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: MAPK1

Gene summary for MAPK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAPK1

Gene ID

5594

Gene namemitogen-activated protein kinase 1
Gene AliasERK
Cytomap22q11.22
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P28482


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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
5594MAPK1LZE4THumanEsophagusESCC1.53e-08-1.67e-020.0811
5594MAPK1LZE7THumanEsophagusESCC2.01e-041.25e-010.0667
5594MAPK1LZE8THumanEsophagusESCC7.17e-05-5.36e-020.067
5594MAPK1LZE24THumanEsophagusESCC3.35e-122.52e-010.0596
5594MAPK1LZE21THumanEsophagusESCC4.39e-061.56e-010.0655
5594MAPK1P1T-EHumanEsophagusESCC3.69e-071.56e-010.0875
5594MAPK1P2T-EHumanEsophagusESCC3.35e-283.53e-010.1177
5594MAPK1P4T-EHumanEsophagusESCC3.45e-337.06e-010.1323
5594MAPK1P5T-EHumanEsophagusESCC3.03e-121.44e-010.1327
5594MAPK1P8T-EHumanEsophagusESCC1.10e-203.12e-010.0889
5594MAPK1P9T-EHumanEsophagusESCC3.75e-142.21e-010.1131
5594MAPK1P10T-EHumanEsophagusESCC6.05e-274.18e-010.116
5594MAPK1P11T-EHumanEsophagusESCC4.98e-204.32e-010.1426
5594MAPK1P12T-EHumanEsophagusESCC1.14e-204.10e-010.1122
5594MAPK1P15T-EHumanEsophagusESCC4.67e-152.76e-010.1149
5594MAPK1P16T-EHumanEsophagusESCC4.99e-172.27e-010.1153
5594MAPK1P17T-EHumanEsophagusESCC3.77e-113.38e-010.1278
5594MAPK1P19T-EHumanEsophagusESCC1.24e-103.63e-010.1662
5594MAPK1P20T-EHumanEsophagusESCC2.18e-186.41e-020.1124
5594MAPK1P21T-EHumanEsophagusESCC5.32e-171.57e-010.1617
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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
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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:190382910CervixCCpositive regulation of cellular protein localization72/2311276/187233.20e-104.46e-0872
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:19907788CervixCCprotein localization to cell periphery78/2311333/187231.22e-089.73e-0778
GO:005122210CervixCCpositive regulation of protein transport72/2311303/187232.36e-081.70e-0672
GO:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:190495110CervixCCpositive regulation of establishment of protein localization73/2311319/187239.69e-085.25e-0673
GO:00345048CervixCCprotein localization to nucleus68/2311290/187239.91e-085.25e-0668
GO:006219710CervixCCcellular response to chemical stress76/2311337/187231.01e-075.25e-0676
GO:003133010CervixCCnegative regulation of cellular catabolic process63/2311262/187231.10e-075.68e-0663
GO:003009910CervixCCmyeloid cell differentiation83/2311381/187231.31e-076.42e-0683
GO:00027644CervixCCimmune response-regulating signaling pathway97/2311468/187231.49e-077.07e-0697
GO:190370610CervixCCregulation of hemopoiesis80/2311367/187232.14e-079.55e-0680
GO:000226210CervixCCmyeloid cell homeostasis43/2311157/187232.66e-071.12e-0543
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421818ProstateBPHCellular senescence60/1718156/84651.07e-071.18e-067.32e-0760
hsa0481020ProstateBPHRegulation of actin cytoskeleton80/1718229/84651.23e-071.31e-068.10e-0780
hsa0520520ProstateBPHProteoglycans in cancer72/1718205/84654.16e-074.10e-062.54e-0672
hsa0516727ProstateBPHKaposi sarcoma-associated herpesvirus infection69/1718194/84654.22e-074.10e-062.54e-0669
hsa052037ProstateBPHViral carcinogenesis69/1718204/84653.40e-062.87e-051.78e-0569
hsa0521016ProstateBPHColorectal cancer36/171886/84653.94e-063.25e-052.01e-0536
hsa0516326ProstateBPHHuman cytomegalovirus infection74/1718225/84654.87e-063.92e-052.43e-0574
hsa0513518ProstateBPHYersinia infection49/1718137/84651.65e-051.27e-047.86e-0549
hsa041515ProstateBPHPI3K-Akt signaling pathway104/1718354/84652.07e-051.55e-049.61e-05104
hsa052129ProstateBPHPancreatic cancer31/171876/84653.36e-052.47e-041.53e-0431
hsa0472325ProstateBPHRetrograde endocannabinoid signaling51/1718148/84653.59e-052.57e-041.59e-0451
hsa0491527ProstateBPHEstrogen signaling pathway48/1718138/84654.60e-053.16e-041.96e-0448
hsa0406625ProstateBPHHIF-1 signaling pathway40/1718109/84654.97e-053.35e-042.07e-0440
hsa046688ProstateBPHTNF signaling pathway41/1718114/84656.86e-054.35e-042.69e-0441
hsa0522016ProstateBPHChronic myeloid leukemia30/171876/84659.26e-055.77e-043.57e-0430
hsa0514518ProstateBPHToxoplasmosis40/1718112/84651.00e-046.00e-043.71e-0440
hsa0421016ProstateBPHApoptosis46/1718136/84651.41e-048.31e-045.14e-0446
hsa0541728ProstateBPHLipid and atherosclerosis66/1718215/84651.68e-049.56e-045.92e-0466
hsa049338ProstateBPHAGE-RAGE signaling pathway in diabetic complications36/1718100/84651.82e-041.02e-036.30e-0436
hsa0401010ProstateBPHMAPK 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
MAPK1CD8TEXINTColorectumADITGA1,YPEL1,UBASH3B, etc.2.57e-01The 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.
