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: MAP3K2

Gene summary for MAP3K2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAP3K2

Gene ID

10746

Gene namemitogen-activated protein kinase kinase kinase 2
Gene AliasMEKK2
Cytomap2q14.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024RAH0


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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
10746MAP3K2CA_HPV_1HumanCervixCC2.89e-037.99e-020.0264
10746MAP3K2CCI_2HumanCervixCC1.91e-045.86e-010.5249
10746MAP3K2CCI_3HumanCervixCC3.69e-034.89e-010.516
10746MAP3K2CCII_1HumanCervixCC2.50e-03-3.37e-010.3249
10746MAP3K2L1HumanCervixCC7.87e-06-2.84e-010.0802
10746MAP3K2HTA11_3410_2000001011HumanColorectumAD7.38e-03-4.09e-010.0155
10746MAP3K2HTA11_347_2000001011HumanColorectumAD8.21e-043.02e-01-0.1954
10746MAP3K2HTA11_7696_3000711011HumanColorectumAD4.56e-04-3.53e-010.0674
10746MAP3K2HTA11_99999974143_84620HumanColorectumMSS6.85e-08-3.43e-010.3005
10746MAP3K2A015-C-203HumanColorectumFAP2.04e-23-3.20e-01-0.1294
10746MAP3K2A015-C-204HumanColorectumFAP1.99e-03-3.14e-01-0.0228
10746MAP3K2A014-C-040HumanColorectumFAP9.46e-05-5.74e-01-0.1184
10746MAP3K2A002-C-201HumanColorectumFAP3.06e-13-4.01e-010.0324
10746MAP3K2A002-C-203HumanColorectumFAP3.73e-04-2.04e-010.2786
10746MAP3K2A001-C-119HumanColorectumFAP4.48e-07-4.30e-01-0.1557
10746MAP3K2A001-C-108HumanColorectumFAP1.06e-14-3.01e-01-0.0272
10746MAP3K2A002-C-205HumanColorectumFAP2.69e-18-4.57e-01-0.1236
10746MAP3K2A001-C-104HumanColorectumFAP2.64e-05-2.81e-010.0184
10746MAP3K2A015-C-005HumanColorectumFAP9.53e-03-2.96e-01-0.0336
10746MAP3K2A015-C-006HumanColorectumFAP1.37e-11-4.59e-01-0.0994
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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
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
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:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:00712148CervixCCcellular response to abiotic stimulus69/2311331/187237.36e-061.73e-0469
GO:01040048CervixCCcellular response to environmental stimulus69/2311331/187237.36e-061.73e-0469
GO:00096127CervixCCresponse to mechanical stimulus48/2311216/187233.23e-055.29e-0448
GO:00712602CervixCCcellular response to mechanical stimulus23/231181/187238.34e-051.12e-0323
GO:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:2001020ColorectumADregulation of response to DNA damage stimulus71/3918219/187234.38e-057.65e-0471
GO:0071496ColorectumADcellular response to external stimulus94/3918320/187231.98e-042.64e-0394
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:2001022ColorectumADpositive regulation of response to DNA damage stimulus36/3918105/187231.02e-039.47e-0336
GO:0048736ColorectumADappendage development51/3918172/187234.20e-032.89e-0251
GO:0060173ColorectumADlimb development51/3918172/187234.20e-032.89e-0251
GO:0007346ColorectumADregulation of mitotic cell cycle119/3918457/187234.60e-033.14e-02119
GO:0045787ColorectumADpositive regulation of cell cycle85/3918313/187234.76e-033.22e-0285
GO:00467771ColorectumSERprotein autophosphorylation60/2897227/187231.36e-054.25e-0460
GO:20010202ColorectumMSSregulation of response to DNA damage stimulus64/3467219/187237.20e-051.21e-0364
GO:00467772ColorectumMSSprotein autophosphorylation63/3467227/187233.96e-044.91e-0363
GO:00310982ColorectumMSSstress-activated protein kinase signaling cascade67/3467247/187235.28e-045.99e-0367
GO:00514032ColorectumMSSstress-activated MAPK cascade65/3467239/187235.87e-046.49e-0365
