title: Using CForest to Analyze Diffusion Tensor Imaging Data: A Study of White Matter Integrity in Healthy Aging.
abstract: Healthy aging has been associated with a global reduction in white matter integrity, which is thought to reflect cognitive decline. The present study aimed to investigate this reduction over a broad range of the life span, using diffusion tensor imaging analyzed with conditional inference random forest modeling (CForest). This approach is sensitive to subtle and potentially nonlinear effects over the age continuum and was used to characterize the progression of decline in greater detail than has been possible in the past. Data were collected from 45 healthy individuals ranging in age from 19 to 67 years. Fractional anisotropy (FA) was estimated using probabilistic tractography for a number of major tracts across the brain. Age coincided with a nonlinear decrease in FA, with onset beginning at ∼30 years of age and the steepest declines occurring later in life. However, several tracts showed a transient increase before this decline. The progression of decline varied by tract, with steeper but later decline occurring in more anterior tracts. Finally, strongly right-handed individuals demonstrated relatively preserved FA until more than a decade following the onset of decline of others. These results demonstrate that using a novel, nonparametric analysis approach, previously reported reductions in FA with healthy aging were confirmed, while at the same time, new insight was provided into the onset and progression of decline, with evidence suggesting increases in integrity continuing into adulthood.
authors: 1 Department of Psychology & Neuroscience, Dalhousie University , Halifax, Canada .
authors: Sean R
authors: SR
authors: McWhinney
authors: 1 Department of Psychology & Neuroscience, Dalhousie University , Halifax, Canada .|2 Department of Linguistics, Saint Mary's University , Halifax, Canada .|3 NovaScape Data Analysis and Consulting , Halifax, Canada .
authors: Antoine
authors: A
authors: Tremblay
authors: 4 Neuropsychology Department, Alberta Hospital Edmonton , Edmonton, Canada .
authors: Thérèse M
authors: TM
authors: Chevalier
authors: 5 School of Psychology, University of Auckland , Auckland, New Zealand .
authors: Vanessa K
authors: VK
authors: Lim
authors: 1 Department of Psychology & Neuroscience, Dalhousie University , Halifax, Canada .|6 Department of Psychiatry, Dalhousie University , Halifax, Canada .
authors: Aaron J
authors: AJ
authors: Newman
mesh_terms: D000328:Adult; D000367:Age Factors; D000368:Aged; D000375:Aging; D016880:Anisotropy; D001921:Brain / Q000033:anatomy & histology / Q000502:physiology; D003072:Cognition Disorders / Q000000981:diagnostic imaging / Q000503:physiopathology; D038524:Diffusion Magnetic Resonance Imaging / Q000379:methods; D056324:Diffusion Tensor Imaging / Q000379:methods*; D005260:Female; D064368:Healthy Volunteers; D006801:Humans; D008297:Male; D008875:Middle Aged; D066127:White Matter / Q000000981:diagnostic imaging*
keywords: DTI; aging; conditional forest; fractional anisotropy; modeling; white matter