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: GBA

Gene summary for GBA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GBA

Gene ID

2629

Gene nameglucosylceramidase beta
Gene AliasGBA1
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A068F658


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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
2629GBALZE4THumanEsophagusESCC3.78e-082.23e-010.0811
2629GBALZE5THumanEsophagusESCC1.40e-063.27e-010.0514
2629GBALZE7THumanEsophagusESCC9.32e-083.09e-010.0667
2629GBALZE8THumanEsophagusESCC6.71e-041.58e-010.067
2629GBALZE20THumanEsophagusESCC1.97e-041.77e-010.0662
2629GBALZE22THumanEsophagusESCC1.48e-054.06e-010.068
2629GBALZE24THumanEsophagusESCC8.28e-184.00e-010.0596
2629GBALZE21THumanEsophagusESCC8.02e-043.13e-010.0655
2629GBALZE6THumanEsophagusESCC1.71e-052.57e-010.0845
2629GBAP1T-EHumanEsophagusESCC1.05e-094.22e-010.0875
2629GBAP2T-EHumanEsophagusESCC5.95e-294.51e-010.1177
2629GBAP4T-EHumanEsophagusESCC1.01e-265.30e-010.1323
2629GBAP5T-EHumanEsophagusESCC8.08e-193.05e-010.1327
2629GBAP8T-EHumanEsophagusESCC2.56e-162.84e-010.0889
2629GBAP9T-EHumanEsophagusESCC4.90e-173.59e-010.1131
2629GBAP10T-EHumanEsophagusESCC8.84e-051.28e-010.116
2629GBAP11T-EHumanEsophagusESCC2.94e-144.93e-010.1426
2629GBAP12T-EHumanEsophagusESCC6.56e-152.78e-010.1122
2629GBAP15T-EHumanEsophagusESCC5.63e-183.42e-010.1149
2629GBAP16T-EHumanEsophagusESCC2.86e-203.56e-010.1153
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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
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
∗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:000609119Oral cavityLPgeneration of precursor metabolites and energy214/4623490/187231.12e-202.60e-18214
GO:002290419Oral cavityLPrespiratory electron transport chain75/4623114/187231.92e-204.14e-1875
GO:0042176110Oral cavityLPregulation of protein catabolic process177/4623391/187233.00e-195.87e-17177
GO:0045862110Oral cavityLPpositive regulation of proteolysis165/4623372/187235.40e-178.46e-15165
GO:001598019Oral cavityLPenergy derivation by oxidation of organic compounds145/4623318/187232.44e-163.64e-14145
GO:001623615Oral cavityLPmacroautophagy135/4623291/187234.71e-166.70e-14135
GO:1903362110Oral cavityLPregulation of cellular protein catabolic process119/4623255/187231.52e-141.76e-12119
GO:1903050110Oral cavityLPregulation of proteolysis involved in cellular protein catabolic process101/4623221/187237.00e-125.48e-10101
GO:0061136110Oral cavityLPregulation of proteasomal protein catabolic process89/4623187/187238.05e-126.15e-1089
GO:0022411110Oral cavityLPcellular component disassembly173/4623443/187239.97e-127.44e-10173
GO:001050615Oral cavityLPregulation of autophagy132/4623317/187231.82e-111.28e-09132
GO:0009896110Oral cavityLPpositive regulation of catabolic process187/4623492/187232.30e-111.58e-09187
GO:0045732110Oral cavityLPpositive regulation of protein catabolic process103/4623231/187232.68e-111.81e-09103
GO:190300815Oral cavityLPorganelle disassembly60/4623114/187231.28e-107.30e-0960
GO:0032434110Oral cavityLPregulation of proteasomal ubiquitin-dependent protein catabolic process67/4623134/187232.09e-101.13e-0867
GO:0031331110Oral cavityLPpositive regulation of cellular catabolic process163/4623427/187233.03e-101.59e-08163
GO:0043254110Oral cavityLPregulation of protein-containing complex assembly163/4623428/187233.72e-101.92e-08163
