Design of artificial neural network and its applications to the analysis of alcoholism data.

Abstract:

:Artificial neural networks were applied to the alcoholism data to reveal nonlinear relationships between intermediate phenotypes, marker identity-by-descent sharing, and the affection status. A variable number of hidden units were considered to achieve a balance between the minimal mean-squared error and over-fitting of the data. The predictability of the affection status based on intermediate phenotype information (event-related potential 300, monoamine oxidase, and gender) was 65% to 75%, and sensitivity/specificity ranged around 50% to 80%. The IBD approach succeeded in identifying the same marker as previous studies, but also found additional peaks.

journal_name

Genet Epidemiol

journal_title

Genetic epidemiology

authors

Li W,Haghighi F,Falk CT

doi

10.1002/gepi.1370170738

subject

Has Abstract

pub_date

1999-01-01 00:00:00

pages

S223-8

eissn

0741-0395

issn

1098-2272

journal_volume

17 Suppl 1

pub_type

杂志文章
  • Family-based association tests for qualitative and quantitative traits using single-nucleotide polymorphism and microsatellite data.

    abstract::Using the Genetic Analysis Workshop 12 simulated data, we contrasted results for association tests in nuclear families and extended pedigrees using single-nucleotide polymorphism (SNP) data, and we compared results for different trait definitions, for outbred and isolate populations, and for SNP and microsatellite dat...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.2001.21.s1.s364

    authors: Wilk JB,Volcjak JS,Myers RH,Maher NE,Knowlton BA,Heard-Costa NL,Demissie S,Cupples LA,DeStefano AL

    更新日期:2001-01-01 00:00:00

  • Replication of genetic associations as pseudoreplication due to shared genealogy.

    abstract::The genotypes of individuals in replicate genetic association studies have some level of correlation due to shared descent in the complete pedigree of all living humans. As a result of this genealogical sharing, replicate studies that search for genotype-phenotype associations using linkage disequilibrium between mark...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.20400

    authors: Rosenberg NA,Vanliere JM

    更新日期:2009-09-01 00:00:00

  • Power of the linkage test for a heterogeneous disorder due to two independent inherited causes: a simulation study.

    abstract::We have conducted a simulation study in small pedigrees to investigate the power to detect linkage and heterogeneity for a disorder due to either one of two independent disease loci. We have considered a highly polymorphic marker locus (PIC = 70%) linked to one disease locus and unlinked to the second. The power to de...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.1370070306

    authors: Martinez M,Goldin LR

    更新日期:1990-01-01 00:00:00

  • Gene-environment interaction tests for dichotomous traits in trios and sibships.

    abstract::When testing for genetic effects, failure to account for a gene-environment interaction can mask the true association effects of a genetic marker with disease. Family-based association tests are popular because they are completely robust to population substructure and model misspecification. However, when testing for ...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.20421

    authors: Hoffmann TJ,Lange C,Vansteelandt S,Laird NM

    更新日期:2009-12-01 00:00:00

  • Improving power for rare-variant tests by integrating external controls.

    abstract::Due to the drop in sequencing cost, the number of sequenced genomes is increasing rapidly. To improve power of rare-variant tests, these sequenced samples could be used as external control samples in addition to control samples from the study itself. However, when using external controls, possible batch effects due to...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.22057

    authors: Lee S,Kim S,Fuchsberger C

    更新日期:2017-11-01 00:00:00

  • Ordered multinomial regression for genetic association analysis of ordinal phenotypes at Biobank scale.

    abstract::Logistic regression is the primary analysis tool for binary traits in genome-wide association studies (GWAS). Multinomial regression extends logistic regression to multiple categories. However, many phenotypes more naturally take ordered, discrete values. Examples include (a) subtypes defined from multiple sources of ...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.22276

    authors: German CA,Sinsheimer JS,Klimentidis YC,Zhou H,Zhou JJ

    更新日期:2020-04-01 00:00:00

  • Investigation of a candidate gene, environment, and G x E interaction using case-control and case-parent study designs.

