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: IDS

Gene summary for IDS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IDS

Gene ID

3423

Gene nameiduronate 2-sulfatase
Gene AliasID2S
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0006022

UniProtAcc

P22304


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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
3423IDSLZE4THumanEsophagusESCC1.25e-277.24e-010.0811
3423IDSLZE5THumanEsophagusESCC3.41e-036.68e-010.0514
3423IDSLZE7THumanEsophagusESCC9.73e-097.89e-010.0667
3423IDSLZE8THumanEsophagusESCC1.28e-073.56e-010.067
3423IDSLZE20THumanEsophagusESCC1.02e-085.12e-010.0662
3423IDSLZE22THumanEsophagusESCC1.27e-035.88e-010.068
3423IDSLZE24D1HumanEsophagusHGIN1.56e-021.03e+000.054
3423IDSLZE24THumanEsophagusESCC6.40e-441.60e+000.0596
3423IDSLZE21THumanEsophagusESCC4.43e-023.40e-010.0655
3423IDSLZE6THumanEsophagusESCC9.50e-053.73e-010.0845
3423IDSP1T-EHumanEsophagusESCC8.10e-087.75e-010.0875
3423IDSP2T-EHumanEsophagusESCC2.91e-113.38e-010.1177
3423IDSP4T-EHumanEsophagusESCC9.22e-235.31e-010.1323
3423IDSP5T-EHumanEsophagusESCC1.76e-236.19e-010.1327
3423IDSP8T-EHumanEsophagusESCC7.76e-441.00e+000.0889
3423IDSP9T-EHumanEsophagusESCC1.70e-186.48e-010.1131
3423IDSP10T-EHumanEsophagusESCC2.52e-531.27e+000.116
3423IDSP11T-EHumanEsophagusESCC1.64e-228.73e-010.1426
3423IDSP12T-EHumanEsophagusESCC5.96e-377.58e-010.1122
3423IDSP15T-EHumanEsophagusESCC8.16e-235.56e-010.1149
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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:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
GO:1901136LiverHCCcarbohydrate derivative catabolic process98/7958172/187238.71e-057.62e-0498
GO:19011361Oral cavityOSCCcarbohydrate derivative catabolic process89/7305172/187234.52e-042.73e-0389
GO:19011363ThyroidATCcarbohydrate derivative catabolic process73/6293172/187239.43e-033.47e-0273
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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
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
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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
IDSSNVMissense_Mutationc.23G>Ap.Arg8Glnp.R8QP22304protein_codingtolerated_low_confidence(0.43)benign(0)TCGA-A1-A0SK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
IDSSNVMissense_Mutationc.1174N>Ap.Glu392Lysp.E392KP22304protein_codingtolerated(0.62)benign(0.003)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
IDSSNVMissense_Mutationc.1142N>Gp.Leu381Argp.L381RP22304protein_codingtolerated(0.26)benign(0.023)TCGA-A8-A09W-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
IDSSNVMissense_Mutationnovelc.332N>Gp.Val111Glyp.V111GP22304protein_codingtolerated(0.36)benign(0.326)TCGA-AO-A1KP-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
IDSSNVMissense_Mutationc.551N>Ap.Cys184Tyrp.C184YP22304protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IDSSNVMissense_Mutationnovelc.1605G>Ap.Met535Ilep.M535IP22304protein_codingtolerated(0.32)benign(0)TCGA-BH-A1FD-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
IDSinsertionNonsense_Mutationnovelc.829_830insCTTCTCTTACCACATGAATGCTGTGGCAGGCAp.Gln277ProfsTer6p.Q277Pfs*6P22304protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
IDSinsertionNonsense_Mutationnovelc.545_546insTTCACTGTAATAAGTCATAGCTGTGAGTGp.Leu183SerfsTer3p.L183Sfs*3P22304protein_codingTCGA-A8-A09W-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
IDSinsertionFrame_Shift_Insnovelc.27_28insAAGAACCAAAGAGAGCATGTAGAAGTATp.Leu10LysfsTer46p.L10Kfs*46P22304protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
IDSinsertionFrame_Shift_Insnovelc.164_165insTCTCTTTCp.Asp56LeufsTer7p.D56Lfs*7P22304protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
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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
3423IDSENZYME, DRUGGABLE GENOMERecombinant human iduronate-2-sulfatase
3423IDSENZYME, DRUGGABLE GENOMEIdursulfaseIDURSULFASE
3423IDSENZYME, DRUGGABLE GENOMEIDURONATE-2 SULFATASE
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