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: CNKSR2

Gene summary for CNKSR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNKSR2

Gene ID

22866

Gene nameconnector enhancer of kinase suppressor of Ras 2
Gene AliasCNK2
CytomapXp22.12
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q8WXI2


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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
22866CNKSR2HTA11_2487_2000001011HumanColorectumSER3.36e-041.89e-01-0.1808
22866CNKSR2HTA11_1938_2000001011HumanColorectumAD1.89e-094.13e-01-0.0811
22866CNKSR2HTA11_78_2000001011HumanColorectumAD2.54e-032.54e-01-0.1088
22866CNKSR2HTA11_347_2000001011HumanColorectumAD1.39e-092.57e-01-0.1954
22866CNKSR2HTA11_696_2000001011HumanColorectumAD1.54e-051.93e-01-0.1464
22866CNKSR2HTA11_1391_2000001011HumanColorectumAD2.04e-021.86e-01-0.059
22866CNKSR2HTA11_7862_2000001011HumanColorectumAD2.26e-033.13e-01-0.0179
22866CNKSR2HTA11_6818_2000001011HumanColorectumAD9.71e-084.64e-010.0112
22866CNKSR2HTA11_99999970781_79442HumanColorectumMSS7.83e-316.33e-010.294
22866CNKSR2HTA11_99999965104_69814HumanColorectumMSS1.63e-072.90e-010.281
22866CNKSR2HTA11_99999974143_84620HumanColorectumMSS6.55e-051.25e-010.3005
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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
∗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:0099173ColorectumADpostsynapse organization51/3918168/187232.47e-031.90e-0251
GO:0050808ColorectumADsynapse organization112/3918426/187234.25e-032.92e-02112
GO:00991731ColorectumSERpostsynapse organization46/2897168/187235.20e-051.25e-0346
GO:00508081ColorectumSERsynapse organization85/2897426/187237.17e-034.99e-0285
GO:00991732ColorectumMSSpostsynapse organization48/3467168/187239.32e-049.44e-0348
GO:00508082ColorectumMSSsynapse organization101/3467426/187233.96e-032.89e-02101
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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
CNKSR2SNVMissense_Mutationnovelc.673G>Ap.Glu225Lysp.E225KQ8WXI2protein_codingdeleterious(0)benign(0.228)TCGA-A2-A0SV-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonate therapyzometaPD
CNKSR2SNVMissense_Mutationc.380N>Tp.Ser127Leup.S127LQ8WXI2protein_codingdeleterious(0)benign(0.262)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CNKSR2SNVMissense_Mutationc.3049N>Cp.Asp1017Hisp.D1017HQ8WXI2protein_codingtolerated(0.05)benign(0.188)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CNKSR2SNVMissense_Mutationnovelc.77N>Ap.Cys26Tyrp.C26YQ8WXI2protein_codingdeleterious(0)probably_damaging(0.95)TCGA-AC-A5XU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
CNKSR2SNVMissense_Mutationnovelc.2021G>Tp.Arg674Ilep.R674IQ8WXI2protein_codingtolerated(0.16)possibly_damaging(0.584)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNKSR2SNVMissense_Mutationnovelc.2226N>Gp.His742Glnp.H742QQ8WXI2protein_codingtolerated(0.34)benign(0.021)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CNKSR2SNVMissense_Mutationnovelc.2638N>Ap.Glu880Lysp.E880KQ8WXI2protein_codingtolerated(0.35)benign(0)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
CNKSR2SNVMissense_Mutationnovelc.1563N>Tp.Arg521Serp.R521SQ8WXI2protein_codingtolerated(0.34)benign(0.039)TCGA-BH-A5IZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
CNKSR2SNVMissense_Mutationc.2719N>Cp.Asp907Hisp.D907HQ8WXI2protein_codingdeleterious(0)probably_damaging(0.976)TCGA-E2-A1LL-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydocetaxelPD
CNKSR2SNVMissense_Mutationc.401N>Ap.Ala134Glup.A134EQ8WXI2protein_codingdeleterious(0)benign(0.1)TCGA-E9-A1RC-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
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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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