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: DUOX1

Gene summary for DUOX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DUOX1

Gene ID

53905

Gene namedual oxidase 1
Gene AliasLNOX1
Cytomap15q21.1
Gene Typeprotein-coding
GO ID

GO:0006575

UniProtAcc

Q9NRD9


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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
53905DUOX1RNA-P25T1-P25T1-1HumanLungAIS3.89e-157.11e-01-0.2116
53905DUOX1RNA-P25T1-P25T1-2HumanLungAIS5.74e-034.75e-01-0.1941
53905DUOX1RNA-P25T1-P25T1-3HumanLungAIS1.99e-055.79e-01-0.2107
53905DUOX1RNA-P25T1-P25T1-4HumanLungAIS1.80e-096.56e-01-0.2119
53905DUOX1C04HumanOral cavityOSCC5.46e-073.18e-010.2633
53905DUOX1C21HumanOral cavityOSCC1.41e-214.88e-010.2678
53905DUOX1C30HumanOral cavityOSCC1.16e-186.72e-010.3055
53905DUOX1C38HumanOral cavityOSCC2.68e-127.77e-010.172
53905DUOX1C43HumanOral cavityOSCC1.09e-082.54e-010.1704
53905DUOX1C46HumanOral cavityOSCC2.33e-214.63e-010.1673
53905DUOX1C51HumanOral cavityOSCC1.08e-176.35e-010.2674
53905DUOX1C57HumanOral cavityOSCC5.94e-083.32e-010.1679
53905DUOX1C06HumanOral cavityOSCC2.92e-055.20e-010.2699
53905DUOX1C08HumanOral cavityOSCC2.18e-031.72e-010.1919
53905DUOX1C09HumanOral cavityOSCC2.55e-154.27e-010.1431
53905DUOX1LN22HumanOral cavityOSCC2.05e-079.05e-010.1733
53905DUOX1LN46HumanOral cavityOSCC4.35e-134.24e-010.1666
53905DUOX1LP15HumanOral cavityLP1.56e-047.12e-010.2174
53905DUOX1SYSMH1HumanOral cavityOSCC6.68e-072.88e-010.1127
53905DUOX1SYSMH2HumanOral cavityOSCC1.98e-073.58e-010.2326
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000697913LungAISresponse to oxidative stress75/1849446/187232.97e-061.60e-0475
GO:004206013LungAISwound healing71/1849422/187235.32e-062.52e-0471
GO:005159113LungAISresponse to cAMP21/184993/187232.35e-044.68e-0321
GO:00466838LungAISresponse to organophosphorus24/1849131/187232.14e-032.30e-0224
GO:00140748LungAISresponse to purine-containing compound25/1849148/187235.34e-034.56e-0225
GO:000697920Oral cavityOSCCresponse to oxidative stress273/7305446/187238.35e-221.65e-19273
GO:004206020Oral cavityOSCCwound healing237/7305422/187234.51e-132.18e-11237
GO:000963618Oral cavityOSCCresponse to toxic substance137/7305262/187237.94e-068.52e-05137
GO:007259316Oral cavityOSCCreactive oxygen species metabolic process122/7305239/187239.73e-057.34e-04122
GO:00192214Oral cavityOSCCcytokine-mediated signaling pathway222/7305472/187232.02e-041.35e-03222
GO:190303418Oral cavityOSCCregulation of response to wounding87/7305167/187233.91e-042.38e-0387
GO:199074818Oral cavityOSCCcellular detoxification63/7305116/187235.80e-043.31e-0363
GO:009886918Oral cavityOSCCcellular oxidant detoxification55/7305101/187231.16e-035.89e-0355
GO:009723718Oral cavityOSCCcellular response to toxic substance65/7305124/187231.63e-037.74e-0365
GO:006104116Oral cavityOSCCregulation of wound healing69/7305134/187232.19e-039.95e-0369
GO:190303615Oral cavityOSCCpositive regulation of response to wounding40/730572/187233.21e-031.38e-0240
GO:00065756Oral cavityOSCCcellular modified amino acid metabolic process91/7305188/187235.33e-032.07e-0291
GO:009875418Oral cavityOSCCdetoxification75/7305152/187235.99e-032.28e-0275
GO:00903039Oral cavityOSCCpositive regulation of wound healing33/730559/187236.17e-032.33e-0233
GO:0006979110Oral cavityLPresponse to oxidative stress181/4623446/187235.74e-146.10e-12181
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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
DUOX1SNVMissense_Mutationrs376478271c.3949N>Ap.Glu1317Lysp.E1317KQ9NRD9protein_codingdeleterious(0)probably_damaging(0.986)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
DUOX1SNVMissense_Mutationc.3636C>Ap.His1212Glnp.H1212QQ9NRD9protein_codingdeleterious(0.01)possibly_damaging(0.593)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
DUOX1SNVMissense_Mutationc.2201N>Tp.Lys734Metp.K734MQ9NRD9protein_codingtolerated(0.06)benign(0.062)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DUOX1SNVMissense_Mutationc.3285C>Gp.Phe1095Leup.F1095LQ9NRD9protein_codingdeleterious(0.02)possibly_damaging(0.88)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DUOX1SNVMissense_Mutationnovelc.944A>Cp.Asp315Alap.D315AQ9NRD9protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DUOX1SNVMissense_Mutationc.2680N>Ap.Ala894Thrp.A894TQ9NRD9protein_codingtolerated(0.57)benign(0.001)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
DUOX1SNVMissense_Mutationc.3218N>Tp.Thr1073Metp.T1073MQ9NRD9protein_codingtolerated(0.1)benign(0.007)TCGA-C8-A12M-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DUOX1SNVMissense_Mutationc.3937N>Gp.Leu1313Valp.L1313VQ9NRD9protein_codingdeleterious(0.01)possibly_damaging(0.812)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DUOX1SNVMissense_Mutationc.1591N>Cp.Glu531Glnp.E531QQ9NRD9protein_codingtolerated(0.1)possibly_damaging(0.493)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
DUOX1SNVMissense_Mutationnovelc.3494G>Tp.Cys1165Phep.C1165FQ9NRD9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-OL-A6VQ-01Breastbreast invasive 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
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