title: Application of fused lasso logistic regression to the study of corpus callosum thickness in early Alzheimer's disease.
abstract: We propose a fused lasso logistic regression to analyze callosal thickness profiles. The fused lasso regression imposes penalties on both the l1-norm of the model coefficients and their successive differences, and finds only a small number of non-zero coefficients which are locally constant. An iterative method of solving logistic regression with fused lasso regularization is proposed to make this a practical procedure. In this study we analyzed callosal thickness profiles sampled at 100 equal intervals between the rostrum and the splenium. The method was applied to corpora callosa of elderly normal controls (NCs) and patients with very mild or mild Alzheimer's disease (AD) from the Open Access Series of Imaging Studies (OASIS) database. We found specific locations in the genu and splenium of AD patients that are proportionally thinner than those of NCs. Callosal thickness in these regions combined with the Mini Mental State Examination scores differentiated AD from NC with 84% accuracy.
authors.affiliation: The Nathan S. Kline Institute for Psychiatric Research, 140 Old Orangeburg Road, Orangeburg, NY 10962, USA. Electronic address: shlee@nki.rfmh.org.
authors.forename: Sang H
authors.initials: SH
authors.lastname: Lee
authors.forename: Donghyeon
authors.initials: D
authors.lastname: Yu
authors.forename: Alvin H
authors.initials: AH
authors.lastname: Bachman
authors.forename: Johan
authors.initials: J
authors.lastname: Lim
authors.forename: Babak A
authors.initials: BA
authors.lastname: Ardekani
mesh_terms: D000368:Aged; D000369:Aged, 80 and over; D000544:Alzheimer Disease / Q000473:pathology*; D003337:Corpus Callosum / Q000473:pathology*; D005260:Female; D006801:Humans; D007090:Image Interpretation, Computer-Assisted / Q000379:methods*; D016015:Logistic Models; D008279:Magnetic Resonance Imaging; D008297:Male; D008875:Middle Aged
keywords: Alzheimer's disease; Brain; Corpus callosum; Fused lasso; Logistic regression; MRI