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: COG5

Gene summary for COG5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COG5

Gene ID

10466

Gene namecomponent of oligomeric golgi complex 5
Gene AliasCDG2I
Cytomap7q22.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9UP83


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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
10466COG5CCI_1HumanCervixCC2.66e-111.23e+000.528
10466COG5CCI_2HumanCervixCC2.10e-119.99e-010.5249
10466COG5CCI_3HumanCervixCC6.50e-191.14e+000.516
10466COG5HTA11_3410_2000001011HumanColorectumAD7.64e-17-6.04e-010.0155
10466COG5HTA11_2487_2000001011HumanColorectumSER4.68e-03-4.00e-01-0.1808
10466COG5HTA11_2951_2000001011HumanColorectumAD3.08e-07-1.06e+000.0216
10466COG5HTA11_347_2000001011HumanColorectumAD6.52e-043.95e-01-0.1954
10466COG5HTA11_3361_2000001011HumanColorectumAD2.63e-09-6.48e-01-0.1207
10466COG5HTA11_866_3004761011HumanColorectumAD5.31e-07-5.65e-010.096
10466COG5HTA11_10711_2000001011HumanColorectumAD2.56e-07-6.29e-010.0338
10466COG5HTA11_7696_3000711011HumanColorectumAD6.39e-04-3.56e-010.0674
10466COG5HTA11_99999970781_79442HumanColorectumMSS4.15e-05-3.37e-010.294
10466COG5HTA11_99999965104_69814HumanColorectumMSS2.21e-108.73e-010.281
10466COG5HTA11_99999974143_84620HumanColorectumMSS7.15e-17-5.80e-010.3005
10466COG5F007HumanColorectumFAP7.45e-04-3.95e-010.1176
10466COG5A001-C-207HumanColorectumFAP5.89e-04-2.53e-010.1278
10466COG5A015-C-203HumanColorectumFAP3.24e-44-7.06e-01-0.1294
10466COG5A015-C-204HumanColorectumFAP7.57e-10-4.62e-01-0.0228
10466COG5A014-C-040HumanColorectumFAP3.42e-07-4.59e-01-0.1184
10466COG5A002-C-201HumanColorectumFAP2.80e-20-5.52e-010.0324
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00481938CervixCCGolgi vesicle transport58/2311296/187232.24e-042.54e-0358
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
GO:00481932ColorectumMSSGolgi vesicle transport101/3467296/187239.09e-119.77e-09101
GO:00481934ColorectumFAPGolgi vesicle transport77/2622296/187232.86e-082.62e-0677
GO:00481935ColorectumCRCGolgi vesicle transport59/2078296/187235.47e-062.17e-0459
GO:00481939EndometriumAEHGolgi vesicle transport60/2100296/187233.65e-069.79e-0560
GO:004819313EndometriumEECGolgi vesicle transport60/2168296/187239.91e-062.17e-0460
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:00068914EsophagusESCCintra-Golgi vesicle-mediated transport26/855233/187231.06e-047.43e-0426
GO:00481936LiverNAFLDGolgi vesicle transport66/1882296/187233.66e-109.30e-0866
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:0006891LiverHCCintra-Golgi vesicle-mediated transport22/795833/187234.38e-031.90e-0222
GO:00481937LungIACGolgi vesicle transport49/2061296/187232.35e-032.28e-0249
GO:004819312LungAISGolgi vesicle transport46/1849296/187231.32e-031.64e-0246
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:00068913Oral cavityOSCCintra-Golgi vesicle-mediated transport23/730533/187233.47e-042.12e-0323
GO:004819316Oral cavityLPGolgi vesicle transport141/4623296/187236.11e-181.06e-15141
GO:000689111Oral cavityLPintra-Golgi vesicle-mediated transport16/462333/187232.59e-031.83e-0216
GO:004819322Oral cavityEOLPGolgi vesicle transport72/2218296/187231.43e-099.55e-0872
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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
COG5SNVMissense_Mutationc.2443N>Cp.Glu815Glnp.E815QQ9UP83protein_codingdeleterious(0)possibly_damaging(0.903)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
COG5SNVMissense_Mutationnovelc.1494N>Gp.Asn498Lysp.N498KQ9UP83protein_codingdeleterious(0.03)probably_damaging(0.984)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
COG5SNVMissense_Mutationnovelc.1889C>Ap.Ser630Tyrp.S630YQ9UP83protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COG5SNVMissense_Mutationnovelc.647G>Tp.Gly216Valp.G216VQ9UP83protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COG5SNVMissense_Mutationc.1685A>Gp.Asp562Glyp.D562GQ9UP83protein_codingdeleterious(0)benign(0.349)TCGA-AN-A0FZ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
COG5SNVMissense_Mutationc.1953A>Tp.Leu651Phep.L651FQ9UP83protein_codingtolerated(0.27)benign(0.281)TCGA-B6-A0RU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
COG5SNVMissense_Mutationrs370066143c.2365G>Ap.Ala789Thrp.A789TQ9UP83protein_codingtolerated(0.1)benign(0.052)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
COG5SNVMissense_Mutationnovelc.2189A>Tp.Glu730Valp.E730VQ9UP83protein_codingdeleterious(0)probably_damaging(0.967)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
COG5SNVMissense_Mutationnovelc.2188G>Ap.Glu730Lysp.E730KQ9UP83protein_codingdeleterious(0)probably_damaging(0.909)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
COG5SNVMissense_Mutationc.530N>Ap.Arg177Glnp.R177QQ9UP83protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<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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