Literature DB >> 21593989

Causal Inference and Observational Research: The Utility of Twins.

Matt McGue1, Merete Osler2, Kaare Christensen3.   

Abstract

Valid causal inference is central to progress in theoretical and applied psychology. Although the randomized experiment is widely considered the gold standard for determining whether a given exposure increases the likelihood of some specified outcome, experiments are not always feasible and in some cases can result in biased estimates of causal effects. Alternatively, standard observational approaches are limited by the possibility of confounding, reverse causation, and the nonrandom distribution of exposure (i.e., selection). We describe the counterfactual model of causation and apply it to the challenges of causal inference in observational research, with a particular focus on aging. We argue that the study of twin pairs discordant on exposure, and in particular discordant monozygotic twins, provides a useful analog to the idealized counterfactual design. A review of discordant-twin studies in aging reveals that they are consistent with, but do not unambiguously establish, a causal effect of lifestyle factors on important late-life outcomes. Nonetheless, the existing studies are few in number and have clear limitations that have not always been considered in interpreting their results. It is concluded that twin researchers could make greater use of the discordant-twin design as one approach to strengthen causal inferences in observational research.
© The Author(s) 2010.

Entities:  

Keywords:  causal inference; discordant-twin design; lifestyle influences in aging; twin research

Year:  2010        PMID: 21593989      PMCID: PMC3094752          DOI: 10.1177/1745691610383511

Source DB:  PubMed          Journal:  Perspect Psychol Sci        ISSN: 1745-6916


  63 in total

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2.  Separation of individual-level and cluster-level covariate effects in regression analysis of correlated data.

Authors:  Melissa D Begg; Michael K Parides
Journal:  Stat Med       Date:  2003-08-30       Impact factor: 2.373

3.  In a randomized controlled trial, missing data led to biased results regarding anxiety.

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Journal:  J Clin Epidemiol       Date:  2004-11       Impact factor: 6.437

4.  Socioeconomic status and social support following illicit drug use: causal pathways or common liability?

Authors:  Sarah E Bergen; Charles O Gardner; Steven H Aggen; Kenneth S Kendler
Journal:  Twin Res Hum Genet       Date:  2008-06       Impact factor: 1.587

5.  Loneliness as a specific risk factor for depressive symptoms: cross-sectional and longitudinal analyses.

Authors:  John T Cacioppo; Mary Elizabeth Hughes; Linda J Waite; Louise C Hawkley; Ronald A Thisted
Journal:  Psychol Aging       Date:  2006-03

6.  Alcohol consumption and the incidence of type 2 diabetes: a 20-year follow-up of the Finnish twin cohort study.

Authors:  Sofia Carlsson; Niklas Hammar; Valdemar Grill; Jaakko Kaprio
Journal:  Diabetes Care       Date:  2003-10       Impact factor: 19.112

7.  Does participation in leisure activities lead to reduced risk of Alzheimer's disease? A prospective study of Swedish twins.

Authors:  Michael Crowe; Ross Andel; Nancy L Pedersen; Boo Johansson; Margaret Gatz
Journal:  J Gerontol B Psychol Sci Soc Sci       Date:  2003-09       Impact factor: 4.077

8.  A meta-analysis of alcohol consumption and the risk of 15 diseases.

Authors:  Giovanni Corrao; Vincenzo Bagnardi; Antonella Zambon; Carlo La Vecchia
Journal:  Prev Med       Date:  2004-05       Impact factor: 4.018

9.  Physical exercise at midlife and risk of dementia three decades later: a population-based study of Swedish twins.

Authors:  Ross Andel; Michael Crowe; Nancy L Pedersen; Laura Fratiglioni; Boo Johansson; Margaret Gatz
Journal:  J Gerontol A Biol Sci Med Sci       Date:  2008-01       Impact factor: 6.053

Review 10.  Alcohol-related morbidity and mortality.

Authors:  Jürgen Rehm; Gerhard Gmel; Christopher T Sempos; Maurizio Trevisan
Journal:  Alcohol Res Health       Date:  2003
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  176 in total

1.  Testing the Developmental Origins of Health and Disease Hypothesis for Psychopathology Using Family-Based Quasi-Experimental Designs.

Authors:  Brian M D'Onofrio; Quetzal A Class; Benjamin B Lahey; Henrik Larsson
Journal:  Child Dev Perspect       Date:  2014-09-01

2.  Genetic and environmental influences on odor identification ability in the very old.

Authors:  Richard L Doty; Inge Petersen; Nii Mensah; Kaare Christensen
Journal:  Psychol Aging       Date:  2011-05-30

3.  Skewed X inactivation and survival: a 13-year follow-up study of elderly twins and singletons.

Authors:  Jonas Mengel-From; Mikael Thinggaard; Lene Christiansen; James W Vaupel; Karen Helene Orstavik; Kaare Christensen
Journal:  Eur J Hum Genet       Date:  2011-12-07       Impact factor: 4.246

Review 4.  Genes, environments, personality, and successful aging: toward a comprehensive developmental model in later life.

Authors:  Nicholas R Eaton; Robert F Krueger; Susan C South; Tara L Gruenewald; Teresa E Seeman; Brent W Roberts
Journal:  J Gerontol A Biol Sci Med Sci       Date:  2012-03-27       Impact factor: 6.053

5.  Neighborhood Deprivation Moderates Shared and Unique Environmental Influences on Hazardous Drinking: Findings from a Cross-Sectional Co-Twin Study.

Authors:  Isaac C Rhew; Charles B Fleming; Siny Tsang; Erin Horn; Rick Kosterman; Glen E Duncan
Journal:  Subst Use Misuse       Date:  2020-04-23       Impact factor: 2.164

6.  Early trauma and inflammation: role of familial factors in a study of twins.

Authors:  Cherie Rooks; Emir Veledar; Jack Goldberg; J Douglas Bremner; Viola Vaccarino
Journal:  Psychosom Med       Date:  2012-01-27       Impact factor: 4.312

7.  Longitudinal association of inflammation with depressive symptoms: A 7-year cross-lagged twin difference study.

Authors:  Minxuan Huang; Shaoyong Su; Jack Goldberg; Andrew H Miller; Oleksiy M Levantsevych; Lucy Shallenberger; Pratik Pimple; Bradley Pearce; J Douglas Bremner; Viola Vaccarino
Journal:  Brain Behav Immun       Date:  2018-10-27       Impact factor: 7.217

8.  Heritability of resting heart rate and association with mortality in middle-aged and elderly twins.

Authors:  Magnus T Jensen; Mette Wod; Søren Galatius; Jacob B Hjelmborg; Gorm B Jensen; Kaare Christensen
Journal:  Heart       Date:  2017-06-21       Impact factor: 5.994

9.  The impact of neighbourhood deprivation on adolescent violent criminality and substance misuse: a longitudinal, quasi-experimental study of the total Swedish population.

Authors:  Amir Sariaslan; Niklas Långström; Brian D'Onofrio; Johan Hallqvist; Johan Franck; Paul Lichtenstein
Journal:  Int J Epidemiol       Date:  2013-08       Impact factor: 7.196

10.  The relationship between subjective well-being and mortality within discordant twin pairs from two independent samples.

Authors:  Gretchen R B Saunders; Irene J Elkins; Kaare Christensen; Matt McGue
Journal:  Psychol Aging       Date:  2018-05
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