    abstract::We investigated the independent contributions of a candidate gene and an environmental factor, and the presence of gene x environment (G x E) interaction, in the etiology of a disease in the Genetic Analysis Workshop (GAW) 12 problem 2 simulated data using a two-stage approach utilizing both case-control and case-pare...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.2001.21.s1.s843

    authors: Norris JM,Selinger-Leneman H,Génin E

    更新日期:2001-01-01 00:00:00

  • Association and linkage analysis of ICD-10 diagnosis for alcoholism.

    abstract::We analyzed the GAW11 data on alcoholism provided by the Collaborative Study on the Genetics of Alcoholism (COGA) using an extension of a new test of linkage and association for quantitative traits developed by George et al. [1999]. This method determines linkage between marker loci and quantitative traits, when allel...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.1370170758

    authors: Tiwari HK,Zhu X,Elston RC,Shu Y,George V

    更新日期:1999-01-01 00:00:00

  • Detecting interactions between gene, site, and environmental variables using GAP.

    abstract::Regressive models that incorporate measured variables and assumed genetic parameters were used to detect interactions between gene, research site, and environmental variables in GAW11 Problem 2. Replicates 1 to 5 were used in the analyses. Significant three-way gene x environment x site interactions were seen for all ...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.13701707118

    authors: Shin J,Corey M

    更新日期:1999-01-01 00:00:00

  • Power of non-parametric linkage analysis in mapping genes contributing to human longevity in long-lived sib-pairs.

    abstract::This report investigates the power issue in applying the non-parametric linkage analysis of affected sib-pairs (ASP) [Kruglyak and Lander, 1995: Am J Hum Genet 57:439-454] to localize genes that contribute to human longevity using long-lived sib-pairs. Data were simulated by introducing a recently developed statistica...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.10304

    authors: Tan Q,Zhao JH,Iachine I,Hjelmborg J,Vach W,Vaupel JW,Christensen K,Kruse TA

    更新日期:2004-04-01 00:00:00

  • The role of environmental heterogeneity in meta-analysis of gene-environment interactions with quantitative traits.

    abstract::With challenges in data harmonization and environmental heterogeneity across various data sources, meta-analysis of gene-environment interaction studies can often involve subtle statistical issues. In this paper, we study the effect of environmental covariate heterogeneity (within and between cohorts) on two approache...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.21810

    authors: Li S,Mukherjee B,Taylor JM,Rice KM,Wen X,Rice JD,Stringham HM,Boehnke M

    更新日期:2014-07-01 00:00:00

  • Linkage disequilibrium structure and its impact on the localization of a candidate functional mutation.

    abstract::We have used the unblinded MG1/Q1 Genetic Analysis Workshop 12 simulated data as a model system for investigating the use of linkage disequilibrium structure and simple genotype-phenotype associations to identify candidate functional mutations within a gene of interest. Analysis of the pattern of pairwise linkage dise...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.2001.21.s1.s620

    authors: Huang Q,Morrison AC,Boerwinkle E

    更新日期:2001-01-01 00:00:00

  • A sliding-window weighted linkage disequilibrium test.

    abstract::Multilocus linkage disequilibrium (LD) tests that consider inter-marker (LD) are more powerful than single-locus tests when disease etiology is contributed simultaneously by several linked and correlated loci. However, inclusion of redundant non-informative markers may result in reduced testing power and/or inflated f...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.20165

    authors: Yang HC,Lin CY,Fann CS

    更新日期:2006-09-01 00:00:00

  • Propensity score-based nonparametric test revealing genetic variants underlying bipolar disorder.

    abstract::Association analysis has led to the identification of many genetic variants for complex diseases. While assessing the association between genes and a disease, other factors can play an important role. The consequence of not considering covariates (such as population stratification and environmental factors) is well-do...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.20558

    authors: Jiang Y,Zhang H

    更新日期:2011-02-01 00:00:00

  • Population-based family study designs: an interdisciplinary research framework for genetic epidemiology.

