TY - JOUR
T1 - Guidelines for the fitting of anomalous diffusion mean square displacement graphs from single particle tracking experiments
AU - Kepten, Eldad
AU - Weron, Aleksander
AU - Sikora, Grzegorz
AU - Burnecki, Krzysztof
AU - Garini, Yuval
N1 - Publisher Copyright:
© 2015 Kepten et al.
PY - 2015/2/13
Y1 - 2015/2/13
N2 - Single particle tracking is an essential tool in the study of complex systems and biophysics and it is commonly analyzed by the time-averaged mean square displacement (MSD) of the diffusive trajectories. However, past work has shown that MSDs are susceptible to significant errors and biases, preventing the comparison and assessment of experimental studies. Here, we attempt to extract practical guidelines for the estimation of anomalous time averaged MSDs through the simulation of multiple scenarios with fractional Brownian motion as a representative of a large class of fractional ergodic processes. We extract the precision and accuracy of the fitted MSD for various anomalous exponents and measurement errors with respect to measurement length and maximum time lags. Based on the calculated precision maps, we present guidelines to improve accuracy in single particle studies. Importantly, we find that in some experimental conditions, the time averaged MSD should not be used as an estimator.
AB - Single particle tracking is an essential tool in the study of complex systems and biophysics and it is commonly analyzed by the time-averaged mean square displacement (MSD) of the diffusive trajectories. However, past work has shown that MSDs are susceptible to significant errors and biases, preventing the comparison and assessment of experimental studies. Here, we attempt to extract practical guidelines for the estimation of anomalous time averaged MSDs through the simulation of multiple scenarios with fractional Brownian motion as a representative of a large class of fractional ergodic processes. We extract the precision and accuracy of the fitted MSD for various anomalous exponents and measurement errors with respect to measurement length and maximum time lags. Based on the calculated precision maps, we present guidelines to improve accuracy in single particle studies. Importantly, we find that in some experimental conditions, the time averaged MSD should not be used as an estimator.
UR - http://www.scopus.com/inward/record.url?scp=84923169875&partnerID=8YFLogxK
U2 - 10.1371/journal.pone.0117722
DO - 10.1371/journal.pone.0117722
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C2 - 25680069
AN - SCOPUS:84923169875
SN - 1932-6203
VL - 10
JO - PLoS ONE
JF - PLoS ONE
IS - 2
M1 - e0117722
ER -