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Minimizing noise in pediatric task-based functional MRI; Adolescents with developmental disabilities and typical development

机译:最小化基于小儿任务的功能MRI中的噪声; 具有发展残疾的青少年和典型发展

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Functional Magnetic Resonance Imaging (fMRI) represents a powerful tool with which to examine brain functioning and development in typically developing pediatric groups as well as children and adolescents with clinical disorders. However, fMRI data can be highly susceptible to misinterpretation due to the effects of excessive levels of noise, often related to head motion. Imaging children, especially with developmental disorders, requires extra considerations related to hyperactivity, anxiety and the ability to perform and maintain attention to the fMRI paradigm. We discuss a number of methods that can be employed to minimize noise, in particular movement-related noise. To this end we focus on strategies prior to, during and following the data acquisition phase employed primarily within our own laboratory. We discuss the impact of factors such as experimental design, screening of potential participants and pre-scan training on head motion in our adolescents with developmental disorders and typical development. We make some suggestions that may minimize noise during data acquisition itself and finally we briefly discuss some current processing techniques that may help to identify and remove noise in the data. Many advances have been made in the field of pediatric imaging, particularly with regard to research involving children with developmental disorders. Mindfulness of issues such as those discussed here will ensure continued progress and greater consistency across studies.
机译:功能性磁共振成像(FMRI)代表了一种强大的工具,用于检查典型的儿科群体以及儿童和青少年的脑功能和开发,以及具有临床疾病的儿童和青少年。然而,由于过度噪声水平的影响,FMRI数据可以高度易于误解,通常与头部运动相关。成像儿童,尤其是发育障碍,需要额外的考虑因素,涉及多动症,焦虑和表现和维持FMRI范式的能力。我们讨论了许多方法可以用于最小化噪声,特别是运动相关的噪声。为此,我们专注于在我们自己的实验室内使用的数据采集阶段之前和之后的战略。我们讨论了实验设计,筛选潜在参与者的因素,筛选潜在参与者的校正训练等因素的影响,并在我们的青少年中进行了发育障碍和典型发展。我们做出一些可能最小化数据采集期间噪声的建议,并且最后我们简要讨论了一些可能有助于识别和去除数据中噪声的一些当前处理技术。儿科成像领域已经在儿科成像领域进行了许多进展,特别是关于涉及发育障碍儿童的研究。这里讨论的问题的正念将确保跨研究的持续进步和更大的一致性。

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