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: CNKSR1

Gene summary for CNKSR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNKSR1

Gene ID

10256

Gene nameconnector enhancer of kinase suppressor of Ras 1
Gene AliasCNK
Cytomap1p36.11
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

B4DL25


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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
10256CNKSR1C57HumanOral cavityOSCC5.02e-062.89e-010.1679
10256CNKSR1C08HumanOral cavityOSCC6.00e-082.36e-010.1919
10256CNKSR1LN46HumanOral cavityOSCC3.05e-072.89e-010.1666
10256CNKSR1LP15HumanOral cavityLP3.05e-026.21e-010.2174
10256CNKSR1SYSMH2HumanOral cavityOSCC2.71e-022.03e-010.2326
10256CNKSR1SYSMH3HumanOral cavityOSCC2.29e-103.10e-010.2442
10256CNKSR1P2_S3_AKHumanSkinAK4.15e-042.28e-01-0.3287
10256CNKSR1P4_S8_cSCCHumanSkincSCC5.35e-051.96e-01-0.3095
10256CNKSR1P5_S10_cSCCHumanSkincSCC7.25e-081.90e-01-0.299
10256CNKSR1P1_cSCCHumanSkincSCC1.79e-185.34e-010.0292
10256CNKSR1P2_cSCCHumanSkincSCC1.86e-021.46e-01-0.024
10256CNKSR1P4_cSCCHumanSkincSCC5.07e-072.36e-01-0.00290000000000005
10256CNKSR1P10_cSCCHumanSkincSCC7.31e-133.80e-010.1017
10256CNKSR1cSCC_p1HumanSkincSCC2.90e-052.26e-01-0.1916
10256CNKSR1cSCC_p9HumanSkincSCC2.69e-031.03e-01-0.1991
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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
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
∗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:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0007266ColorectumADRho protein signal transduction42/3918137/187234.64e-033.16e-0242
GO:00072651ColorectumMSSRas protein signal transduction91/3467337/187237.20e-051.21e-0391
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:000726610EsophagusESCCRho protein signal transduction81/8552137/187231.03e-035.20e-0381
GO:00072659Oral cavityOSCCRas protein signal transduction185/7305337/187231.95e-094.60e-08185
GO:00072669Oral cavityOSCCRho protein signal transduction76/7305137/187236.64e-055.37e-0476
GO:000726515Oral cavityLPRas protein signal transduction109/4623337/187238.44e-047.36e-03109
GO:000726516SkinAKRas protein signal transduction68/1910337/187232.83e-081.57e-0668
GO:000726616SkinAKRho protein signal transduction31/1910137/187231.60e-053.09e-0431
GO:000726523SkincSCCRas protein signal transduction132/4864337/187236.17e-081.57e-06132
GO:000726617SkincSCCRho protein signal transduction51/4864137/187232.38e-031.38e-0251
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
CNKSR1SNVMissense_Mutationnovelc.874N>Gp.Gln292Glup.Q292EQ969H4protein_codingtolerated(0.16)benign(0.058)TCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
CNKSR1SNVMissense_Mutationc.1025N>Tp.Ser342Phep.S342FQ969H4protein_codingdeleterious(0.01)benign(0.127)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CNKSR1SNVMissense_Mutationc.115N>Tp.Leu39Phep.L39FQ969H4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
CNKSR1SNVMissense_Mutationc.175C>Gp.Leu59Valp.L59VQ969H4protein_codingdeleterious(0.04)possibly_damaging(0.871)TCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CNKSR1SNVMissense_Mutationc.412A>Cp.Asn138Hisp.N138HQ969H4protein_codingtolerated(0.13)probably_damaging(1)TCGA-D8-A27M-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexate+5SD
CNKSR1SNVMissense_Mutationnovelc.1180C>Tp.Arg394Trpp.R394WQ969H4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CNKSR1SNVMissense_Mutationrs372242005c.1304N>Tp.Thr435Metp.T435MQ969H4protein_codingtolerated(0.11)benign(0.211)TCGA-Z7-A8R5-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
CNKSR1insertionIn_Frame_Insnovelc.1884_1885insGAGCTCCAGAAACAGp.Ser628_Thr629insGluLeuGlnLysGlnp.S628_T629insELQKQQ969H4protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNKSR1insertionFrame_Shift_Insnovelc.875_876insGAGTTp.Thr293SerfsTer2p.T293Sfs*2Q969H4protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
CNKSR1insertionNonsense_Mutationnovelc.40_41insTCCTGCTATGTTGCCCAGGGTGGCTTTGACTCp.Thr14IlefsTer10p.T14Ifs*10Q969H4protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
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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
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