Literature DB >> 29742398

PLANT: A Method for Detecting Changes of Slope in Noisy Trajectories.

Alberto Sosa-Costa1, Izabela K Piechocka1, Lucia Gardini2, Francesco S Pavone3, Marco Capitanio4, Maria F Garcia-Parajo5, Carlo Manzo6.   

Abstract

Time traces obtained from a variety of biophysical experiments contain valuable information on underlying processes occurring at the molecular level. Accurate quantification of these data can help explain the details of the complex dynamics of biological systems. Here, we describe PLANT (Piecewise Linear Approximation of Noisy Trajectories), a segmentation algorithm that allows the reconstruction of time-trace data with constant noise as consecutive straight lines, from which changes of slopes and their respective durations can be extracted. We present a general description of the algorithm and perform extensive simulations to characterize its strengths and limitations, providing a rationale for the performance of the algorithm in the different conditions tested. We further apply the algorithm to experimental data obtained from tracking the centroid position of lymphocytes migrating under the effect of a laminar flow and from single myosin molecules interacting with actin in a dual-trap force-clamp configuration.
Copyright © 2018 Biophysical Society. Published by Elsevier Inc. All rights reserved.

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Year:  2018        PMID: 29742398      PMCID: PMC5961521          DOI: 10.1016/j.bpj.2018.04.006

Source DB:  PubMed          Journal:  Biophys J        ISSN: 0006-3495            Impact factor:   4.033


  30 in total

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Authors:  John D Hood; David A Cheresh
Journal:  Nat Rev Cancer       Date:  2002-02       Impact factor: 60.716

2.  The Development of an Information Criterion for Change-Point Analysis.

Authors:  Colin H LaMont; Paul A Wiggins
Journal:  Neural Comput       Date:  2016-01-06       Impact factor: 2.026

3.  Detection of intensity change points in time-resolved single-molecule measurements.

Authors:  Lucas P Watkins; Haw Yang
Journal:  J Phys Chem B       Date:  2005-01-13       Impact factor: 2.991

4.  Quantitative characterization of changes in dynamical behavior for single-particle tracking studies.

Authors:  D Montiel; H Cang; H Yang
Journal:  J Phys Chem B       Date:  2006-10-12       Impact factor: 2.991

5.  Differential utilization of ICAM-1 and VCAM-1 during the adhesion and transendothelial migration of human T lymphocytes.

Authors:  N Oppenheimer-Marks; L S Davis; D T Bogue; J Ramberg; P E Lipsky
Journal:  J Immunol       Date:  1991-11-01       Impact factor: 5.422

6.  Correcting single channel data for missed events.

Authors:  A L Blatz; K L Magleby
Journal:  Biophys J       Date:  1986-05       Impact factor: 4.033

7.  An information-based approach to change-point analysis with applications to biophysics and cell biology.

Authors:  Paul A Wiggins
Journal:  Biophys J       Date:  2015-07-21       Impact factor: 4.033

8.  Detection of Velocity and Diffusion Coefficient Change Points in Single-Particle Trajectories.

Authors:  Shuhui Yin; Nancy Song; Haw Yang
Journal:  Biophys J       Date:  2017-12-11       Impact factor: 4.033

9.  Shear flow-induced motility of Dictyostelium discoideum cells on solid substrate.

Authors:  Emmanuel Décave; Didier Rieu; Jerémie Dalous; Sébastien Fache; Yves Brechet; Bertrand Fourcade; Michel Satre; Franz Bruckert
Journal:  J Cell Sci       Date:  2003-09-09       Impact factor: 5.285

10.  Cell adhesion and motility depend on nanoscale RGD clustering.

Authors:  G Maheshwari; G Brown; D A Lauffenburger; A Wells; L G Griffith
Journal:  J Cell Sci       Date:  2000-05       Impact factor: 5.285

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  2 in total

1.  Shear forces induce ICAM-1 nanoclustering on endothelial cells that impact on T-cell migration.

Authors:  Izabela K Piechocka; Sarah Keary; Alberto Sosa-Costa; Lukas Lau; Nitin Mohan; Jelena Stanisavljevic; Kyra J E Borgman; Melike Lakadamyali; Carlo Manzo; Maria F Garcia-Parajo
Journal:  Biophys J       Date:  2021-06-02       Impact factor: 3.699

2.  Ultra-fast force-clamp spectroscopy data on the interaction between skeletal muscle myosin and actin.

Authors:  Manuela Maffei; Diego Beneventi; Monica Canepari; Roberto Bottinelli; Francesco Saverio Pavone; Marco Capitanio
Journal:  Data Brief       Date:  2019-05-23
  2 in total

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