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: COPZ1

Gene summary for COPZ1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COPZ1

Gene ID

22818

Gene nameCOPI coat complex subunit zeta 1
Gene AliasCGI-120
Cytomap12q13.13
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

P61923


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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
22818COPZ1HTA11_3410_2000001011HumanColorectumAD6.40e-031.89e-010.0155
22818COPZ1HTA11_2487_2000001011HumanColorectumSER3.22e-024.01e-01-0.1808
22818COPZ1HTA11_1938_2000001011HumanColorectumAD6.43e-054.90e-01-0.0811
22818COPZ1HTA11_347_2000001011HumanColorectumAD5.89e-084.83e-01-0.1954
22818COPZ1HTA11_696_2000001011HumanColorectumAD4.53e-083.80e-01-0.1464
22818COPZ1HTA11_1391_2000001011HumanColorectumAD3.01e-077.22e-01-0.059
22818COPZ1HTA11_866_3004761011HumanColorectumAD8.13e-063.40e-010.096
22818COPZ1HTA11_7663_2000001011HumanColorectumSER2.85e-033.42e-010.0131
22818COPZ1HTA11_7696_3000711011HumanColorectumAD1.12e-023.48e-010.0674
22818COPZ1HTA11_7469_2000001011HumanColorectumAD1.45e-028.25e-01-0.0124
22818COPZ1HTA11_99999970781_79442HumanColorectumMSS9.78e-197.14e-010.294
22818COPZ1HTA11_99999965062_69753HumanColorectumMSI-H1.46e-071.54e+000.3487
22818COPZ1HTA11_99999965104_69814HumanColorectumMSS5.75e-179.45e-010.281
22818COPZ1HTA11_99999971662_82457HumanColorectumMSS7.31e-261.00e+000.3859
22818COPZ1A015-C-203HumanColorectumFAP1.02e-04-1.27e-01-0.1294
22818COPZ1A015-C-104HumanColorectumFAP6.69e-05-1.50e-01-0.1899
22818COPZ1A001-C-014HumanColorectumFAP7.20e-05-1.59e-010.0135
22818COPZ1A002-C-116HumanColorectumFAP4.75e-05-1.02e-01-0.0452
22818COPZ1F034HumanColorectumFAP1.77e-02-7.09e-02-0.0665
22818COPZ1AEH-subject1HumanEndometriumAEH1.21e-06-3.23e-01-0.3059
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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
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
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: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: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: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:00068903ColorectumMSI-Hretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum13/131952/187234.72e-051.69e-0313
GO:00481933ColorectumMSI-HGolgi vesicle transport39/1319296/187231.17e-043.51e-0339
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:00481939EndometriumAEHGolgi vesicle transport60/2100296/187233.65e-069.79e-0560
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
GO:000689013EndometriumEECretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum15/216852/187235.90e-045.87e-0315
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:000689017EsophagusESCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum46/855252/187231.23e-103.66e-0946
GO:00068914EsophagusESCCintra-Golgi vesicle-mediated transport26/855233/187231.06e-047.43e-0426
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:00068905LiverCirrhoticretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum29/463452/187231.69e-063.22e-0529
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
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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
COPZ1SNVMissense_Mutationnovelc.277N>Ap.Glu93Lysp.E93KP61923protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
COPZ1SNVMissense_Mutationnovelc.157N>Cp.Glu53Glnp.E53QP61923protein_codingdeleterious(0)probably_damaging(0.986)TCGA-MY-A913-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
COPZ1SNVMissense_Mutationnovelc.14N>Ap.Arg5Lysp.R5KP61923protein_codingtolerated_low_confidence(0.93)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
COPZ1SNVMissense_Mutationc.524C>Tp.Ala175Valp.A175VP61923protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COPZ1SNVMissense_Mutationc.266N>Ap.Gly89Aspp.G89DP61923protein_codingdeleterious(0)probably_damaging(1)TCGA-AF-5654-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COPZ1SNVMissense_Mutationnovelc.150N>Tp.Lys50Asnp.K50NP61923protein_codingdeleterious(0.05)possibly_damaging(0.835)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COPZ1SNVMissense_Mutationnovelc.98G>Ap.Arg33Glnp.R33QP61923protein_codingdeleterious(0.01)possibly_damaging(0.612)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
COPZ1SNVMissense_Mutationnovelc.162G>Tp.Lys54Asnp.K54NP61923protein_codingdeleterious(0.01)probably_damaging(0.919)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
COPZ1SNVMissense_Mutationnovelc.86N>Gp.Asn29Serp.N29SP61923protein_codingtolerated(0.5)benign(0.012)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COPZ1SNVMissense_Mutationnovelc.456C>Ap.His152Glnp.H152QP61923protein_codingtolerated(1)benign(0)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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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