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

被引:275
作者
Watkins, LP [1 ]
Yang, H [1 ]
机构
[1] Univ Calif Berkeley, Dept Chem, Berkeley, CA 94720 USA
关键词
D O I
10.1021/jp0467548
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
We present a method for the analysis of optical single molecule emission data that exhibit discrete intensity jumps. This new method uses a generalized likelihood ratio test that determines the location of an intensity change point based on individual photon arrival times. This test is applied recursively to an entire single molecule intensity trajectory, thus finding each change points. Expectation-maximization clustering and the Bayesian information criterion is then used for accurate determination of the true number of states accessible to the system. This procedure allows rigorous and quantitative determination of intensity change points without the artificial time resolution limitations that arise from binning and thresholding.
引用
收藏
页码:617 / 628
页数:12
相关论文
共 54 条
[1]   Direct determination of kinetic rates from single-molecule photon arrival trajectories using hidden Markov models [J].
Andrec, M ;
Levy, RM ;
Talaga, DS .
JOURNAL OF PHYSICAL CHEMISTRY A, 2003, 107 (38) :7454-7464
[2]  
[Anonymous], 1999, Mathematical Methods of Statistics
[3]   Multitime correlation functions for single molecule kinetics with fluctuating bottlenecks [J].
Barsegov, V ;
Chernyak, V ;
Mukamel, S .
JOURNAL OF CHEMICAL PHYSICS, 2002, 116 (10) :4240-4251
[4]   Three-dimensional orientations of polymer-bound single molecules [J].
Bartko, AP ;
Dickson, RM .
JOURNAL OF PHYSICAL CHEMISTRY B, 1999, 103 (16) :3053-3056
[5]   Three-dimensional single molecule rotational diffusion in glassy state polymer films [J].
Bartko, AP ;
Xu, KW ;
Dickson, RM .
PHYSICAL REVIEW LETTERS, 2002, 89 (02) :261011-261014
[6]   Intermittent single-molecule interfacial electron transfer dynamics [J].
Biju, V ;
Micic, M ;
Hu, DH ;
Lu, HP .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2004, 126 (30) :9374-9381
[7]   On exact inference for change in a poisson sequence [J].
Boudjellaba, H ;
MacGibbon, B ;
Sawyer, P .
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2001, 30 (03) :407-434
[8]   On change point detection and estimation [J].
Chen, J ;
Gupta, AK .
COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2001, 30 (03) :665-697
[9]   MAXIMUM LIKELIHOOD FROM INCOMPLETE DATA VIA EM ALGORITHM [J].
DEMPSTER, AP ;
LAIRD, NM ;
RUBIN, DB .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1977, 39 (01) :1-38
[10]   On/off blinking and switching behaviour of single molecules of green fluorescent protein [J].
Dickson, RM ;
Cubitt, AB ;
Tsien, RY ;
Moerner, WE .
NATURE, 1997, 388 (6640) :355-358