    abstract::Most complex traits such as cancer and coronary heart diseases are attributed either to heritable factors or to environmental factors or to both. Dissecting the genetic and environmental etiology of complex traits thus requires an interdisciplinary research strategy. Genetic studies generally involve families and inve...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章,评审

    doi:10.1002/(SICI)1098-2272(1997)14:4<365::AID-GEPI3>3

    authors: Zhao LP,Hsu L,Davidov O,Potter J,Elston RC,Prentice RL

    更新日期:1997-01-01 00:00:00

  • Monte Carlo analysis on a large pedigree.

    abstract::Monte Carlo methods for linkage and segregation analysis are applied to the HGAR1 pedigree. To address these data, the methods are extended in several ways. The results are compared with those provided by PAP. ...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.1370100658

    authors: Thompson EA,Lin S,Olshen AB,Wijsman EM

    更新日期:1993-01-01 00:00:00

  • Robust inference for variance components models in families ascertained through probands: I. Conditioning on proband's phenotype.

    abstract::A robust approach for estimating standard errors of variance components by using quantitative phenotypes from families ascertained through a proband with an extreme phenotypic value is presented. Estimators that use the multivariate normal distribution as a "working likelihood" are obtained by computing conditional ln...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.1370040305

    authors: Beaty TH,Liang KY

    更新日期:1987-01-01 00:00:00

  • Effect of physical activity on lipid levels in a population-based sample of men with and without the Arg192 variant of the human paraoxonase gene.

    abstract::The prevalence of cardiovascular risk factors in Gerona, Spain, is high for the low myocardial infarction incidence and mortality rates in the province. Physical activity is a protective factor against coronary heart disease. We investigated whether the genetic variants Q and R of the paraoxonase Gln-Arg 192 polymorph...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/(SICI)1098-2272(200003)18:3<276::AID-GEPI6

    authors: Sentí M,Aubó C,Elosua R,Sala J,Tomás M,Marrugat J

    更新日期:2000-03-01 00:00:00

  • Two common polymorphisms in the APO A-IV coding gene: their evolution and linkage disequilibrium.

    abstract::Human apolipoprotein A-IV (APO A-IV) exhibits a common protein polymorphism detectable by isoelectric focusing (IEF) due to a single base substitution at codon 360 which replaces the frequently occurring glutamine residue (allele 1) with histidine (allele 2). Recently, sequence analysis of the APO A-IV coding region h...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.1370090503

    authors: Kamboh MI,Hamman RF,Ferrell RE

    更新日期:1992-01-01 00:00:00

  • Lifestyle and blood pressure levels in male twins in Utah.

    abstract::Healthy male monozygotic (MZ) and dizygotic (DZ) twin pairs (MZ pairs = 77; DZ pairs = 88) were studied to assess the effect of dietary intake, physical activity, physical fitness, body mass index (BMI), sum of the triceps and subscapular skinfold measurements, alcohol and caffeine consumption, and smoking patterns on...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.1370050409

    authors: Slattery ML,Bishop DT,French TK,Hunt SC,Meikle AW,Williams RR

    更新日期:1988-01-01 00:00:00

  • A multimarker regression-based test of linkage for affected sib-pairs at two linked loci.

    abstract::We address the analytical problem of evaluating the evidence for linkage at a test locus while taking into account the effect of a known linked disease locus. The method we propose is a multimarker regression approach that models the identity-by-descent states for affected sib-pairs at a series of linked markers in te...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.20137

    authors: Barber MJ,Todd JA,Cordell HJ

    更新日期:2006-04-01 00:00:00

  • To type or not to type: the use of unaffected siblings in nonparametric linkage analysis.

    abstract::Unaffected individuals are often disregarded in nonparametric linkage analysis. Because of the presumed high complexity of genetic interactions and the resulting low penetrance of any single genetic effect, the statistical contribution of unaffected sib pairs is thought to be considerably lower than that of the affect...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.2001.21.s1.s522

    authors: Majewski J

    更新日期:2001-01-01 00:00:00

  • Genome-wide linkage analysis using genetic variance components of alcohol dependency-associated censored and continuous traits.

    abstract::We used variance-components analysis to investigate the additive genetic effects regulating some of the phenotypes included in the GAW11 data set. Variance-components models were fitted using Gibbs sampling methods in BUGS v 0.6. Linkage analyses for both multivariate normal (MvN) traits and right censored survival ti...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.1370170748

    authors: Palmer LJ,Tiller KJ,Burton PR

    更新日期:1999-01-01 00:00:00

  • Presidential address: Six open questions to genetic epidemiologists.

