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: COG1

Gene summary for COG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COG1

Gene ID

9382

Gene namecomponent of oligomeric golgi complex 1
Gene AliasCDG2G
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8WTW3


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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
9382COG1LZE4THumanEsophagusESCC4.53e-041.02e-010.0811
9382COG1LZE20THumanEsophagusESCC4.98e-026.83e-020.0662
9382COG1LZE24THumanEsophagusESCC1.48e-081.86e-010.0596
9382COG1LZE21THumanEsophagusESCC6.52e-031.43e-010.0655
9382COG1P1T-EHumanEsophagusESCC4.62e-031.26e-010.0875
9382COG1P2T-EHumanEsophagusESCC1.12e-111.83e-010.1177
9382COG1P4T-EHumanEsophagusESCC3.48e-081.57e-010.1323
9382COG1P5T-EHumanEsophagusESCC4.16e-042.70e-020.1327
9382COG1P8T-EHumanEsophagusESCC3.54e-091.31e-010.0889
9382COG1P10T-EHumanEsophagusESCC6.01e-213.38e-010.116
9382COG1P11T-EHumanEsophagusESCC6.73e-205.79e-010.1426
9382COG1P12T-EHumanEsophagusESCC9.66e-233.42e-010.1122
9382COG1P15T-EHumanEsophagusESCC1.83e-091.80e-010.1149
9382COG1P16T-EHumanEsophagusESCC2.65e-132.41e-010.1153
9382COG1P17T-EHumanEsophagusESCC2.60e-062.60e-010.1278
9382COG1P19T-EHumanEsophagusESCC7.48e-031.77e-010.1662
9382COG1P20T-EHumanEsophagusESCC2.46e-203.93e-010.1124
9382COG1P21T-EHumanEsophagusESCC1.31e-111.34e-010.1617
9382COG1P22T-EHumanEsophagusESCC3.49e-221.90e-010.1236
9382COG1P23T-EHumanEsophagusESCC5.52e-071.53e-010.108
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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
∗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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:00070308EsophagusESCCGolgi organization101/8552157/187231.78e-062.10e-05101
GO:00068914EsophagusESCCintra-Golgi vesicle-mediated transport26/855233/187231.06e-047.43e-0426
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:00070302LiverHCCGolgi organization99/7958157/187231.54e-072.85e-0699
GO:0006891LiverHCCintra-Golgi vesicle-mediated transport22/795833/187234.38e-031.90e-0222
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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
COG1SNVMissense_Mutationc.2110N>Ap.Asp704Asnp.D704NQ8WTW3protein_codingtolerated(0.09)benign(0.007)TCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
COG1SNVMissense_Mutationnovelc.488N>Ap.Ser163Asnp.S163NQ8WTW3protein_codingtolerated(0.3)benign(0.003)TCGA-A7-A6VY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
COG1SNVMissense_Mutationc.2446C>Ap.Leu816Ilep.L816IQ8WTW3protein_codingtolerated(0.18)benign(0.245)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
COG1SNVMissense_Mutationnovelc.1949N>Tp.Arg650Ilep.R650IQ8WTW3protein_codingdeleterious(0)benign(0.193)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COG1SNVMissense_Mutationnovelc.1525N>Cp.Ala509Prop.A509PQ8WTW3protein_codingdeleterious(0.03)possibly_damaging(0.669)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
COG1SNVMissense_Mutationc.997N>Tp.Pro333Serp.P333SQ8WTW3protein_codingdeleterious(0)probably_damaging(0.993)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COG1SNVMissense_Mutationrs766953526c.1718N>Gp.Gln573Argp.Q573RQ8WTW3protein_codingtolerated(0.32)benign(0)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COG1SNVMissense_Mutationc.574N>Gp.His192Aspp.H192DQ8WTW3protein_codingdeleterious(0.03)benign(0.048)TCGA-C8-A1HK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
COG1SNVMissense_Mutationnovelc.2837A>Gp.Asp946Glyp.D946GQ8WTW3protein_codingdeleterious(0.01)benign(0.34)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
COG1SNVMissense_Mutationnovelc.2057N>Ap.Ser686Asnp.S686NQ8WTW3protein_codingdeleterious(0)possibly_damaging(0.632)TCGA-XX-A899-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
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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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