bioRxivBiophysics
Computationally-efficient spatiotemporal correlation analysis super-resolves anomalous diffusion
Abstract
Anomalous diffusion dynamics in confined nanoenvironments govern the macroscale properties and interactions of many biophysical and material systems. Currently, it is difficult to quantitatively link the nanoscale structure of porous media to anomalous diffusion within them. Fluorescence correlation spectroscopy super-resolution optical fluctuation imaging (fcsSOFI) has been shown to extract nanoscale structure and Brownian diffusion dynamics within gels, liquid crystals, and polymers, but has limitations which hinder its wider application to more diverse, biophysically-relevant datasets. Here, we parallelize the least-squares curve fitting step on a GPU improving computation times by up to a factor of 40, implement anomalous diffusion and two-component Brownian diffusion models, and make fcsSOFI more accessible by packaging it in a user-friendly GUI. We apply fcsSOFI to simulations of the protein fibrinogen diffusing in polyacrylamide of varying matrix densities and super-resolve locations where slower, anomalous diffusion occurs within smaller, confined pores. The improvements to fcsSOFI in speed, scope, and usability will allow for the wider adoption of super-resolution correlation analysis to diverse research topics.
- assay: fluorescence / live-cell microscopy
- research focus: benchmarking
- research focus: software / tool
- approach: deep learning
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Cross-correlation increases sampling in diffusion-based super-resolution optical fluctuation imaging
J. Antarasen, B. Wellnitz, … L. Kisley·Chemical & Biomedical ImagingPeer-reviewed·Jul 30, 2024
- Advanced processing and analysis of conventional confocal microscopy generated scanning FCS data
Dominic Waithe, Falk Schneider, … Christian Eggeling·bioRxiv·Jul 31, 2017
- Scattering-Based Super-Resolution Optical Fluctuation Imaging
Shimon Yudovich, Gregor Posnjak, … Shimon Weiss·Optics ExpressPeer-reviewed·Feb 10, 2025
- High photon count rates improve the quality of super-resolution fluorescence fluctuation spectroscopy
F. Schneider, P. Hernandez-Varas, … I. Urbancic·Journal of Physics D: Applied PhysicsPeer-reviewed·Feb 13, 2020
- Anomalous diffusion in inverted variable-lengthscale fluorescence correlation spectroscopy
- Electrochemically controlled switching of dyes for enhanced super-resolution optical fluctuation imaging (SOFI)
Ying Yang, Yuanqing Ma, … J. Justin Gooding·Proceedings of the National Academy of SciencesPeer-reviewed·Jul 10, 2025