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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:0022900110EsophagusESCCelectron transport chain133/8552175/187232.18e-161.67e-14133
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0032434111EsophagusESCCregulation of proteasomal ubiquitin-dependent protein catabolic process107/8552134/187234.06e-162.93e-14107
GO:2000058111EsophagusESCCregulation of ubiquitin-dependent protein catabolic process125/8552164/187231.17e-157.76e-14125
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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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