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: COPRS

Gene summary for COPRS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COPRS

Gene ID

55352

Gene namecoordinator of PRMT5 and differentiation stimulator
Gene AliasC17orf79
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

H9KV77


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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
55352COPRSGSM4909281HumanBreastIDC1.70e-073.01e-010.21
55352COPRSGSM4909282HumanBreastIDC6.72e-092.55e-01-0.0288
55352COPRSGSM4909286HumanBreastIDC2.75e-173.40e-010.1081
55352COPRSGSM4909293HumanBreastIDC2.68e-184.62e-010.1581
55352COPRSGSM4909297HumanBreastIDC5.37e-033.54e-020.1517
55352COPRSGSM4909298HumanBreastIDC1.52e-052.23e-010.1551
55352COPRSGSM4909301HumanBreastIDC8.58e-031.98e-010.1577
55352COPRSGSM4909306HumanBreastIDC4.32e-032.22e-010.1564
55352COPRSGSM4909307HumanBreastIDC2.46e-022.02e-010.1569
55352COPRSGSM4909308HumanBreastIDC1.87e-103.37e-010.158
55352COPRSGSM4909311HumanBreastIDC4.79e-05-1.49e-010.1534
55352COPRSGSM4909317HumanBreastIDC1.39e-032.15e-010.1355
55352COPRSGSM4909319HumanBreastIDC3.71e-261.84e-010.1563
55352COPRSGSM4909321HumanBreastIDC2.82e-025.76e-020.1559
55352COPRSbrca1HumanBreastPrecancer2.09e-062.87e-01-0.0338
55352COPRSbrca2HumanBreastPrecancer3.79e-042.47e-01-0.024
55352COPRSM1HumanBreastIDC2.41e-114.50e-010.1577
55352COPRSM2HumanBreastIDC2.23e-035.06e-010.21
55352COPRSNCCBC5HumanBreastDCIS3.62e-176.06e-010.2046
55352COPRSDCIS2HumanBreastDCIS6.25e-582.89e-010.0085
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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
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:00075172BreastIDCmuscle organ development38/1434327/187236.63e-034.62e-0238
GO:00075171BreastDCISmuscle organ development37/1390327/187236.86e-034.75e-0237
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:001657011LiverCirrhotichistone modification154/4634463/187231.92e-052.57e-04154
GO:00064791LiverCirrhoticprotein methylation61/4634181/187234.13e-032.21e-0261
GO:00082131LiverCirrhoticprotein alkylation61/4634181/187234.13e-032.21e-0261
GO:00165711LiverCirrhotichistone methylation49/4634141/187234.90e-032.56e-0249
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:00064792LiverHCCprotein methylation111/7958181/187232.36e-074.18e-06111
GO:00082132LiverHCCprotein alkylation111/7958181/187232.36e-074.18e-06111
GO:00165712LiverHCChistone methylation88/7958141/187231.41e-062.02e-0588
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:00064797Oral cavityOSCCprotein methylation92/7305181/187237.86e-044.26e-0392
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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
COPRSSNVMissense_Mutationc.499N>Ap.Pro167Thrp.P167TQ9NQ92protein_codingtolerated(0.11)probably_damaging(0.998)TCGA-B6-A0X5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
COPRSSNVMissense_Mutationnovelc.469N>Ap.Pro157Thrp.P157TQ9NQ92protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
COPRSSNVMissense_Mutationc.335N>Ap.Phe112Tyrp.F112YQ9NQ92protein_codingtolerated(0.16)possibly_damaging(0.544)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
COPRSdeletionFrame_Shift_Delc.209delGp.Gly70ValfsTer22p.G70Vfs*22Q9NQ92protein_codingTCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COPRSSNVMissense_Mutationnovelc.409N>Gp.Ile137Valp.I137VQ9NQ92protein_codingtolerated(0.19)benign(0.085)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
COPRSSNVMissense_Mutationc.513N>Tp.Lys171Asnp.K171NQ9NQ92protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COPRSSNVMissense_Mutationrs202013617c.394G>Ap.Asp132Asnp.D132NQ9NQ92protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
COPRSSNVMissense_Mutationc.283G>Ap.Glu95Lysp.E95KQ9NQ92protein_codingtolerated(0.08)probably_damaging(0.96)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COPRSSNVMissense_Mutationnovelc.142N>Gp.Thr48Alap.T48AQ9NQ92protein_codingtolerated_low_confidence(0.13)benign(0.031)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
COPRSSNVMissense_Mutationnovelc.342N>Tp.Glu114Aspp.E114DQ9NQ92protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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