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: MAP4K4

Gene summary for MAP4K4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAP4K4

Gene ID

9448

Gene namemitogen-activated protein kinase kinase kinase kinase 4
Gene AliasFLH21957
Cytomap2q11.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

O95819


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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
9448MAP4K4LZE2THumanEsophagusESCC5.45e-089.26e-010.082
9448MAP4K4LZE4THumanEsophagusESCC1.90e-141.01e-010.0811
9448MAP4K4LZE7THumanEsophagusESCC6.00e-095.96e-010.0667
9448MAP4K4LZE22THumanEsophagusESCC2.98e-033.74e-010.068
9448MAP4K4LZE24THumanEsophagusESCC1.31e-121.70e-010.0596
9448MAP4K4LZE6THumanEsophagusESCC2.12e-031.10e-010.0845
9448MAP4K4P2T-EHumanEsophagusESCC1.75e-142.93e-010.1177
9448MAP4K4P4T-EHumanEsophagusESCC1.09e-184.98e-010.1323
9448MAP4K4P5T-EHumanEsophagusESCC1.79e-202.41e-010.1327
9448MAP4K4P8T-EHumanEsophagusESCC3.31e-232.34e-010.0889
9448MAP4K4P9T-EHumanEsophagusESCC2.70e-175.34e-010.1131
9448MAP4K4P10T-EHumanEsophagusESCC5.54e-417.78e-010.116
9448MAP4K4P11T-EHumanEsophagusESCC4.03e-114.21e-010.1426
9448MAP4K4P12T-EHumanEsophagusESCC1.64e-143.33e-010.1122
9448MAP4K4P15T-EHumanEsophagusESCC6.75e-145.09e-010.1149
9448MAP4K4P16T-EHumanEsophagusESCC2.64e-152.47e-010.1153
9448MAP4K4P17T-EHumanEsophagusESCC9.37e-092.46e-010.1278
9448MAP4K4P19T-EHumanEsophagusESCC3.83e-067.37e-010.1662
9448MAP4K4P21T-EHumanEsophagusESCC1.17e-336.90e-010.1617
9448MAP4K4P22T-EHumanEsophagusESCC8.00e-283.64e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00901308LungIACtissue migration66/2061365/187233.32e-058.30e-0466
GO:00465784LungIACregulation of Ras protein signal transduction40/2061189/187233.50e-058.65e-0440
GO:00106328LungIACregulation of epithelial cell migration55/2061292/187234.68e-051.08e-0355
GO:00108118LungIACpositive regulation of cell-substrate adhesion29/2061123/187235.35e-051.21e-0329
GO:00016677LungIACameboidal-type cell migration80/2061475/187236.90e-051.47e-0380
GO:00435475LungIACpositive regulation of GTPase activity48/2061255/187231.40e-042.60e-0348
GO:00106347LungIACpositive regulation of epithelial cell migration36/2061176/187231.73e-043.07e-0336
GO:00019546LungIACpositive regulation of cell-matrix adhesion16/206158/187233.85e-045.87e-0316
GO:00097438LungIACresponse to carbohydrate46/2061253/187234.28e-046.37e-0346
GO:00518943LungIACpositive regulation of focal adhesion assembly10/206128/187235.17e-047.37e-0310
GO:0032011LungIACARF protein signal transduction8/206119/187235.25e-047.44e-038
GO:0032012LungIACregulation of ARF protein signal transduction8/206119/187235.25e-047.44e-038
GO:00109774LungIACnegative regulation of neuron projection development27/2061137/187231.88e-031.92e-0227
GO:01501173LungIACpositive regulation of cell-substrate junction organization10/206133/187232.18e-032.15e-0210
GO:00342848LungIACresponse to monosaccharide39/2061225/187232.75e-032.51e-0239
GO:00224118LungIACcellular component disassembly68/2061443/187232.89e-032.60e-0268
GO:00310994LungIACregeneration34/2061198/187235.73e-034.18e-0234
GO:0010812LungIACnegative regulation of cell-substrate adhesion15/206168/187236.28e-034.49e-0215
GO:000716012LungAIScell-matrix adhesion60/1849233/187232.19e-122.55e-0960
GO:003158913LungAIScell-substrate adhesion80/1849363/187233.80e-123.16e-0980
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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
hsa0401021LungAISMAPK signaling pathway57/961302/84656.41e-059.43e-046.03e-0457
hsa0401031LungAISMAPK signaling pathway57/961302/84656.41e-059.43e-046.03e-0457
