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从活细胞中的单粒子追踪准确估计扩散参数的实际考量

Practical considerations for accurate estimation of diffusion parameters from single-particle tracking in living cells.

作者信息

Ghosal Aishani, Wang Yu-Huan, Nguyen Nguyen, Troyer Laura, Kim Sangjin

机构信息

Department of Physics, University of Illinois Urbana-Champaign, Urbana, IL, USA.

Center for Biophysics and Quantitative Biology, University of Illinois Urbana-Champaign, Urbana, IL, USA.

出版信息

bioRxiv. 2025 Jun 16:2025.06.12.659344. doi: 10.1101/2025.06.12.659344.

DOI:10.1101/2025.06.12.659344
PMID:40666950
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12262619/
Abstract

Advances in fluorescence microscopy have enabled high-resolution tracking of individual biomolecules in living cells. However, accurate estimation of diffusion parameters from single-particle trajectories remains challenging due to static and dynamic localization errors inherent in these measurements. While previous studies have characterized how such errors affect mean-squared displacement (MSD) analysis, practical guidelines for minimizing them during data acquisition and correcting them during analysis are still lacking. Here, we combine theoretical modeling and simulations to evaluate how exposure time and sampling rate influence the accuracy of MSD-based inference under fractional Brownian motion (FBM), a canonical model of anomalous diffusion. We demonstrate that decoupling exposure and sampling times enables escape from the error-prone regime, thus improving inference accuracy, and that incorporating an offset in nonlinear MSD fitting substantially improves the estimation of the anomalous diffusion exponent. We validate this framework using trajectories of cytoplasmic particles in , recovering consistent diffusion parameters across multiple data sets. Our findings offer practical strategies to improve both experimental design and data analysis in single-particle tracking of live or synthetic systems.

摘要

荧光显微镜技术的进步使得在活细胞中对单个生物分子进行高分辨率追踪成为可能。然而,由于这些测量中固有的静态和动态定位误差,从单粒子轨迹准确估计扩散参数仍然具有挑战性。虽然先前的研究已经描述了此类误差如何影响均方位移(MSD)分析,但在数据采集过程中最小化这些误差以及在分析过程中对其进行校正的实用指南仍然缺乏。在这里,我们结合理论建模和模拟,以评估曝光时间和采样率如何影响基于分数布朗运动(FBM,一种反常扩散的典型模型)的MSD推断的准确性。我们证明,将曝光时间和采样时间解耦能够摆脱容易出错的状态,从而提高推断准确性,并且在非线性MSD拟合中纳入偏移量可显著提高反常扩散指数的估计。我们使用细胞质颗粒的轨迹验证了这一框架,在多个数据集中恢复了一致的扩散参数。我们的研究结果提供了实用策略,以改进活细胞或合成系统单粒子追踪中的实验设计和数据分析。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/04d01fe297b5/nihpp-2025.06.12.659344v1-f0007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/6abd3001d29c/nihpp-2025.06.12.659344v1-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/5b65729c5dfe/nihpp-2025.06.12.659344v1-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/7bc7f0849d6f/nihpp-2025.06.12.659344v1-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/886f12634e99/nihpp-2025.06.12.659344v1-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/0c4e3f263e9c/nihpp-2025.06.12.659344v1-f0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/83512478cdd8/nihpp-2025.06.12.659344v1-f0006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/04d01fe297b5/nihpp-2025.06.12.659344v1-f0007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/6abd3001d29c/nihpp-2025.06.12.659344v1-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/5b65729c5dfe/nihpp-2025.06.12.659344v1-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/7bc7f0849d6f/nihpp-2025.06.12.659344v1-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/886f12634e99/nihpp-2025.06.12.659344v1-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/0c4e3f263e9c/nihpp-2025.06.12.659344v1-f0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/83512478cdd8/nihpp-2025.06.12.659344v1-f0006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e093/12262619/04d01fe297b5/nihpp-2025.06.12.659344v1-f0007.jpg

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