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: GGA3

Gene summary for GGA3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GGA3

Gene ID

23163

Gene namegolgi associated, gamma adaptin ear containing, ARF binding protein 3
Gene AliasGGA3
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0006518

UniProtAcc

Q9NZ52


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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
23163GGA3HCC1_MengHumanLiverHCC3.86e-192.01e-020.0246
23163GGA3HCC2_MengHumanLiverHCC3.93e-043.99e-020.0107
23163GGA3HCC1HumanLiverHCC4.86e-053.08e+000.5336
23163GGA3HCC2HumanLiverHCC3.47e-093.05e+000.5341
23163GGA3S014HumanLiverHCC1.34e-082.27e-010.2254
23163GGA3S016HumanLiverHCC2.12e-051.80e-010.2243
23163GGA3S027HumanLiverHCC5.89e-032.56e-010.2446
23163GGA3S028HumanLiverHCC1.89e-123.46e-010.2503
23163GGA3S029HumanLiverHCC1.02e-032.07e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:004217622LiverHCCregulation of protein catabolic process267/7958391/187232.45e-257.38e-23267
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:004573222LiverHCCpositive regulation of protein catabolic process163/7958231/187234.00e-184.69e-16163
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:009015012LiverHCCestablishment of protein localization to membrane168/7958260/187234.07e-132.13e-11168
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:000703421LiverHCCvacuolar transport108/7958157/187232.22e-118.69e-10108
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:000689221LiverHCCpost-Golgi vesicle-mediated transport77/7958104/187236.14e-112.24e-0977
GO:009887621LiverHCCvesicle-mediated transport to the plasma membrane92/7958136/187232.57e-097.07e-0892
GO:000704121LiverHCClysosomal transport76/7958114/187231.56e-072.88e-0676
GO:000689321LiverHCCGolgi to plasma membrane transport44/795860/187231.24e-061.81e-0544
GO:007266521LiverHCCprotein localization to vacuole48/795867/187231.27e-061.85e-0548
GO:004300121LiverHCCGolgi to plasma membrane protein transport32/795840/187231.40e-062.01e-0532
GO:00066222LiverHCCprotein targeting to lysosome20/795823/187231.37e-051.51e-0420
GO:00726662LiverHCCestablishment of protein localization to vacuole35/795849/187233.90e-053.85e-0435
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
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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
GGA3SNVMissense_Mutationc.139N>Tp.Val47Phep.V47FQ9NZ52protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GGA3SNVMissense_Mutationc.1290N>Ap.Phe430Leup.F430LQ9NZ52protein_codingtolerated(0.21)benign(0.049)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GGA3SNVMissense_Mutationnovelc.241N>Ap.His81Asnp.H81NQ9NZ52protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GGA3SNVMissense_Mutationrs779436228c.1685T>Cp.Phe562Serp.F562SQ9NZ52protein_codingtolerated(0.35)benign(0.014)TCGA-BH-A0AU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GGA3SNVMissense_Mutationnovelc.478C>Tp.Pro160Serp.P160SQ9NZ52protein_codingdeleterious(0.05)benign(0.406)TCGA-OL-A66N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
GGA3deletionFrame_Shift_Delc.310delNp.Asp104ThrfsTer7p.D104Tfs*7Q9NZ52protein_codingTCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
GGA3SNVMissense_Mutationnovelc.1575N>Tp.Glu525Aspp.E525DQ9NZ52protein_codingtolerated(0.2)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GGA3SNVMissense_Mutationc.906N>Gp.Ile302Metp.I302MQ9NZ52protein_codingdeleterious(0.04)benign(0.114)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
GGA3SNVMissense_Mutationrs372068946c.514N>Ap.Glu172Lysp.E172KQ9NZ52protein_codingdeleterious(0)probably_damaging(0.997)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
GGA3SNVMissense_Mutationrs750932108c.1112N>Gp.Ser371Cysp.S371CQ9NZ52protein_codingdeleterious(0.05)possibly_damaging(0.72)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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