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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: MKNK2

Gene summary for MKNK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MKNK2

Gene ID

2872

Gene nameMAPK interacting serine/threonine kinase 2
Gene AliasGPRK7
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q9HBH9


Top

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
2872MKNK2HTA11_2487_2000001011HumanColorectumSER3.09e-279.66e-01-0.1808
2872MKNK2HTA11_1938_2000001011HumanColorectumAD3.82e-218.15e-01-0.0811
2872MKNK2HTA11_78_2000001011HumanColorectumAD8.82e-105.54e-01-0.1088
2872MKNK2HTA11_347_2000001011HumanColorectumAD5.49e-318.62e-01-0.1954
2872MKNK2HTA11_411_2000001011HumanColorectumSER4.81e-111.38e+00-0.2602
2872MKNK2HTA11_2112_2000001011HumanColorectumSER3.09e-131.13e+00-0.2196
2872MKNK2HTA11_3361_2000001011HumanColorectumAD3.46e-127.28e-01-0.1207
2872MKNK2HTA11_83_2000001011HumanColorectumSER1.14e-096.44e-01-0.1526
2872MKNK2HTA11_696_2000001011HumanColorectumAD4.33e-226.51e-01-0.1464
2872MKNK2HTA11_866_2000001011HumanColorectumAD3.80e-215.92e-01-0.1001
2872MKNK2HTA11_1391_2000001011HumanColorectumAD1.31e-199.08e-01-0.059
2872MKNK2HTA11_2992_2000001011HumanColorectumSER1.18e-057.81e-01-0.1706
2872MKNK2HTA11_5212_2000001011HumanColorectumAD7.12e-109.42e-01-0.2061
2872MKNK2HTA11_5216_2000001011HumanColorectumSER1.72e-026.12e-01-0.1462
2872MKNK2HTA11_546_2000001011HumanColorectumAD1.23e-106.95e-01-0.0842
2872MKNK2HTA11_866_3004761011HumanColorectumAD1.61e-125.76e-010.096
2872MKNK2HTA11_4255_2000001011HumanColorectumSER1.80e-026.12e-010.0446
2872MKNK2HTA11_7663_2000001011HumanColorectumSER1.89e-034.81e-010.0131
2872MKNK2HTA11_10623_2000001011HumanColorectumAD4.37e-055.74e-01-0.0177
2872MKNK2HTA11_10711_2000001011HumanColorectumAD6.90e-053.39e-010.0338
Page: 1 2 3 4 5 6 7 8 9 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:0097191ColorectumADextrinsic apoptotic signaling pathway68/3918219/187232.64e-043.27e-0368
GO:0018105ColorectumADpeptidyl-serine phosphorylation88/3918315/187231.73e-031.43e-0288
GO:0018209ColorectumADpeptidyl-serine modification92/3918338/187233.19e-032.36e-0292
GO:00467771ColorectumSERprotein autophosphorylation60/2897227/187231.36e-054.25e-0460
GO:00971911ColorectumSERextrinsic apoptotic signaling pathway58/2897219/187231.76e-055.22e-0458
GO:00064171ColorectumSERregulation of translation100/2897468/187233.76e-045.74e-03100
GO:0071243ColorectumSERcellular response to arsenic-containing substance9/289720/187231.66e-031.72e-029
GO:0046685ColorectumSERresponse to arsenic-containing substance12/289733/187232.71e-032.44e-0212
GO:00181051ColorectumSERpeptidyl-serine phosphorylation66/2897315/187235.47e-034.06e-0266
GO:00064172ColorectumMSSregulation of translation134/3467468/187234.43e-082.38e-06134
GO:00971912ColorectumMSSextrinsic apoptotic signaling pathway63/3467219/187231.34e-042.03e-0363
GO:00467772ColorectumMSSprotein autophosphorylation63/3467227/187233.96e-044.91e-0363
GO:00181052ColorectumMSSpeptidyl-serine phosphorylation81/3467315/187238.92e-049.12e-0381
GO:00182091ColorectumMSSpeptidyl-serine modification84/3467338/187232.12e-031.79e-0284
GO:0038034ColorectumMSSsignal transduction in absence of ligand22/346765/187232.33e-031.90e-0222
GO:0097192ColorectumMSSextrinsic apoptotic signaling pathway in absence of ligand22/346765/187232.33e-031.90e-0222
GO:00064174ColorectumFAPregulation of translation111/2622468/187238.47e-091.13e-06111
GO:00181053ColorectumFAPpeptidyl-serine phosphorylation71/2622315/187232.51e-055.82e-0471
Page: 1 2 3 4 5 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04066ColorectumADHIF-1 signaling pathway48/2092109/84657.25e-067.84e-055.00e-0548
hsa040661ColorectumADHIF-1 signaling pathway48/2092109/84657.25e-067.84e-055.00e-0548
hsa040662ColorectumSERHIF-1 signaling pathway36/1580109/84652.27e-042.15e-031.56e-0336