hsa0401014Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0401015Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0401023Oral cavityEOLPMAPK signaling pathway68/1218302/84657.48e-053.40e-042.01e-0468
hsa0401033Oral cavityEOLPMAPK signaling pathway68/1218302/84657.48e-053.40e-042.01e-0468
hsa0401041Oral cavityNEOLPMAPK signaling pathway59/1112302/84659.40e-044.67e-032.94e-0359
hsa0401051Oral cavityNEOLPMAPK signaling pathway59/1112302/84659.40e-044.67e-032.94e-0359
hsa0401010ProstateBPHMAPK signaling pathway87/1718302/84652.05e-041.13e-036.98e-0487
hsa0401013ProstateBPHMAPK signaling pathway87/1718302/84652.05e-041.13e-036.98e-0487
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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
MAP4K4SNVMissense_Mutationc.3526N>Tp.Val1176Phep.V1176Fprotein_codingdeleterious_low_confidence(0.01)probably_damaging(0.98)TCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MAP4K4SNVMissense_Mutationc.3715N>Cp.Phe1239Leup.F1239Lprotein_codingdeleterious_low_confidence(0)probably_damaging(0.931)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MAP4K4SNVMissense_Mutationc.451N>Tp.His151Tyrp.H151Yprotein_codingdeleterious_low_confidence(0)probably_damaging(0.957)TCGA-AC-A2FG-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexCR
MAP4K4SNVMissense_Mutationnovelc.643N>Ap.Asp215Asnp.D215Nprotein_codingdeleterious_low_confidence(0)probably_damaging(0.994)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MAP4K4SNVMissense_Mutationc.1246G>Cp.Glu416Glnp.E416Qprotein_codingtolerated_low_confidence(0.09)possibly_damaging(0.888)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAP4K4SNVMissense_Mutationc.592N>Ap.Glu198Lysp.E198Kprotein_codingdeleterious_low_confidence(0)probably_damaging(0.991)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MAP4K4SNVMissense_Mutationc.673N>Cp.Glu225Glnp.E225Qprotein_codingdeleterious_low_confidence(0.02)probably_damaging(0.991)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MAP4K4SNVMissense_Mutationc.2322N>Cp.Leu774Phep.L774Fprotein_codingtolerated_low_confidence(0.59)probably_damaging(0.991)TCGA-GM-A2DI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
MAP4K4SNVMissense_Mutationnovelc.2741N>Cp.Gly914Alap.G914Aprotein_codingtolerated_low_confidence(0.39)probably_damaging(0.997)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
MAP4K4insertionNonsense_Mutationnovelc.1598_1599insGGAGGGTCAGACATAGACACAAGAGACGTAGATp.Asp533delinsGluGluGlyGlnThrTerThrGlnGluThrTerIlep.D533delinsEEGQT*TQET*Iprotein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
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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
9448MAP4K4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMECYC-116CYC-116
9448MAP4K4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMESOTRASTAURINSOTRASTAURIN
9448MAP4K4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEPAZOPANIBPAZOPANIB
9448MAP4K4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEDNDI1417467CHEMBL1997335
9448MAP4K4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEAST-487AST-487
9448MAP4K4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEPD-0166285PD-0166285
9448MAP4K4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMESB-220025SB-220025
9448MAP4K4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMECEDIRANIBCEDIRANIB
9448MAP4K4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEOSI-632OSI-632
9448MAP4K4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEAZD-1152-HQPAAZD-1152-HQPA
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