808
84451MAP3K21HTA11_3361_2000001011HumanColorectumAD4.11e-03-4.70e-01-0.1207
84451MAP3K21HTA11_696_2000001011HumanColorectumAD1.24e-06-3.32e-01-0.1464
84451MAP3K21HTA11_866_2000001011HumanColorectumAD5.08e-08-3.53e-01-0.1001
84451MAP3K21HTA11_866_3004761011HumanColorectumAD9.16e-09-4.97e-010.096
84451MAP3K21HTA11_7696_3000711011HumanColorectumAD1.49e-03-3.04e-010.0674
84451MAP3K21HTA11_99999970781_79442HumanColorectumMSS1.09e-36-6.16e-010.294
84451MAP3K21HTA11_99999965104_69814HumanColorectumMSS3.47e-12-6.16e-010.281
84451MAP3K21HTA11_99999971662_82457HumanColorectumMSS2.14e-33-6.16e-010.3859
84451MAP3K21HTA11_99999973899_84307HumanColorectumMSS3.25e-09-6.16e-010.2585
84451MAP3K21HTA11_99999974143_84620HumanColorectumMSS4.96e-35-6.16e-010.3005
84451MAP3K21A001-C-207HumanColorectumFAP1.26e-06-4.10e-010.1278
84451MAP3K21A015-C-203HumanColorectumFAP1.33e-25-4.77e-01-0.1294
84451MAP3K21A015-C-204HumanColorectumFAP1.94e-06-3.78e-01-0.0228
84451MAP3K21A014-C-040HumanColorectumFAP7.52e-03-3.77e-01-0.1184
84451MAP3K21A002-C-201HumanColorectumFAP1.70e-15-4.61e-010.0324
84451MAP3K21A002-C-203HumanColorectumFAP1.85e-04-2.53e-010.2786
84451MAP3K21A001-C-119HumanColorectumFAP7.63e-08-4.22e-01-0.1557
84451MAP3K21A001-C-108HumanColorectumFAP7.48e-17-3.58e-01-0.0272
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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
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
∗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:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:00467771ColorectumSERprotein autophosphorylation60/2897227/187231.36e-054.25e-0460
GO:00467772ColorectumMSSprotein autophosphorylation63/3467227/187233.96e-044.91e-0363
GO:00467773ColorectumFAPprotein autophosphorylation52/2622227/187231.88e-042.76e-0352
GO:00467774ColorectumCRCprotein autophosphorylation42/2078227/187236.08e-048.10e-0342
GO:00467775LiverHCCprotein autophosphorylation123/7958227/187232.40e-041.80e-03123
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04010ColorectumFAPMAPK signaling pathway68/1404302/84654.00e-031.67e-021.02e-0268
hsa040101ColorectumFAPMAPK signaling pathway68/1404302/84654.00e-031.67e-021.02e-0268
hsa040102ColorectumCRCMAPK signaling pathway56/1091302/84652.76e-031.77e-021.20e-0256
hsa040103ColorectumCRCMAPK signaling pathway56/1091302/84652.76e-031.77e-021.20e-0256
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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
MAP3K21SNVMissense_Mutationnovelc.2657G>Cp.Arg886Thrp.R886TQ5TCX8protein_codingtolerated(0.11)benign(0)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
MAP3K21SNVMissense_Mutationc.3055N>Gp.Arg1019Glyp.R1019GQ5TCX8protein_codingtolerated(0.08)benign(0.037)TCGA-A8-A08Z-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MAP3K21SNVMissense_Mutationc.1312G>Cp.Glu438Glnp.E438QQ5TCX8protein_codingdeleterious(0)probably_damaging(0.95)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MAP3K21SNVMissense_Mutationrs374695182c.1724G>Ap.Arg575Glnp.R575QQ5TCX8protein_codingtolerated(0.33)benign(0.049)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAP3K21SNVMissense_Mutationc.1658G>Tp.Arg553Leup.R553LQ5TCX8protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MAP3K21SNVMissense_Mutationnovelc.1661T>Cp.Leu554Prop.L554PQ5TCX8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-B6-A1KC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAP3K21SNVMissense_Mutationnovelc.1663C>Gp.Arg555Glyp.R555GQ5TCX8protein_codingdeleterious(0)probably_damaging(0.992)TCGA-B6-A1KC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAP3K21SNVMissense_Mutationnovelc.1288N>Ap.Asp430Asnp.D430NQ5TCX8protein_codingtolerated(0.12)benign(0.012)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
MAP3K21SNVMissense_Mutationrs138700859c.2858G>Ap.Arg953Hisp.R953HQ5TCX8protein_codingdeleterious(0.03)benign(0)TCGA-E2-A56Z-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MAP3K21SNVMissense_Mutationc.2746C>Tp.Pro916Serp.P916SQ5TCX8protein_codingtolerated(0.1)possibly_damaging(0.755)TCGA-EW-A1P4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
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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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