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: GALC

Gene summary for GALC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GALC

Gene ID

2581

Gene namegalactosylceramidase
Gene AliasGALC
Cytomap14q31.3
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

A0A0A0MQV0


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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
2581GALCLZE4THumanEsophagusESCC7.32e-031.03e-010.0811
2581GALCLZE5THumanEsophagusESCC5.87e-042.31e-010.0514
2581GALCP2T-EHumanEsophagusESCC2.95e-061.83e-010.1177
2581GALCP4T-EHumanEsophagusESCC1.81e-057.34e-020.1323
2581GALCP8T-EHumanEsophagusESCC9.76e-091.94e-010.0889
2581GALCP10T-EHumanEsophagusESCC5.96e-162.89e-010.116
2581GALCP11T-EHumanEsophagusESCC3.85e-082.59e-010.1426
2581GALCP12T-EHumanEsophagusESCC8.93e-133.53e-010.1122
2581GALCP15T-EHumanEsophagusESCC3.20e-213.76e-010.1149
2581GALCP16T-EHumanEsophagusESCC4.47e-081.94e-010.1153
2581GALCP17T-EHumanEsophagusESCC4.35e-032.35e-010.1278
2581GALCP22T-EHumanEsophagusESCC7.02e-077.89e-020.1236
2581GALCP23T-EHumanEsophagusESCC1.26e-049.23e-020.108
2581GALCP24T-EHumanEsophagusESCC1.94e-086.37e-020.1287
2581GALCP26T-EHumanEsophagusESCC1.15e-143.40e-010.1276
2581GALCP27T-EHumanEsophagusESCC7.73e-131.14e-010.1055
2581GALCP28T-EHumanEsophagusESCC1.44e-117.51e-020.1149
2581GALCP32T-EHumanEsophagusESCC1.79e-121.24e-010.1666
2581GALCP36T-EHumanEsophagusESCC4.75e-031.20e-010.1187
2581GALCP37T-EHumanEsophagusESCC1.75e-152.08e-010.1371
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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
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:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00425524EsophagusESCCmyelination85/8552134/187232.51e-052.13e-0485
GO:00072724EsophagusESCCensheathment of neurons86/8552136/187232.68e-052.24e-0486
GO:00083664EsophagusESCCaxon ensheathment86/8552136/187232.68e-052.24e-0486
GO:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:00066642EsophagusESCCglycolipid metabolic process63/8552100/187233.55e-042.06e-0363
GO:19035092EsophagusESCCliposaccharide metabolic process63/8552101/187235.25e-042.90e-0363
GO:00442427EsophagusESCCcellular lipid catabolic process121/8552214/187238.63e-044.43e-03121
GO:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
GO:00066721EsophagusESCCceramide metabolic process61/8552102/187232.82e-031.19e-0261
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
GO:00066432Oral cavityOSCCmembrane lipid metabolic process111/7305203/187234.02e-064.69e-05111
GO:00066651Oral cavityOSCCsphingolipid metabolic process84/7305155/187238.64e-056.61e-0484
GO:19011361Oral cavityOSCCcarbohydrate derivative catabolic process89/7305172/187234.52e-042.73e-0389
GO:00072723Oral cavityOSCCensheathment of neurons72/7305136/187236.59e-043.70e-0372
GO:00083663Oral cavityOSCCaxon ensheathment72/7305136/187236.59e-043.70e-0372
GO:00425523Oral cavityOSCCmyelination71/7305134/187236.93e-043.86e-0371
GO:00442426Oral cavityOSCCcellular lipid catabolic process104/7305214/187232.61e-031.15e-02104
GO:00066641Oral cavityOSCCglycolipid metabolic process53/7305100/187233.09e-031.33e-0253
GO:19035091Oral cavityOSCCliposaccharide metabolic process53/7305101/187234.06e-031.66e-0253
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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
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
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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
GALCSNVMissense_Mutationc.235C>Gp.Arg79Glyp.R79GP54803protein_codingdeleterious(0)probably_damaging(0.992)TCGA-E9-A1R5-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GALCinsertionFrame_Shift_Insnovelc.627_628insGp.Arg210GlufsTer18p.R210Efs*18P54803protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
GALCinsertionFrame_Shift_Insnovelc.626_627insTAAAp.Leu209PhefsTer20p.L209Ffs*20P54803protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
GALCdeletionFrame_Shift_Delc.408delNp.Ala137LeufsTer34p.A137Lfs*34P54803protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GALCSNVMissense_Mutationnovelc.962N>Ap.Arg321Lysp.R321KP54803protein_codingtolerated(0.19)benign(0.011)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GALCSNVMissense_Mutationnovelc.544N>Ap.Ala182Thrp.A182TP54803protein_codingdeleterious(0)possibly_damaging(0.827)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GALCSNVMissense_Mutationnovelc.776N>Tp.Ser259Leup.S259LP54803protein_codingdeleterious(0.01)benign(0.049)TCGA-FU-A3NI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GALCSNVMissense_Mutationc.1888T>Cp.Tyr630Hisp.Y630HP54803protein_codingtolerated(0.64)benign(0.031)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GALCSNVMissense_Mutationc.1931T>Ap.Met644Lysp.M644KP54803protein_codingtolerated(0.31)benign(0.003)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GALCSNVMissense_Mutationnovelc.692A>Gp.Glu231Glyp.E231GP54803protein_codingtolerated(0.05)benign(0.012)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
2581GALCENZYME, DRUGGABLE GENOMEBUSULFANBUSULFAN2034480,8101401
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