title: Use of the Adaptive LASSO Method to Identify PM2.5 Components Associated with Blood Pressure in Elderly Men: The Veterans Affairs Normative Aging Study.
abstract: BACKGROUND
  PM2.5 (particulate matter ≤ 2.5 μm) has been associated with adverse cardiovascular outcomes, but it is unclear whether specific PM2.5 components, particularly metals, may be responsible for cardiovascular effects.
  
  
  OBJECTIVE
  We aimed to determine which PM2.5 components are associated with blood pressure in a longitudinal cohort.
  
  
  METHODS
  We fit linear mixed-effects models with the adaptive LASSO penalty to longitudinal data from 718 elderly men in the Veterans Affairs Normative Aging Study, 1999-2010. We controlled for PM2.5 mass, age, body mass index, use of antihypertensive medication (ACE inhibitors, non-ophthalmic beta blockers, calcium channel blockers, diuretics, and angiotensin receptor antagonists), smoking status, alcohol intake, years of education, temperature, and season as fixed effects in the models, and additionally applied the adaptive LASSO method to select PM2.5 components associated with blood pressure. Final models were identified by the Bayesian Information Criterion (BIC).
  
  
  RESULTS
  For systolic blood pressure (SBP), nickel (Ni) and sodium (Na) were selected by the adaptive LASSO, whereas only Ni was selected for diastolic blood pressure (DBP). An interquartile range increase (2.5 ng/m3) in 7-day moving-average Ni was associated with 2.48-mmHg (95% CI: 1.45, 3.50 mmHg) increase in SBP and 2.22-mmHg (95% CI: 1.69, 2.75 mmHg) increase in DBP, respectively. Associations were comparable when the analysis was restricted to study visits with PM2.5 below the 75th percentile of the distribution (12 μg/m3).
  
  
  CONCLUSIONS
  Our study suggested that exposure to ambient Ni was associated with increased blood pressure independent of PM2.5 mass in our study population of elderly men. Further research is needed to confirm our findings, assess generalizability to other populations, and identify potential mechanisms for Ni effects.
  
  
  BACKGROUND
  Dai L, Koutrakis P, Coull BA, Sparrow D, Vokonas PS, Schwartz JD. 2016. Use of the adaptive LASSO method to identify PM2.5 components associated with blood pressure in elderly men: the Veterans Affairs Normative Aging Study. Environ Health Perspect 124:120-125; http://dx.doi.org/10.1289/ehp.1409021.
authors.affiliation: Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA.
authors.forename: Lingzhen
authors.initials: L
authors.lastname: Dai
authors.forename: Petros
authors.initials: P
authors.lastname: Koutrakis
authors.forename: Brent A
authors.initials: BA
authors.lastname: Coull
authors.forename: David
authors.initials: D
authors.lastname: Sparrow
authors.forename: Pantel S
authors.initials: PS
authors.lastname: Vokonas
authors.forename: Joel D
authors.initials: JD
authors.lastname: Schwartz
mesh_terms: D000368:Aged; D000369:Aged, 80 and over; D000393:Air Pollutants / Q000633:toxicity; D001794:Blood Pressure / Q000187:drug effects*; D006801:Humans; D008297:Male; D009532:Nickel / Q000633:toxicity; D052638:Particulate Matter / Q000633:toxicity*
chemical_list: D000393:Air Pollutants; D052638:Particulate Matter; D009532:Nickel