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: MAP3K4

Gene summary for MAP3K4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAP3K4

Gene ID

4216

Gene namemitogen-activated protein kinase kinase kinase 4
Gene AliasMAPKKK4
Cytomap6q26
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9Y6R4


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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
4216MAP3K4CCI_1HumanCervixCC2.43e-099.63e-010.528
4216MAP3K4CCI_3HumanCervixCC6.83e-045.37e-010.516
4216MAP3K4LZE4THumanEsophagusESCC2.69e-143.73e-010.0811
4216MAP3K4LZE7THumanEsophagusESCC6.51e-093.09e-010.0667
4216MAP3K4LZE8THumanEsophagusESCC1.80e-029.09e-020.067
4216MAP3K4LZE20THumanEsophagusESCC3.49e-041.33e-010.0662
4216MAP3K4LZE22D1HumanEsophagusHGIN1.32e-031.40e-010.0595
4216MAP3K4LZE24THumanEsophagusESCC1.91e-072.37e-010.0596
4216MAP3K4LZE21THumanEsophagusESCC2.62e-052.35e-010.0655
4216MAP3K4P1T-EHumanEsophagusESCC7.91e-134.05e-010.0875
4216MAP3K4P2T-EHumanEsophagusESCC1.07e-164.23e-010.1177
4216MAP3K4P4T-EHumanEsophagusESCC1.53e-274.17e-010.1323
4216MAP3K4P5T-EHumanEsophagusESCC1.51e-254.66e-010.1327
4216MAP3K4P8T-EHumanEsophagusESCC8.48e-253.64e-010.0889
4216MAP3K4P9T-EHumanEsophagusESCC2.48e-061.34e-010.1131
4216MAP3K4P10T-EHumanEsophagusESCC1.73e-273.25e-010.116
4216MAP3K4P11T-EHumanEsophagusESCC5.16e-144.85e-010.1426
4216MAP3K4P12T-EHumanEsophagusESCC5.67e-183.62e-010.1122
4216MAP3K4P15T-EHumanEsophagusESCC9.37e-274.84e-010.1149
4216MAP3K4P16T-EHumanEsophagusESCC2.19e-233.68e-010.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:005197217EsophagusESCCregulation of telomerase activity39/855247/187231.48e-072.35e-0639
GO:003220618EsophagusESCCpositive regulation of telomere maintenance42/855252/187232.15e-073.30e-0642
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:003221210EsophagusESCCpositive regulation of telomere maintenance via telomerase30/855234/187232.73e-074.02e-0630
GO:005197318EsophagusESCCpositive regulation of telomerase activity30/855234/187232.73e-074.02e-0630
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
GO:190435819EsophagusESCCpositive regulation of telomere maintenance via telomere lengthening32/855237/187232.96e-074.23e-0632
GO:000627816EsophagusESCCRNA-dependent DNA biosynthetic process56/855275/187233.03e-074.30e-0656
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:190435616EsophagusESCCregulation of telomere maintenance via telomere lengthening47/855261/187235.61e-077.40e-0647
GO:00719029EsophagusESCCpositive regulation of protein serine/threonine kinase activity124/8552200/187232.27e-062.61e-05124
GO:004586018EsophagusESCCpositive regulation of protein kinase activity219/8552386/187236.91e-066.97e-05219
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:007030217EsophagusESCCregulation of stress-activated protein kinase signaling cascade119/8552195/187231.07e-051.01e-04119
GO:003220014EsophagusESCCtelomere organization99/8552159/187231.77e-051.57e-0499
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:003287217EsophagusESCCregulation of stress-activated MAPK cascade116/8552192/187232.63e-052.21e-04116
GO:19043532EsophagusESCCregulation of telomere capping22/855226/187234.88e-053.83e-0422
GO:00162332EsophagusESCCtelomere capping28/855239/187238.57e-044.40e-0328
GO:00434055EsophagusESCCregulation of MAP kinase activity102/8552177/187238.89e-044.55e-03102
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0491212CervixCCGnRH signaling pathway26/126793/84658.72e-043.87e-032.29e-0326
hsa040109CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa0491213CervixCCGnRH signaling pathway26/126793/84658.72e-043.87e-032.29e-0326
hsa0401012CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
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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
MAP3K4SNVMissense_Mutationc.602N>Tp.Ser201Phep.S201FQ9Y6R4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MAP3K4SNVMissense_Mutationc.4109N>Gp.Ala1370Glyp.A1370GQ9Y6R4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A4ZE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MAP3K4SNVMissense_Mutationc.4076N>Gp.Thr1359Serp.T1359SQ9Y6R4protein_codingtolerated(0.13)probably_damaging(0.981)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAP3K4SNVMissense_Mutationnovelc.3309N>Cp.Glu1103Aspp.E1103DQ9Y6R4protein_codingtolerated(0.41)probably_damaging(0.99)TCGA-AQ-A04H-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
MAP3K4SNVMissense_Mutationc.1340C>Tp.Thr447Ilep.T447IQ9Y6R4protein_codingtolerated(0.18)benign(0.189)TCGA-B6-A0IC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAP3K4SNVMissense_Mutationnovelc.3635N>Gp.Ser1212Cysp.S1212CQ9Y6R4protein_codingtolerated(0.19)benign(0.001)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
MAP3K4SNVMissense_Mutationnovelc.4030N>Gp.Gln1344Glup.Q1344EQ9Y6R4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-OL-A97C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MAP3K4insertionNonsense_Mutationnovelc.1267_1268insCTCATTCATGTTAGACTCAp.Gly423AlafsTer5p.G423Afs*5Q9Y6R4protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
MAP3K4insertionFrame_Shift_Insnovelc.664_665insAp.Arg222GlnfsTer6p.R222Qfs*6Q9Y6R4protein_codingTCGA-AO-A0JI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
MAP3K4insertionFrame_Shift_Insnovelc.665_666insCTTCATATp.Leu223PhefsTer4p.L223Ffs*4Q9Y6R4protein_codingTCGA-AO-A0JI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
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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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