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: COG3

Gene summary for COG3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COG3

Gene ID

83548

Gene namecomponent of oligomeric golgi complex 3
Gene AliasSEC34
Cytomap13q14.13
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q96JB2


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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
83548COG3S028HumanLiverHCC1.28e-054.93e-010.2503
83548COG3S029HumanLiverHCC7.37e-044.34e-010.2581
83548COG3C04HumanOral cavityOSCC5.64e-135.38e-010.2633
83548COG3C21HumanOral cavityOSCC4.62e-175.82e-010.2678
83548COG3C30HumanOral cavityOSCC3.72e-104.90e-010.3055
83548COG3C43HumanOral cavityOSCC6.20e-061.76e-010.1704
83548COG3C46HumanOral cavityOSCC3.30e-021.28e-010.1673
83548COG3C51HumanOral cavityOSCC1.10e-084.76e-010.2674
83548COG3C08HumanOral cavityOSCC2.58e-061.81e-010.1919
83548COG3C09HumanOral cavityOSCC8.44e-032.06e-010.1431
83548COG3SYSMH1HumanOral cavityOSCC5.04e-103.15e-010.1127
83548COG3SYSMH2HumanOral cavityOSCC1.81e-082.47e-010.2326
83548COG3SYSMH3HumanOral cavityOSCC1.74e-091.71e-010.2442
83548COG3SYSMH5HumanOral cavityOSCC4.44e-061.46e-010.0647
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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
∗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:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
GO:000689017EsophagusESCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum46/855252/187231.23e-103.66e-0946
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00070308EsophagusESCCGolgi organization101/8552157/187231.78e-062.10e-05101
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:00068914EsophagusESCCintra-Golgi vesicle-mediated transport26/855233/187231.06e-047.43e-0426
GO:00481936LiverNAFLDGolgi vesicle transport66/1882296/187233.66e-109.30e-0866
GO:00316477LiverNAFLDregulation of protein stability61/1882298/187235.00e-084.71e-0661
GO:0007030LiverNAFLDGolgi organization36/1882157/187231.76e-067.68e-0536
GO:00508217LiverNAFLDprotein stabilization40/1882191/187235.38e-061.95e-0440
GO:00068885LiverNAFLDendoplasmic reticulum to Golgi vesicle-mediated transport26/1882130/187234.78e-046.78e-0326
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:005082122LiverHCCprotein stabilization139/7958191/187231.61e-171.71e-15139
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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
COG3SNVMissense_Mutationnovelc.1676N>Ap.Arg559Glnp.R559QQ96JB2protein_codingdeleterious(0)possibly_damaging(0.494)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COG3SNVMissense_Mutationc.179N>Tp.Pro60Leup.P60LQ96JB2protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-BH-A18J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
COG3SNVMissense_Mutationc.545N>Gp.Glu182Glyp.E182GQ96JB2protein_codingdeleterious(0.01)probably_damaging(0.946)TCGA-D8-A146-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
COG3SNVMissense_Mutationnovelc.691N>Ap.Asp231Asnp.D231NQ96JB2protein_codingdeleterious(0.02)possibly_damaging(0.596)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
COG3SNVMissense_Mutationnovelc.967G>Ap.Glu323Lysp.E323KQ96JB2protein_codingdeleterious(0.01)benign(0.196)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
COG3SNVMissense_Mutationc.1448C>Tp.Pro483Leup.P483LQ96JB2protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-C5-A1M8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
COG3SNVMissense_Mutationnovelc.1372N>Ap.Glu458Lysp.E458KQ96JB2protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
COG3SNVMissense_Mutationc.2464C>Ap.Leu822Ilep.L822IQ96JB2protein_codingtolerated(0.64)benign(0.129)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COG3SNVMissense_Mutationnovelc.1085N>Gp.His362Argp.H362RQ96JB2protein_codingdeleterious(0.01)possibly_damaging(0.878)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COG3SNVMissense_Mutationnovelc.140N>Gp.Lys47Argp.K47RQ96JB2protein_codingtolerated(0.63)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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