TY - JOUR
T1 - Instrumental variable approaches to identifying the causal effect of educational attainment on dementia risk
AU - Nguyen, Thu T.
AU - Tchetgen, Eric J.Tchetgen
AU - Kawachi, Ichiro
AU - Gilman, Stephen E.
AU - Walter, Stefan
AU - Liu, Sze Y.
AU - Manly, Jennifer J.
AU - Glymour, M. Maria
N1 - Publisher Copyright:
© 2016 Elsevier Inc.
PY - 2016/1/1
Y1 - 2016/1/1
N2 - Purpose Education is an established correlate of cognitive status in older adulthood, but whether expanding educational opportunities would improve cognitive functioning remains unclear given limitations of prior studies for causal inference. Therefore, we conducted instrumental variable (IV) analyses of the association between education and dementia risk, using for the first time in this area, genetic variants as instruments as well as state-level school policies. Methods IV analyses in the Health and Retirement Study cohort (1998–2010) used two sets of instruments: (1) a genetic risk score constructed from three single-nucleotide polymorphisms (SNPs; n = 7981); and (2) compulsory schooling laws (CSLs) and state school characteristics (term length, student teacher ratios, and expenditures; n = 10,955). Results Using the genetic risk score as an IV, there was a 1.1% reduction in dementia risk per year of schooling (95% confidence interval, −2.4 to 0.02). Leveraging compulsory schooling laws and state school characteristics as IVs, there was a substantially larger protective effect (−9.5%; 95% confidence interval, −14.8 to −4.2). Analyses evaluating the plausibility of the IV assumptions indicated estimates derived from analyses relying on CSLs provide the best estimates of the causal effect of education. Conclusions IV analyses suggest education is protective against risk of dementia in older adulthood.
AB - Purpose Education is an established correlate of cognitive status in older adulthood, but whether expanding educational opportunities would improve cognitive functioning remains unclear given limitations of prior studies for causal inference. Therefore, we conducted instrumental variable (IV) analyses of the association between education and dementia risk, using for the first time in this area, genetic variants as instruments as well as state-level school policies. Methods IV analyses in the Health and Retirement Study cohort (1998–2010) used two sets of instruments: (1) a genetic risk score constructed from three single-nucleotide polymorphisms (SNPs; n = 7981); and (2) compulsory schooling laws (CSLs) and state school characteristics (term length, student teacher ratios, and expenditures; n = 10,955). Results Using the genetic risk score as an IV, there was a 1.1% reduction in dementia risk per year of schooling (95% confidence interval, −2.4 to 0.02). Leveraging compulsory schooling laws and state school characteristics as IVs, there was a substantially larger protective effect (−9.5%; 95% confidence interval, −14.8 to −4.2). Analyses evaluating the plausibility of the IV assumptions indicated estimates derived from analyses relying on CSLs provide the best estimates of the causal effect of education. Conclusions IV analyses suggest education is protective against risk of dementia in older adulthood.
KW - Causal inference
KW - Dementia
KW - Education
KW - Instrumental variables
KW - Unmeasured confounding
UR - http://www.scopus.com/inward/record.url?scp=84949519346&partnerID=8YFLogxK
U2 - 10.1016/j.annepidem.2015.10.006
DO - 10.1016/j.annepidem.2015.10.006
M3 - Article
C2 - 26633592
AN - SCOPUS:84949519346
SN - 1047-2797
VL - 26
SP - 71-76.e3
JO - Annals of Epidemiology
JF - Annals of Epidemiology
IS - 1
ER -