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: GGCT

Gene summary for GGCT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GGCT

Gene ID

79017

Gene namegamma-glutamylcyclotransferase
Gene AliasC7orf24
Cytomap7p14.3
Gene Typeprotein-coding
GO ID

GO:0001836

UniProtAcc

O75223


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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
79017GGCTGSM4909282HumanBreastIDC4.09e-659.93e-01-0.0288
79017GGCTGSM4909285HumanBreastIDC3.92e-103.96e-010.21
79017GGCTGSM4909288HumanBreastIDC4.95e-094.02e-010.0988
79017GGCTGSM4909289HumanBreastIDC8.08e-147.36e-010.1064
79017GGCTGSM4909290HumanBreastIDC3.53e-277.31e-010.2096
79017GGCTGSM4909293HumanBreastIDC2.02e-134.24e-010.1581
79017GGCTGSM4909294HumanBreastIDC6.96e-418.54e-010.2022
79017GGCTGSM4909296HumanBreastIDC3.96e-265.70e-010.1524
79017GGCTGSM4909297HumanBreastIDC2.68e-06-6.12e-020.1517
79017GGCTGSM4909306HumanBreastIDC2.42e-032.99e-010.1564
79017GGCTGSM4909308HumanBreastIDC2.14e-185.35e-010.158
79017GGCTGSM4909311HumanBreastIDC4.19e-20-1.76e-010.1534
79017GGCTGSM4909312HumanBreastIDC1.33e-091.78e-010.1552
79017GGCTGSM4909313HumanBreastIDC3.71e-021.49e-020.0391
79017GGCTGSM4909315HumanBreastIDC3.26e-439.07e-010.21
79017GGCTGSM4909316HumanBreastIDC4.60e-258.75e-010.21
79017GGCTGSM4909318HumanBreastIDC1.88e-054.46e-010.2031
79017GGCTGSM4909319HumanBreastIDC1.69e-30-5.49e-020.1563
79017GGCTGSM4909320HumanBreastIDC5.04e-04-2.19e-010.1575
79017GGCTGSM4909321HumanBreastIDC3.23e-096.04e-030.1559
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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:00086378BreastPrecancerapoptotic mitochondrial changes23/1080107/187233.44e-082.12e-0623
GO:00018367BreastPrecancerrelease of cytochrome c from mitochondria14/108059/187234.80e-061.47e-0414
GO:000863713BreastIDCapoptotic mitochondrial changes27/1434107/187232.29e-081.57e-0627
GO:000183613BreastIDCrelease of cytochrome c from mitochondria17/143459/187231.23e-065.44e-0517
GO:000863722BreastDCISapoptotic mitochondrial changes27/1390107/187231.19e-088.75e-0727
GO:000183622BreastDCISrelease of cytochrome c from mitochondria17/139059/187237.94e-073.31e-0517
GO:00086379CervixCCapoptotic mitochondrial changes25/2311107/187231.11e-039.14e-0325
GO:00018368CervixCCrelease of cytochrome c from mitochondria16/231159/187231.65e-031.27e-0216
GO:0008637ColorectumADapoptotic mitochondrial changes42/3918107/187231.13e-052.56e-0442
GO:0001836ColorectumADrelease of cytochrome c from mitochondria25/391859/187231.58e-042.20e-0325
GO:00086371ColorectumSERapoptotic mitochondrial changes35/2897107/187236.75e-062.35e-0435
GO:00018361ColorectumSERrelease of cytochrome c from mitochondria21/289759/187231.17e-042.44e-0321
GO:00086372ColorectumMSSapoptotic mitochondrial changes39/3467107/187238.92e-062.19e-0439
GO:00018362ColorectumMSSrelease of cytochrome c from mitochondria25/346759/187231.91e-054.13e-0425
GO:0008637110EsophagusESCCapoptotic mitochondrial changes83/8552107/187231.43e-115.08e-1083
GO:000183619EsophagusESCCrelease of cytochrome c from mitochondria47/855259/187239.02e-081.51e-0647
GO:00086377LiverCirrhoticapoptotic mitochondrial changes47/4634107/187231.10e-051.57e-0447
GO:00018366LiverCirrhoticrelease of cytochrome c from mitochondria24/463459/187235.06e-032.62e-0224
GO:000863712LiverHCCapoptotic mitochondrial changes70/7958107/187231.39e-062.01e-0570
GO:000183612LiverHCCrelease of cytochrome c from mitochondria39/795859/187232.14e-041.63e-0339
