不同的预处理策略导致不同的结论:A [11C]DASB-PET重复性研究

M. Nørgaard, M. Ganz, C. Svarer, V. Frokjaer, D. Greve, S. Strother, G. Knudsen
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引用次数: 8

摘要

正电子发射断层扫描(PET)神经成像为研究基础和介入性条件下的体内生物过程提供了独特的可能性。对于PET数据的量化,研究人员通常采用不同的顺序数据分析方法阵列(“预处理管道”),但通常不知道预处理的选择如何影响最终结果。在这里,我们使用来自双盲、随机、安慰剂对照[11C]DASB-PET研究的可用数据集作为案例来评估预处理的选择如何影响研究结果。我们测试了384种常用的预处理策略对先前报道的新皮质5 -羟色胺转运体结合变化与抑郁症状变化之间的正相关的影响,这些变化与[11C]DASB-PET测定的基线呈正相关,在30名女性中进行了药理学性激素操纵干预。对结果最关键的两个预处理步骤是动态PET数据的运动校正和动力学建模。我们发现36%的预处理策略重复了最初报道的发现(p < 0.05)。有运动校正的预处理策略复制率为72%,无运动校正的预处理策略复制率为0%。总之,预处理策略的选择会对研究结果产生重大影响。
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Different preprocessing strategies lead to different conclusions: A [11C]DASB-PET reproducibility study
Positron emission tomography (PET) neuroimaging provides unique possibilities to study biological processes in vivo under basal and interventional conditions. For quantification of PET data, researchers commonly apply different arrays of sequential data analytic methods (“preprocessing pipeline”), but it is often unknown how the choice of preprocessing affects the final outcome. Here, we use an available data set from a double-blind, randomized, placebo-controlled [11C]DASB-PET study as a case to evaluate how the choice of preprocessing affects the outcome of the study. We tested the impact of 384 commonly used preprocessing strategies on a previously reported positive association between the change from baseline in neocortical serotonin transporter binding determined with [11C]DASB-PET, and change in depressive symptoms, following a pharmacological sex hormone manipulation intervention in 30 women. The two preprocessing steps that were most critical for the outcome were motion correction and kinetic modeling of the dynamic PET data. We found that 36% of the applied preprocessing strategies replicated the originally reported finding (p < 0.05). For preprocessing strategies with motion correction, the replication percentage was 72%, whereas it was 0% for strategies without motion correction. In conclusion, the choice of preprocessing strategy can have a major impact on a study outcome.
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