Refining hemodynamic correction in in vivo wide-field fluorescent imaging through linear regression analysis

IF 4.7 2区 医学 Q1 NEUROIMAGING NeuroImage Pub Date : 2024-08-30 DOI:10.1016/j.neuroimage.2024.120816
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Abstract

Accurate interpretation of in vivo wide-field fluorescent imaging (WFFI) data requires precise separation of raw fluorescence signals into neural and hemodynamic components. The classical Beer-Lambert law-based approach, which uses concurrent 530-nm illumination to estimate relative changes in cerebral blood volume (CBV), fails to account for the scattering and reflection of 530-nm photons from non-neuronal components leading to biased estimates of CBV changes and subsequent misrepresentation of neural activity. This study introduces a novel linear regression approach designed to overcome this limitation. This correction provides a more reliable representation of CBV changes and neural activity in fluorescence data. Our method is validated across multiple datasets, demonstrating its superiority over the classical approach.

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通过线性回归分析改进活体宽视野荧光成像中的血液动力学校正。
要准确解读活体宽场荧光成像(WFFI)数据,需要将原始荧光信号精确分离为神经和血液动力学成分。经典的基于比尔-朗伯定律的方法使用并发的 530-nm 照明来估计脑血容量(CBV)的相对变化,这种方法未能考虑到非神经元成分对 530-nm 光子的散射和反射,导致对 CBV 变化的估计存在偏差,进而错误地反映了神经活动。本研究引入了一种新的线性回归方法,旨在克服这一局限性。这种校正方法能更可靠地反映荧光数据中的 CBV 变化和神经活动。我们的方法经过多个数据集的验证,证明其优于传统方法。
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来源期刊
NeuroImage
NeuroImage 医学-核医学
CiteScore
11.30
自引率
10.50%
发文量
809
审稿时长
63 days
期刊介绍: NeuroImage, a Journal of Brain Function provides a vehicle for communicating important advances in acquiring, analyzing, and modelling neuroimaging data and in applying these techniques to the study of structure-function and brain-behavior relationships. Though the emphasis is on the macroscopic level of human brain organization, meso-and microscopic neuroimaging across all species will be considered if informative for understanding the aforementioned relationships.
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