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: CPNE7

Gene summary for CPNE7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CPNE7

Gene ID

27132

Gene namecopine 7
Gene AliasCPNE7
Cytomap16q24.3
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q9UBL6


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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
27132CPNE7HTA11_2951_2000001011HumanColorectumAD3.40e-022.21e-010.0216
27132CPNE7HTA11_1391_2000001011HumanColorectumAD2.63e-021.16e-01-0.059
27132CPNE7HTA11_866_3004761011HumanColorectumAD1.51e-051.58e-010.096
27132CPNE7HTA11_10711_2000001011HumanColorectumAD1.67e-031.33e-010.0338
27132CPNE7HTA11_7696_3000711011HumanColorectumAD9.56e-071.76e-010.0674
27132CPNE7HTA11_99999970781_79442HumanColorectumMSS5.24e-295.36e-010.294
27132CPNE7HTA11_99999965104_69814HumanColorectumMSS7.91e-052.12e-010.281
27132CPNE7HTA11_99999971662_82457HumanColorectumMSS1.67e-338.17e-010.3859
27132CPNE7HTA11_99999973899_84307HumanColorectumMSS3.16e-144.46e-010.2585
27132CPNE7HTA11_99999974143_84620HumanColorectumMSS6.56e-264.48e-010.3005
27132CPNE7F007HumanColorectumFAP9.14e-052.88e-010.1176
27132CPNE7A001-C-207HumanColorectumFAP2.75e-021.83e-010.1278
27132CPNE7A015-C-203HumanColorectumFAP3.85e-032.15e-01-0.1294
27132CPNE7A002-C-201HumanColorectumFAP3.61e-022.03e-010.0324
27132CPNE7A002-C-203HumanColorectumFAP4.07e-042.23e-010.2786
27132CPNE7A002-C-021HumanColorectumFAP1.82e-031.24e-010.1171
27132CPNE7A015-C-006HumanColorectumFAP3.48e-022.62e-01-0.0994
27132CPNE7A001-C-007HumanColorectumCRC1.09e-063.76e-010.1899
27132CPNE7F034HumanColorectumFAP8.62e-042.32e-01-0.0665
27132CPNE7F072BHumanColorectumFAP3.61e-021.82e-010.257
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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:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0071248ColorectumADcellular response to metal ion61/3918197/187235.74e-046.09e-0361
GO:0071241ColorectumADcellular response to inorganic substance68/3918226/187236.98e-047.10e-0368
GO:00100382ColorectumMSSresponse to metal ion90/3467373/187233.76e-032.76e-0290
GO:00712412ColorectumMSScellular response to inorganic substance57/3467226/187237.27e-034.64e-0257
GO:0051592ColorectumFAPresponse to calcium ion33/2622149/187234.52e-033.08e-0233
GO:00100384ColorectumFAPresponse to metal ion70/2622373/187235.95e-033.75e-0270
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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
CPNE7SNVMissense_Mutationrs368685442c.1405N>Ap.Val469Metp.V469MQ9UBL6protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-AC-A62Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPNE7SNVMissense_Mutationrs369886930c.667G>Ap.Glu223Lysp.E223KQ9UBL6protein_codingdeleterious(0.02)possibly_damaging(0.877)TCGA-DS-A5RQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
CPNE7SNVMissense_Mutationc.1133N>Ap.Gly378Aspp.G378DQ9UBL6protein_codingdeleterious(0)possibly_damaging(0.882)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CPNE7SNVMissense_Mutationrs141048497c.430G>Ap.Ala144Thrp.A144TQ9UBL6protein_codingtolerated(0.48)benign(0)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
CPNE7SNVMissense_Mutationrs369027383c.1462N>Ap.Val488Metp.V488MQ9UBL6protein_codingtolerated(0.08)probably_damaging(0.99)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CPNE7SNVMissense_Mutationnovelc.1589N>Gp.Glu530Glyp.E530GQ9UBL6protein_codingdeleterious(0.02)benign(0.142)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
CPNE7SNVMissense_Mutationc.1126N>Tp.Met376Leup.M376LQ9UBL6protein_codingtolerated(0.12)benign(0.05)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CPNE7SNVMissense_Mutationrs533420972c.1504N>Ap.Glu502Lysp.E502KQ9UBL6protein_codingtolerated(0.25)benign(0.124)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
CPNE7SNVMissense_Mutationnovelc.1610N>Cp.Arg537Prop.R537PQ9UBL6protein_codingdeleterious(0.04)possibly_damaging(0.887)TCGA-SS-A7HO-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinPD
CPNE7SNVMissense_Mutationnovelc.846N>Tp.Trp282Cysp.W282CQ9UBL6protein_codingdeleterious(0.01)probably_damaging(0.955)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
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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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