GO:2000058110Oral cavityLPregulation of ubiquitin-dependent protein catabolic process77/4623164/187234.50e-102.22e-0877
GO:1903364110Oral cavityLPpositive regulation of cellular protein catabolic process72/4623155/187232.93e-091.28e-0772
GO:190180019Oral cavityLPpositive regulation of proteasomal protein catabolic process57/4623114/187234.56e-091.91e-0757
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa006003EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0060012EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa00511LiverHCCOther glycan degradation15/402018/84651.96e-036.91e-033.84e-0315
hsa00600LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa005111LiverHCCOther glycan degradation15/402018/84651.96e-036.91e-033.84e-0315
hsa006001LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa006002Oral cavityOSCCSphingolipid metabolism33/370453/84655.00e-031.20e-026.13e-0333
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0060011Oral cavityOSCCSphingolipid metabolism33/370453/84655.00e-031.20e-026.13e-0333
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
GBASNVMissense_Mutationc.1448N>Cp.Leu483Prop.L483PP04062protein_codingdeleterious(0.02)possibly_damaging(0.821)TCGA-A2-A3XU-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexPD
GBASNVMissense_Mutationnovelc.46N>Gp.Ser16Glyp.S16GP04062protein_codingtolerated_low_confidence(1)benign(0)TCGA-AQ-A7U7-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyrituximabCR
GBASNVMissense_Mutationc.840N>Cp.Leu280Phep.L280FP04062protein_codingtolerated(0.28)benign(0)TCGA-C8-A278-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
GBAinsertionFrame_Shift_Insnovelc.232_233insATACTCTCCTATTGACTCGGACTp.Arg78HisfsTer21p.R78Hfs*21P04062protein_codingTCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GBASNVMissense_Mutationc.1072C>Gp.Pro358Alap.P358AP04062protein_codingdeleterious(0.02)possibly_damaging(0.732)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GBASNVMissense_Mutationrs759983265c.23N>Cp.Arg8Thrp.R8TP04062protein_codingdeleterious_low_confidence(0.05)benign(0.007)TCGA-VS-A9UZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GBASNVMissense_Mutationrs79696831c.971G>Ap.Arg324Hisp.R324HP04062protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GBASNVMissense_Mutationc.1342N>Cp.Asp448Hisp.D448HP04062protein_codingtolerated(0.05)benign(0.093)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GBASNVMissense_Mutationc.1300N>Tp.Arg434Cysp.R434CP04062protein_codingdeleterious(0)possibly_damaging(0.647)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GBASNVMissense_Mutationc.688N>Ap.Val230Metp.V230MP04062protein_codingtolerated(0.84)benign(0.011)TCGA-A5-A0GW-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
2629GBADRUGGABLE GENOME, ENZYMEGNF-PF-4085CHEMBL528181
2629GBADRUGGABLE GENOME, ENZYMEAPTIGANEL HYDROCHLORIDEAPTIGANEL HYDROCHLORIDE
2629GBADRUGGABLE GENOME, ENZYMEAFEGOSTATAFEGOSTAT21250698
2629GBADRUGGABLE GENOME, ENZYME404859139AMBROXOL
2629GBADRUGGABLE GENOME, ENZYMESJ000170251CHEMBL603154
2629GBADRUGGABLE GENOME, ENZYMEGENISTEINGENISTEIN
2629GBADRUGGABLE GENOME, ENZYMESULFANITRANSULFANITRAN
2629GBADRUGGABLE GENOME, ENZYMECHLORHEXIDINECHLORHEXIDINE
2629GBADRUGGABLE GENOME, ENZYMEDNDI1417773CHEMBL1379900
2629GBADRUGGABLE GENOME, ENZYMEGNF-PF-2094CHEMBL578928
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