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: MAP2K7

Gene summary for MAP2K7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAP2K7

Gene ID

5609

Gene namemitogen-activated protein kinase kinase 7
Gene AliasJNKK2
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

B4DV95


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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
5609MAP2K7LN46HumanOral cavityOSCC8.51e-165.50e-010.1666
5609MAP2K7SYSMH1HumanOral cavityOSCC2.48e-072.86e-010.1127
5609MAP2K7SYSMH2HumanOral cavityOSCC1.32e-113.59e-010.2326
5609MAP2K7SYSMH3HumanOral cavityOSCC2.33e-225.42e-010.2442
5609MAP2K7SYSMH5HumanOral cavityOSCC1.94e-041.50e-010.0647
5609MAP2K7SYSMH6HumanOral cavityOSCC6.13e-061.78e-010.1275
5609MAP2K7P1_cSCCHumanSkincSCC1.19e-339.18e-010.0292
5609MAP2K7P2_cSCCHumanSkincSCC9.70e-134.54e-01-0.024
5609MAP2K7P4_cSCCHumanSkincSCC6.83e-073.07e-01-0.00290000000000005
5609MAP2K7P10_cSCCHumanSkincSCC9.59e-093.82e-010.1017
5609MAP2K7cSCC_p8HumanSkincSCC7.66e-031.56e-01-0.1971
5609MAP2K7male-WTAHumanThyroidPTC4.23e-162.13e-010.1037
5609MAP2K7PTC01HumanThyroidPTC3.18e-163.35e-010.1899
5609MAP2K7PTC03HumanThyroidPTC1.28e-072.66e-010.1784
5609MAP2K7PTC04HumanThyroidPTC3.43e-223.76e-010.1927
5609MAP2K7PTC05HumanThyroidPTC1.20e-154.86e-010.2065
5609MAP2K7PTC06HumanThyroidPTC2.52e-337.26e-010.2057
5609MAP2K7PTC07HumanThyroidPTC2.92e-284.84e-010.2044
5609MAP2K7ATC09HumanThyroidATC2.66e-082.09e-010.2871
5609MAP2K7ATC11HumanThyroidATC3.75e-022.98e-010.3386
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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
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
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:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:000072319EsophagusESCCtelomere maintenance99/8552131/187232.68e-121.08e-1099
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:005105417EsophagusESCCpositive regulation of DNA metabolic process139/8552201/187231.20e-114.33e-10139
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:200057319EsophagusESCCpositive regulation of DNA biosynthetic process56/855266/187234.51e-111.45e-0956
GO:003220417EsophagusESCCregulation of telomere maintenance65/855280/187236.02e-111.90e-0965
GO:2000278110EsophagusESCCregulation of DNA biosynthetic process81/8552106/187239.81e-112.96e-0981
GO:000700418EsophagusESCCtelomere maintenance via telomerase56/855269/187231.40e-093.30e-0856
GO:200125219EsophagusESCCpositive regulation of chromosome organization64/855282/187231.98e-094.52e-0864
GO:001083319EsophagusESCCtelomere maintenance via telomere lengthening61/855281/187235.24e-089.37e-0761
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:00322108EsophagusESCCregulation of telomere maintenance via telomerase43/855253/187231.20e-071.95e-0643
GO:005197217EsophagusESCCregulation of telomerase activity39/855247/187231.48e-072.35e-0639
GO:0009408110EsophagusESCCresponse to heat77/8552110/187232.01e-073.11e-0677
GO:003220618EsophagusESCCpositive regulation of telomere maintenance42/855252/187232.15e-073.30e-0642
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05208211EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa05418211EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa05167211EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0513526EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa05417211EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa051619EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa0472225EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa049268EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa0401218EsophagusESCCErbB signaling pathway56/420585/84651.78e-035.24e-032.68e-0356
hsa046607EsophagusESCCT cell receptor signaling pathway63/4205104/84651.60e-023.60e-021.84e-0263
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
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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
MAP2K7SNVMissense_Mutationrs759229847c.1193G>Ap.Arg398Hisp.R398HO14733protein_codingtolerated(0.13)benign(0.006)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MAP2K7insertionFrame_Shift_Insnovelc.322_323insTTp.Asp109LeufsTer9p.D109Lfs*9O14733protein_codingTCGA-BH-A0DQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MAP2K7SNVMissense_Mutationnovelc.523G>Ap.Glu175Lysp.E175KO14733protein_codingdeleterious(0)probably_damaging(0.988)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MAP2K7SNVMissense_Mutationc.883N>Ap.Gly295Serp.G295SO14733protein_codingdeleterious(0.01)probably_damaging(1)TCGA-A6-2685-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
MAP2K7SNVMissense_Mutationrs775112625c.1273N>Ap.Val425Ilep.V425IO14733protein_codingtolerated_low_confidence(0.35)benign(0)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MAP2K7SNVMissense_Mutationc.775G>Ap.Asp259Asnp.D259NO14733protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3527-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MAP2K7SNVMissense_Mutationc.775N>Ap.Asp259Asnp.D259NO14733protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6890-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MAP2K7SNVMissense_Mutationrs55800262c.631N>Ap.Ala211Thrp.A211TO14733protein_codingdeleterious(0)benign(0.145)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MAP2K7SNVMissense_Mutationc.791N>Gp.Asn264Serp.N264SO14733protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CK-4950-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolfoxSD
MAP2K7SNVMissense_Mutationc.1028N>Tp.Thr343Metp.T343MO14733protein_codingdeleterious(0)possibly_damaging(0.768)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
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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
5609MAP2K7DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, ENZYMEinhibitorGDC-0973COBIMETINIB
5609MAP2K7DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, ENZYMEBenzoimidazole derivative 2
5609MAP2K7DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, ENZYMEBenzoheterocyclic compound 1
5609MAP2K7DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, ENZYMEPMID28594589-Compound-TABLE3C12
5609MAP2K7DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, ENZYMEallosteric modulator223365961COBIMETINIB
5609MAP2K7DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, ENZYMEARRY-162BINIMETINIB
5609MAP2K7DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, ENZYMEPyridinone compound 1
5609MAP2K7DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, ENZYMEPMID28594589-Compound-TABLE3C14
5609MAP2K7DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, ENZYMEinhibitorCOBIMETINIBCOBIMETINIB
5609MAP2K7DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, ENZYMEGDC-0623RG-7420
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