Search results for "Statistical method"

showing 10 items of 207 documents

Hierarchical modeling for rare event detection and cell subset alignment across flow cytometry samples.

2013

Flow cytometry is the prototypical assay for multi-parameter single cell analysis, and is essential in vaccine and biomarker research for the enumeration of antigen-specific lymphocytes that are often found in extremely low frequencies (0.1% or less). Standard analysis of flow cytometry data relies on visual identification of cell subsets by experts, a process that is subjective and often difficult to reproduce. An alternative and more objective approach is the use of statistical models to identify cell subsets of interest in an automated fashion. Two specific challenges for automated analysis are to detect extremely low frequency event subsets without biasing the estimate by pre-processing…

Computer scienceAdaptive Immunitycomputer.software_genre0302 clinical medicineSingle-cell analysisEnumerationBiology (General)Immune ResponseEvent (probability theory)0303 health sciencesEcologymedicine.diagnostic_testT CellsStatisticsFlow Cytometry3. Good healthComputational Theory and MathematicsData modelModeling and SimulationMedicineData miningImmunotherapyResearch ArticleTumor ImmunologyQH301-705.5Immune CellsImmunologyContext (language use)BiostatisticsModels BiologicalFlow cytometry03 medical and health sciencesCellular and Molecular NeuroscienceGeneticsmedicineHumansSensitivity (control systems)Statistical MethodsImmunoassaysMolecular BiologyBiologyEcology Evolution Behavior and Systematics030304 developmental biologybusiness.industryImmunityReproducibility of ResultsPattern recognitionStatistical modelImmunologic SubspecialtiesLymphocyte SubsetsImmunologic TechniquesClinical ImmunologyArtificial intelligencebusinesscomputerMathematics030215 immunologyPLoS computational biology
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Anatomical Variations in the Sinoatrial Nodal Artery: A Meta-Analysis and Clinical Considerations

2016

Background and Objective The sinoatrial nodal artery (SANa) is a highly variable vessel which supplies blood to the sinoatrial node (SAN). Due to its variability and susceptibility to iatrogenic injury, our study aimed to assess the anatomy of the SANa and determine the prevalence of its anatomical variations. Study Design An extensive search of major electronic databases was performed to identify all articles reporting anatomical data on the SANa. No lower date limit or language restrictions were applied. Anatomical data regarding the artery were extracted and pooled into a meta-analysis. Results Sixty-six studies (n = 21455 hearts) were included in the meta-analysis. The SANa usually aros…

0301 basic medicinemedicine.medical_specialtyPopulation Dynamicslcsh:MedicineCoronary Artery Disease030204 cardiovascular system & hematologyResearch and Analysis MethodsVascular MedicineCoronary artery diseaseDatabase and Informatics Methods03 medical and health sciencesMathematical and Statistical Techniques0302 clinical medicinemedicine.arteryInternal medicineMedicine and Health SciencesmedicineStatistical MethodsDatabase SearchingPulmonary Arterieslcsh:ScienceSinoatrial nodal arteryCoronary ArteriesMultidisciplinaryPopulation BiologySinoatrial nodebusiness.industryIatrogenic injurylcsh:RBiology and Life SciencesArteriesmedicine.diseaseGeographic DistributionCoronary arteriesGeographic distributionmedicine.anatomical_structureMeta-analysisPhysical SciencesCardiovascular AnatomyCardiologyBlood Vesselslcsh:Q030101 anatomy & morphologyAnatomybusinessMathematicsStatistics (Mathematics)Research ArticleMeta-AnalysisPLOS ONE
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A Comparison between Heuristic, Statistical and Data-driven Methods in Landslide Susceptibility Assessment: an Application to the Briga and Giampilie…

2014

Susceptibility assessment concerning the estimation of areas prone to landslide is one of the most useful approach in the analysis of landslide hazard. Over the last years, in an attempt to find the best approach to evaluate landslide susceptibility, many methods have been developed. Among these, the heuristic, the statistical, and the data-driven approaches are very widespread, and they all are based on the concept that the conditions which led to landslide movements in the past will control the probability of movement occurrence in the future. This study presents an assessment of landslide susceptibility in which models of the three different methodologies, such as the heuristic approach,…

