bioRxivBiophysicsPreprint
Reconstructing wells from high density regions extracted from super-resolution single particle trajectories
Abstract
Large amount of super-resolution single particle trajectories has revealed that the cellular environment is enriched in heterogenous regions of high density, which remain unexplained. The biophysical properties of these regions are characterized by a drift and their extension (a basin of attraction) that can be estimated from an ensemble of trajectories. We develop here two statistical methods to recover the dynamics and local potential wells (field of force and boundary) using as a model a truncated Ornstein-Ulhenbeck process. The first method uses the empirical distribution of points, which differs inside and outside the potential well, while the second focuses on recovering the drift field. Finally, we apply these two methods to voltage-gated calcium channels and phospholipids moving on the surface of neuronal cells and recover the energy and size of these high-density regions with nanometer precision.
- assay: spatial transcriptomics
- research focus: cell signaling & trafficking
- 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
- Statistical methods for large ensemble of super-resolution stochastic single particle trajectories
N. Hoze, d. holcman·bioRxiv·Nov 30, 2017
- High-throughput super-resolution single particle trajectory analysis reconstructs organelle dynamics and membrane re-organization
P. Parutto, J. Heck, … D. Holcman·bioRxiv·Sep 18, 2021
- 3D super-resolution imaging using a generalized and scalable progressive refinement method on sparse recovery (PRIS)
Xiyu Yi, Rafael Piestun, Shimon Weiss·Single Molecule Spectroscopy and Superresolution ImagingPeer-reviewed·Feb 22, 2019
- Video-Microscopy-Based Automated Trajectory Determination for High-Velocity, Densely Clustered, Indistinguishable Objects Moving in A Directed Force Field
- Spatially periodic calcium profiles around single channels
S. L. Mironov·bioRxiv·Sep 27, 2016
- u-track 3D: measuring and interrogating dense particle dynamics in three dimensions.
P. Roudot, W. R. Legant, … G. Danuser·bioRxiv·Nov 30, 2020