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: GALNS

Gene summary for GALNS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GALNS

Gene ID

2588

Gene namegalactosamine (N-acetyl)-6-sulfatase
Gene AliasGALNAC6S
Cytomap16q24.3
Gene Typeprotein-coding
GO ID

GO:0000323

UniProtAcc

P34059


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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
2588GALNSLZE4THumanEsophagusESCC2.17e-092.24e-010.0811
2588GALNSLZE8THumanEsophagusESCC2.39e-029.54e-020.067
2588GALNSLZE20THumanEsophagusESCC4.50e-031.04e-010.0662
2588GALNSLZE21D1HumanEsophagusHGIN1.22e-021.91e-010.0632
2588GALNSLZE22THumanEsophagusESCC1.29e-055.01e-010.068
2588GALNSLZE24THumanEsophagusESCC2.55e-082.41e-010.0596
2588GALNSLZE21THumanEsophagusESCC1.59e-032.39e-010.0655
2588GALNSP1T-EHumanEsophagusESCC5.25e-062.76e-010.0875
2588GALNSP2T-EHumanEsophagusESCC4.54e-122.14e-010.1177
2588GALNSP4T-EHumanEsophagusESCC6.19e-264.86e-010.1323
2588GALNSP5T-EHumanEsophagusESCC1.20e-092.00e-010.1327
2588GALNSP8T-EHumanEsophagusESCC3.77e-274.88e-010.0889
2588GALNSP9T-EHumanEsophagusESCC8.46e-122.09e-010.1131
2588GALNSP10T-EHumanEsophagusESCC6.29e-223.42e-010.116
2588GALNSP11T-EHumanEsophagusESCC4.24e-125.01e-010.1426
2588GALNSP12T-EHumanEsophagusESCC6.20e-264.84e-010.1122
2588GALNSP15T-EHumanEsophagusESCC5.62e-438.32e-010.1149
2588GALNSP16T-EHumanEsophagusESCC3.14e-183.92e-010.1153
2588GALNSP17T-EHumanEsophagusESCC3.17e-041.85e-010.1278
2588GALNSP19T-EHumanEsophagusESCC1.03e-085.60e-010.1662
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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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041426EsophagusHGINLysosome33/1383132/84656.65e-034.37e-023.47e-0233
hsa0414213EsophagusHGINLysosome33/1383132/84656.65e-034.37e-023.47e-0233
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414221Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0414231Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
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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
GALNSSNVMissense_Mutationnovelc.857C>Ap.Thr286Lysp.T286KP34059protein_codingdeleterious(0)probably_damaging(0.97)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
GALNSSNVMissense_Mutationc.1528N>Ap.Pro510Thrp.P510TP34059protein_codingtolerated_low_confidence(0.34)benign(0.03)TCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
GALNSSNVMissense_Mutationc.752N>Ap.Arg251Glnp.R251QP34059protein_codingdeleterious(0.03)possibly_damaging(0.815)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GALNSSNVMissense_Mutationc.943N>Cp.Glu315Glnp.E315QP34059protein_codingdeleterious(0)probably_damaging(0.928)TCGA-EX-A69L-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GALNSSNVMissense_Mutationc.1112N>Tp.Thr371Ilep.T371IP34059protein_codingtolerated(0.21)benign(0.03)TCGA-A6-2684-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GALNSSNVMissense_Mutationrs779257235c.772N>Ap.Val258Ilep.V258IP34059protein_codingtolerated(0.27)benign(0.098)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GALNSSNVMissense_Mutationnovelc.251C>Tp.Ala84Valp.A84VP34059protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GALNSSNVMissense_Mutationc.1366T>Gp.Phe456Valp.F456VP34059protein_codingtolerated(0.64)benign(0)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GALNSSNVMissense_Mutationc.1548N>Tp.Lys516Asnp.K516NP34059protein_codingtolerated_low_confidence(0.48)benign(0.045)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
GALNSSNVMissense_Mutationrs779257235c.772G>Ap.Val258Ilep.V258IP34059protein_codingtolerated(0.27)benign(0.098)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
2588GALNSDRUGGABLE GENOME, ENZYMEBMN-110ELOSULFASE ALFA
2588GALNSDRUGGABLE GENOME, ENZYMEElosulfase alfa
2588GALNSDRUGGABLE GENOME, ENZYMEelosulfase alfa
2588GALNSDRUGGABLE GENOME, ENZYMEElosulfase
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