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: EXT1

Gene summary for EXT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EXT1

Gene ID

2131

Gene nameexostosin glycosyltransferase 1
Gene AliasEXT
Cytomap8q24.11
Gene Typeprotein-coding
GO ID

GO:0000271

UniProtAcc

Q16394


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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
2131EXT1CA_HPV_1HumanCervixCC5.11e-04-1.08e-010.0264
2131EXT1N_HPV_1HumanCervixN_HPV2.26e-05-1.08e-010.0079
2131EXT1CCI_1HumanCervixCC1.40e-252.19e+000.528
2131EXT1CCI_2HumanCervixCC1.54e-213.95e+000.5249
2131EXT1CCI_3HumanCervixCC1.51e-342.17e+000.516
2131EXT1CCII_1HumanCervixCC2.23e-085.83e-010.3249
2131EXT1HTA11_3410_2000001011HumanColorectumAD2.01e-21-6.82e-010.0155
2131EXT1HTA11_2951_2000001011HumanColorectumAD3.40e-16-1.02e+000.0216
2131EXT1HTA11_78_2000001011HumanColorectumAD8.65e-096.64e-01-0.1088
2131EXT1HTA11_347_2000001011HumanColorectumAD2.04e-401.31e+00-0.1954
2131EXT1HTA11_411_2000001011HumanColorectumSER6.95e-077.34e-01-0.2602
2131EXT1HTA11_83_2000001011HumanColorectumSER2.28e-168.93e-01-0.1526
2131EXT1HTA11_696_2000001011HumanColorectumAD3.75e-064.89e-01-0.1464
2131EXT1HTA11_866_2000001011HumanColorectumAD4.16e-055.42e-01-0.1001
2131EXT1HTA11_1391_2000001011HumanColorectumAD1.05e-067.67e-01-0.059
2131EXT1HTA11_2992_2000001011HumanColorectumSER1.07e-056.20e-01-0.1706
2131EXT1HTA11_546_2000001011HumanColorectumAD3.71e-034.10e-01-0.0842
2131EXT1HTA11_866_3004761011HumanColorectumAD2.69e-21-7.72e-010.096
2131EXT1HTA11_9408_2000001011HumanColorectumAD1.53e-07-8.80e-010.0451
2131EXT1HTA11_10711_2000001011HumanColorectumAD9.98e-04-4.90e-010.0338
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:00435884CervixCCskin development71/2311263/187238.04e-111.46e-0871
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:00452169CervixCCcell-cell junction organization53/2311200/187233.83e-082.53e-0653
GO:001988210CervixCCantigen processing and presentation32/2311106/187238.61e-073.08e-0532
GO:00509007CervixCCleukocyte migration78/2311369/187231.09e-063.80e-0578
GO:004887210CervixCChomeostasis of number of cells61/2311272/187232.17e-066.55e-0561
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:005087810CervixCCregulation of body fluid levels78/2311379/187233.20e-068.77e-0578
GO:00160498CervixCCcell growth92/2311482/187231.16e-052.49e-0492
GO:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
GO:00346129CervixCCresponse to tumor necrosis factor55/2311253/187231.75e-053.32e-0455
GO:00713569CervixCCcellular response to tumor necrosis factor51/2311229/187231.75e-053.32e-0451
GO:004873210CervixCCgland development84/2311436/187231.93e-053.54e-0484
GO:00096158CervixCCresponse to virus73/2311367/187232.22e-053.95e-0473
GO:00018949CervixCCtissue homeostasis57/2311268/187232.43e-054.21e-0457
GO:00093149CervixCCresponse to radiation86/2311456/187233.50e-055.63e-0486
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
EXT1SNVMissense_Mutationc.781N>Gp.Lys261Glup.K261EQ16394protein_codingtolerated(0.14)possibly_damaging(0.627)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
EXT1SNVMissense_Mutationnovelc.119N>Cp.His40Prop.H40PQ16394protein_codingtolerated(0.29)benign(0.007)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EXT1SNVMissense_Mutationc.1024N>Ap.Leu342Ilep.L342IQ16394protein_codingdeleterious(0.02)possibly_damaging(0.883)TCGA-C8-A12V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EXT1insertionIn_Frame_Insnovelc.807_808insTCTCACTGTCTAAACp.Lys269_Arg270insSerHisCysLeuAsnp.K269_R270insSHCLNQ16394protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
EXT1insertionNonsense_Mutationnovelc.805_806insTAAACTTTTTTTTTTTTTTTTAAATGTGGGCCTCp.Lys269IlefsTer8p.K269Ifs*8Q16394protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
EXT1SNVMissense_Mutationnovelc.1651N>Gp.Leu551Valp.L551VQ16394protein_codingtolerated(0.1)benign(0.099)TCGA-VS-A8EB-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownPD
EXT1SNVMissense_Mutationc.793G>Ap.Val265Ilep.V265IQ16394protein_codingtolerated(0.1)benign(0.223)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EXT1SNVMissense_Mutationrs767492816c.1612N>Ap.Val538Ilep.V538IQ16394protein_codingtolerated(0.23)benign(0.386)TCGA-A6-5656-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EXT1SNVMissense_Mutationc.542N>Cp.Leu181Prop.L181PQ16394protein_codingdeleterious(0.02)probably_damaging(0.992)TCGA-AA-3666-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
EXT1SNVMissense_Mutationc.452N>Tp.Ala151Valp.A151VQ16394protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3715-01Colorectumcolon 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
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