Literature DB >> 19650055

Order-restricted scores test for the evaluation of population-based case-control studies when the genetic model is unknown.

Ludwig A Hothorn1, Torsten Hothorn.   

Abstract

The Cochran-Armitage (CA) linear trend test for proportions is often used for genotype-based analysis of candidate gene association. Depending on the underlying genetic mode of inheritance, the use of model-specific scores maximises the power. Commonly, the underlying genetic model, i.e. additive, dominant or recessive mode of inheritance, is a priori unknown. Association studies are commonly analysed using permutation tests, where both inference and identification of the underlying mode of inheritance are important. Especially interesting are tests for case-control studies, defined by a maximum over a series of standardised CA tests, because such a procedure has power under all three genetic models. We reformulate the test problem and propose a conditional maximum test of scores-specific linear-by-linear association tests. For maximum-type, sum and quadratic test statistics the asymptotic expectation and covariance can be derived in a closed form and the limiting distribution is known. Both the limiting distribution and approximations of the exact conditional distribution can easily be computed using standard software packages. In addition to these technical advances, we extend the area of application to stratified designs, studies involving more than two groups and the simultaneous analysis of multiple loci by means of multiplicity-adjusted p-values for the underlying multiple CA trend tests. The new test is applied to reanalyse a study investigating genetic components of different subtypes of psoriasis. A new and flexible inference tool for association studies is available both theoretically as well as practically since already available software packages can be easily used to implement the suggested test procedures.

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Mesh:

Year:  2009        PMID: 19650055     DOI: 10.1002/bimj.200800203

Source DB:  PubMed          Journal:  Biom J        ISSN: 0323-3847            Impact factor:   2.207


  8 in total

Review 1.  Genetic Polymorphisms and Peritoneal Membrane Function.

Authors:  Imad Siddique; K Scott Brimble; Louise Walkin; Angela Summers; Paul Brenchley; Sarah Herrick; Peter J Margetts
Journal:  Perit Dial Int       Date:  2014-11-13       Impact factor: 1.756

2.  Testing SNPs and sets of SNPs for importance in association studies.

Authors:  Holger Schwender; Ingo Ruczinski; Katja Ickstadt
Journal:  Biostatistics       Date:  2010-07-02       Impact factor: 5.899

3.  Differentiating the Cochran-Armitage Trend Test and Pearson's χ2 Test: Location and Dispersion.

Authors:  Zhengyang Zhou; Hung-Chih Ku; Zhipeng Huang; Guan Xing; Chao Xing
Journal:  Ann Hum Genet       Date:  2017-06-27       Impact factor: 1.670

4.  GSEA-SNP identifies genes associated with Johne's disease in cattle.

Authors:  Holly L Neibergs; Matthew L Settles; Robert H Whitlock; Jeremy F Taylor
Journal:  Mamm Genome       Date:  2010-08-13       Impact factor: 2.957

5.  A unifying framework for robust association testing, estimation, and genetic model selection using the generalized linear model.

Authors:  Christina Loley; Inke R König; Ludwig Hothorn; Andreas Ziegler
Journal:  Eur J Hum Genet       Date:  2013-04-10       Impact factor: 4.246

6.  Lower-order effects adjustment in quantitative traits model-based multifactor dimensionality reduction.

Authors:  Jestinah M Mahachie John; Tom Cattaert; François Van Lishout; Elena S Gusareva; Kristel Van Steen
Journal:  PLoS One       Date:  2012-01-05       Impact factor: 3.240

7.  Calculation of exact p-values when SNPs are tested using multiple genetic models.

Authors:  Rajesh Talluri; Jian Wang; Sanjay Shete
Journal:  BMC Genet       Date:  2014-06-20       Impact factor: 2.797

8.  Genetic signature of differentiated thyroid carcinoma susceptibility: a machine learning approach.

Authors:  Giulia Brigante; Clara Lazzaretti; Elia Paradiso; Federico Nuzzo; Martina Sitti; Frank Tüttelmann; Gabriele Moretti; Roberto Silvestri; Federica Gemignani; Asta Försti; Kari Hemminki; Rossella Elisei; Cristina Romei; Eric Adriano Zizzi; Marco Agostino Deriu; Manuela Simoni; Stefano Landi; Livio Casarini
Journal:  Eur Thyroid J       Date:  2022-09-12
  8 in total

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