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: COPS5

Gene summary for COPS5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COPS5

Gene ID

10987

Gene nameCOP9 signalosome subunit 5
Gene AliasCSN5
Cytomap8q13.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024R7W9


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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
10987COPS5HTA11_2487_2000001011HumanColorectumSER4.07e-021.83e-01-0.1808
10987COPS5HTA11_78_2000001011HumanColorectumAD1.53e-033.29e-01-0.1088
10987COPS5HTA11_347_2000001011HumanColorectumAD2.96e-072.54e-01-0.1954
10987COPS5HTA11_866_3004761011HumanColorectumAD6.99e-031.79e-010.096
10987COPS5HTA11_6801_2000001011HumanColorectumSER9.65e-033.66e-010.0171
10987COPS5HTA11_99999970781_79442HumanColorectumMSS2.04e-062.61e-010.294
10987COPS5HTA11_99999965062_69753HumanColorectumMSI-H1.17e-025.83e-010.3487
10987COPS5HTA11_99999971662_82457HumanColorectumMSS1.20e-134.72e-010.3859
10987COPS5HTA11_99999974143_84620HumanColorectumMSS4.73e-021.49e-010.3005
10987COPS5LZE4THumanEsophagusESCC3.43e-248.28e-010.0811
10987COPS5LZE5THumanEsophagusESCC6.45e-033.05e-010.0514
10987COPS5LZE7THumanEsophagusESCC5.70e-094.03e-010.0667
10987COPS5LZE8THumanEsophagusESCC2.35e-176.14e-010.067
10987COPS5LZE20THumanEsophagusESCC1.05e-157.09e-010.0662
10987COPS5LZE22D1HumanEsophagusHGIN3.03e-041.83e-010.0595
10987COPS5LZE22THumanEsophagusESCC3.21e-023.54e-010.068
10987COPS5LZE24THumanEsophagusESCC1.41e-351.16e+000.0596
10987COPS5LZE21THumanEsophagusESCC6.89e-032.47e-010.0655
10987COPS5LZE6THumanEsophagusESCC4.84e-104.78e-010.0845
10987COPS5P1T-EHumanEsophagusESCC1.34e-158.50e-010.0875
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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
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
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:1990182ColorectumADexosomal secretion16/391820/187232.67e-081.47e-0616
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0097734ColorectumADextracellular exosome biogenesis16/391821/187239.02e-084.52e-0616
GO:0140112ColorectumADextracellular vesicle biogenesis16/391823/187237.04e-072.49e-0516
GO:0006413ColorectumADtranslational initiation45/3918118/187231.35e-052.92e-0445
GO:0035966ColorectumADresponse to topologically incorrect protein54/3918159/187238.85e-051.36e-0354
GO:0035967ColorectumADcellular response to topologically incorrect protein42/3918116/187231.04e-041.56e-0342
GO:1905897ColorectumADregulation of response to endoplasmic reticulum stress32/391882/187231.37e-041.95e-0332
GO:0051403ColorectumADstress-activated MAPK cascade72/3918239/187234.77e-045.25e-0372
GO:0031098ColorectumADstress-activated protein kinase signaling cascade74/3918247/187234.80e-045.27e-0374
GO:0006986ColorectumADresponse to unfolded protein45/3918137/187237.43e-047.48e-0345
GO:0034620ColorectumADcellular response to unfolded protein33/391896/187231.53e-031.29e-0233
GO:0070302ColorectumADregulation of stress-activated protein kinase signaling cascade58/3918195/187232.21e-031.74e-0258
GO:0006887ColorectumADexocytosis96/3918352/187232.48e-031.90e-0296
GO:0032872ColorectumADregulation of stress-activated MAPK cascade57/3918192/187232.51e-031.92e-0257
GO:0051091ColorectumADpositive regulation of DNA-binding transcription factor activity73/3918260/187233.52e-032.54e-0273
GO:00349761ColorectumSERresponse to endoplasmic reticulum stress74/2897256/187233.01e-082.05e-0674
GO:19901821ColorectumSERexosomal secretion13/289720/187237.51e-073.57e-0513
GO:00977341ColorectumSERextracellular exosome biogenesis13/289721/187231.69e-067.35e-0513
GO:01401121ColorectumSERextracellular vesicle biogenesis13/289723/187237.00e-062.42e-0413
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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
COPS5insertionFrame_Shift_Insnovelc.98_99insCp.Lys33AsnfsTer15p.K33Nfs*15Q92905protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COPS5insertionIn_Frame_Insnovelc.96_97insCTTGAGCCCAGTGTCGACATGCACCTTGTTTGGGTCTTCp.Asp32_Lys33insLeuGluProSerValAspMetHisLeuValTrpValPhep.D32_K33insLEPSVDMHLVWVFQ92905protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COPS5SNVMissense_Mutationc.592N>Ap.Glu198Lysp.E198KQ92905protein_codingtolerated(0.26)benign(0.367)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
COPS5SNVMissense_Mutationnovelc.94N>Ap.Asp32Asnp.D32NQ92905protein_codingtolerated(0.11)benign(0.056)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
COPS5SNVMissense_Mutationnovelc.715N>Cp.Glu239Glnp.E239QQ92905protein_codingtolerated(0.05)benign(0.027)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
COPS5SNVMissense_Mutationnovelc.86N>Gp.Tyr29Cysp.Y29CQ92905protein_codingdeleterious(0)possibly_damaging(0.873)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
COPS5SNVMissense_Mutationrs143525514c.872C>Tp.Thr291Metp.T291MQ92905protein_codingtolerated(0.13)benign(0.15)TCGA-AG-3902-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
COPS5SNVMissense_Mutationc.881N>Ap.Arg294Glnp.R294QQ92905protein_codingtolerated(0.16)benign(0.048)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
COPS5SNVMissense_Mutationc.804T>Ap.Asp268Glup.D268EQ92905protein_codingdeleterious(0.02)probably_damaging(0.976)TCGA-A5-A0GA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapytaxolPD
COPS5SNVMissense_Mutationc.34N>Gp.Thr12Alap.T12AQ92905protein_codingtolerated(0.19)benign(0.006)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<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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