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: CPNE2

Gene summary for CPNE2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CPNE2

Gene ID

221184

Gene namecopine 2
Gene AliasCOPN2
Cytomap16q13
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q96FN4


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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
221184CPNE2HTA11_99999971662_82457HumanColorectumMSS1.45e-073.02e-010.3859
221184CPNE2P1T-EHumanEsophagusESCC1.21e-042.84e-010.0875
221184CPNE2P2T-EHumanEsophagusESCC3.72e-048.74e-020.1177
221184CPNE2P4T-EHumanEsophagusESCC1.51e-102.51e-010.1323
221184CPNE2P8T-EHumanEsophagusESCC1.06e-193.87e-010.0889
221184CPNE2P9T-EHumanEsophagusESCC5.04e-058.85e-020.1131
221184CPNE2P10T-EHumanEsophagusESCC4.58e-112.39e-010.116
221184CPNE2P11T-EHumanEsophagusESCC2.97e-093.68e-010.1426
221184CPNE2P12T-EHumanEsophagusESCC2.34e-035.90e-020.1122
221184CPNE2P15T-EHumanEsophagusESCC2.28e-133.82e-010.1149
221184CPNE2P16T-EHumanEsophagusESCC3.69e-021.56e-020.1153
221184CPNE2P20T-EHumanEsophagusESCC1.16e-051.25e-010.1124
221184CPNE2P21T-EHumanEsophagusESCC3.33e-194.07e-010.1617
221184CPNE2P22T-EHumanEsophagusESCC4.36e-141.14e-010.1236
221184CPNE2P23T-EHumanEsophagusESCC3.96e-112.50e-010.108
221184CPNE2P24T-EHumanEsophagusESCC3.56e-091.42e-010.1287
221184CPNE2P26T-EHumanEsophagusESCC2.01e-061.38e-010.1276
221184CPNE2P27T-EHumanEsophagusESCC1.03e-066.79e-020.1055
221184CPNE2P28T-EHumanEsophagusESCC5.96e-112.59e-010.1149
221184CPNE2P30T-EHumanEsophagusESCC1.94e-167.18e-010.137
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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
∗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:00100381ColorectumSERresponse to metal ion84/2897373/187231.87e-043.44e-0384
GO:00712411ColorectumSERcellular response to inorganic substance52/2897226/187231.77e-031.82e-0252
GO:00712481ColorectumSERcellular response to metal ion46/2897197/187232.31e-032.21e-0246
GO:00100382ColorectumMSSresponse to metal ion90/3467373/187233.76e-032.76e-0290
GO:00712412ColorectumMSScellular response to inorganic substance57/3467226/187237.27e-034.64e-0257
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:007124117EsophagusESCCcellular response to inorganic substance125/8552226/187232.17e-039.67e-03125
GO:001003820Oral cavityOSCCresponse to metal ion188/7305373/187234.34e-065.00e-05188
GO:007124115Oral cavityOSCCcellular response to inorganic substance111/7305226/187231.22e-036.10e-03111
GO:007124816Oral cavityOSCCcellular response to metal ion93/7305197/187231.14e-023.85e-0293
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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
CPNE2SNVMissense_Mutationc.1394T>Cp.Met465Thrp.M465TQ96FN4protein_codingdeleterious(0.01)possibly_damaging(0.893)TCGA-AR-A1AV-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
CPNE2SNVMissense_Mutationc.526N>Cp.Asp176Hisp.D176HQ96FN4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
CPNE2insertionFrame_Shift_Insnovelc.204_205insTGGATCTCATTTGTTTCTTTCTTp.Asn69TrpfsTer74p.N69Wfs*74Q96FN4protein_codingTCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPNE2deletionFrame_Shift_Delnovelc.48delCp.Met17TrpfsTer14p.M17Wfs*14Q96FN4protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
CPNE2SNVMissense_Mutationnovelc.99G>Cp.Gln33Hisp.Q33HQ96FN4protein_codingtolerated(0.08)possibly_damaging(0.699)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CPNE2SNVMissense_Mutationrs748317019c.1295N>Tp.Thr432Metp.T432MQ96FN4protein_codingtolerated(0.11)possibly_damaging(0.631)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CPNE2SNVMissense_Mutationrs760327598c.1463N>Ap.Arg488Hisp.R488HQ96FN4protein_codingtolerated(0.06)benign(0)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CPNE2SNVMissense_Mutationc.1202G>Ap.Cys401Tyrp.C401YQ96FN4protein_codingdeleterious(0)probably_damaging(0.916)TCGA-AY-6196-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
CPNE2SNVMissense_Mutationrs768137060c.220N>Ap.Ala74Thrp.A74TQ96FN4protein_codingtolerated(0.5)benign(0.013)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CPNE2SNVMissense_Mutationrs757386451c.466G>Ap.Val156Ilep.V156IQ96FN4protein_codingtolerated(0.35)benign(0.001)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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