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: MAPK13

Gene summary for MAPK13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAPK13

Gene ID

5603

Gene namemitogen-activated protein kinase 13
Gene AliasMAPK 13
Cytomap6p21.31
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024RD04


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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
5603MAPK13P22T-EHumanEsophagusESCC2.84e-427.18e-010.1236
5603MAPK13P23T-EHumanEsophagusESCC3.17e-289.01e-010.108
5603MAPK13P24T-EHumanEsophagusESCC1.61e-123.52e-010.1287
5603MAPK13P26T-EHumanEsophagusESCC6.49e-366.94e-010.1276
5603MAPK13P27T-EHumanEsophagusESCC4.99e-338.60e-010.1055
5603MAPK13P28T-EHumanEsophagusESCC1.57e-368.14e-010.1149
5603MAPK13P30T-EHumanEsophagusESCC9.64e-381.73e+000.137
5603MAPK13P31T-EHumanEsophagusESCC3.10e-235.51e-010.1251
5603MAPK13P36T-EHumanEsophagusESCC2.24e-093.57e-010.1187
5603MAPK13P37T-EHumanEsophagusESCC3.33e-224.85e-010.1371
5603MAPK13P38T-EHumanEsophagusESCC5.63e-176.47e-010.127
5603MAPK13P39T-EHumanEsophagusESCC7.19e-204.09e-010.0894
5603MAPK13P40T-EHumanEsophagusESCC1.47e-135.99e-010.109
5603MAPK13P42T-EHumanEsophagusESCC3.85e-185.20e-010.1175
5603MAPK13P44T-EHumanEsophagusESCC8.65e-151.57e-010.1096
5603MAPK13P47T-EHumanEsophagusESCC2.84e-275.42e-010.1067
5603MAPK13P48T-EHumanEsophagusESCC1.25e-306.41e-010.0959
5603MAPK13P49T-EHumanEsophagusESCC1.13e-111.35e+000.1768
5603MAPK13P52T-EHumanEsophagusESCC4.40e-177.40e-010.1555
5603MAPK13P54T-EHumanEsophagusESCC2.52e-381.01e+000.0975
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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
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:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0062197ColorectumADcellular response to chemical stress109/3918337/187235.33e-071.95e-05109
GO:0000302ColorectumADresponse to reactive oxygen species78/3918222/187236.17e-072.21e-0578
GO:0009743ColorectumADresponse to carbohydrate86/3918253/187238.43e-072.90e-0586
GO:0034599ColorectumADcellular response to oxidative stress94/3918288/187232.03e-066.02e-0594
GO:0042542ColorectumADresponse to hydrogen peroxide52/3918146/187232.83e-055.30e-0452
GO:0071322ColorectumADcellular response to carbohydrate stimulus56/3918163/187234.61e-057.97e-0456
GO:0051403ColorectumADstress-activated MAPK cascade72/3918239/187234.77e-045.25e-0372
GO:0031098ColorectumADstress-activated protein kinase signaling cascade74/3918247/187234.80e-045.27e-0374
GO:0034614ColorectumADcellular response to reactive oxygen species50/3918155/187236.25e-046.49e-0350
GO:0018105ColorectumADpeptidyl-serine phosphorylation88/3918315/187231.73e-031.43e-0288
GO:0018209ColorectumADpeptidyl-serine modification92/3918338/187233.19e-032.36e-0292
GO:00069791ColorectumSERresponse to oxidative stress114/2897446/187231.75e-081.28e-06114
GO:00003021ColorectumSERresponse to reactive oxygen species65/2897222/187231.21e-077.29e-0665
GO:00621971ColorectumSERcellular response to chemical stress87/2897337/187235.33e-072.59e-0587
GO:00345991ColorectumSERcellular response to oxidative stress73/2897288/187238.52e-062.86e-0473
GO:00425421ColorectumSERresponse to hydrogen peroxide42/2897146/187233.10e-058.27e-0442
GO:00346141ColorectumSERcellular response to reactive oxygen species41/2897155/187232.89e-044.74e-0341
GO:00097431ColorectumSERresponse to carbohydrate60/2897253/187233.66e-045.67e-0360
GO:0071243ColorectumSERcellular response to arsenic-containing substance9/289720/187231.66e-031.72e-029
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05208ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa05415ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa04932ColorectumADNon-alcoholic fatty liver disease90/2092155/84654.83e-191.80e-171.15e-1790
hsa05020ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa05171ColorectumADCoronavirus disease - COVID-19113/2092232/84659.90e-162.55e-141.63e-14113
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa05130ColorectumADPathogenic Escherichia coli infection79/2092197/84651.05e-061.36e-058.65e-0679
hsa05135ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa04722ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa04723ColorectumADRetrograde endocannabinoid signaling59/2092148/84652.94e-052.73e-041.74e-0459
hsa05418ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa05417ColorectumADLipid and atherosclerosis73/2092215/84651.31e-038.27e-035.27e-0373
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa05170ColorectumADHuman immunodeficiency virus 1 infection72/2092212/84651.40e-038.46e-035.39e-0372
hsa04015ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa05163ColorectumADHuman cytomegalovirus infection75/2092225/84652.00e-031.10e-027.01e-0375
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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
MAPK13SNVMissense_Mutationc.943G>Ap.Glu315Lysp.E315KO15264protein_codingtolerated(0.12)benign(0.04)TCGA-D8-A1XJ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
MAPK13insertionNonsense_Mutationnovelc.512_513insCCCCTAAGAp.Leu171_Ala172insProTerGlup.L171_A172insP*EO15264protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
MAPK13SNVMissense_Mutationrs141413397c.1075C>Tp.Arg359Cysp.R359CO15264protein_codingdeleterious(0)possibly_damaging(0.724)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MAPK13SNVMissense_Mutationc.943N>Ap.Glu315Lysp.E315KO15264protein_codingtolerated(0.12)benign(0.04)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MAPK13SNVMissense_Mutationrs762484290c.574N>Ap.Glu192Lysp.E192KO15264protein_codingdeleterious(0)probably_damaging(0.975)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
MAPK13SNVMissense_Mutationc.885N>Cp.Lys295Asnp.K295NO15264protein_codingtolerated(0.08)benign(0.081)TCGA-AA-3812-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MAPK13SNVMissense_Mutationc.155N>Tp.Ala52Valp.A52VO15264protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MAPK13SNVMissense_Mutationc.593N>Cp.Met198Thrp.M198TO15264protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AG-A02X-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
MAPK13deletionFrame_Shift_Delc.569delNp.Glu192ArgfsTer2p.E192Rfs*2O15264protein_codingTCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MAPK13SNVMissense_Mutationnovelc.445N>Gp.Arg149Glyp.R149GO15264protein_codingdeleterious(0)probably_damaging(0.952)TCGA-AJ-A3OJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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
5603MAPK13KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEOPHIOBOLIN OOPHIOBOLIN O22130129
5603MAPK13KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEinhibitor249565859PF-03715455
5603MAPK13KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMESEMAPIMODSEMAPIMOD
5603MAPK13KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMESNS-314SNS-314
5603MAPK13KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEARRY-797ARRY-797
5603MAPK13KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEMILTIRONEMILTIRONE26339922
5603MAPK13KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMETAMATINIBR-406
5603MAPK13KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEDIHYDROTANSHINONE IDIHYDROTANSHINONE I26339922
5603MAPK13KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEVX-702VX-702
5603MAPK13KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEDORAMAPIMODDORAMAPIMOD
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