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: GALK2

Gene summary for GALK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GALK2

Gene ID

2585

Gene namegalactokinase 2
Gene AliasGK2
Cytomap15q21.1-q21.2
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q01415


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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
2585GALK2LZE4THumanEsophagusESCC3.19e-113.54e-010.0811
2585GALK2LZE8THumanEsophagusESCC1.15e-051.94e-010.067
2585GALK2LZE22THumanEsophagusESCC1.81e-022.47e-010.068
2585GALK2LZE24THumanEsophagusESCC5.43e-132.44e-010.0596
2585GALK2LZE21THumanEsophagusESCC2.92e-032.16e-010.0655
2585GALK2P1T-EHumanEsophagusESCC2.82e-062.35e-010.0875
2585GALK2P2T-EHumanEsophagusESCC1.71e-101.03e-010.1177
2585GALK2P4T-EHumanEsophagusESCC2.36e-275.24e-010.1323
2585GALK2P5T-EHumanEsophagusESCC3.17e-121.79e-010.1327
2585GALK2P8T-EHumanEsophagusESCC9.20e-182.60e-010.0889
2585GALK2P9T-EHumanEsophagusESCC1.96e-142.11e-010.1131
2585GALK2P10T-EHumanEsophagusESCC1.92e-223.83e-010.116
2585GALK2P11T-EHumanEsophagusESCC7.79e-164.05e-010.1426
2585GALK2P12T-EHumanEsophagusESCC2.74e-223.68e-010.1122
2585GALK2P15T-EHumanEsophagusESCC4.99e-223.73e-010.1149
2585GALK2P16T-EHumanEsophagusESCC2.76e-172.66e-010.1153
2585GALK2P17T-EHumanEsophagusESCC1.25e-021.13e-010.1278
2585GALK2P19T-EHumanEsophagusESCC4.48e-095.37e-010.1662
2585GALK2P20T-EHumanEsophagusESCC1.07e-192.81e-010.1124
2585GALK2P21T-EHumanEsophagusESCC2.38e-101.39e-010.1617
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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:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:00059968Oral cavityOSCCmonosaccharide metabolic process129/7305257/187231.63e-041.13e-03129
GO:00193188Oral cavityOSCChexose metabolic process118/7305237/187234.53e-042.73e-03118
GO:00442625Oral cavityOSCCcellular carbohydrate metabolic process130/7305283/187239.98e-033.49e-02130
GO:000599613Oral cavityLPmonosaccharide metabolic process86/4623257/187239.13e-047.79e-0386
GO:001931813Oral cavityLPhexose metabolic process78/4623237/187232.55e-031.80e-0278
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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
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
GALK2SNVMissense_Mutationnovelc.245C>Tp.Ala82Valp.A82VQ01415protein_codingtolerated(0.11)benign(0.01)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GALK2SNVMissense_Mutationc.145G>Ap.Glu49Lysp.E49KQ01415protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
GALK2SNVMissense_Mutationc.389N>Ap.Met130Lysp.M130KQ01415protein_codingdeleterious(0)possibly_damaging(0.469)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
GALK2SNVMissense_Mutationnovelc.142N>Ap.Gly48Argp.G48RQ01415protein_codingdeleterious(0.01)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GALK2SNVMissense_Mutationc.273N>Ap.Phe91Leup.F91LQ01415protein_codingtolerated(0.09)benign(0.132)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GALK2SNVMissense_Mutationnovelc.434N>Gp.Ser145Cysp.S145CQ01415protein_codingdeleterious(0)probably_damaging(1)TCGA-ZX-AA5X-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
GALK2SNVMissense_Mutationc.868N>Tp.Leu290Phep.L290FQ01415protein_codingtolerated(0.19)benign(0.333)TCGA-A6-5657-01Colorectumcolon adenocarcinomaMale>=65III/IVAncillaryleucovorinSD
GALK2SNVMissense_Mutationrs375693032c.1114N>Tp.Arg372Trpp.R372WQ01415protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AA-3862-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GALK2SNVMissense_Mutationrs201091452c.743N>Ap.Arg248Glnp.R248QQ01415protein_codingdeleterious(0.02)possibly_damaging(0.815)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GALK2SNVMissense_Mutationc.745N>Ap.Leu249Metp.L249MQ01415protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=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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