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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: GGA2

Gene summary for GGA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GGA2

Gene ID

23062

Gene namegolgi associated, gamma adaptin ear containing, ARF binding protein 2
Gene AliasVEAR
Cytomap16p12.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9UJY4


Top

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
23062GGA2LZE4THumanEsophagusESCC1.34e-061.65e-010.0811
23062GGA2LZE7THumanEsophagusESCC5.35e-053.00e-010.0667
23062GGA2LZE21D1HumanEsophagusHGIN4.55e-033.10e-010.0632
23062GGA2LZE24THumanEsophagusESCC5.04e-041.51e-010.0596
23062GGA2LZE21THumanEsophagusESCC3.57e-021.62e-010.0655
23062GGA2P1T-EHumanEsophagusESCC2.97e-043.80e-010.0875
23062GGA2P2T-EHumanEsophagusESCC6.98e-275.48e-010.1177
23062GGA2P4T-EHumanEsophagusESCC3.06e-092.54e-010.1323
23062GGA2P5T-EHumanEsophagusESCC1.07e-081.52e-010.1327
23062GGA2P8T-EHumanEsophagusESCC1.04e-142.62e-010.0889
23062GGA2P9T-EHumanEsophagusESCC4.76e-161.87e-010.1131
23062GGA2P10T-EHumanEsophagusESCC9.57e-122.77e-010.116
23062GGA2P11T-EHumanEsophagusESCC1.01e-083.51e-010.1426
23062GGA2P12T-EHumanEsophagusESCC7.74e-225.09e-010.1122
23062GGA2P15T-EHumanEsophagusESCC3.59e-183.70e-010.1149
23062GGA2P16T-EHumanEsophagusESCC2.31e-153.05e-010.1153
23062GGA2P17T-EHumanEsophagusESCC1.08e-041.54e-010.1278
23062GGA2P20T-EHumanEsophagusESCC1.56e-102.48e-010.1124
23062GGA2P21T-EHumanEsophagusESCC3.79e-112.24e-010.1617
23062GGA2P22T-EHumanEsophagusESCC1.22e-192.92e-010.1236
Page: 1 2 3 4 5 6 

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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
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: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:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:000689215EsophagusESCCpost-Golgi vesicle-mediated transport82/8552104/187234.00e-121.55e-1082
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:000689315EsophagusESCCGolgi to plasma membrane transport48/855260/187235.11e-089.16e-0748
GO:004300114EsophagusESCCGolgi to plasma membrane protein transport34/855240/187233.00e-074.27e-0634
GO:006195114EsophagusESCCestablishment of protein localization to plasma membrane44/855260/187231.25e-051.15e-0444
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:009015018Oral cavityOSCCestablishment of protein localization to membrane163/7305260/187237.13e-154.47e-13163
Page: 1 2 3 4 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041426EsophagusHGINLysosome33/1383132/84656.65e-034.37e-023.47e-0233
hsa0414213EsophagusHGINLysosome33/1383132/84656.65e-034.37e-023.47e-0233
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414221Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0414231Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
GGA2SNVMissense_Mutationc.1070N>Ap.Gly357Glup.G357EQ9UJY4protein_codingtolerated(0.2)benign(0.297)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GGA2SNVMissense_Mutationc.919N>Ap.Val307Ilep.V307IQ9UJY4protein_codingtolerated(1)probably_damaging(0.91)TCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
GGA2SNVMissense_Mutationc.595C>Gp.Leu199Valp.L199VQ9UJY4protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
GGA2SNVMissense_Mutationnovelc.296G>Tp.Ser99Ilep.S99IQ9UJY4protein_codingdeleterious(0.01)possibly_damaging(0.446)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
GGA2SNVMissense_Mutationc.1364N>Cp.Trp455Serp.W455SQ9UJY4protein_codingtolerated(0.46)benign(0.028)TCGA-WL-A834-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelSD
GGA2SNVMissense_Mutationc.1741N>Tp.Arg581Cysp.R581CQ9UJY4protein_codingdeleterious(0)probably_damaging(0.973)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GGA2SNVMissense_Mutationc.910N>Gp.Thr304Alap.T304AQ9UJY4protein_codingdeleterious(0.01)probably_damaging(0.972)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GGA2SNVMissense_Mutationnovelc.353A>Gp.Tyr118Cysp.Y118CQ9UJY4protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GGA2SNVMissense_Mutationrs751749491c.833N>Tp.Thr278Metp.T278MQ9UJY4protein_codingtolerated(0.1)possibly_damaging(0.73)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GGA2SNVMissense_Mutationrs752791823c.325N>Ap.Glu109Lysp.E109KQ9UJY4protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
Page: 1 2 3 4 5 

Top

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
Page: 1