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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 2 3 4 5 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:003221017ThyroidATCregulation of telomere maintenance via telomerase34/629353/187235.22e-065.61e-0534
GO:001083326ThyroidATCtelomere maintenance via telomere lengthening47/629381/187235.53e-065.93e-0547
GO:000627823ThyroidATCRNA-dependent DNA biosynthetic process44/629375/187237.37e-067.56e-0544
GO:1904356110ThyroidATCregulation of telomere maintenance via telomere lengthening37/629361/187231.35e-051.29e-0437
GO:007190215ThyroidATCpositive regulation of protein serine/threonine kinase activity96/6293200/187231.63e-051.51e-0496
GO:200057325ThyroidATCpositive regulation of DNA biosynthetic process39/629366/187231.90e-051.73e-0439
GO:1904358111ThyroidATCpositive regulation of telomere maintenance via telomere lengthening25/629337/187232.50e-052.16e-0425
GO:003221219ThyroidATCpositive regulation of telomere maintenance via telomerase23/629334/187235.15e-053.99e-0423
GO:000189026ThyroidATCplacenta development70/6293144/187231.33e-049.33e-0470
GO:003220016ThyroidATCtelomere organization76/6293159/187231.40e-049.75e-0476
GO:000941613ThyroidATCresponse to light stimulus139/6293320/187231.42e-049.88e-04139
GO:005197323ThyroidATCpositive regulation of telomerase activity22/629334/187232.03e-041.35e-0322
GO:190435311ThyroidATCregulation of telomere capping18/629326/187232.20e-041.44e-0318
GO:005197224ThyroidATCregulation of telomerase activity28/629347/187232.31e-041.49e-0328
GO:004340513ThyroidATCregulation of MAP kinase activity82/6293177/187232.87e-041.83e-0382
GO:007030226ThyroidATCregulation of stress-activated protein kinase signaling cascade89/6293195/187233.05e-041.93e-0389
GO:003287226ThyroidATCregulation of stress-activated MAPK cascade87/6293192/187234.72e-042.77e-0387
GO:004340611ThyroidATCpositive regulation of MAP kinase activity51/6293112/187235.68e-032.30e-0251
GO:001623311ThyroidATCtelomere capping21/629339/187237.26e-032.86e-0221
GO:19043551ThyroidATCpositive regulation of telomere capping11/629317/187238.56e-033.26e-0211
Page: 1 2 3 4 5 6 7 8 

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
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 

Top

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
Page: 1