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0048010BreastPrecancerGlutathione metabolism12/68457/84651.68e-031.08e-028.30e-0312
hsa0048013BreastPrecancerGlutathione metabolism12/68457/84651.68e-031.08e-028.30e-0312
hsa0048023BreastIDCGlutathione metabolism13/86757/84654.25e-032.56e-021.91e-0213
hsa0048033BreastIDCGlutathione metabolism13/86757/84654.25e-032.56e-021.91e-0213
hsa0048041BreastDCISGlutathione metabolism13/84657/84653.44e-031.98e-021.46e-0213
hsa0048051BreastDCISGlutathione metabolism13/84657/84653.44e-031.98e-021.46e-0213
hsa00480ColorectumADGlutathione metabolism23/209257/84656.52e-032.76e-021.76e-0223
hsa004801ColorectumADGlutathione metabolism23/209257/84656.52e-032.76e-021.76e-0223
hsa004802ColorectumMSSGlutathione metabolism22/187557/84653.58e-031.64e-021.01e-0222
hsa004803ColorectumMSSGlutathione metabolism22/187557/84653.58e-031.64e-021.01e-0222
hsa0048018EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa0048019EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa004809LiverCirrhoticGlutathione metabolism30/253057/84652.63e-041.72e-031.06e-0330
hsa0048012LiverCirrhoticGlutathione metabolism30/253057/84652.63e-041.72e-031.06e-0330
hsa0048022LiverHCCGlutathione metabolism42/402057/84655.00e-052.62e-041.46e-0442
hsa0048032LiverHCCGlutathione metabolism42/402057/84655.00e-052.62e-041.46e-0442
hsa0048016Oral cavityOSCCGlutathione metabolism36/370457/84652.41e-036.41e-033.26e-0336
hsa0048017Oral cavityOSCCGlutathione metabolism36/370457/84652.41e-036.41e-033.26e-0336
hsa0048024Oral cavityLPGlutathione metabolism25/241857/84659.58e-033.47e-022.24e-0225
hsa0048034Oral cavityLPGlutathione metabolism25/241857/84659.58e-033.47e-022.24e-0225
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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
GGCTSNVMissense_Mutationc.403N>Ap.Pro135Thrp.P135TO75223protein_codingtolerated(0.07)probably_damaging(0.931)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
GGCTSNVMissense_Mutationnovelc.67N>Tp.Gly23Cysp.G23CO75223protein_codingdeleterious(0)probably_damaging(1)TCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
GGCTSNVMissense_Mutationc.520G>Ap.Glu174Lysp.E174KO75223protein_codingtolerated(0.1)benign(0.006)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
GGCTSNVMissense_Mutationc.474N>Tp.Glu158Aspp.E158DO75223protein_codingtolerated(0.12)benign(0)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
GGCTSNVMissense_Mutationc.338N>Ap.Ala113Glup.A113EO75223protein_codingtolerated(1)benign(0.007)TCGA-CM-6172-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
GGCTSNVMissense_Mutationc.403C>Ap.Pro135Thrp.P135TO75223protein_codingtolerated(0.07)probably_damaging(0.931)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GGCTSNVMissense_Mutationc.145N>Gp.Phe49Valp.F49VO75223protein_codingdeleterious(0)possibly_damaging(0.498)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
GGCTSNVMissense_Mutationrs776460145c.278C>Ap.Ser93Tyrp.S93YO75223protein_codingdeleterious(0)probably_damaging(0.98)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GGCTSNVMissense_Mutationnovelc.142N>Ap.Asp48Asnp.D48NO75223protein_codingtolerated(0.2)benign(0.125)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GGCTSNVMissense_Mutationc.224C>Ap.Pro75Hisp.P75HO75223protein_codingdeleterious(0)benign(0.265)TCGA-B5-A11E-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
79017GGCTENZYMEinhibitor381744946
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