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: GBA2

Gene summary for GBA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GBA2

Gene ID

57704

Gene nameglucosylceramidase beta 2
Gene AliasAD035
Cytomap9p13.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9HCG7


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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
57704GBA2HCC1_MengHumanLiverHCC5.82e-323.32e-020.0246
57704GBA2HCC1HumanLiverHCC1.48e-054.07e+000.5336
57704GBA2HCC2HumanLiverHCC1.46e-084.08e+000.5341
57704GBA2S015HumanLiverHCC6.22e-054.24e-010.2375
57704GBA2S016HumanLiverHCC3.01e-032.78e-010.2243
57704GBA2S028HumanLiverHCC4.52e-063.85e-010.2503
57704GBA2S029HumanLiverHCC2.64e-084.37e-010.2581
57704GBA2C04HumanOral cavityOSCC1.92e-051.99e-010.2633
57704GBA2C21HumanOral cavityOSCC2.96e-071.85e-010.2678
57704GBA2C30HumanOral cavityOSCC4.10e-278.38e-010.3055
57704GBA2C43HumanOral cavityOSCC3.55e-021.26e-010.1704
57704GBA2C46HumanOral cavityOSCC7.84e-061.11e-010.1673
57704GBA2C51HumanOral cavityOSCC1.86e-022.20e-010.2674
57704GBA2C57HumanOral cavityOSCC4.67e-051.41e-010.1679
57704GBA2C06HumanOral cavityOSCC1.86e-025.49e-010.2699
57704GBA2LP15HumanOral cavityLP3.27e-055.26e-010.2174
57704GBA2SYSMH1HumanOral cavityOSCC6.90e-031.33e-010.1127
57704GBA2SYSMH2HumanOral cavityOSCC3.51e-021.53e-010.2326
57704GBA2SYSMH3HumanOral cavityOSCC2.93e-112.51e-010.2442
57704GBA2SYSMH6HumanOral cavityOSCC2.86e-021.07e-010.1275
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:004325422LiverHCCregulation of protein-containing complex assembly264/7958428/187235.47e-164.39e-14264
GO:005125822LiverHCCprotein polymerization182/7958297/187234.17e-111.58e-09182
GO:190290322LiverHCCregulation of supramolecular fiber organization224/7958383/187231.54e-105.33e-09224
GO:000606621LiverHCCalcohol metabolic process208/7958353/187232.80e-109.50e-09208
GO:19026522LiverHCCsecondary alcohol metabolic process100/7958147/187233.26e-101.09e-08100
GO:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:00082032LiverHCCcholesterol metabolic process94/7958137/187235.39e-101.72e-0894
GO:00082022LiverHCCsteroid metabolic process188/7958319/187231.96e-095.63e-08188
GO:00161252LiverHCCsterol metabolic process101/7958152/187231.99e-095.63e-08101
GO:004424222LiverHCCcellular lipid catabolic process134/7958214/187232.07e-095.79e-08134
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:003227122LiverHCCregulation of protein polymerization141/7958233/187232.00e-084.72e-07141
GO:003297022LiverHCCregulation of actin filament-based process222/7958397/187233.81e-088.30e-07222
GO:003295622LiverHCCregulation of actin cytoskeleton organization202/7958358/187236.18e-081.29e-06202
GO:000815422LiverHCCactin polymerization or depolymerization130/7958218/187232.31e-074.14e-06130
GO:003004122LiverHCCactin filament polymerization116/7958191/187232.66e-074.68e-06116
GO:011005322LiverHCCregulation of actin filament organization158/7958278/187239.01e-071.37e-05158
GO:003083212LiverHCCregulation of actin filament length113/7958189/187231.16e-061.71e-05113
GO:003083322LiverHCCregulation of actin filament polymerization104/7958172/187231.46e-062.08e-05104
GO:000806412LiverHCCregulation of actin polymerization or depolymerization112/7958188/187231.65e-062.31e-05112
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00511LiverHCCOther glycan degradation15/402018/84651.96e-036.91e-033.84e-0315
hsa00600LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
hsa005111LiverHCCOther glycan degradation15/402018/84651.96e-036.91e-033.84e-0315
hsa006001LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
hsa006002Oral cavityOSCCSphingolipid metabolism33/370453/84655.00e-031.20e-026.13e-0333
hsa0060011Oral cavityOSCCSphingolipid metabolism33/370453/84655.00e-031.20e-026.13e-0333
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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
GBA2SNVMissense_Mutationc.2066N>Ap.Gly689Glup.G689EQ9HCG7protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
GBA2SNVMissense_Mutationrs200048828c.1352G>Ap.Arg451Glnp.R451QQ9HCG7protein_codingtolerated(0.91)benign(0)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GBA2SNVMissense_Mutationrs754032114c.1816G>Ap.Val606Ilep.V606IQ9HCG7protein_codingtolerated(0.21)benign(0.012)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
GBA2SNVMissense_Mutationnovelc.1732N>Gp.Met578Valp.M578VQ9HCG7protein_codingtolerated(0.05)benign(0.1)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GBA2SNVMissense_Mutationc.2495N>Cp.Met832Thrp.M832TQ9HCG7protein_codingdeleterious(0)probably_damaging(0.994)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
GBA2insertionFrame_Shift_Insnovelc.2681_2682insCTGGATCCTCTCTCTTACTTTTCATTCTATTTTTGCAAACGp.Gln894HisfsTer30p.Q894Hfs*30Q9HCG7protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
GBA2deletionFrame_Shift_Delnovelc.2146delNp.Ser716LeufsTer45p.S716Lfs*45Q9HCG7protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GBA2deletionFrame_Shift_Delnovelc.849delAp.Asp284MetfsTer64p.D284Mfs*64Q9HCG7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
GBA2SNVMissense_Mutationrs146085561c.1723N>Tp.Arg575Trpp.R575WQ9HCG7protein_codingtolerated(0.1)possibly_damaging(0.545)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GBA2SNVMissense_Mutationc.304N>Gp.Gln102Glup.Q102EQ9HCG7protein_codingtolerated(0.28)benign(0.01)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<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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