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: COPE

Gene summary for COPE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COPE

Gene ID

11316

Gene nameCOPI coat complex subunit epsilon
Gene Aliasepsilon-COP
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

M0QXB4


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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
11316COPEGSM4909282HumanBreastIDC4.40e-022.58e-01-0.0288
11316COPEGSM4909285HumanBreastIDC3.09e-347.21e-010.21
11316COPEGSM4909286HumanBreastIDC4.21e-13-3.25e-010.1081
11316COPEGSM4909287HumanBreastIDC5.79e-124.64e-010.2057
11316COPEGSM4909290HumanBreastIDC1.89e-033.84e-010.2096
11316COPEGSM4909291HumanBreastIDC2.13e-084.84e-010.1753
11316COPEGSM4909294HumanBreastIDC4.92e-061.05e-010.2022
11316COPEGSM4909296HumanBreastIDC1.14e-121.85e-010.1524
11316COPEGSM4909297HumanBreastIDC2.64e-16-1.10e-010.1517
11316COPEGSM4909304HumanBreastIDC1.42e-063.74e-010.1636
11316COPEGSM4909308HumanBreastIDC1.72e-094.54e-010.158
11316COPEGSM4909311HumanBreastIDC9.57e-40-2.72e-010.1534
11316COPEGSM4909312HumanBreastIDC1.94e-13-4.87e-020.1552
11316COPEGSM4909316HumanBreastIDC1.86e-114.66e-010.21
11316COPEGSM4909319HumanBreastIDC8.11e-54-1.16e-010.1563
11316COPEGSM4909320HumanBreastIDC7.47e-04-1.01e-010.1575
11316COPEGSM4909321HumanBreastIDC1.06e-19-6.14e-020.1559
11316COPEbrca1HumanBreastPrecancer1.10e-154.76e-01-0.0338
11316COPEbrca2HumanBreastPrecancer7.06e-144.64e-01-0.024
11316COPEbrca3HumanBreastPrecancer5.48e-104.40e-01-0.0263
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00068906BreastIDCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum10/143452/187235.49e-034.03e-0210
GO:000689012BreastDCISretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum10/139052/187234.41e-033.41e-0210
GO:00481938CervixCCGolgi vesicle transport58/2311296/187232.24e-042.54e-0358
GO:00068907CervixCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum15/231152/187231.15e-039.39e-0315
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0006890ColorectumADretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum27/391852/187237.67e-072.70e-0527
GO:0006888ColorectumADendoplasmic reticulum to Golgi vesicle-mediated transport44/3918130/187234.13e-044.68e-0344
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
GO:00068901ColorectumSERretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum20/289752/187234.80e-051.18e-0320
GO:00068881ColorectumSERendoplasmic reticulum to Golgi vesicle-mediated transport34/2897130/187231.13e-031.29e-0234
GO:00481932ColorectumMSSGolgi vesicle transport101/3467296/187239.09e-119.77e-09101
GO:00068902ColorectumMSSretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum26/346752/187232.66e-071.10e-0526
GO:00068882ColorectumMSSendoplasmic reticulum to Golgi vesicle-mediated transport44/3467130/187232.17e-054.60e-0444
GO:00068903ColorectumMSI-Hretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum13/131952/187234.72e-051.69e-0313
GO:00068883ColorectumMSI-Hendoplasmic reticulum to Golgi vesicle-mediated transport22/1319130/187231.05e-043.24e-0322
GO:00481933ColorectumMSI-HGolgi vesicle transport39/1319296/187231.17e-043.51e-0339
GO:00481939EndometriumAEHGolgi vesicle transport60/2100296/187233.65e-069.79e-0560
GO:00068886EndometriumAEHendoplasmic reticulum to Golgi vesicle-mediated transport29/2100130/187232.11e-042.59e-0329
GO:00068908EndometriumAEHretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum15/210052/187234.20e-044.46e-0315
GO:004819313EndometriumEECGolgi vesicle transport60/2168296/187239.91e-062.17e-0460
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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
COPESNVMissense_Mutationc.41N>Cp.Gly14Alap.G14Aprotein_codingtolerated(0.09)probably_damaging(0.998)TCGA-A1-A0SK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
COPESNVMissense_Mutationnovelc.269N>Cp.Tyr90Serp.Y90Sprotein_codingdeleterious(0)benign(0.287)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
COPEdeletionFrame_Shift_Delnovelc.919delNp.His307IlefsTer35p.H307Ifs*35protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
COPEinsertionFrame_Shift_Insnovelc.956dupAp.Asp319GlufsTer3p.D319Efs*3protein_codingTCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
COPESNVMissense_Mutationrs770712891c.511N>Tp.Arg171Cysp.R171Cprotein_codingtolerated_low_confidence(0.12)benign(0.043)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
COPESNVMissense_Mutationc.282G>Tp.Glu94Aspp.E94Dprotein_codingtolerated(0.57)benign(0.012)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
COPESNVMissense_Mutationnovelc.781C>Ap.Leu261Metp.L261Mprotein_codingtolerated(0.15)possibly_damaging(0.642)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
COPESNVMissense_Mutationc.205N>Ap.Val69Ilep.V69Iprotein_codingdeleterious(0.05)possibly_damaging(0.735)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
COPESNVMissense_Mutationrs751347373c.340G>Ap.Val114Metp.V114Mprotein_codingtolerated(0.09)probably_damaging(0.939)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
COPESNVMissense_Mutationrs575079459c.334N>Ap.Val112Metp.V112Mprotein_codingtolerated(0.07)benign(0.097)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
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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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