hsa040663ColorectumSERHIF-1 signaling pathway36/1580109/84652.27e-042.15e-031.56e-0336
hsa040664ColorectumMSSHIF-1 signaling pathway39/1875109/84657.61e-045.00e-033.06e-0339
hsa04910ColorectumMSSInsulin signaling pathway43/1875137/84657.37e-032.84e-021.74e-0243
hsa040665ColorectumMSSHIF-1 signaling pathway39/1875109/84657.61e-045.00e-033.06e-0339
hsa049101ColorectumMSSInsulin signaling pathway43/1875137/84657.37e-032.84e-021.74e-0243
hsa040666ColorectumFAPHIF-1 signaling pathway38/1404109/84652.43e-064.28e-052.60e-0538
hsa04010ColorectumFAPMAPK signaling pathway68/1404302/84654.00e-031.67e-021.02e-0268
hsa040667ColorectumFAPHIF-1 signaling pathway38/1404109/84652.43e-064.28e-052.60e-0538
hsa040101ColorectumFAPMAPK signaling pathway68/1404302/84654.00e-031.67e-021.02e-0268
hsa0406629EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa04066113EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa0491014EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0491021LiverCirrhoticInsulin signaling pathway56/2530137/84653.74e-031.50e-029.26e-0356
hsa0406612LiverCirrhoticHIF-1 signaling pathway46/2530109/84654.00e-031.59e-029.78e-0346
hsa0491031LiverCirrhoticInsulin signaling pathway56/2530137/84653.74e-031.50e-029.26e-0356
hsa0406613LiverCirrhoticHIF-1 signaling pathway46/2530109/84654.00e-031.59e-029.78e-0346
Page: 1 2 3 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
MKNK2SNVMissense_Mutationc.319N>Tp.Ser107Cysp.S107CQ9HBH9protein_codingdeleterious(0.02)benign(0.003)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MKNK2SNVMissense_Mutationc.67G>Ap.Glu23Lysp.E23KQ9HBH9protein_codingdeleterious_low_confidence(0.04)benign(0.003)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
MKNK2insertionFrame_Shift_Insnovelc.586_587insCACAAGATACCACCCCATACCCACTAGGGp.Leu196ProfsTer21p.L196Pfs*21Q9HBH9protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
MKNK2SNVMissense_Mutationnovelc.180N>Cp.Lys60Asnp.K60NQ9HBH9protein_codingtolerated(0.06)benign(0.006)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MKNK2deletionFrame_Shift_Delnovelc.1293_1296delNNNNp.Arg432AlafsTer51p.R432Afs*51Q9HBH9protein_codingTCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MKNK2SNVMissense_Mutationc.1143N>Ap.Met381Ilep.M381IQ9HBH9protein_codingtolerated(0.22)benign(0)TCGA-A6-6138-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MKNK2SNVMissense_Mutationc.419N>Tp.Arg140Metp.R140MQ9HBH9protein_codingdeleterious(0.04)probably_damaging(0.95)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
MKNK2SNVMissense_Mutationnovelc.764N>Gp.Glu255Glyp.E255GQ9HBH9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MKNK2SNVMissense_Mutationrs375811870c.175G>Ap.Ala59Thrp.A59TQ9HBH9protein_codingtolerated(0.08)benign(0.01)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
MKNK2SNVMissense_Mutationc.1052N>Ap.Arg351Hisp.R351HQ9HBH9protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 

Top

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
2872MKNK2KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASESORAFENIBSORAFENIB
2872MKNK2KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASEGEFITINIBGEFITINIB
2872MKNK2KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASEinhibitor328083468
2872MKNK2KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASEERLOTINIBERLOTINIB
2872MKNK2KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASESNS-314SNS-314
2872MKNK2KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASELINIFANIBLINIFANIB
2872MKNK2KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASETAMATINIBR-406
2872MKNK2KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASECENISERTIBCENISERTIB
2872MKNK2KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASEILORASERTIBILORASERTIB
2872MKNK2KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASECYC-116CYC-116
Page: 1 2