scholarly journals Reconstructing wells from high density regions extracted from super-resolution single particle trajectories

2019 ◽  
Author(s):  
P. Parutto ◽  
J. Heck ◽  
M. Heine ◽  
D. Holcman

AbstractLarge 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.

2019 ◽  
Vol 9 (1) ◽  
Author(s):  
P. Parutto ◽  
J. Heck ◽  
M. Heine ◽  
D. Holcman

AbstractThe cellular membrane is very heterogenous and enriched with high-density regions forming microdomains, as revealed by single particle tracking experiments. However the organization of these regions remain unexplained. We determine here the biophysical properties of these regions, when described as a basin of attraction. We develop two methods to recover the dynamics and local potential wells (field of force and boundary). The first method is based on the local density of points distribution of trajectories, which differs inside and outside the wells. The second method focuses on recovering the drift field that is convergent inside wells and uses the transient field to determine the boundary. Finally, we apply these two methods to the distribution of trajectories recorded from voltage gated calcium channels and phospholipid anchored GFP in the cell membrane of hippocampal neurons and obtain the size and energy of high-density regions with a nanometer precision.


2019 ◽  
Vol 35 (9) ◽  
pp. 685-705 ◽  
Author(s):  
O. Shukron ◽  
A. Seeber ◽  
A. Amitai ◽  
D. Holcman

2014 ◽  
Vol 106 (2) ◽  
pp. 808a
Author(s):  
Benjamin Regner ◽  
Daniel Tartakovsky ◽  
Terrence Sejnowski

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