Literature DB >> 19083089

A note on the parameterization of Purcell's G x E model for ordinal and binary data.

Sarah E Medland1, Michael C Neale, Lindon J Eaves, Benjamin M Neale.   

Abstract

Following the publication of Purcell's approach to the modeling of gene by environment interaction in 2002, the interest in G x E modeling in twin and family data increased dramatically. The analytic techniques described by Purcell were designed for use with continuous data. Here we explore the re-parameterization of these models for use with ordinal and binary outcome data. Analysis of binary and ordinal data within the context of a liability threshold model traditionally requires constraining the total variance to unity to ensure identification. Here, we demonstrate an alternative approach for use with ordinal data, in which the values of the first two thresholds are fixed, thus allowing the total variance to change as function of the moderator. We also demonstrate that when using binary data, constraining the total variance to unity for a given value of the moderator is sufficient to ensure identification. Simulation results indicate that analyses of ordinal and binary data can recover both the raw and standardized patterns of results. However, the scale of the results is dependent on the specification of (threshold or variance) constraints rather than the underlying distribution of liability. Example Mx scripts are provided.

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Year:  2008        PMID: 19083089      PMCID: PMC3988290          DOI: 10.1007/s10519-008-9247-7

Source DB:  PubMed          Journal:  Behav Genet        ISSN: 0001-8244            Impact factor:   2.805


  4 in total

1.  Variance components models for gene-environment interaction in twin analysis.

Authors:  Shaun Purcell
Journal:  Twin Res       Date:  2002-12

2.  Squeezing interval change from ordinal panel data: latent growth curves with ordinal outcomes.

Authors:  Paras D Mehta; Michael C Neale; Brian R Flay
Journal:  Psychol Methods       Date:  2004-09

3.  The power of the classical twin study to resolve variation in threshold traits.

Authors:  M C Neale; L J Eaves; K S Kendler
Journal:  Behav Genet       Date:  1994-05       Impact factor: 2.805

4.  Sleep during a regular week night: a twin-sibling study.

Authors:  Dorret I Boomsma; Eus J W van Someren; A Leo Beem; Eco J C de Geus; Gonneke Willemsen
Journal:  Twin Res Hum Genet       Date:  2008-10       Impact factor: 1.587

  4 in total
  15 in total

1.  Nonparametric Estimates of Gene × Environment Interaction Using Local Structural Equation Modeling.

Authors:  Daniel A Briley; K Paige Harden; Timothy C Bates; Elliot M Tucker-Drob
Journal:  Behav Genet       Date:  2015-08-29       Impact factor: 2.805

2.  Notes on Three Decades of Methodology Workshops.

Authors:  Hermine H Maes
Journal:  Behav Genet       Date:  2021-02-14       Impact factor: 2.805

3.  The Influence of Major Life Events on Economic Attitudes in a World of Gene-Environment Interplay.

Authors:  Peter K Hatemi
Journal:  Am J Pol Sci       Date:  2013-10-01

4.  Genetic and Environmental Contributions to Relationships and Divorce Attitudes.

Authors:  Peter K Hatemi; Rose McDermott; Lindon Eaves
Journal:  Pers Individ Dif       Date:  2015-01-01

5.  Operating characteristics of alternative statistical methods for detecting gene-by-measured environment interaction in the presence of gene-environment correlation in twin and sibling studies.

Authors:  Carol A Van Hulle; Benjamin B Lahey; Paul J Rathouz
Journal:  Behav Genet       Date:  2012-10-23       Impact factor: 2.805

6.  Heritability of high reading ability and its interaction with parental education.

Authors:  Angela Friend; John C DeFries; Richard K Olson; Bruce Pennington; Nicole Harlaar; Brian Byrne; Stefan Samuelsson; Erik G Willcutt; Sally J Wadsworth; Robin Corley; Janice M Keenan
Journal:  Behav Genet       Date:  2009-03-19       Impact factor: 2.805

7.  Genotype by environment interactions in cognitive ability: a survey of 14 studies from four countries covering four age groups.

Authors:  Dylan Molenaar; Sophie van der Sluis; Dorret I Boomsma; Claire M A Haworth; John K Hewitt; Nicholas G Martin; Robert Plomin; Margaret J Wright; Conor V Dolan
Journal:  Behav Genet       Date:  2013-02-10       Impact factor: 2.805

8.  Expanding the environment: gene × school-level SES interaction on reading comprehension.

Authors:  Sara A Hart; Brooke Soden; Wendy Johnson; Christopher Schatschneider; Jeanette Taylor
Journal:  J Child Psychol Psychiatry       Date:  2013-06-01       Impact factor: 8.982

9.  Gene-Environment Interplay in Twin Models.

Authors:  Brad Verhulst; Peter K Hatemi
Journal:  Polit Anal       Date:  2013-07

10.  Examining transactional influences between reading achievement and antisocially-behaving friends.

Authors:  Sara A Hart; Amy J Mikolajewski; Wendy Johnson; Christopher Schatschneider; Jeanette Taylor
Journal:  Pers Individ Dif       Date:  2014-12-01
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