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: GALT

Gene summary for GALT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GALT

Gene ID

2592

Gene namegalactose-1-phosphate uridylyltransferase
Gene AliasGALT
Cytomap9p13.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

A0A0S2Z3Y7


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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
2592GALTLZE4THumanEsophagusESCC7.97e-062.81e-010.0811
2592GALTLZE24THumanEsophagusESCC4.81e-061.73e-010.0596
2592GALTLZE21THumanEsophagusESCC8.53e-041.81e-010.0655
2592GALTP2T-EHumanEsophagusESCC3.02e-336.77e-010.1177
2592GALTP4T-EHumanEsophagusESCC2.83e-071.24e-010.1323
2592GALTP5T-EHumanEsophagusESCC5.98e-121.18e-010.1327
2592GALTP8T-EHumanEsophagusESCC1.07e-081.11e-010.0889
2592GALTP9T-EHumanEsophagusESCC1.63e-071.68e-010.1131
2592GALTP10T-EHumanEsophagusESCC7.34e-151.24e-010.116
2592GALTP11T-EHumanEsophagusESCC2.44e-092.49e-010.1426
2592GALTP12T-EHumanEsophagusESCC5.82e-153.15e-010.1122
2592GALTP15T-EHumanEsophagusESCC3.94e-049.08e-020.1149
2592GALTP16T-EHumanEsophagusESCC3.62e-172.07e-010.1153
2592GALTP17T-EHumanEsophagusESCC7.72e-081.96e-010.1278
2592GALTP20T-EHumanEsophagusESCC6.95e-041.30e-010.1124
2592GALTP21T-EHumanEsophagusESCC1.04e-192.55e-010.1617
2592GALTP22T-EHumanEsophagusESCC2.72e-232.85e-010.1236
2592GALTP23T-EHumanEsophagusESCC5.09e-151.48e-010.108
2592GALTP24T-EHumanEsophagusESCC5.85e-097.34e-020.1287
2592GALTP26T-EHumanEsophagusESCC1.33e-181.76e-010.1276
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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
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
∗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:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:00420609BreastPrecancerwound healing48/1080422/187235.48e-061.63e-0448
GO:00506736BreastPrecancerepithelial cell proliferation46/1080437/187236.02e-051.23e-0346
GO:00506786BreastPrecancerregulation of epithelial cell proliferation40/1080381/187231.88e-043.03e-0340
GO:0035036BreastPrecancersperm-egg recognition10/108048/187233.43e-044.81e-0310
GO:0007339BreastPrecancerbinding of sperm to zona pellucida9/108040/187233.69e-045.03e-039
GO:0009988BreastPrecancercell-cell recognition12/108068/187234.63e-046.12e-0312
GO:00025263BreastPrecanceracute inflammatory response16/1080112/187236.87e-048.36e-0316
GO:00506793BreastPrecancerpositive regulation of epithelial cell proliferation24/1080207/187238.88e-041.02e-0224
GO:00059966BreastPrecancermonosaccharide metabolic process27/1080257/187231.94e-031.88e-0227
GO:00193186BreastPrecancerhexose metabolic process25/1080237/187232.64e-032.36e-0225
GO:00020649BreastPrecancerepithelial cell development23/1080220/187234.28e-033.35e-0223
GO:00447061BreastIDCmulti-multicellular organism process41/1434220/187238.58e-085.19e-0641
GO:005090011BreastIDCleukocyte migration54/1434369/187233.10e-061.15e-0454
GO:005067313BreastIDCepithelial cell proliferation60/1434437/187237.13e-062.15e-0460
GO:005067812BreastIDCregulation of epithelial cell proliferation54/1434381/187238.07e-062.39e-0454
GO:004206014BreastIDCwound healing55/1434422/187237.27e-051.45e-0355
GO:005067911BreastIDCpositive regulation of epithelial cell proliferation29/1434207/187231.14e-031.24e-0229
GO:00073391BreastIDCbinding of sperm to zona pellucida9/143440/187232.76e-032.42e-029
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa04917LiverHCCProlactin signaling pathway43/402070/84651.30e-023.19e-021.78e-0243
hsa049171LiverHCCProlactin signaling pathway43/402070/84651.30e-023.19e-021.78e-0243
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
GALTinsertionFrame_Shift_Insnovelc.550_551insCTTTTCCAAGCAAAGTCTGCTCGAGGAGTCTGGTp.His184ProfsTer30p.H184Pfs*30P07902protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
GALTSNVMissense_Mutationnovelc.268N>Ap.Asp90Asnp.D90NP07902protein_codingtolerated(0.12)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GALTSNVMissense_Mutationnovelc.46G>Cp.Glu16Glnp.E16QP07902protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.703)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GALTSNVMissense_Mutationnovelc.877T>Gp.Ser293Alap.S293AP07902protein_codingdeleterious(0.04)probably_damaging(0.945)TCGA-VS-A9V4-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
GALTSNVMissense_Mutationc.1078G>Ap.Ala360Thrp.A360TP07902protein_codingtolerated(0.43)benign(0.02)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GALTSNVMissense_Mutationrs553769637c.668G>Ap.Arg223Hisp.R223HP07902protein_codingtolerated(0.14)benign(0.005)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
GALTSNVMissense_Mutationc.566N>Cp.Val189Alap.V189AP07902protein_codingdeleterious(0)benign(0.088)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GALTSNVMissense_Mutationc.507N>Tp.Gln169Hisp.Q169HP07902protein_codingdeleterious(0)probably_damaging(0.997)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
GALTSNVMissense_Mutationrs553769637c.668G>Ap.Arg223Hisp.R223HP07902protein_codingtolerated(0.14)benign(0.005)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GALTSNVMissense_Mutationrs111033686c.413N>Tp.Thr138Metp.T138MP07902protein_codingdeleterious(0)probably_damaging(0.994)TCGA-DC-6154-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
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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
2592GALTENZYMEHyperAcute vaccine
2592GALTENZYMEAlgenpantucel-LALGENPANTUCEL-L24343588
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