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: COG4

Gene summary for COG4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COG4

Gene ID

25839

Gene namecomponent of oligomeric golgi complex 4
Gene AliasCDG2J
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A0A0MS45


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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
25839COG4LZE4THumanEsophagusESCC1.93e-133.29e-010.0811
25839COG4LZE7THumanEsophagusESCC3.65e-022.24e-010.0667
25839COG4LZE8THumanEsophagusESCC6.00e-052.02e-010.067
25839COG4LZE20THumanEsophagusESCC2.69e-041.98e-010.0662
25839COG4LZE21D1HumanEsophagusHGIN3.76e-063.52e-010.0632
25839COG4LZE24THumanEsophagusESCC1.65e-143.25e-010.0596
25839COG4LZE21THumanEsophagusESCC1.50e-052.58e-010.0655
25839COG4P1T-EHumanEsophagusESCC2.78e-125.13e-010.0875
25839COG4P2T-EHumanEsophagusESCC5.60e-153.21e-010.1177
25839COG4P4T-EHumanEsophagusESCC2.04e-244.28e-010.1323
25839COG4P5T-EHumanEsophagusESCC1.40e-082.25e-010.1327
25839COG4P8T-EHumanEsophagusESCC3.01e-213.75e-010.0889
25839COG4P9T-EHumanEsophagusESCC4.17e-041.07e-010.1131
25839COG4P10T-EHumanEsophagusESCC1.94e-102.62e-010.116
25839COG4P11T-EHumanEsophagusESCC8.97e-134.73e-010.1426
25839COG4P12T-EHumanEsophagusESCC3.70e-193.72e-010.1122
25839COG4P15T-EHumanEsophagusESCC7.40e-163.97e-010.1149
25839COG4P16T-EHumanEsophagusESCC1.59e-203.09e-010.1153
25839COG4P17T-EHumanEsophagusESCC4.25e-144.93e-010.1278
25839COG4P19T-EHumanEsophagusESCC9.14e-084.21e-010.1662
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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:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:000689016EsophagusHGINretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum19/258752/187233.44e-058.67e-0419
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:000689017EsophagusESCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum46/855252/187231.23e-103.66e-0946
GO:00070308EsophagusESCCGolgi organization101/8552157/187231.78e-062.10e-05101
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:00070301LiverCirrhoticGolgi organization68/4634157/187232.57e-076.41e-0668
GO:00068905LiverCirrhoticretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum29/463452/187231.69e-063.22e-0529
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:00070302LiverHCCGolgi organization99/7958157/187231.54e-072.85e-0699
GO:000689011LiverHCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum36/795852/187238.79e-057.66e-0436
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:000689010Oral cavityOSCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum40/730552/187232.86e-085.50e-0740
GO:00070307Oral cavityOSCCGolgi organization92/7305157/187234.96e-077.27e-0692
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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
COG4SNVMissense_Mutationrs772560552c.1900G>Ap.Val634Ilep.V634Iprotein_codingtolerated(0.53)benign(0.003)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
COG4SNVMissense_Mutationc.1061G>Ap.Arg354Lysp.R354Kprotein_codingtolerated(0.81)probably_damaging(0.97)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COG4insertionNonsense_Mutationnovelc.584_585insATGTGAAATTAAAATGCAAGTTCTCTGACAAGTTGAATCACTCTp.Glu196CysfsTer9p.E196Cfs*9protein_codingTCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
COG4insertionFrame_Shift_Insnovelc.580_581insTCTCGAACTCCTGGCCTCAAGCAGTCCTCCCACCTCAGCCTCCp.Glu194ValfsTer17p.E194Vfs*17protein_codingTCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
COG4deletionFrame_Shift_Delc.546delGp.Ser183AlafsTer2p.S183Afs*2protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
COG4SNVMissense_Mutationnovelc.1355N>Tp.Ser452Phep.S452Fprotein_codingdeleterious(0)probably_damaging(0.996)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
COG4SNVMissense_Mutationc.1517N>Tp.Pro506Leup.P506Lprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-EK-A2RA-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
COG4SNVMissense_Mutationc.112N>Tp.Arg38Cysp.R38Cprotein_codingtolerated(0.1)probably_damaging(0.999)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
COG4SNVMissense_Mutationc.799A>Gp.Arg267Glyp.R267Gprotein_codingdeleterious(0)probably_damaging(0.995)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
COG4SNVMissense_Mutationc.334G>Ap.Val112Metp.V112Mprotein_codingdeleterious(0)possibly_damaging(0.453)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
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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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