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: GALE

Gene summary for GALE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GALE

Gene ID

2582

Gene nameUDP-galactose-4-epimerase
Gene AliasSDR1E1
Cytomap1p36.11
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q14376


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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
2582GALEHTA11_2487_2000001011HumanColorectumSER1.87e-065.47e-01-0.1808
2582GALEHTA11_347_2000001011HumanColorectumAD1.87e-032.84e-01-0.1954
2582GALEHTA11_411_2000001011HumanColorectumSER1.99e-051.12e+00-0.2602
2582GALEHTA11_2112_2000001011HumanColorectumSER4.15e-051.02e+00-0.2196
2582GALEHTA11_696_2000001011HumanColorectumAD2.67e-023.17e-01-0.1464
2582GALEHTA11_1391_2000001011HumanColorectumAD3.73e-043.49e-01-0.059
2582GALEHTA11_99999971662_82457HumanColorectumMSS3.04e-053.65e-010.3859
2582GALEA015-C-104HumanColorectumFAP1.01e-02-3.66e-02-0.1899
2582GALEA002-C-116HumanColorectumFAP5.94e-03-1.06e-01-0.0452
2582GALELZE4THumanEsophagusESCC1.32e-025.23e-020.0811
2582GALELZE5THumanEsophagusESCC8.77e-053.10e-010.0514
2582GALELZE8THumanEsophagusESCC2.04e-072.28e-010.067
2582GALELZE20THumanEsophagusESCC1.23e-134.29e-010.0662
2582GALELZE22THumanEsophagusESCC5.89e-052.01e-010.068
2582GALELZE24THumanEsophagusESCC1.05e-112.38e-010.0596
2582GALELZE6THumanEsophagusESCC4.22e-043.31e-010.0845
2582GALEP1T-EHumanEsophagusESCC2.59e-065.35e-010.0875
2582GALEP2T-EHumanEsophagusESCC5.37e-223.58e-010.1177
2582GALEP4T-EHumanEsophagusESCC6.17e-041.30e-010.1323
2582GALEP5T-EHumanEsophagusESCC5.47e-204.26e-010.1327
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0016052ColorectumADcarbohydrate catabolic process56/3918154/187237.01e-061.73e-0456
GO:0019318ColorectumADhexose metabolic process77/3918237/187231.96e-054.01e-0477
GO:0005996ColorectumADmonosaccharide metabolic process80/3918257/187237.31e-051.17e-0380
GO:0019320ColorectumADhexose catabolic process14/391834/187235.86e-033.69e-0214
GO:0006012ColorectumADgalactose metabolic process6/391810/187238.03e-034.73e-026
GO:00442821ColorectumSERsmall molecule catabolic process87/2897376/187235.31e-051.27e-0387
GO:00193181ColorectumSERhexose metabolic process56/2897237/187236.19e-048.42e-0356
GO:00059961ColorectumSERmonosaccharide metabolic process59/2897257/187239.65e-041.15e-0259
GO:00160521ColorectumSERcarbohydrate catabolic process38/2897154/187231.92e-031.93e-0238
GO:00160522ColorectumMSScarbohydrate catabolic process45/3467154/187237.93e-048.36e-0345
GO:00442822ColorectumMSSsmall molecule catabolic process94/3467376/187239.85e-049.86e-0394
GO:00193182ColorectumMSShexose metabolic process63/3467237/187231.32e-031.25e-0263
GO:00059962ColorectumMSSmonosaccharide metabolic process66/3467257/187232.61e-032.06e-0266
GO:00060121ColorectumMSSgalactose metabolic process6/346710/187234.25e-033.04e-026
GO:00160523ColorectumFAPcarbohydrate catabolic process44/2622154/187231.82e-067.42e-0544
GO:00193183ColorectumFAPhexose metabolic process58/2622237/187231.09e-053.08e-0458
GO:00059963ColorectumFAPmonosaccharide metabolic process59/2622257/187236.79e-051.28e-0359
GO:00193201ColorectumFAPhexose catabolic process14/262234/187239.46e-051.61e-0314
GO:00442823ColorectumFAPsmall molecule catabolic process77/2622376/187233.25e-044.16e-0377
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00052ColorectumFAPGalactose metabolism12/140432/84653.61e-031.53e-029.29e-0312
hsa000521ColorectumFAPGalactose metabolism12/140432/84653.61e-031.53e-029.29e-0312
hsa012505EsophagusESCCBiosynthesis of nucleotide sugars28/420537/84651.10e-033.42e-031.75e-0328
hsa005202EsophagusESCCAmino sugar and nucleotide sugar metabolism35/420549/84651.60e-034.88e-032.50e-0335
hsa0125012EsophagusESCCBiosynthesis of nucleotide sugars28/420537/84651.10e-033.42e-031.75e-0328
hsa0052011EsophagusESCCAmino sugar and nucleotide sugar metabolism35/420549/84651.60e-034.88e-032.50e-0335
hsa00520Oral cavityOSCCAmino sugar and nucleotide sugar metabolism34/370449/84652.48e-048.08e-044.11e-0434
hsa012504Oral cavityOSCCBiosynthesis of nucleotide sugars25/370437/84652.93e-037.49e-033.81e-0325
hsa005201Oral cavityOSCCAmino sugar and nucleotide sugar metabolism34/370449/84652.48e-048.08e-044.11e-0434
hsa0125011Oral cavityOSCCBiosynthesis of nucleotide sugars25/370437/84652.93e-037.49e-033.81e-0325
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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
GALESNVMissense_Mutationnovelc.1033N>Ap.Gly345Serp.G345SQ14376protein_codingtolerated(0.53)benign(0)TCGA-AC-A7VC-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GALEinsertionIn_Frame_Insnovelc.484_485insATTCAGTGCTGCAGATGGTCCAGGCTATGGp.Phe162delinsTyrSerValLeuGlnMetValGlnAlaMetValp.F162delinsYSVLQMVQAMVQ14376protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
GALESNVMissense_Mutationrs201455293c.656G>Ap.Arg219Glnp.R219QQ14376protein_codingtolerated(0.07)benign(0.327)TCGA-EA-A3QD-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
GALESNVMissense_Mutationrs553417178c.286N>Ap.Glu96Lysp.E96KQ14376protein_codingdeleterious(0)probably_damaging(0.976)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GALESNVMissense_Mutationrs121908047c.280N>Ap.Val94Metp.V94MQ14376protein_codingdeleterious(0.02)probably_damaging(0.94)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
GALESNVMissense_Mutationnovelc.169N>Tp.Gly57Cysp.G57CQ14376protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GALESNVMissense_Mutationrs775614393c.173G>Ap.Arg58Hisp.R58HQ14376protein_codingdeleterious(0.02)benign(0.4)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GALESNVMissense_Mutationnovelc.699N>Tp.Glu233Aspp.E233DQ14376protein_codingtolerated(0.38)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GALESNVMissense_Mutationrs201437329c.266N>Tp.Ala89Valp.A89VQ14376protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GALESNVMissense_Mutationnovelc.25N>Tp.Gly9Cysp.G9CQ14376protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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