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: CHEK2

Gene summary for CHEK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHEK2

Gene ID

11200

Gene namecheckpoint kinase 2
Gene AliasCDS1
Cytomap22q12.1
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

O96017


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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
11200CHEK2LZE24THumanEsophagusESCC3.50e-031.66e-010.0596
11200CHEK2P2T-EHumanEsophagusESCC5.57e-101.94e-010.1177
11200CHEK2P4T-EHumanEsophagusESCC2.28e-164.07e-010.1323
11200CHEK2P5T-EHumanEsophagusESCC1.57e-051.47e-010.1327
11200CHEK2P8T-EHumanEsophagusESCC3.46e-091.94e-010.0889
11200CHEK2P9T-EHumanEsophagusESCC1.55e-132.77e-010.1131
11200CHEK2P10T-EHumanEsophagusESCC1.31e-122.87e-010.116
11200CHEK2P12T-EHumanEsophagusESCC3.95e-048.70e-020.1122
11200CHEK2P15T-EHumanEsophagusESCC1.73e-072.33e-010.1149
11200CHEK2P16T-EHumanEsophagusESCC8.27e-041.59e-010.1153
11200CHEK2P20T-EHumanEsophagusESCC4.51e-102.66e-010.1124
11200CHEK2P21T-EHumanEsophagusESCC4.74e-039.72e-020.1617
11200CHEK2P22T-EHumanEsophagusESCC4.62e-132.53e-010.1236
11200CHEK2P23T-EHumanEsophagusESCC5.89e-102.91e-010.108
11200CHEK2P24T-EHumanEsophagusESCC3.35e-051.60e-010.1287
11200CHEK2P26T-EHumanEsophagusESCC8.62e-122.80e-010.1276
11200CHEK2P27T-EHumanEsophagusESCC8.51e-112.59e-010.1055
11200CHEK2P28T-EHumanEsophagusESCC1.25e-091.97e-010.1149
11200CHEK2P30T-EHumanEsophagusESCC6.43e-165.40e-010.137
11200CHEK2P31T-EHumanEsophagusESCC4.77e-072.09e-010.1251
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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
∗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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:0008630110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage78/855299/187231.43e-115.08e-1078
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
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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
CHEK2SNVMissense_Mutationc.1051N>Cp.Glu351Glnp.E351QO96017protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
CHEK2SNVMissense_Mutationrs886041172c.1315N>Gp.Leu439Valp.L439VO96017protein_codingdeleterious(0.01)benign(0.073)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CHEK2SNVMissense_Mutationc.956T>Ap.Ile319Asnp.I319NO96017protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHEK2SNVMissense_Mutationrs587781563c.738T>Gp.Asp246Glup.D246EO96017protein_codingtolerated(0.06)benign(0.395)TCGA-BH-A0AV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CHEK2SNVMissense_Mutationnovelc.229N>Cp.Asp77Hisp.D77HO96017protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-OL-A66K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHEK2SNVMissense_Mutationc.1045N>Tp.Gly349Trpp.G349WO96017protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A4BA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinCR
CHEK2SNVMissense_Mutationnovelc.1248N>Cp.Lys416Asnp.K416NO96017protein_codingdeleterious(0)possibly_damaging(0.555)TCGA-PN-A8MA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CHEK2SNVMissense_Mutationnovelc.158N>Tp.Ser53Phep.S53FO96017protein_codingtolerated_low_confidence(0.06)probably_damaging(0.994)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHEK2SNVMissense_Mutationnovelc.1379T>Ap.Leu460Hisp.L460HO96017protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A8Q9-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CHEK2SNVMissense_Mutationc.1204N>Ap.Glu402Lysp.E402KO96017protein_codingtolerated(0.41)benign(0.005)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=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
11200CHEK2ENZYME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEinhibitor336446935PREXASERTIB
11200CHEK2ENZYME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEKENPAULLONEKENPAULLONE
11200CHEK2ENZYME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEinhibitor249565724
11200CHEK2ENZYME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEWITHAFERIN AWITHAFERIN A24079846
11200CHEK2ENZYME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEXL844
11200CHEK2ENZYME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEinhibitor178102613ISOGRANULATIMIDE
11200CHEK2ENZYME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEinhibitor249565819
11200CHEK2ENZYME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMEMLN-8054MLN-8054
11200CHEK2ENZYME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMERG-1530RG-1530
11200CHEK2ENZYME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOMECEDIRANIBCEDIRANIB
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