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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
hsa04540CervixCCGap junction22/126788/84659.07e-032.85e-021.69e-0222
hsa0491213CervixCCGnRH signaling pathway26/126793/84658.72e-043.87e-032.29e-0326
hsa0401012CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa045401CervixCCGap junction22/126788/84659.07e-032.85e-021.69e-0222
hsa04912ColorectumADGnRH signaling pathway35/209293/84653.69e-031.90e-021.21e-0235
hsa049121ColorectumADGnRH signaling pathway35/209293/84653.69e-031.90e-021.21e-0235
hsa049126ColorectumFAPGnRH signaling pathway28/140493/84658.16e-045.14e-033.13e-0328
hsa04010ColorectumFAPMAPK signaling pathway68/1404302/84654.00e-031.67e-021.02e-0268
hsa049127ColorectumFAPGnRH signaling pathway28/140493/84658.16e-045.14e-033.13e-0328
hsa040101ColorectumFAPMAPK signaling pathway68/1404302/84654.00e-031.67e-021.02e-0268
hsa049128ColorectumCRCGnRH signaling pathway25/109193/84652.11e-042.71e-031.84e-0325
hsa040102ColorectumCRCMAPK signaling pathway56/1091302/84652.76e-031.77e-021.20e-0256
hsa049129ColorectumCRCGnRH signaling pathway25/109193/84652.11e-042.71e-031.84e-0325
hsa040103ColorectumCRCMAPK signaling pathway56/1091302/84652.76e-031.77e-021.20e-0256
hsa040108LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa0491210LungIACGnRH signaling pathway20/105393/84659.36e-033.62e-022.41e-0220
hsa0401011LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa0491211LungIACGnRH signaling pathway20/105393/84659.36e-033.62e-022.41e-0220
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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
MAP3K2SNVMissense_Mutationc.1550N>Tp.Gly517Valp.G517VQ9Y2U5protein_codingdeleterious(0)possibly_damaging(0.566)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MAP3K2SNVMissense_Mutationc.1210N>Ap.Glu404Lysp.E404KQ9Y2U5protein_codingtolerated(0.1)benign(0.348)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
MAP3K2SNVMissense_Mutationnovelc.928N>Gp.Thr310Alap.T310AQ9Y2U5protein_codingtolerated(0.41)benign(0.003)TCGA-HN-A2NL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
MAP3K2SNVMissense_Mutationnovelc.832A>Gp.Asn278Aspp.N278DQ9Y2U5protein_codingtolerated(0.17)benign(0.044)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MAP3K2SNVMissense_Mutationnovelc.883N>Gp.Leu295Valp.L295VQ9Y2U5protein_codingdeleterious(0.02)benign(0)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MAP3K2SNVMissense_Mutationc.987N>Tp.Arg329Serp.R329SQ9Y2U5protein_codingtolerated(0.18)benign(0.071)TCGA-AA-3494-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPR
MAP3K2SNVMissense_Mutationnovelc.740T>Gp.Phe247Cysp.F247CQ9Y2U5protein_codingtolerated(0.26)benign(0.005)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MAP3K2SNVMissense_Mutationc.1601G>Ap.Ser534Asnp.S534NQ9Y2U5protein_codingtolerated(0.56)benign(0.066)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
MAP3K2SNVMissense_Mutationrs376189453c.1018G>Ap.Val340Ilep.V340IQ9Y2U5protein_codingtolerated(0.05)benign(0.158)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
MAP3K2SNVMissense_Mutationnovelc.219N>Cp.Lys73Asnp.K73NQ9Y2U5protein_codingdeleterious(0.03)possibly_damaging(0.735)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
10746MAP3K2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMECI-1040CI-1040
10746MAP3K2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor249565786
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