title: Prediction of motor recovery using initial impairment and fMRI 48 h poststroke.
abstract: There is substantial interpatient variation in recovery from upper limb impairment after stroke in patients with severe initial impairment. Defining recovery as a change in the upper limb Fugl-Meyer score (ΔFM), we predicted ΔFM with its conditional expectation (i.e., posterior mean) given upper limb Fugl-Meyer initial impairment (FM(ii)) and a putative functional magnetic resonance imaging (fMRI) recovery measure. Patients with first time, ischemic stroke were imaged at 2.5 ± 2.2 days poststroke with 1.5-T fMRI during a hand closure task alternating with rest (fundamental frequency = 0.025 Hz, scan duration = 172 s). Confirming a previous finding, we observed that the prediction of ΔFM by FM(ii) alone is good in patients with nonsevere initial hemiparesis but is not good in patients with severe initial hemiparesis (96% and 16% of the total sum of squares of ΔFM explained, respectively). In patients with severe initial hemiparesis, prediction of ΔFM by the combination of FM(ii) and the putative fMRI recovery measure nonsignificantly increased predictive explanation from 16% to 47% of the total sum of squares of ΔFM explained. The implications of this preliminary negative result are discussed.
authors.affiliation: The Neurological Institute, New York, NY 10032, USA. eric.zarahn@gmail.com
authors.forename: Eric
authors.initials: E
authors.lastname: Zarahn
authors.forename: Leeor
authors.initials: L
authors.lastname: Alon
authors.forename: Sophia L
authors.initials: SL
authors.lastname: Ryan
authors.forename: Ronald M
authors.initials: RM
authors.lastname: Lazar
authors.forename: Magnus-Sebastian
authors.initials: MS
authors.lastname: Vry
authors.forename: Cornelius
authors.initials: C
authors.lastname: Weiller
authors.forename: Randolph S
authors.initials: RS
authors.lastname: Marshall
authors.forename: John W
authors.initials: JW
authors.lastname: Krakauer
mesh_terms: D004185:Disability Evaluation; D005260:Female; D006801:Humans; D008279:Magnetic Resonance Imaging; D008297:Male; D008875:Middle Aged; D008962:Models, Theoretical; D009043:Motor Activity / Q000502:physiology; D020127:Recovery of Function / Q000502:physiology*; D020521:Stroke / Q000503:physiopathology*; D013647:Task Performance and Analysis