MAPK1CD8TEREXColorectumADITGA1,YPEL1,UBASH3B, etc.2.43e-01The 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.
MAPK1MAITColorectumADJITGA1,YPEL1,UBASH3B, etc.1.38e-01The 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.
MAPK1CD8TEREXColorectumADJITGA1,YPEL1,UBASH3B, etc.1.84e-01The 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.
MAPK1CD8TEXINTColorectumADJITGA1,YPEL1,UBASH3B, etc.1.00e-01The 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.
MAPK1CD8TEREXColorectumCRCITGA1,YPEL1,UBASH3B, etc.6.38e-02The 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.
MAPK1TREGColorectumCRCITGA1,YPEL1,UBASH3B, etc.1.20e-01The 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.
MAPK1TH17ColorectumFAPITGA1,YPEL1,UBASH3B, etc.8.39e-02The 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.
MAPK1CD8TEREXColorectumFAPITGA1,YPEL1,UBASH3B, etc.2.37e-01The 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.
MAPK1MAITColorectumFAPITGA1,YPEL1,UBASH3B, etc.1.13e-01The 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.
∗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
MAPK1SNVMissense_Mutationc.241G>Ap.Glu81Lysp.E81KP28482protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BH-A0B5-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
MAPK1SNVMissense_Mutationrs747124623c.994G>Ap.Asp332Asnp.D332NP28482protein_codingdeleterious(0.03)benign(0.001)TCGA-E2-A14N-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
MAPK1insertionFrame_Shift_Insnovelc.1024_1025insTTGTGAGCCAAGGTAGAAGCAGTTGCTGGGGAGATGCp.Lys342IlefsTer20p.K342Ifs*20P28482protein_codingTCGA-AN-A03Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAPK1SNVMissense_Mutationc.964N>Ap.Glu322Lysp.E322KP28482protein_codingdeleterious(0)probably_damaging(0.995)TCGA-C5-A1BI-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
MAPK1SNVMissense_Mutationc.964G>Ap.Glu322Lysp.E322KP28482protein_codingdeleterious(0)probably_damaging(0.995)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
MAPK1SNVMissense_Mutationc.961G>Ap.Asp321Asnp.D321NP28482protein_codingdeleterious(0)probably_damaging(0.981)TCGA-DG-A2KL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MAPK1SNVMissense_Mutationc.964N>Ap.Glu322Lysp.E322KP28482protein_codingdeleterious(0)probably_damaging(0.995)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MAPK1SNVMissense_Mutationc.964N>Ap.Glu322Lysp.E322KP28482protein_codingdeleterious(0)probably_damaging(0.995)TCGA-EA-A1QS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MAPK1SNVMissense_Mutationc.404G>Ap.Arg135Lysp.R135KP28482protein_codingdeleterious(0)probably_damaging(0.992)TCGA-EA-A3HT-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
MAPK1SNVMissense_Mutationc.964G>Ap.Glu322Lysp.E322KP28482protein_codingdeleterious(0)probably_damaging(0.995)TCGA-EA-A5ZD-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
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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
5594MAPK1SERINE THREONINE KINASE, ENZYME, CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, DRUG RESISTANCE, TRANSCRIPTION FACTORPROGESTERONEPROGESTERONE
5594MAPK1SERINE THREONINE KINASE, ENZYME, CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, DRUG RESISTANCE, TRANSCRIPTION FACTORSPINASAPONIN A METHYL ESTERSPINASAPONIN A METHYL ESTER20951582
5594MAPK1SERINE THREONINE KINASE, ENZYME, CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, DRUG RESISTANCE, TRANSCRIPTION FACTORDIHYDROGAMBOGIC ACIDDIHYDROGAMBOGIC ACID
5594MAPK1SERINE THREONINE KINASE, ENZYME, CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, DRUG RESISTANCE, TRANSCRIPTION FACTORTREQUINSIN HYDROCHLORIDETREQUINSIN HYDROCHLORIDE
5594MAPK1SERINE THREONINE KINASE, ENZYME, CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, DRUG RESISTANCE, TRANSCRIPTION FACTORBENZOTHIAZOL-2-YLAMINECHEMBL32978522982122
5594MAPK1SERINE THREONINE KINASE, ENZYME, CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, DRUG RESISTANCE, TRANSCRIPTION FACTORPHENETHYLISOTHIOCYANATEPHENETHYLISOTHIOCYANATE22607231
5594MAPK1SERINE THREONINE KINASE, ENZYME, CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, DRUG RESISTANCE, TRANSCRIPTION FACTORGENTIAN VIOLETGENTIAN VIOLET
5594MAPK1SERINE THREONINE KINASE, ENZYME, CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, DRUG RESISTANCE, TRANSCRIPTION FACTORMITOXANTRONE DIHYDROCHLORIDEMITOXANTRONE HYDROCHLORIDE
5594MAPK1SERINE THREONINE KINASE, ENZYME, CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, DRUG RESISTANCE, TRANSCRIPTION FACTORDAUNORUBICIN HYDROCHLORIDEDAUNORUBICIN HYDROCHLORIDE
5594MAPK1SERINE THREONINE KINASE, ENZYME, CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, DRUG RESISTANCE, TRANSCRIPTION FACTORZM-449829CHEMBL154580
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