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: CPNE1

Gene summary for CPNE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CPNE1

Gene ID

8904

Gene namecopine 1
Gene AliasCOPN1
Cytomap20q11.22
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

B0QZ18


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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
8904CPNE1HTA11_3410_2000001011HumanColorectumAD1.85e-032.36e-010.0155
8904CPNE1HTA11_347_2000001011HumanColorectumAD4.32e-052.96e-01-0.1954
8904CPNE1HTA11_1391_2000001011HumanColorectumAD1.81e-105.20e-01-0.059
8904CPNE1HTA11_866_3004761011HumanColorectumAD3.05e-206.97e-010.096
8904CPNE1HTA11_7696_3000711011HumanColorectumAD3.97e-043.13e-010.0674
8904CPNE1HTA11_6818_2000001021HumanColorectumAD4.84e-053.90e-010.0588
8904CPNE1HTA11_99999970781_79442HumanColorectumMSS2.76e-063.60e-010.294
8904CPNE1HTA11_99999971662_82457HumanColorectumMSS1.71e-341.07e+000.3859
8904CPNE1HTA11_99999973899_84307HumanColorectumMSS4.12e-181.06e+000.2585
8904CPNE1HTA11_99999974143_84620HumanColorectumMSS1.63e-411.10e+000.3005
8904CPNE1CRC-3-11773HumanColorectumCRC3.65e-085.63e-010.2564
8904CPNE1LZE4THumanEsophagusESCC3.18e-167.18e-010.0811
8904CPNE1LZE7THumanEsophagusESCC7.66e-056.22e-010.0667
8904CPNE1LZE8THumanEsophagusESCC2.12e-145.68e-010.067
8904CPNE1LZE20THumanEsophagusESCC6.47e-054.30e-010.0662
8904CPNE1LZE24THumanEsophagusESCC1.52e-441.89e+000.0596
8904CPNE1LZE21THumanEsophagusESCC2.60e-034.14e-020.0655
8904CPNE1LZE6THumanEsophagusESCC4.46e-109.36e-010.0845
8904CPNE1P1T-EHumanEsophagusESCC4.00e-086.63e-010.0875
8904CPNE1P2T-EHumanEsophagusESCC8.23e-601.13e+000.1177
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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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid 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:0051098ColorectumADregulation of binding126/3918363/187236.01e-104.88e-08126
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0051101ColorectumADregulation of DNA binding42/3918118/187231.62e-042.23e-0342
GO:0043122ColorectumADregulation of I-kappaB kinase/NF-kappaB signaling76/3918249/187232.17e-042.85e-0376
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0071248ColorectumADcellular response to metal ion61/3918197/187235.74e-046.09e-0361
GO:0007249ColorectumADI-kappaB kinase/NF-kappaB signaling82/3918281/187236.09e-046.40e-0382
GO:0071241ColorectumADcellular response to inorganic substance68/3918226/187236.98e-047.10e-0368
GO:0051100ColorectumADnegative regulation of binding50/3918162/187231.84e-031.51e-0250
GO:0048588ColorectumADdevelopmental cell growth67/3918234/187233.03e-032.25e-0267
GO:0060560ColorectumADdevelopmental growth involved in morphogenesis66/3918234/187234.75e-033.22e-0266
GO:00510982ColorectumMSSregulation of binding113/3467363/187233.55e-092.41e-07113
GO:00431221ColorectumMSSregulation of I-kappaB kinase/NF-kappaB signaling71/3467249/187237.12e-051.21e-0371
GO:00160492ColorectumMSScell growth123/3467482/187237.15e-051.21e-03123
GO:00072491ColorectumMSSI-kappaB kinase/NF-kappaB signaling77/3467281/187231.51e-042.19e-0377
GO:00511012ColorectumMSSregulation of DNA binding37/3467118/187235.29e-045.99e-0337
GO:00485881ColorectumMSSdevelopmental cell growth61/3467234/187232.56e-032.03e-0261
GO:00605601ColorectumMSSdevelopmental growth involved in morphogenesis61/3467234/187232.56e-032.03e-0261
GO:00100382ColorectumMSSresponse to metal ion90/3467373/187233.76e-032.76e-0290
GO:00511002ColorectumMSSnegative regulation of binding44/3467162/187234.26e-033.04e-0244
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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
CPNE1SNVMissense_Mutationc.1263N>Ap.Met421Ilep.M421Iprotein_codingtolerated(0.7)benign(0)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CPNE1SNVMissense_Mutationc.820N>Cp.Glu274Glnp.E274Qprotein_codingtolerated(0.27)benign(0.007)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
CPNE1SNVMissense_Mutationc.1000G>Ap.Asp334Asnp.D334Nprotein_codingdeleterious(0.03)probably_damaging(0.995)TCGA-E9-A243-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
CPNE1SNVMissense_Mutationnovelc.833N>Ap.Ser278Tyrp.S278Yprotein_codingdeleterious(0)probably_damaging(0.929)TCGA-LL-A440-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
CPNE1insertionFrame_Shift_Insnovelc.811_812insTGAGACAGAGTCTGGCCCTCTCACCCAGGCTGGAGTGTGGTGGCGTGp.Cys271LeufsTer19p.C271Lfs*19protein_codingTCGA-A1-A0SQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyacSD
CPNE1insertionIn_Frame_Insnovelc.967_968insGTGCGGp.Met323delinsSerAlaValp.M323delinsSAVprotein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPNE1insertionNonsense_Mutationnovelc.965_966insTTTTTGAGAAAGAGTCTTGCTCTGTCACCCAGGCTGp.Leu322_Met323insPheTerGluArgValLeuLeuCysHisProGlyTrpp.L322_M323insF*ERVLLCHPGWprotein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPNE1SNVMissense_Mutationnovelc.1086N>Cp.Leu362Phep.L362Fprotein_codingdeleterious(0)possibly_damaging(0.714)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CPNE1SNVMissense_Mutationc.550G>Ap.Glu184Lysp.E184Kprotein_codingdeleterious(0)probably_damaging(0.98)TCGA-MU-A5YI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CPNE1SNVMissense_Mutationc.841N>Cp.Asp281Hisp.D281Hprotein_codingdeleterious(0)probably_damaging(0.973)TCGA-AA-3494-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPR
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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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