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: COG7

Gene summary for COG7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COG7

Gene ID

91949

Gene namecomponent of oligomeric golgi complex 7
Gene AliasCDG2E
Cytomap16p12.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A0S2Z652


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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
91949COG7LZE4THumanEsophagusESCC2.32e-098.72e-020.0811
91949COG7LZE7THumanEsophagusESCC3.40e-063.61e-010.0667
91949COG7LZE8THumanEsophagusESCC4.87e-069.31e-020.067
91949COG7LZE20THumanEsophagusESCC1.03e-035.67e-020.0662
91949COG7LZE21D1HumanEsophagusHGIN1.01e-043.70e-010.0632
91949COG7LZE24THumanEsophagusESCC4.45e-081.40e-010.0596
91949COG7LZE21THumanEsophagusESCC2.34e-051.92e-010.0655
91949COG7P1T-EHumanEsophagusESCC8.89e-093.30e-010.0875
91949COG7P2T-EHumanEsophagusESCC1.49e-396.68e-010.1177
91949COG7P4T-EHumanEsophagusESCC8.14e-202.12e-010.1323
91949COG7P5T-EHumanEsophagusESCC1.46e-095.77e-020.1327
91949COG7P8T-EHumanEsophagusESCC5.15e-244.14e-010.0889
91949COG7P9T-EHumanEsophagusESCC2.52e-092.96e-020.1131
91949COG7P10T-EHumanEsophagusESCC8.06e-241.50e-010.116
91949COG7P11T-EHumanEsophagusESCC7.27e-123.17e-010.1426
91949COG7P12T-EHumanEsophagusESCC8.11e-273.61e-010.1122
91949COG7P15T-EHumanEsophagusESCC1.98e-162.04e-010.1149
91949COG7P16T-EHumanEsophagusESCC1.01e-273.68e-010.1153
91949COG7P17T-EHumanEsophagusESCC4.27e-071.53e-010.1278
91949COG7P19T-EHumanEsophagusESCC2.23e-053.49e-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
∗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:003164727EsophagusHGINregulation of protein stability96/2587298/187232.21e-165.76e-1496
GO:005082127EsophagusHGINprotein stabilization64/2587191/187233.11e-124.24e-1064
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:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
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:00340676EsophagusESCCprotein localization to Golgi apparatus23/855229/187232.25e-041.40e-0323
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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
COG7SNVMissense_Mutationrs757810496c.829G>Ap.Glu277Lysp.E277KP83436protein_codingtolerated(0.39)benign(0.033)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
COG7SNVMissense_Mutationc.350G>Cp.Arg117Thrp.R117TP83436protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COG7SNVMissense_Mutationnovelc.11N>Tp.Ser4Phep.S4FP83436protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A1LE-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyherceptinPD
COG7SNVMissense_Mutationc.1703N>Ap.Arg568Glnp.R568QP83436protein_codingtolerated(0.08)possibly_damaging(0.778)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
COG7deletionFrame_Shift_Delnovelc.231delAp.Lys77AsnfsTer7p.K77Nfs*7P83436protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
COG7SNVMissense_Mutationc.1127N>Tp.Ala376Valp.A376VP83436protein_codingtolerated(0.1)benign(0.103)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
COG7SNVMissense_Mutationrs745329738c.212N>Ap.Arg71Hisp.R71HP83436protein_codingdeleterious(0)probably_damaging(0.915)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
COG7SNVMissense_Mutationnovelc.1760T>Cp.Phe587Serp.F587SP83436protein_codingdeleterious(0.02)possibly_damaging(0.575)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COG7SNVMissense_Mutationrs764545607c.1090G>Ap.Asp364Asnp.D364NP83436protein_codingtolerated(0.4)benign(0.007)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COG7SNVMissense_Mutationc.454G>Ap.Ala152Thrp.A152TP83436protein_codingtolerated(0.14)possibly_damaging(0.597)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=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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