Data-driven methodsSettore ICAR/02 - Costruzioni Idrauliche E Marittime E IdrologiaHeuristic methodLandlside Susceptibility AssesmentStatistical method
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Mid- to Long-Term Outcomes of Cervical Disc Arthroplasty versus Anterior Cervical Discectomy and Fusion for Treatment of Symptomatic Cervical Disc Di…

2015

Purpose This study aimed to investigate the mid- to long-term outcomes of cervical disc arthroplasty (CDA) versus anterior cervical discectomy and fusion (ACDF) for the treatment of 1-level or 2-level symptomatic cervical disc disease. Methods Medline, Embase, and the Cochrane Central Register of Controlled Trials databases were searched to identify relevant randomized controlled trials that reported mid- to long-term outcomes (at least 48 months) of CDA versus ACDF. All data were analyzed by Review Manager 5.3 software. The relative risk (RR) and 95% confidence intervals (CIs) were calculated for dichotomous variables. The weighted mean difference (WMD) and 95%CIs were calculated for conti…

medicine.medical_treatmentlcsh:MedicineAnterior cervical discectomy and fusionIntervertebral Disc Degenerationlaw.inventionDatabase and Informatics MethodsMathematical and Statistical Techniques0302 clinical medicineRandomized controlled triallawMedicine and Health SciencesDatabase Searchinglcsh:ScienceRandomized Controlled Trials as Topic030222 orthopedicsMultidisciplinaryResearch AssessmentTreatment Outcomemedicine.anatomical_structureResearch DesignMeta-analysisPhysical SciencesCervical VertebraeIntervertebral Disc DisplacementStatistics (Mathematics)DiskectomyResearch ArticleCervical vertebraemedicine.medical_specialtyDrug Research and DevelopmentSystematic ReviewsClinical Research DesignVisual analogue scaleSurgical and Invasive Medical ProceduresResearch and Analysis MethodsArthroplasty03 medical and health sciencesMusculoskeletal System ProceduresDiscectomyConfidence IntervalsmedicineHumansClinical TrialsStatistical MethodsPharmacologybusiness.industrylcsh:RArthroplastyRandomized Controlled TrialsSurgeryRelative risklcsh:QAdverse EventsClinical MedicinebusinessMathematics030217 neurology & neurosurgeryMeta-AnalysisPLoS ONE
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Removing Batch Effects from Longitudinal Gene Expression - Quantile Normalization Plus ComBat as Best Approach for Microarray Transcriptome Data

2016

International audience; Technical variation plays an important role in microarray-based gene expression studies, and batch effects explain a large proportion of this noise. It is therefore mandatory to eliminate technical variation while maintaining biological variability. Several strategies have been proposed for the removal of batch effects, although they have not been evaluated in large-scale longitudinal gene expression data. In this study, we aimed at identifying a suitable method for batch effect removal in a large study of microarray-based longitudinal gene expression. Monocytic gene expression was measured in 1092 participants of the Gutenberg Health Study at baseline and 5-year fol…

Male0301 basic medicineMolecular biologyMicroarrayslcsh:MedicineGene ExpressionPolynomialsMonocytesMathematical and Statistical Techniques0302 clinical medicineLongitudinal StudiesProspective Studieslcsh:ScienceOligonucleotide Array Sequence AnalysisGeneticsPrincipal Component Analysis[SDV.MHEP] Life Sciences [q-bio]/Human health and pathologyMultidisciplinaryGenomicsReplicateMiddle AgedRegressionRNA isolationBioassays and Physiological Analysis030220 oncology & carcinogenesisPhysical SciencesPrincipal component analysisFemaleRNA hybridizationDNA microarrayTranscriptome AnalysisStatistics (Mathematics)Research ArticleAdultComputational biologyBiologyBiomolecular isolationGeneralized linear mixed model03 medical and health sciencesDeming regressionExtraction techniquesGeneticsHumansStatistical MethodsAgedQuantile normalizationMolecular probe techniquesGene Expression Profilinglcsh:RBiology and Life SciencesComputational BiologyGenome AnalysisProbe hybridizationRNA extractionResearch and analysis methodsGene expression profilingMolecular biology techniquesAlgebra030104 developmental biologyNonlinear DynamicsMultivariate Analysislcsh:QMathematics[SDV.MHEP]Life Sciences [q-bio]/Human health and pathology
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A Critical Review of Statistical Methods for Twin Studies Relating Exposure to Early Life Health Conditions

