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: SGSH

Gene summary for SGSH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SGSH

Gene ID

6448

Gene nameN-sulfoglucosamine sulfohydrolase
Gene AliasHSS
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0006022

UniProtAcc

P51688


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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
6448SGSHLZE24THumanEsophagusESCC1.27e-071.16e-010.0596
6448SGSHP1T-EHumanEsophagusESCC9.80e-041.43e-010.0875
6448SGSHP2T-EHumanEsophagusESCC2.23e-094.25e-020.1177
6448SGSHP4T-EHumanEsophagusESCC1.11e-034.64e-020.1323
6448SGSHP8T-EHumanEsophagusESCC4.03e-161.66e-010.0889
6448SGSHP9T-EHumanEsophagusESCC3.16e-028.07e-020.1131
6448SGSHP10T-EHumanEsophagusESCC3.97e-091.39e-010.116
6448SGSHP11T-EHumanEsophagusESCC5.29e-062.81e-010.1426
6448SGSHP12T-EHumanEsophagusESCC3.45e-202.16e-010.1122
6448SGSHP15T-EHumanEsophagusESCC1.85e-142.69e-010.1149
6448SGSHP16T-EHumanEsophagusESCC1.08e-162.44e-010.1153
6448SGSHP17T-EHumanEsophagusESCC2.54e-029.98e-020.1278
6448SGSHP20T-EHumanEsophagusESCC2.48e-244.32e-010.1124
6448SGSHP21T-EHumanEsophagusESCC3.30e-151.99e-010.1617
6448SGSHP22T-EHumanEsophagusESCC3.21e-053.08e-020.1236
6448SGSHP23T-EHumanEsophagusESCC6.38e-122.01e-010.108
6448SGSHP26T-EHumanEsophagusESCC8.83e-091.29e-010.1276
6448SGSHP27T-EHumanEsophagusESCC3.40e-151.39e-010.1055
6448SGSHP28T-EHumanEsophagusESCC1.13e-051.18e-010.1149
6448SGSHP30T-EHumanEsophagusESCC2.37e-042.27e-010.137
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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
∗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:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
GO:0006029EsophagusESCCproteoglycan metabolic process48/855279/187234.93e-031.89e-0248
GO:0030201EsophagusESCCheparan sulfate proteoglycan metabolic process21/855231/187231.10e-023.70e-0221
GO:0006516EsophagusESCCglycoprotein catabolic process19/855228/187231.49e-024.84e-0219
GO:1901136LiverHCCcarbohydrate derivative catabolic process98/7958172/187238.71e-057.62e-0498
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
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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
SGSHSNVMissense_Mutationc.496N>Gp.Gln166Glup.Q166EP51688protein_codingtolerated(0.43)benign(0.014)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SGSHSNVMissense_Mutationc.926N>Tp.Ser309Ilep.S309IP51688protein_codingdeleterious(0)probably_damaging(0.972)TCGA-D8-A1X8-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadrimicin+cyclophosphamideSD
SGSHSNVMissense_Mutationrs777267343c.1297N>Tp.Arg433Trpp.R433WP51688protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SGSHSNVMissense_Mutationrs780969693c.1444N>Ap.Ala482Thrp.A482TP51688protein_codingtolerated(0.06)benign(0.382)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SGSHSNVMissense_Mutationrs767834681c.598G>Ap.Gly200Argp.G200RP51688protein_codingtolerated(0.18)probably_damaging(0.999)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SGSHSNVMissense_Mutationc.691N>Ap.Ala231Thrp.A231TP51688protein_codingtolerated(0.11)benign(0.209)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SGSHSNVMissense_Mutationc.919C>Gp.Gln307Glup.Q307EP51688protein_codingtolerated(0.47)benign(0.013)TCGA-AG-A026-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
SGSHSNVMissense_Mutationnovelc.893N>Tp.Ser298Phep.S298FP51688protein_codingdeleterious(0)probably_damaging(0.995)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SGSHinsertionFrame_Shift_Insnovelc.493_494insGp.Thr165SerfsTer4p.T165Sfs*4P51688protein_codingTCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SGSHSNVMissense_Mutationnovelc.207N>Ap.Ser69Argp.S69RP51688protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G1-01Endometriumuterine 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
6448SGSHDRUGGABLE GENOME, ENZYMEHGT-1410N-SULFOGLUCOSAMINE SULFOHYDROLASE RECOMBINANT
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