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: COPZ2

Gene summary for COPZ2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COPZ2

Gene ID

51226

Gene nameCOPI coat complex subunit zeta 2
Gene Aliaszeta2-COP
Cytomap17q21.32
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9P299


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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
51226COPZ2CA_HPV_3HumanCervixCC5.01e-082.38e-010.0414
51226COPZ2TumorHumanCervixCC7.27e-275.69e-010.1241
51226COPZ2sample3HumanCervixCC1.23e-345.28e-010.1387
51226COPZ2T3HumanCervixCC7.26e-275.11e-010.1389
51226COPZ2P4T-EHumanEsophagusESCC2.25e-093.30e-010.1323
51226COPZ2P5T-EHumanEsophagusESCC9.67e-183.23e-010.1327
51226COPZ2P8T-EHumanEsophagusESCC8.40e-046.77e-020.0889
51226COPZ2P9T-EHumanEsophagusESCC7.69e-052.00e-010.1131
51226COPZ2P11T-EHumanEsophagusESCC1.49e-021.74e-010.1426
51226COPZ2P12T-EHumanEsophagusESCC1.44e-031.11e-010.1122
51226COPZ2P20T-EHumanEsophagusESCC4.13e-039.98e-020.1124
51226COPZ2P21T-EHumanEsophagusESCC9.02e-111.92e-010.1617
51226COPZ2P22T-EHumanEsophagusESCC1.13e-162.83e-010.1236
51226COPZ2P23T-EHumanEsophagusESCC2.69e-029.99e-020.108
51226COPZ2P24T-EHumanEsophagusESCC1.96e-051.02e-010.1287
51226COPZ2P26T-EHumanEsophagusESCC4.12e-112.05e-010.1276
51226COPZ2P27T-EHumanEsophagusESCC4.31e-068.97e-020.1055
51226COPZ2P28T-EHumanEsophagusESCC2.02e-061.02e-010.1149
51226COPZ2P30T-EHumanEsophagusESCC7.55e-113.46e-010.137
51226COPZ2P31T-EHumanEsophagusESCC1.78e-036.34e-020.1251
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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: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: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:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:000689010Oral cavityOSCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum40/730552/187232.86e-085.50e-0740
GO:00068913Oral cavityOSCCintra-Golgi vesicle-mediated transport23/730533/187233.47e-042.12e-0323
GO:0048193110SkincSCCGolgi vesicle transport153/4864296/187231.85e-213.41e-19153
GO:000689018SkincSCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum27/486452/187235.68e-055.67e-0427
GO:000689112SkincSCCintra-Golgi vesicle-mediated transport18/486433/187234.45e-043.42e-0318
GO:004819320ThyroidPTCGolgi vesicle transport186/5968296/187233.09e-281.22e-25186
GO:000689019ThyroidPTCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum37/596852/187236.98e-091.75e-0737
GO:00068916ThyroidPTCintra-Golgi vesicle-mediated transport20/596833/187236.26e-043.96e-0320
GO:0048193111ThyroidATCGolgi vesicle transport189/6293296/187239.58e-275.05e-24189
GO:0006890110ThyroidATCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum37/629352/187233.45e-086.43e-0737
GO:000689113ThyroidATCintra-Golgi vesicle-mediated transport20/629333/187231.33e-036.96e-0320
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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
COPZ2SNVMissense_Mutationnovelc.265N>Cp.Glu89Glnp.E89QQ9P299protein_codingdeleterious(0.05)benign(0.266)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
COPZ2SNVMissense_Mutationnovelc.185N>Gp.Lys62Argp.K62RQ9P299protein_codingdeleterious(0.04)benign(0.409)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
COPZ2SNVMissense_Mutationnovelc.589N>Ap.Leu197Ilep.L197IQ9P299protein_codingtolerated(0.1)benign(0.061)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
COPZ2SNVMissense_Mutationnovelc.289N>Ap.Gly97Serp.G97SQ9P299protein_codingtolerated(0.06)possibly_damaging(0.788)TCGA-AG-3592-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
COPZ2SNVMissense_Mutationnovelc.627N>Tp.Leu209Phep.L209FQ9P299protein_codingdeleterious(0.03)benign(0.228)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
COPZ2SNVMissense_Mutationrs759539918c.332N>Gp.Tyr111Cysp.Y111CQ9P299protein_codingdeleterious(0.02)possibly_damaging(0.841)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COPZ2SNVMissense_Mutationnovelc.328C>Ap.Leu110Ilep.L110IQ9P299protein_codingdeleterious(0.01)benign(0.403)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
COPZ2SNVMissense_Mutationnovelc.614N>Cp.Lys205Thrp.K205TQ9P299protein_codingtolerated(0.1)possibly_damaging(0.77)TCGA-DF-A2KV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COPZ2SNVMissense_Mutationnovelc.521N>Gp.Gln174Argp.Q174RQ9P299protein_codingtolerated(0.16)benign(0.007)TCGA-FI-A2D4-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
COPZ2SNVMissense_Mutationnovelc.263C>Ap.Thr88Asnp.T88NQ9P299protein_codingdeleterious(0.02)benign(0.282)TCGA-05-4410-01Lunglung adenocarcinomaMale<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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