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: COPB2

Gene summary for COPB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COPB2

Gene ID

9276

Gene nameCOPI coat complex subunit beta 2
Gene AliasMCPH19
Cytomap3q23
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

P35606


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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
9276COPB2LZE21THumanEsophagusESCC3.69e-033.68e-010.0655
9276COPB2LZE6THumanEsophagusESCC5.97e-129.53e-010.0845
9276COPB2P1T-EHumanEsophagusESCC1.54e-231.25e+000.0875
9276COPB2P2T-EHumanEsophagusESCC4.65e-1172.08e+000.1177
9276COPB2P4T-EHumanEsophagusESCC5.57e-591.40e+000.1323
9276COPB2P5T-EHumanEsophagusESCC1.43e-671.25e+000.1327
9276COPB2P8T-EHumanEsophagusESCC3.66e-711.37e+000.0889
9276COPB2P9T-EHumanEsophagusESCC3.95e-531.16e+000.1131
9276COPB2P10T-EHumanEsophagusESCC1.42e-881.57e+000.116
9276COPB2P11T-EHumanEsophagusESCC3.07e-301.36e+000.1426
9276COPB2P12T-EHumanEsophagusESCC6.41e-499.52e-010.1122
9276COPB2P15T-EHumanEsophagusESCC6.03e-571.28e+000.1149
9276COPB2P16T-EHumanEsophagusESCC1.05e-771.39e+000.1153
9276COPB2P17T-EHumanEsophagusESCC2.31e-199.72e-010.1278
9276COPB2P19T-EHumanEsophagusESCC1.83e-161.12e+000.1662
9276COPB2P20T-EHumanEsophagusESCC3.02e-491.09e+000.1124
9276COPB2P21T-EHumanEsophagusESCC1.32e-651.34e+000.1617
9276COPB2P22T-EHumanEsophagusESCC3.25e-851.55e+000.1236
9276COPB2P23T-EHumanEsophagusESCC7.36e-641.50e+000.108
9276COPB2P24T-EHumanEsophagusESCC9.50e-471.09e+000.1287
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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
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
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:19019983BreastPrecancertoxin transport9/108040/187233.69e-045.03e-039
GO:19019981BreastIDCtoxin transport9/143440/187232.76e-032.42e-029
GO:00068906BreastIDCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum10/143452/187235.49e-034.03e-0210
GO:19019982BreastDCIStoxin transport9/139040/187232.23e-032.04e-029
GO:000689012BreastDCISretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum10/139052/187234.41e-033.41e-0210
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: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:00481934ColorectumFAPGolgi vesicle transport77/2622296/187232.86e-082.62e-0677
GO:00068904ColorectumFAPretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum18/262252/187231.48e-042.29e-0318
GO:00068884ColorectumFAPendoplasmic reticulum to Golgi vesicle-mediated transport30/2622130/187233.51e-032.53e-0230
GO:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:00068889EsophagusHGINendoplasmic reticulum to Golgi vesicle-mediated transport40/2587130/187234.67e-072.07e-0540
GO:000689016EsophagusHGINretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum19/258752/187233.44e-058.67e-0419
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
GO:000689017EsophagusESCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum46/855252/187231.23e-103.66e-0946
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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
COPB2SNVMissense_Mutationnovelc.1682T>Gp.Met561Argp.M561RP35606protein_codingdeleterious(0)possibly_damaging(0.61)TCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
COPB2SNVMissense_Mutationnovelc.2240N>Tp.Arg747Ilep.R747IP35606protein_codingdeleterious(0.02)benign(0.062)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COPB2SNVMissense_Mutationnovelc.1894N>Ap.Gln632Lysp.Q632KP35606protein_codingtolerated(0.17)benign(0.01)TCGA-BH-A0AV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
COPB2SNVMissense_Mutationc.935G>Ap.Gly312Glup.G312EP35606protein_codingdeleterious(0)probably_damaging(0.95)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
COPB2SNVMissense_Mutationnovelc.547N>Ap.Gly183Argp.G183RP35606protein_codingdeleterious(0)probably_damaging(0.997)TCGA-LL-A8F5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
COPB2insertionFrame_Shift_Insnovelc.1679_1680insTTCTCCTTTCTCAGTGCCCCCTTTAAATGTTGp.Met561SerfsTer15p.M561Sfs*15P35606protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
COPB2deletionFrame_Shift_Delnovelc.2349delNp.Ala784GlnfsTer18p.A784Qfs*18P35606protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
COPB2insertionIn_Frame_Insrs766565677c.592_593insGGAp.Asp198delinsGlyAsnp.D198delinsGNP35606protein_codingTCGA-E9-A1NG-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
COPB2SNVMissense_Mutationc.2582N>Tp.Thr861Ilep.T861IP35606protein_codingtolerated(0.29)benign(0.034)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
COPB2SNVMissense_Mutationrs745412053c.902N>Ap.Arg301Glnp.R301QP35606protein_codingdeleterious(0.02)benign(0.241)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=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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