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: EXTL3

Gene summary for EXTL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EXTL3

Gene ID

2137

Gene nameexostosin like glycosyltransferase 3
Gene AliasBOTV
Cytomap8p21.1
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

O43909


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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
2137EXTL3LZE4THumanEsophagusESCC2.05e-021.83e-020.0811
2137EXTL3LZE7THumanEsophagusESCC1.62e-021.43e-010.0667
2137EXTL3LZE20THumanEsophagusESCC2.14e-022.57e-020.0662
2137EXTL3LZE24THumanEsophagusESCC8.91e-03-8.82e-030.0596
2137EXTL3P1T-EHumanEsophagusESCC1.29e-041.52e-010.0875
2137EXTL3P2T-EHumanEsophagusESCC5.41e-131.66e-010.1177
2137EXTL3P4T-EHumanEsophagusESCC9.21e-071.45e-010.1323
2137EXTL3P5T-EHumanEsophagusESCC3.12e-03-7.51e-030.1327
2137EXTL3P8T-EHumanEsophagusESCC3.89e-102.87e-020.0889
2137EXTL3P9T-EHumanEsophagusESCC3.73e-068.52e-020.1131
2137EXTL3P10T-EHumanEsophagusESCC5.48e-111.58e-010.116
2137EXTL3P11T-EHumanEsophagusESCC5.95e-051.22e-010.1426
2137EXTL3P12T-EHumanEsophagusESCC1.44e-104.42e-020.1122
2137EXTL3P15T-EHumanEsophagusESCC1.15e-03-1.40e-020.1149
2137EXTL3P16T-EHumanEsophagusESCC7.53e-045.38e-020.1153
2137EXTL3P17T-EHumanEsophagusESCC1.61e-071.36e-010.1278
2137EXTL3P20T-EHumanEsophagusESCC9.03e-261.56e-010.1124
2137EXTL3P21T-EHumanEsophagusESCC6.41e-112.04e-010.1617
2137EXTL3P22T-EHumanEsophagusESCC5.12e-055.73e-020.1236
2137EXTL3P23T-EHumanEsophagusESCC3.82e-084.05e-020.108
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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
∗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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:003030710EsophagusESCCpositive regulation of cell growth100/8552166/187231.07e-047.55e-04100
GO:0006029EsophagusESCCproteoglycan metabolic process48/855279/187234.93e-031.89e-0248
GO:0030166EsophagusESCCproteoglycan biosynthetic process35/855256/187238.30e-032.94e-0235
GO:0030201EsophagusESCCheparan sulfate proteoglycan metabolic process21/855231/187231.10e-023.70e-0221
GO:004592717EsophagusESCCpositive regulation of growth137/8552259/187231.13e-023.80e-02137
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
GO:00064862LiverHCCprotein glycosylation122/7958226/187233.11e-042.21e-03122
GO:00434132LiverHCCmacromolecule glycosylation122/7958226/187233.11e-042.21e-03122
GO:00700852LiverHCCglycosylation128/7958240/187234.35e-042.92e-03128
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:003030711LiverHCCpositive regulation of cell growth88/7958166/187233.95e-031.74e-0288
GO:004592711LiverHCCpositive regulation of growth128/7958259/187231.41e-024.99e-02128
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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
EXTL3SNVMissense_Mutationc.2146N>Gp.Met716Valp.M716VO43909protein_codingtolerated(0.38)benign(0)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
EXTL3SNVMissense_Mutationc.1054N>Ap.Ser352Thrp.S352TO43909protein_codingtolerated(0.42)benign(0.09)TCGA-A8-A08P-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
EXTL3SNVMissense_Mutationrs747658857c.82C>Tp.Arg28Cysp.R28CO43909protein_codingdeleterious(0.01)probably_damaging(0.948)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EXTL3SNVMissense_Mutationc.2362N>Gp.Asn788Aspp.N788DO43909protein_codingdeleterious(0.01)possibly_damaging(0.566)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EXTL3SNVMissense_Mutationrs777463050c.1090N>Ap.Glu364Lysp.E364KO43909protein_codingtolerated(0.85)possibly_damaging(0.771)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EXTL3SNVMissense_Mutationnovelc.2349G>Cp.Gln783Hisp.Q783HO43909protein_codingtolerated(0.14)benign(0.012)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EXTL3SNVMissense_Mutationc.2380N>Cp.Glu794Glnp.E794QO43909protein_codingdeleterious(0)possibly_damaging(0.649)TCGA-E2-A15T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
EXTL3SNVMissense_Mutationnovelc.1334N>Ap.Ser445Tyrp.S445YO43909protein_codingtolerated(0.3)benign(0.116)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EXTL3SNVMissense_Mutationc.1874N>Tp.Ser625Leup.S625LO43909protein_codingdeleterious(0)probably_damaging(0.962)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
EXTL3SNVMissense_Mutationnovelc.703G>Ap.Ala235Thrp.A235TO43909protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<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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