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: GGH

Gene summary for GGH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GGH

Gene ID

8836

Gene namegamma-glutamyl hydrolase
Gene AliasGATD10
Cytomap8q12.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q92820


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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
8836GGHGSM4909281HumanBreastIDC1.22e-337.03e-010.21
8836GGHGSM4909282HumanBreastIDC6.75e-478.68e-01-0.0288
8836GGHGSM4909285HumanBreastIDC2.33e-123.82e-010.21
8836GGHGSM4909286HumanBreastIDC9.37e-275.42e-010.1081
8836GGHGSM4909311HumanBreastIDC3.32e-03-1.12e-010.1534
8836GGHGSM4909315HumanBreastIDC1.65e-04-1.12e-010.21
8836GGHGSM4909319HumanBreastIDC9.65e-05-9.41e-020.1563
8836GGHDCIS2HumanBreastDCIS1.92e-07-1.96e-020.0085
8836GGHHTA11_1938_2000001011HumanColorectumAD1.64e-136.63e-01-0.0811
8836GGHHTA11_347_2000001011HumanColorectumAD1.49e-125.02e-01-0.1954
8836GGHHTA11_866_3004761011HumanColorectumAD3.75e-022.93e-010.096
8836GGHHTA11_7469_2000001011HumanColorectumAD4.51e-036.84e-01-0.0124
8836GGHHTA11_99999970781_79442HumanColorectumMSS2.76e-023.03e-010.294
8836GGHHTA11_99999971662_82457HumanColorectumMSS1.12e-034.83e-010.3859
8836GGHLZE2THumanEsophagusESCC7.21e-048.65e-010.082
8836GGHLZE4THumanEsophagusESCC1.50e-053.51e-010.0811
8836GGHLZE7THumanEsophagusESCC9.70e-044.57e-010.0667
8836GGHLZE8THumanEsophagusESCC1.17e-086.80e-010.067
8836GGHLZE22THumanEsophagusESCC1.96e-024.98e-010.068
8836GGHLZE24THumanEsophagusESCC2.88e-095.08e-010.0596
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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:001003814BreastIDCresponse to metal ion65/1434373/187232.95e-103.42e-0865
GO:000941013BreastIDCresponse to xenobiotic stimulus62/1434462/187231.05e-052.88e-0462
GO:00434348BreastIDCresponse to peptide hormone54/1434414/187238.25e-051.61e-0354
GO:009730514BreastIDCresponse to alcohol36/1434253/187232.29e-043.64e-0336
GO:001004311BreastIDCresponse to zinc ion13/143458/187233.59e-045.18e-0313
GO:00454713BreastIDCresponse to ethanol21/1434137/187231.72e-031.67e-0221
GO:00328687BreastIDCresponse to insulin32/1434264/187236.61e-034.62e-0232
GO:001003824BreastDCISresponse to metal ion65/1390373/187238.03e-119.88e-0965
GO:000941023BreastDCISresponse to xenobiotic stimulus59/1390462/187233.00e-056.61e-0459
GO:004343414BreastDCISresponse to peptide hormone52/1390414/187231.33e-042.28e-0352
GO:001004321BreastDCISresponse to zinc ion13/139058/187232.65e-044.03e-0313
GO:009730524BreastDCISresponse to alcohol34/1390253/187235.54e-047.09e-0334
GO:004547111BreastDCISresponse to ethanol20/1390137/187232.73e-032.40e-0220
GO:003286813BreastDCISresponse to insulin32/1390264/187234.20e-033.31e-0232
GO:0032868ColorectumADresponse to insulin91/3918264/187232.02e-078.48e-0691
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0009410ColorectumADresponse to xenobiotic stimulus128/3918462/187232.69e-043.31e-03128
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
GO:0097305ColorectumADresponse to alcohol71/3918253/187234.01e-032.80e-0271
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa015232EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0152311EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa01523LiverHCCAntifolate resistance21/402030/84651.06e-022.71e-021.51e-0221
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa015231LiverHCCAntifolate resistance21/402030/84651.06e-022.71e-021.51e-0221
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124021Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
hsa0124031Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
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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
GGHSNVMissense_Mutationc.460N>Ap.Asp154Asnp.D154NQ92820protein_codingtolerated(1)benign(0.025)TCGA-A1-A0SE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GGHSNVMissense_Mutationnovelc.614C>Ap.Thr205Lysp.T205KQ92820protein_codingtolerated(0.16)benign(0.017)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
GGHSNVMissense_Mutationc.193G>Cp.Glu65Glnp.E65QQ92820protein_codingdeleterious(0)probably_damaging(0.987)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GGHSNVMissense_Mutationc.289N>Ap.Gly97Argp.G97RQ92820protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1BL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GGHSNVMissense_Mutationnovelc.4N>Ap.Ala2Thrp.A2TQ92820protein_codingdeleterious(0.02)benign(0.42)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
GGHSNVMissense_Mutationc.883N>Cp.Ala295Prop.A295PQ92820protein_codingdeleterious(0.01)possibly_damaging(0.682)TCGA-AA-A02J-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
GGHSNVMissense_Mutationnovelc.220G>Tp.Val74Leup.V74LQ92820protein_codingdeleterious(0.03)benign(0.063)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GGHSNVMissense_Mutationnovelc.724C>Ap.Gln242Lysp.Q242KQ92820protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GGHSNVMissense_Mutationnovelc.335A>Gp.Lys112Argp.K112RQ92820protein_codingtolerated(0.28)benign(0.012)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GGHSNVMissense_Mutationnovelc.917G>Ap.Gly306Glup.G306EQ92820protein_codingdeleterious(0.02)possibly_damaging(0.564)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
8836GGHPROTEASE, ENZYME, DRUGGABLE GENOMEmethotrexateMETHOTREXATE15284538,22763757,17286537,19827168,16999998,15564880
8836GGHPROTEASE, ENZYME, DRUGGABLE GENOMEbevacizumabBEVACIZUMAB
8836GGHPROTEASE, ENZYME, DRUGGABLE GENOMEpemetrexedPEMETREXED24732178
8836GGHPROTEASE, ENZYME, DRUGGABLE GENOMEmethylphenidateMETHYLPHENIDATE29382897
8836GGHPROTEASE, ENZYME, DRUGGABLE GENOMETHIOGUANINETHIOGUANINE16041371
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