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: COPS3

Gene summary for COPS3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COPS3

Gene ID

8533

Gene nameCOP9 signalosome subunit 3
Gene AliasCSN3
Cytomap17p11.2
Gene Typeprotein-coding
GO ID

GO:0000338

UniProtAcc

Q9UNS2


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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
8533COPS3LZE4THumanEsophagusESCC7.38e-175.02e-010.0811
8533COPS3LZE7THumanEsophagusESCC8.90e-067.10e-010.0667
8533COPS3LZE8THumanEsophagusESCC4.59e-102.02e-010.067
8533COPS3LZE20THumanEsophagusESCC8.39e-04-1.79e-020.0662
8533COPS3LZE22D1HumanEsophagusHGIN4.62e-05-4.91e-020.0595
8533COPS3LZE24THumanEsophagusESCC9.34e-207.70e-010.0596
8533COPS3LZE21THumanEsophagusESCC1.03e-022.41e-010.0655
8533COPS3LZE6THumanEsophagusESCC5.78e-074.72e-010.0845
8533COPS3P1T-EHumanEsophagusESCC9.36e-053.02e-010.0875
8533COPS3P2T-EHumanEsophagusESCC1.50e-247.46e-010.1177
8533COPS3P4T-EHumanEsophagusESCC4.99e-391.13e+000.1323
8533COPS3P5T-EHumanEsophagusESCC9.43e-172.62e-010.1327
8533COPS3P8T-EHumanEsophagusESCC1.90e-206.00e-010.0889
8533COPS3P9T-EHumanEsophagusESCC2.50e-153.87e-010.1131
8533COPS3P10T-EHumanEsophagusESCC3.94e-296.14e-010.116
8533COPS3P11T-EHumanEsophagusESCC3.51e-127.14e-010.1426
8533COPS3P12T-EHumanEsophagusESCC4.56e-348.23e-010.1122
8533COPS3P15T-EHumanEsophagusESCC9.16e-275.10e-010.1149
8533COPS3P16T-EHumanEsophagusESCC7.77e-348.72e-010.1153
8533COPS3P17T-EHumanEsophagusESCC1.95e-115.44e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:000170118EsophagusHGINin utero embryonic development77/2587367/187239.56e-052.05e-0377
GO:000931418EsophagusHGINresponse to radiation88/2587456/187236.26e-048.65e-0388
GO:00003383EsophagusHGINprotein deneddylation6/258710/187238.81e-041.13e-026
GO:00706463EsophagusHGINprotein modification by small protein removal34/2587157/187234.68e-034.02e-0234
GO:00094165EsophagusHGINresponse to light stimulus61/2587320/187235.20e-034.30e-0261
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:000033812EsophagusESCCprotein deneddylation10/855210/187233.94e-042.26e-0310
GO:00017015LiverCirrhoticin utero embryonic development134/4634367/187232.78e-076.86e-06134
GO:0000338LiverCirrhoticprotein deneddylation7/463410/187233.29e-031.83e-027
GO:000170111LiverHCCin utero embryonic development204/7958367/187232.44e-074.30e-06204
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:00003381LiverHCCprotein deneddylation9/795810/187232.79e-031.31e-029
GO:00093146LiverHCCresponse to radiation223/7958456/187233.08e-031.43e-02223
GO:000170116Oral cavityOSCCin utero embryonic development207/7305367/187237.92e-122.95e-10207
GO:000931416Oral cavityOSCCresponse to radiation241/7305456/187239.76e-102.40e-08241
GO:00094164Oral cavityOSCCresponse to light stimulus159/7305320/187235.98e-054.92e-04159
GO:00003382Oral cavityOSCCprotein deneddylation10/730510/187238.14e-056.26e-0410
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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
COPS3SNVMissense_Mutationc.527N>Gp.Tyr176Cysp.Y176CQ9UNS2protein_codingtolerated(0.07)benign(0.007)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COPS3SNVMissense_Mutationc.387N>Ap.Asp129Glup.D129EQ9UNS2protein_codingtolerated(1)benign(0.001)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
COPS3SNVMissense_Mutationnovelc.842N>Gp.Lys281Argp.K281RQ9UNS2protein_codingdeleterious(0.03)benign(0.03)TCGA-C8-A12M-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COPS3SNVMissense_Mutationc.797N>Cp.Val266Alap.V266AQ9UNS2protein_codingtolerated(1)benign(0)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
COPS3SNVMissense_Mutationc.430G>Cp.Asp144Hisp.D144HQ9UNS2protein_codingdeleterious(0.01)possibly_damaging(0.71)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
COPS3insertionFrame_Shift_Insnovelc.1031_1032insAp.Asp344GlufsTer3p.D344Efs*3Q9UNS2protein_codingTCGA-C8-A26Z-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
COPS3insertionFrame_Shift_Insnovelc.1029_1030insCCCATCCGAGTGGAATGGAATGGACTGGAATGp.Asp344ProfsTer49p.D344Pfs*49Q9UNS2protein_codingTCGA-C8-A26Z-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
COPS3deletionFrame_Shift_Delnovelc.970delAp.Ser324ValfsTer18p.S324Vfs*18Q9UNS2protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
COPS3SNVMissense_Mutationnovelc.820N>Ap.Glu274Lysp.E274KQ9UNS2protein_codingtolerated(0.08)benign(0.377)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
COPS3SNVMissense_Mutationnovelc.818N>Tp.Ser273Leup.S273LQ9UNS2protein_codingtolerated(0.24)benign(0.015)TCGA-XS-A8TJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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