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TRamWAy: mapping physical properties of individual biomolecule random motion in large-scale single-particle tracking experiments.
Laurent, François; Verdier, Hippolyte; Duval, Maxime; Serov, Alexander; Vestergaard, Christian L; Masson, Jean-Baptiste.
Afiliación
  • Laurent F; Decision and Bayesian Computation, Computational Biology Department, Neuroscience Department, CNRS USR 3756, CNRS UMR 3571, Institut Pasteur, Paris 75015, France.
  • Verdier H; Institut Pasteur, Université Paris Cité, Bioinformatics and Biostatistics Hub, Paris F-75015, France.
  • Duval M; Decision and Bayesian Computation, Computational Biology Department, Neuroscience Department, CNRS USR 3756, CNRS UMR 3571, Institut Pasteur, Paris 75015, France.
  • Serov A; Histopathology and Bio-Imaging Group, Sanofi R&D, Vitry-Sur-Seine 94400, France.
  • Vestergaard CL; Université Paris Cité, UFR de Physique, Paris 75013, France.
  • Masson JB; Decision and Bayesian Computation, Computational Biology Department, Neuroscience Department, CNRS USR 3756, CNRS UMR 3571, Institut Pasteur, Paris 75015, France.
Bioinformatics ; 38(11): 3149-3150, 2022 05 26.
Article en En | MEDLINE | ID: mdl-35482486
ABSTRACT
MOTIVATION Single-molecule localization microscopy allows studying the dynamics of biomolecules in cells and resolving the biophysical properties of the molecules and their environment underlying cellular function. With the continuously growing amount of data produced by individual experiments, the computational cost of quantifying these properties is increasingly becoming the bottleneck of single-molecule analysis. Mining these data requires an integrated and efficient analysis toolbox.

RESULTS:

We introduce TRamWAy, a modular Python library that features (i) a conservative tracking procedure for localization data, (ii) a range of sampling techniques for meshing the spatio-temporal support of the data, (iii) computationally efficient solvers for inverse models, with the option of plugging in user-defined functions and (iv) a collection of analysis tools and a simple web-based interface. AVAILABILITY AND IMPLEMENTATION TRamWAy is a Python library and can be installed with pip and conda. The source code is available at https//github.com/DecBayComp/TRamWAy.
Asunto(s)

Texto completo: 1 Base de datos: MEDLINE Asunto principal: Programas Informáticos Tipo de estudio: Clinical_trials Idioma: En Revista: Bioinformatics Asunto de la revista: INFORMATICA MEDICA Año: 2022 Tipo del documento: Article País de afiliación: Francia

Texto completo: 1 Base de datos: MEDLINE Asunto principal: Programas Informáticos Tipo de estudio: Clinical_trials Idioma: En Revista: Bioinformatics Asunto de la revista: INFORMATICA MEDICA Año: 2022 Tipo del documento: Article País de afiliación: Francia