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: GOLGA7

Gene summary for GOLGA7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GOLGA7

Gene ID

51125

Gene namegolgin A7
Gene AliasGCP16
Cytomap8p11.21
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q7Z5G4


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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
51125GOLGA7LZE2THumanEsophagusESCC2.89e-046.66e-010.082
51125GOLGA7LZE4THumanEsophagusESCC3.69e-247.05e-010.0811
51125GOLGA7LZE7THumanEsophagusESCC2.04e-145.35e-010.0667
51125GOLGA7LZE8THumanEsophagusESCC9.08e-164.59e-010.067
51125GOLGA7LZE20THumanEsophagusESCC6.77e-231.07e+000.0662
51125GOLGA7LZE22D1HumanEsophagusHGIN6.22e-071.58e-010.0595
51125GOLGA7LZE22THumanEsophagusESCC8.71e-066.27e-010.068
51125GOLGA7LZE24THumanEsophagusESCC2.26e-341.05e+000.0596
51125GOLGA7LZE21THumanEsophagusESCC8.59e-054.71e-010.0655
51125GOLGA7LZE6THumanEsophagusESCC3.59e-134.40e-010.0845
51125GOLGA7P1T-EHumanEsophagusESCC1.40e-075.73e-010.0875
51125GOLGA7P2T-EHumanEsophagusESCC3.96e-561.08e+000.1177
51125GOLGA7P4T-EHumanEsophagusESCC1.09e-471.10e+000.1323
51125GOLGA7P5T-EHumanEsophagusESCC1.58e-153.62e-010.1327
51125GOLGA7P8T-EHumanEsophagusESCC9.47e-336.97e-010.0889
51125GOLGA7P9T-EHumanEsophagusESCC9.12e-214.61e-010.1131
51125GOLGA7P10T-EHumanEsophagusESCC2.65e-721.02e+000.116
51125GOLGA7P11T-EHumanEsophagusESCC6.36e-321.11e+000.1426
51125GOLGA7P12T-EHumanEsophagusESCC1.40e-509.87e-010.1122
51125GOLGA7P15T-EHumanEsophagusESCC1.99e-691.52e+000.1149
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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
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: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:000660525EsophagusHGINprotein targeting78/2587314/187231.08e-075.47e-0678
GO:009015020EsophagusHGINestablishment of protein localization to membrane67/2587260/187231.96e-079.57e-0667
GO:007265920EsophagusHGINprotein localization to plasma membrane66/2587284/187231.11e-053.18e-0466
GO:009887610EsophagusHGINvesicle-mediated transport to the plasma membrane36/2587136/187236.76e-051.55e-0336
GO:199077818EsophagusHGINprotein localization to cell periphery71/2587333/187231.05e-042.24e-0371
GO:00435435EsophagusHGINprotein acylation51/2587243/187231.33e-031.57e-0251
GO:000689210EsophagusHGINpost-Golgi vesicle-mediated transport26/2587104/187231.63e-031.81e-0226
GO:00430019EsophagusHGINGolgi to plasma membrane protein transport13/258740/187232.04e-032.13e-0213
GO:00068939EsophagusHGINGolgi to plasma membrane transport17/258760/187232.46e-032.45e-0217
GO:00619519EsophagusHGINestablishment of protein localization to plasma membrane17/258760/187232.46e-032.45e-0217
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
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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
GOLGA7SNVMissense_Mutationnovelc.362G>Ap.Arg121Glnp.R121QQ7Z5G4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A6R8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GOLGA7SNVMissense_Mutationc.185G>Ap.Gly62Aspp.G62DQ7Z5G4protein_codingtolerated(0.12)possibly_damaging(0.493)TCGA-QG-A5YX-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyxelodaCR
GOLGA7SNVMissense_Mutationnovelc.362G>Ap.Arg121Glnp.R121QQ7Z5G4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GOLGA7SNVMissense_Mutationnovelc.281N>Tp.Ser94Phep.S94FQ7Z5G4protein_codingdeleterious(0)possibly_damaging(0.748)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
GOLGA7SNVMissense_Mutationnovelc.158T>Ap.Leu53Hisp.L53HQ7Z5G4protein_codingtolerated(0.15)possibly_damaging(0.821)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GOLGA7SNVMissense_Mutationc.199G>Ap.Glu67Lysp.E67KQ7Z5G4protein_codingdeleterious(0)probably_damaging(0.989)TCGA-D1-A167-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GOLGA7SNVMissense_Mutationnovelc.241T>Gp.Cys81Glyp.C81GQ7Z5G4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GOLGA7SNVMissense_Mutationc.353G>Ap.Arg118Glnp.R118QQ7Z5G4protein_codingdeleterious(0)probably_damaging(0.936)TCGA-BR-6452-01Stomachstomach 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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