Pattern Classification of Working Memory Networks Reveals Differential Effects of Methylphenidate, Atomoxetine, and Placebo in Healthy Volunteers

被引:72
作者
Marquand, Andre F. [1 ]
De Simoni, Sara [1 ]
O'Daly, Owen G. [1 ]
Williams, Steven C. R. [1 ]
Mourao-Miranda, Janaina [1 ,2 ]
Mehta, Mitul A. [1 ]
机构
[1] Kings Coll London, Dept Neuroimaging, Ctr Neuroimaging Sci, Inst Psychiat, London SE5 8AF, England
[2] UCL, Dept Comp Sci, Ctr Computat Stat & Machine Learning, London, England
基金
英国工程与自然科学研究理事会; 英国惠康基金;
关键词
methylphenidate; atomoxetine; working memory; reward; pattern recognition; ATTENTION-DEFICIT/HYPERACTIVITY DISORDER; SUPPORT VECTOR MACHINES; DELAY-PERIOD ACTIVITY; D1 RECEPTOR ACTIONS; PREFRONTAL CORTEX; DOPAMINE NEURONS; FUNCTIONAL MRI; ANALOG SCALES; CHILDREN; ADHD;
D O I
10.1038/npp.2011.9
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Stimulant and non-stimulant drugs can reduce symptoms of attention deficit/hyperactivity disorder (ADHD). The stimulant drug methylphenidate (MPH) and the non-stimulant drug atomoxetine (ATX) are both widely used for ADHD treatment, but their differential effects on human brain function remain unclear. We combined event-related fMRI with multivariate pattern recognition to characterize the effects of MPH and ATX in healthy volunteers performing a rewarded working memory (WM) task. The effects of MPH and ATX on WM were strongly dependent on their behavioral context. During non-rewarded trials, only MPH could be discriminated from placebo (PLC), with MPH producing a similar activation pattern to reward. During rewarded trials both drugs produced the opposite effect to reward, that is, attenuating WM networks and enhancing task-related deactivations (TRDs) in regions consistent with the default mode network (DMN). The drugs could be directly discriminated during the delay component of rewarded trials: MPH produced greater activity in WM networks and ATX produced greater activity in the DMN. Our data provide evidence that: (1) MPH and ATX have prominent effects during rewarded WM in task-activated and -deactivated networks; (2) during the delay component of rewarded trials, MPH and ATX have opposing effects on activated and deactivated networks: MPH enhances TRDs more than ATX, whereas ATX attenuates WM networks more than MPH; and (3) MPH mimics reward during encoding. Thus, interactions between drug effects and motivational state are crucial in defining the effects of MPH and ATX. Neuropsychopharmacology (2011) 36, 1237-1247; doi: 10.1038/npp.2011.9; published online 23 February 2011
引用
收藏
页码:1237 / 1247
页数:11
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