2021

International audience; When investigating disease etiology, twin data provide a unique opportunity to control for confounding and disentangling the role of the human genome and exposome. However, using appropriate statistical methods is fundamental for exploiting such potential. We aimed to critically review the statistical approaches used in twin studies relating exposure to early life health conditions. We searched PubMed, Scopus, Web of Science, and Embase (2011–2021). We identified 32 studies and nine classes of methods. Five were conditional approaches (within-pair analyses): additive-common-erratic (ACE) models (11 studies), generalized linear mixed models (GLMMs, five studies), gene…

ExposomeComputer scienceHealth Toxicology and MutagenesisInferenceMarginal modelReviewexposomeGeneralized linear mixed modeltwin data03 medical and health sciences0302 clinical medicineDiscriminative modelchildren[STAT.AP] Statistics [stat]/Applications [stat.AP]StatisticsHumans030212 general & internal medicineGeneralized estimating equationchildren Exposome Genome Health Statistical methods Twin data Humans Linear Models Models Statisticalgenome030304 developmental biology0303 health sciences[STAT.AP]Statistics [stat]/Applications [stat.AP]Models StatisticalConfoundingPublic Health Environmental and Occupational HealthRhealthTwin studychildren exposome genome health statistical methods twin data[SDV.SPEE] Life Sciences [q-bio]/Santé publique et épidémiologieLinear Modelsstatistical methodsMedicine[SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie
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Temporal weights in loudness: Investigation of the effects of background noise and sound level

2019

Previous research has consistently shown that for sounds varying in intensity over time, the beginning of the sound is of higher importance for the perception of loudness than later parts (primacy effect). However, in all previous studies, the target sounds were presented in quiet, and at a fixed average sound level. In the present study, temporal loudness weights for a time-varying narrowband noise were investigated in the presence of a continuous bandpass-filtered background noise and the average sound levels of the target stimuli were varied across a range of 60 dB. Pronounced primacy effects were observed in all conditions and there were no significant differences between the temporal w…

MaleTime FactorsVisionLoudness PerceptionInformation TheorySocial SciencesNervous SystemMathematical and Statistical TechniquesAnimal CellsMedicine and Health SciencesPsychologyNeuronsNervesPhysicsStatisticsQRAmbient NoiseSoundPhysical SciencesEngineering and TechnologyMedicineFemaleSound PressureSensory PerceptionAnatomyCellular TypesPerceptual Maskingpsychological phenomena and processesPsychoacousticsResearch ArticleAdultComputer and Information SciencesAdolescentScienceModels PsychologicalResearch and Analysis MethodsAuditory NervesYoung Adultotorhinolaryngologic diseasesHumansStatistical MethodsBackground Signal NoiseBiology and Life SciencesAuditory ThresholdAcousticsCell BiologyAcoustic StimulationCellular Neuroscience150 PsychologieSignal ProcessingNoise150 PsychologyMathematicsNeuroscienceForecasting
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The clinical use of statistical permutation test methodology: a tool for identifying predictive variables of outcome.

2015

<b><i>Objectives:</i></b> To identify the predictive variables affecting the outcome after radical surgery for bladder cancer by a newer statistical methodology, i.e. nonparametric combination (NPC). <b><i>Methods:</i></b> A multicenter study enrolled 1,312 patients who had undergone radical cystectomy for bladder cancer in 11 Italian oncological centers from January 1982 to December 2002. A statistical analysis<b> </b>of their medical history and diagnostic, pathological and postoperative variables was performed using a NPC test. The<b> </b>patients were included in a comprehensive database with medical history and cli…

AdultMalemedicine.medical_specialtyUrologyStatistics as TopicHydronephrosisnonparametric combinationCystectomyOutcome (game theory)Statistics NonparametricBladder cancer; Permutation test; PrognosisSettore MED/24 - UrologiaBladder cancer Prognosis Permutation testPredictive Value of TestsResamplingMedicineHumansPermutation testRadical surgeryIntensive care medicineAgedNeoplasm StagingRetrospective StudiesAged 80 and overCarcinoma Transitional CellBladder cancerbusiness.industryBladder cancerProstatePermutation testsMiddle Agedmedicine.diseasePrognosisradical surgery for bladder; nonparametric combinationradical surgery for bladderSurgeryPatient Outcome Assessmentbladder cancer; Prognosis; Permutation testsItalyUrinary Bladder NeoplasmsBladdder Cancer Cystectomy outcome statistical methodologyData Interpretation StatisticalLymphatic MetastasisMultivariate AnalysisFemalePredictive variablesradical surgery for bladder nonparametric combinationbusiness
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Psychometric properties of the German version of the Self-Image Scale (SIS-D)