    abstract::Given the rapid pace with which genomics and other -omics disciplines are evolving, it is sometimes necessary to shift down a gear to consider more general scientific questions. In this line, in my presidential address I formulate six questions for genetic epidemiologists to ponder on. These cover the areas of reprodu...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.22191

    authors: König IR

    更新日期:2019-04-01 00:00:00

  • A computationally efficient hypothesis testing method for epistasis analysis using multifactor dimensionality reduction.

    abstract::Multifactor dimensionality reduction (MDR) was developed as a nonparametric and model-free data mining method for detecting, characterizing, and interpreting epistasis in the absence of significant main effects in genetic and epidemiologic studies of complex traits such as disease susceptibility. The goal of MDR is to...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.20360

    authors: Pattin KA,White BC,Barney N,Gui J,Nelson HH,Kelsey KT,Andrew AS,Karagas MR,Moore JH

    更新日期:2009-01-01 00:00:00

  • Bayesian meta-analysis across genome-wide association studies of diverse phenotypes.

    abstract::Genome-wide association studies (GWAS) are a powerful tool for understanding the genetic basis of diseases and traits, but most studies have been conducted in isolation, with a focus on either a single or a set of closely related phenotypes. We describe MetABF, a simple Bayesian framework for performing integrative me...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章,meta分析

    doi:10.1002/gepi.22202

    authors: Trochet H,Pirinen M,Band G,Jostins L,McVean G,Spencer CCA

    更新日期:2019-07-01 00:00:00

  • Relevance of the genes for bone mass variation to susceptibility to osteoporotic fractures and its implications to gene search for complex human diseases.

    abstract::We investigate the relevance of the genetic determination of bone mineral density (BMD) variation to that of differential risk to osteoporotic fractures (OF). The high heritability (h(2)) of BMD and the significant phenotypic correlations between high BMD and low risk to OF are well known. Little is reported on h(2) f...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.1040

    authors: Deng HW,Mahaney MC,Williams JT,Li J,Conway T,Davies KM,Li JL,Deng H,Recker RR

    更新日期:2002-01-01 00:00:00

  • Haplotype sharing analysis in affected individuals from nuclear families with at least one affected offspring.

    abstract::In diseases with a complex mode of inheritance, families with multiple affected individuals are difficult to ascertain. The haplotype sharing statistic (HSS) uses (hidden) co-ancestry between affected individuals from a founder population. These affected individuals will likely not only share the same mutation(s), but...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/(SICI)1098-2272(1997)14:6<915::AID-GEPI59>

    authors: Van der Meulen MA,te Meerman GJ

    更新日期:1997-01-01 00:00:00

  • Segregation analysis of autosomal dominant polycystic kidney disease.

    abstract::The results of classical segregation analysis on 159 families with polycystic kidney disease (PKD) are presented. It had been previously estimated that about 95% of autosomal dominant PKD (ADPKD) families have PKD1, the gene localized to chromosome 16p. The main purpose of the study was to determine if PKD shows any s...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.1370100305

    authors: Dobin A,Kimberling WJ,Pettinger W,Bailey-Wilson JE,Shugart YY,Gabow P

    更新日期:1993-01-01 00:00:00

  • On the association analysis of genome-sequencing data: A spatial clustering approach for partitioning the entire genome into nonoverlapping windows.

    abstract::For the association analysis of whole-genome sequencing (WGS) studies, we propose an efficient and fast spatial-clustering algorithm. Compared to existing analysis approaches for WGS data, that define the tested regions either by sliding or consecutive windows of fixed sizes along variants, a meaningful grouping of ne...

    journal_title:Genetic epidemiology

    pub_type: 杂志文章

    doi:10.1002/gepi.22040

    authors: Loehlein Fier H,Prokopenko D,Hecker J,Cho MH,Silverman EK,Weiss ST,Tanzi RE,Lange C

    更新日期:2017-05-01 00:00:00