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: GALK1

Gene summary for GALK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GALK1

Gene ID

2584

Gene namegalactokinase 1
Gene AliasGALK
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

P51570


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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
2584GALK1P128T-EHumanEsophagusESCC4.76e-206.56e-010.1241
2584GALK1P130T-EHumanEsophagusESCC2.65e-549.59e-010.1676
2584GALK1HCC1_MengHumanLiverHCC7.10e-672.83e-010.0246
2584GALK1cirrhotic3HumanLiverCirrhotic4.02e-021.01e-010.0215
2584GALK1HCC1HumanLiverHCC1.05e-114.87e+000.5336
2584GALK1HCC2HumanLiverHCC5.20e-174.25e+000.5341
2584GALK1Pt13.bHumanLiverHCC1.36e-101.92e-010.0251
2584GALK1Pt14.aHumanLiverHCC1.28e-064.36e-010.0169
2584GALK1Pt14.bHumanLiverHCC4.94e-207.00e-010.018
2584GALK1Pt14.dHumanLiverHCC3.33e-052.68e-010.0143
2584GALK1S014HumanLiverHCC2.70e-511.94e+000.2254
2584GALK1S015HumanLiverHCC2.82e-522.45e+000.2375
2584GALK1S016HumanLiverHCC1.18e-642.15e+000.2243
2584GALK1S027HumanLiverHCC4.53e-117.70e-010.2446
2584GALK1S028HumanLiverHCC8.96e-281.06e+000.2503
2584GALK1S029HumanLiverHCC9.22e-271.03e+000.2581
2584GALK1C21HumanOral cavityOSCC7.11e-134.98e-010.2678
2584GALK1C30HumanOral cavityOSCC5.85e-199.03e-010.3055
2584GALK1C38HumanOral cavityOSCC3.09e-036.10e-010.172
2584GALK1C43HumanOral cavityOSCC1.10e-122.45e-010.1704
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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
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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0046034111EsophagusESCCATP metabolic process189/8552277/187231.99e-141.04e-12189
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:000913219EsophagusESCCnucleoside diphosphate metabolic process77/8552124/187231.65e-041.09e-0377
GO:000918520EsophagusESCCribonucleoside diphosphate metabolic process66/8552106/187234.21e-042.39e-0366
GO:001605216EsophagusESCCcarbohydrate catabolic process91/8552154/187235.39e-042.97e-0391
GO:000913520EsophagusESCCpurine nucleoside diphosphate metabolic process63/8552103/187231.10e-035.52e-0363
GO:000917920EsophagusESCCpurine ribonucleoside diphosphate metabolic process63/8552103/187231.10e-035.52e-0363
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:004693919EsophagusESCCnucleotide phosphorylation61/8552101/187232.03e-039.08e-0361
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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
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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
GALK1SNVMissense_Mutationc.236C>Gp.Ser79Cysp.S79CP51570protein_codingtolerated(0.18)benign(0.018)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
GALK1SNVMissense_Mutationc.236C>Tp.Ser79Phep.S79FP51570protein_codingtolerated(0.1)benign(0.075)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GALK1SNVMissense_Mutationc.236N>Gp.Ser79Cysp.S79CP51570protein_codingtolerated(0.18)benign(0.018)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
GALK1SNVMissense_Mutationnovelc.50G>Ap.Arg17Glnp.R17QP51570protein_codingtolerated(0.37)benign(0.006)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
GALK1SNVMissense_Mutationc.508T>Cp.Cys170Argp.C170RP51570protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GALK1SNVMissense_Mutationnovelc.151N>Ap.Leu51Metp.L51MP51570protein_codingdeleterious(0.01)possibly_damaging(0.809)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GALK1SNVMissense_Mutationnovelc.919N>Gp.Met307Valp.M307VP51570protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GALK1SNVMissense_Mutationrs376343759c.718C>Tp.Arg240Trpp.R240WP51570protein_codingdeleterious(0)possibly_damaging(0.673)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GALK1SNVMissense_Mutationnovelc.364N>Ap.Leu122Ilep.L122IP51570protein_codingtolerated(0.22)benign(0)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
GALK1SNVMissense_Mutationnovelc.174N>Tp.Glu58Aspp.E58DP51570protein_codingtolerated(0.05)benign(0.005)TCGA-EY-A215-01Endometriumuterine 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
2584GALK1ENZYME, DRUGGABLE GENOME, KINASEGNF-PF-67CHEMBL578512
2584GALK1ENZYME, DRUGGABLE GENOME, KINASEGNF-PF-2272CHEMBL601757
2584GALK1ENZYME, DRUGGABLE GENOME, KINASEHEXACHLOROPHENEHEXACHLOROPHENE
2584GALK1ENZYME, DRUGGABLE GENOME, KINASEQUERCETINQUERCETIN
2584GALK1ENZYME, DRUGGABLE GENOME, KINASEDNDI1417080CHEMBL1498652
2584GALK1ENZYME, DRUGGABLE GENOME, KINASENSC-95397CHEMBL429095
2584GALK1ENZYME, DRUGGABLE GENOME, KINASEAURINTRICARBOXYLIC ACIDAURINTRICARBOXYLIC ACID
2584GALK1ENZYME, DRUGGABLE GENOME, KINASEPYRANTEL PAMOATEPYRANTEL PAMOATE
2584GALK1ENZYME, DRUGGABLE GENOME, KINASETRICETINTRICETIN
2584GALK1ENZYME, DRUGGABLE GENOME, KINASE9,10-PHENANTHRENEQUINONE9,10-PHENANTHRENEQUINONE
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