2020

Background The Self-Image Scale is a self-report measure originally developed for use in women with cancer. Two subscales assess appearance satisfaction (self-acceptance) and perceptions of partners’ acceptance of their appearance (partner-acceptance). This study aimed to increase the Self-Image Scale’s utility by 1) confirming the two-factor structure of the German version of the Self-Image Scale, 2) testing measurement invariance across sex and age groups and validity, and 3) gathering general population normative data. Methods Confirmatory factor analysis methods were used to examine the proposed two-factor model in a random sample of adults from the general German population (N = 1367).…

MalePsychometrics150Social SciencesAdolescentsGermanFamilies0302 clinical medicineMathematical and Statistical TechniquesSurveys and QuestionnairesBreast TumorsMedicine and Health SciencesPsychology030212 general & internal medicineChildrenLanguageeducation.field_of_studySex CharacteristicsMultidisciplinaryDepressionQStatisticsRResearch AssessmentMiddle AgedConfirmatory factor analysisOncology030220 oncology & carcinogenesisScale (social sciences)Physical ScienceslanguageMedicineEducational StatusFemalePsychologyFactor AnalysisClinical psychologyResearch ArticlePsychometricsSciencePopulationSelf-conceptResearch and Analysis Methods03 medical and health sciencesMental Health and PsychiatryBreast CancerAdultsHumansMeasurement invarianceStatistical MethodseducationMood DisordersBiology and Life SciencesCancers and NeoplasmsReproducibility of Resultslanguage.human_languageSelf ConceptAge GroupsPeople and PlacesNormativePopulation GroupingsFactor Analysis StatisticalMathematicsPLoS ONE
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Expression quantitative trait loci for PAX8 contributes to the prognosis of hepatocellular carcinoma

2017

Paired-box family member PAX8 encodes a transcription factor that has a role in cell differentiation and cell growth and may participate in the prognosis of hepatocellular carcinoma (HCC). By bioinformatics analysis, we identified several single nucleotide polymorphisms (SNPs) within a newly identified long non-coding RNA (lncRNA) AC016683.6 as expression quantitative trait loci (eQTLs) for PAX8. Hence, we hypothesized that PAX8eQTLs in lncRNA AC016683.6 may influence the HCC prognosis. We then performed a case-only study to assess the association between the two SNPs as well as the prognosis of HCC in 331 HBV-positive HCC patients without surgical treatment. Cox proportional hazard models …

0301 basic medicineMaleHeredityPaired BoxCancer Treatmentlcsh:MedicineBiochemistry0302 clinical medicineMathematical and Statistical TechniquesMedicine and Health Scienceslcsh:ScienceMultidisciplinaryPharmaceuticsLiver DiseasesLiver NeoplasmsMiddle AgedPrognosisNucleic acidsSurvival RateGenetic MappingOncology030220 oncology & carcinogenesisHepatocellular carcinomaPhysical SciencesRegression AnalysisFemaleLiver cancerStatistics (Mathematics)Research ArticleCarcinoma HepatocellularGenotypeQuantitative Trait LociSingle-nucleotide polymorphismVariant GenotypesGastroenterology and HepatologyResearch and Analysis MethodsCarcinomasPolymorphism Single Nucleotide03 medical and health sciencesPAX8 Transcription FactorProtein DomainsDrug TherapyDiagnostic MedicineGastrointestinal TumorsCarcinomamedicineGeneticsChemotherapyHumansGenetic Predisposition to DiseaseAlleleStatistical MethodsNon-coding RNASurvival rateSurvival analysisAllelesbusiness.industrylcsh:RCancers and NeoplasmsBiology and Life SciencesProteinsHepatocellular Carcinomamedicine.disease030104 developmental biologyExpression quantitative trait lociCancer researchLong non-coding RNAsRNAlcsh:QbusinessMathematicsPLoS ONE
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