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Dissociable effects of methylphenidate, atomoxetine and placebo on regional cerebral blood flow in healthy volunteers at rest:A multi-class pattern recognition approach

机译:哌醋甲酯,阿托西汀和安慰剂对健康志愿者静息区域脑血流的可分解作用:一种多模式识别方法

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摘要

The stimulant drug methylphenidate (MPH) and the non-stimulant drug atomoxetine (ATX) are both widely used for the treatment of attention deficit/hyperactivity disorder (ADHD), but their differential effects on human brain function are poorly understood. PET and blood oxygen level dependent (BOLD) fMRI have been used to study the effects of MPH and BOLD fMRI is beginning to be used to delineate the effects of MPH and ATX in the context of cognitive tasks. The BOLD signal is a proxy for neuronal activity and is dependent on three physiological parameters: regional cerebral blood flow (rCBF), cerebral metabolic rate of oxygen and cerebral blood volume. To identify areas sensitive to MPH and ATX and assist interpretation of BOLD studies in healthy volunteers and ADHD patients, it is therefore of interest to characterize the effects of these drugs on rCBF. In this study, we used arterial spin labeling (ASL) MRI to measure rCBF non-invasively in healthy volunteers after administration of MPH, ATX or placebo. We employed multi-class pattern recognition (PR) to discriminate the neuronal effects of the drugs, which accurately discriminated all drug conditions from one another and provided activity patterns that precisely localized discriminating brain regions. We showed common and differential effects in cortical and subcortical brain regions. The clearest differential effects were observed in four regions: (i) in the caudate body where MPH but not ATX increased rCBF, (ii) in the midbrain/substantia nigra and (iii) thalamus where MPH increased and ATX decreased rCBF plus (iv) a large region of cerebellar cortex where ATX increased rCBF relative to MPH. Our results demonstrate that combining ASL and PR yields a sensitive method for detecting the effects of these drugs and provides insights into the regional distribution of brain networks potentially modulated by these compounds.
机译:刺激性药物哌醋甲酯(MPH)和非刺激性药物阿托西汀(ATX)均广泛用于治疗注意力缺陷/多动障碍(ADHD),但对它们对人脑功能的不同作用了解甚少。 PET和血氧水平依赖性(BOLD)功能磁共振成像已被用于研究MPH的作用,而BOLD功能磁共振成像已开始被用于描述在认知任务中MPH和ATX的作用。 BOLD信号代表神经元活动,并取决于三个生理参数:局部脑血流量(rCBF),脑氧代谢率和脑血容量。为了确定对MPH和ATX敏感的区域并帮助对健康志愿者和ADHD患者的BOLD研究进行解释,因此表征这些药物对rCBF的作用非常重要。在这项研究中,我们在应用MPH,ATX或安慰剂后,使用动脉自旋标记(ASL)MRI对健康志愿者进行了无创测量rCBF。我们采用了多类模式识别(PR)来区分药物的神经元作用,这种作用可准确地区分所有药物状况,并提供可精确定位可区分大脑区域的活动模式。我们显示了皮质和皮质下大脑区域的共同和不同的影响。在四个区域观察到最明显的差异影响:(i)在尾状体中,MPH而不是ATX增加rCBF;(ii)在中脑/黑质中;(iii)丘脑,其中MPH增加而ATX降低rCBF加(iv)小脑皮质的较大区域,其中ATX相对于MPH增加rCBF。我们的结果表明,将ASL和PR结合使用可产生一种检测这些药物作用的灵敏方法,并提供对这些化合物可能调节的脑网络区域分布的深入了解。

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