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: DNAAF1

Gene summary for DNAAF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAAF1

Gene ID

123872

Gene namedynein axonemal assembly factor 1
Gene AliasCILD13
Cytomap16q24.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q8NEP3


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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
123872DNAAF1ctrl6HumanBreastPrecancer1.18e-138.76e-01-0.0061
123872DNAAF1brca10HumanBreastPrecancer4.42e-381.01e+00-0.0029
123872DNAAF1C09HumanOral cavityOSCC2.11e-133.82e-010.1431
123872DNAAF1LP15HumanOral cavityLP3.19e-085.59e-010.2174
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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:00487329BreastPrecancergland development49/1080436/187236.11e-061.73e-0449
GO:00018898BreastPrecancerliver development21/1080147/187231.08e-041.96e-0321
GO:00610088BreastPrecancerhepaticobiliary system development21/1080150/187231.45e-042.49e-0321
GO:00605625BreastPrecancerepithelial tube morphogenesis31/1080325/187234.21e-033.31e-0231
GO:004873220Oral cavityOSCCgland development226/7305436/187232.78e-085.39e-07226
GO:000188918Oral cavityOSCCliver development87/7305147/187235.54e-078.08e-0687
GO:006100818Oral cavityOSCChepaticobiliary system development88/7305150/187238.13e-071.12e-0588
GO:00303238Oral cavityOSCCrespiratory tube development95/7305181/187231.53e-041.07e-0395
GO:00303248Oral cavityOSCClung development91/7305177/187235.18e-043.01e-0391
GO:00991113Oral cavityOSCCmicrotubule-based transport96/7305190/187237.92e-044.27e-0396
GO:00605416Oral cavityOSCCrespiratory system development100/7305203/187231.83e-038.60e-03100
GO:00328863Oral cavityOSCCregulation of microtubule-based process115/7305240/187232.95e-031.28e-02115
GO:00605629Oral cavityOSCCepithelial tube morphogenesis149/7305325/187236.73e-032.50e-02149
GO:000188919Oral cavityLPliver development62/4623147/187232.32e-065.14e-0562
GO:0048732110Oral cavityLPgland development149/4623436/187234.51e-069.17e-05149
GO:006100819Oral cavityLPhepaticobiliary system development62/4623150/187235.13e-061.03e-0462
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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
DNAAF1SNVMissense_Mutationnovelc.761G>Ap.Gly254Glup.G254EQ8NEP3protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNAAF1SNVMissense_Mutationnovelc.509A>Gp.Glu170Glyp.E170GQ8NEP3protein_codingdeleterious(0)possibly_damaging(0.775)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
DNAAF1SNVMissense_Mutationnovelc.617A>Cp.His206Prop.H206PQ8NEP3protein_codingdeleterious(0.03)possibly_damaging(0.674)TCGA-LL-A441-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DNAAF1insertionIn_Frame_Insnovelc.1583_1584insCAGTGGCACAATCTCGGCTCATTGCAACCTCCCTCTCCCAGGTTCp.Gly528_Thr529insSerGlyThrIleSerAlaHisCysAsnLeuProLeuProGlySerp.G528_T529insSGTISAHCNLPLPGSQ8NEP3protein_codingTCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DNAAF1SNVMissense_Mutationrs574238677c.460C>Tp.Arg154Cysp.R154CQ8NEP3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DNAAF1SNVMissense_Mutationrs769351361c.1430N>Tp.Pro477Leup.P477LQ8NEP3protein_codingtolerated(0.43)benign(0)TCGA-FU-A3YQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DNAAF1SNVMissense_Mutationc.1024N>Cp.Glu342Glnp.E342QQ8NEP3protein_codingtolerated(0.08)benign(0.155)TCGA-JW-A5VI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapytopotecanPD
DNAAF1SNVMissense_Mutationrs745857720c.872C>Tp.Ala291Valp.A291VQ8NEP3protein_codingdeleterious(0)possibly_damaging(0.766)TCGA-VS-A950-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
DNAAF1SNVMissense_Mutationc.400C>Ap.Leu134Ilep.L134IQ8NEP3protein_codingdeleterious(0)possibly_damaging(0.747)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DNAAF1SNVMissense_Mutationrs149659582c.2063N>Tp.Pro688Leup.P688LQ8NEP3protein_codingdeleterious(0.01)benign(0.003)TCGA-AA-A004-01Colorectumcolon adenocarcinomaMale>=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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