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: CPNE3

Gene summary for CPNE3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CPNE3

Gene ID

8895

Gene namecopine 3
Gene AliasCPN3
Cytomap8q21.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A024R994


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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
8895CPNE3P83T-EHumanEsophagusESCC3.77e-391.20e+000.1738
8895CPNE3P84T-EHumanEsophagusESCC1.75e-221.41e+000.0933
8895CPNE3P89T-EHumanEsophagusESCC7.69e-271.89e+000.1752
8895CPNE3P91T-EHumanEsophagusESCC9.94e-141.60e+000.1828
8895CPNE3P104T-EHumanEsophagusESCC4.53e-024.29e-010.0931
8895CPNE3P107T-EHumanEsophagusESCC5.47e-571.38e+000.171
8895CPNE3P126T-EHumanEsophagusESCC4.75e-101.09e+000.1125
8895CPNE3P127T-EHumanEsophagusESCC1.53e-356.58e-010.0826
8895CPNE3P128T-EHumanEsophagusESCC2.76e-672.40e+000.1241
8895CPNE3P130T-EHumanEsophagusESCC2.22e-731.89e+000.1676
8895CPNE3HCC1_MengHumanLiverHCC2.52e-803.12e-010.0246
8895CPNE3HCC2_MengHumanLiverHCC3.22e-453.53e-010.0107
8895CPNE3cirrhotic1HumanLiverCirrhotic1.73e-091.84e-010.0202
8895CPNE3cirrhotic2HumanLiverCirrhotic3.43e-071.19e-010.0201
8895CPNE3cirrhotic3HumanLiverCirrhotic2.73e-082.05e-010.0215
8895CPNE3HCC1HumanLiverHCC1.07e-093.95e+000.5336
8895CPNE3HCC2HumanLiverHCC4.97e-355.47e+000.5341
8895CPNE3Pt13.aHumanLiverHCC5.20e-042.69e-010.021
8895CPNE3Pt13.bHumanLiverHCC5.51e-233.47e-010.0251
8895CPNE3Pt14.bHumanLiverHCC2.40e-042.06e-010.018
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:001003814BreastIDCresponse to metal ion65/1434373/187232.95e-103.42e-0865
GO:007124813BreastIDCcellular response to metal ion27/1434197/187232.28e-032.09e-0227
GO:007124113BreastIDCcellular response to inorganic substance29/1434226/187234.28e-033.34e-0229
GO:005159213BreastIDCresponse to calcium ion21/1434149/187234.79e-033.67e-0221
GO:001003824BreastDCISresponse to metal ion65/1390373/187238.03e-119.88e-0965
GO:007124822BreastDCIScellular response to metal ion27/1390197/187231.46e-031.49e-0227
GO:007124123BreastDCIScellular response to inorganic substance29/1390226/187232.75e-032.41e-0229
GO:005159223BreastDCISresponse to calcium ion21/1390149/187233.34e-032.81e-0221
GO:003812717EsophagusHGINERBB signaling pathway29/2587121/187231.83e-031.97e-0229
GO:003812718EsophagusESCCERBB signaling pathway82/8552121/187237.23e-079.40e-0682
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:007124117EsophagusESCCcellular response to inorganic substance125/8552226/187232.17e-039.67e-03125
GO:001003812LiverCirrhoticresponse to metal ion150/4634373/187232.27e-111.37e-09150
GO:005159211LiverCirrhoticresponse to calcium ion61/4634149/187239.47e-061.38e-0461
GO:00712487LiverCirrhoticcellular response to metal ion73/4634197/187237.73e-058.54e-0473
GO:00712417LiverCirrhoticcellular response to inorganic substance81/4634226/187231.21e-041.20e-0381
GO:003812711LiverCirrhoticERBB signaling pathway46/4634121/187238.08e-045.93e-0346
GO:001003822LiverHCCresponse to metal ion208/7958373/187231.35e-072.56e-06208
GO:003812721LiverHCCERBB signaling pathway73/7958121/187235.65e-055.26e-0473
GO:007124112LiverHCCcellular response to inorganic substance119/7958226/187231.26e-036.92e-03119
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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
CPNE3SNVMissense_Mutationrs768025237c.1321A>Gp.Ile441Valp.I441VO75131protein_codingtolerated(0.21)benign(0.251)TCGA-BH-A18K-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CPNE3SNVMissense_Mutationc.479N>Tp.Asp160Valp.D160VO75131protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-C8-A134-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CPNE3SNVMissense_Mutationc.1438N>Ap.Glu480Lysp.E480KO75131protein_codingtolerated(0.15)benign(0.124)TCGA-D8-A27L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycin+cuclophosphamideSD
CPNE3insertionFrame_Shift_Insnovelc.871_872insTACCTCATTTCTCTTGGTTTTTAAATp.Asn291IlefsTer42p.N291Ifs*42O75131protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CPNE3deletionFrame_Shift_Delnovelc.1558delNp.Asn520IlefsTer88p.N520Ifs*88O75131protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CPNE3SNVMissense_Mutationnovelc.889N>Ap.Asp297Asnp.D297NO75131protein_codingdeleterious(0)probably_damaging(0.928)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CPNE3SNVMissense_Mutationc.588N>Gp.Ile196Metp.I196MO75131protein_codingdeleterious(0.01)probably_damaging(0.953)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
CPNE3SNVMissense_Mutationnovelc.1015N>Ap.Asp339Asnp.D339NO75131protein_codingdeleterious(0.01)benign(0.33)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CPNE3SNVMissense_Mutationc.199N>Ap.Tyr67Asnp.Y67NO75131protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CPNE3SNVMissense_Mutationc.1093T>Gp.Phe365Valp.F365VO75131protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
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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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