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: GGA1

Gene summary for GGA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GGA1

Gene ID

26088

Gene namegolgi associated, gamma adaptin ear containing, ARF binding protein 1
Gene AliasGGA1
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0006807

UniProtAcc

Q9UJY5


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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
26088GGA1HTA11_2487_2000001011HumanColorectumSER1.66e-022.81e-01-0.1808
26088GGA1HTA11_1938_2000001011HumanColorectumAD1.21e-053.76e-01-0.0811
26088GGA1HTA11_347_2000001011HumanColorectumAD9.96e-062.98e-01-0.1954
26088GGA1HTA11_411_2000001011HumanColorectumSER3.82e-037.16e-01-0.2602
26088GGA1HTA11_3361_2000001011HumanColorectumAD3.01e-033.48e-01-0.1207
26088GGA1HTA11_696_2000001011HumanColorectumAD7.57e-074.43e-01-0.1464
26088GGA1HTA11_866_2000001011HumanColorectumAD7.63e-063.79e-01-0.1001
26088GGA1HTA11_1391_2000001011HumanColorectumAD1.02e-085.34e-01-0.059
26088GGA1HTA11_866_3004761011HumanColorectumAD5.36e-053.29e-010.096
26088GGA1HTA11_7696_3000711011HumanColorectumAD3.78e-043.47e-010.0674
26088GGA1HTA11_99999971662_82457HumanColorectumMSS1.93e-125.06e-010.3859
26088GGA1A015-C-203HumanColorectumFAP2.94e-068.40e-02-0.1294
26088GGA1A002-C-201HumanColorectumFAP1.63e-032.16e-010.0324
26088GGA1A002-C-205HumanColorectumFAP4.34e-03-3.76e-02-0.1236
26088GGA1A015-C-006HumanColorectumFAP3.53e-038.18e-02-0.0994
26088GGA1A002-C-114HumanColorectumFAP5.40e-041.25e-01-0.1561
26088GGA1A015-C-104HumanColorectumFAP5.00e-061.40e-01-0.1899
26088GGA1A002-C-016HumanColorectumFAP3.41e-04-1.53e-010.0521
26088GGA1A002-C-116HumanColorectumFAP2.05e-04-1.61e-01-0.0452
26088GGA1A018-E-020HumanColorectumFAP2.93e-02-6.63e-02-0.2034
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0072659ColorectumADprotein localization to plasma membrane122/3918284/187232.86e-171.49e-14122
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:0045732ColorectumADpositive regulation of protein catabolic process92/3918231/187233.85e-114.47e-0992
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0098876ColorectumADvesicle-mediated transport to the plasma membrane57/3918136/187232.30e-081.27e-0657
GO:0061951ColorectumADestablishment of protein localization to plasma membrane31/391860/187231.37e-076.42e-0631
GO:0006892ColorectumADpost-Golgi vesicle-mediated transport45/3918104/187232.22e-079.26e-0645
GO:0043001ColorectumADGolgi to plasma membrane protein transport21/391840/187231.03e-052.40e-0421
GO:0042147ColorectumADretrograde transport, endosome to Golgi37/391891/187231.46e-053.14e-0437
GO:0006893ColorectumADGolgi to plasma membrane transport27/391860/187232.41e-054.66e-0427
GO:0034394ColorectumADprotein localization to cell surface24/391868/187234.33e-032.97e-0224
GO:00421761ColorectumSERregulation of protein catabolic process126/2897391/187235.33e-172.52e-14126
GO:00726591ColorectumSERprotein localization to plasma membrane92/2897284/187236.36e-131.86e-1092
GO:00457321ColorectumSERpositive regulation of protein catabolic process77/2897231/187239.91e-121.90e-0977
GO:00098961ColorectumSERpositive regulation of catabolic process132/2897492/187234.16e-116.72e-09132
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04142ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa041421ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
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
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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
GGA1SNVMissense_Mutationrs368649058c.736N>Ap.Glu246Lysp.E246KQ9UJY5protein_codingtolerated(0.14)benign(0.013)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
GGA1SNVMissense_Mutationrs771955351c.203N>Tp.Thr68Metp.T68MQ9UJY5protein_codingtolerated(0.06)possibly_damaging(0.643)TCGA-C8-A26X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
GGA1SNVMissense_Mutationc.574N>Ap.Ala192Thrp.A192TQ9UJY5protein_codingdeleterious(0.01)benign(0.166)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GGA1SNVMissense_Mutationc.1534N>Gp.Ile512Valp.I512VQ9UJY5protein_codingtolerated(0.47)benign(0)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GGA1insertionNonsense_Mutationnovelc.694_695insTCTGGTGAGGGGTTTGGAAACCCAGGTTCCTGGGCCATCTCp.Met233TrpfsTer2p.M233Wfs*2Q9UJY5protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
GGA1deletionFrame_Shift_Delc.1890delNp.Pro632HisfsTer59p.P632Hfs*59Q9UJY5protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GGA1SNVMissense_Mutationc.1058C>Tp.Ser353Leup.S353LQ9UJY5protein_codingdeleterious(0.04)benign(0.049)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GGA1SNVMissense_Mutationnovelc.1474N>Tp.Pro492Serp.P492SQ9UJY5protein_codingtolerated(0.34)benign(0)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
GGA1SNVMissense_Mutationrs765255006c.715G>Ap.Gly239Serp.G239SQ9UJY5protein_codingtolerated(0.34)benign(0.234)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GGA1SNVMissense_Mutationrs766603973c.253N>Ap.Val85Metp.V85MQ9UJY5protein_codingdeleterious(0.02)probably_damaging(0.937)TCGA-AA-3821-01Colorectumcolon 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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