What Is the Best Method to Fit Time-Resolved Data? A Comparison of the Residual Minimization and the Maximum Likelihood Techniques As Applied to Experimental Time-Correlated, Single-Photon Counting Data

被引:22
|
作者
Santra, Kalyan [1 ,2 ]
Zhan, Jinchun [3 ]
Song, Xueyu [1 ,2 ]
Smith, Emily A. [1 ,2 ]
Vaswani, Namrata [3 ]
Petrich, Jacob W. [1 ,2 ]
机构
[1] Iowa State Univ, Dept Chem, Ames, IA 50011 USA
[2] Iowa State Univ Sci & Technol, Ames Lab, US DOE, Ames, IA 50011 USA
[3] Iowa State Univ, Dept Elect & Comp Engn, Ames, IA 50011 USA
来源
JOURNAL OF PHYSICAL CHEMISTRY B | 2016年 / 120卷 / 09期
基金
美国国家科学基金会;
关键词
SHOT NOISE LIMIT; FLUORESCENCE DECAY; LEAST-SQUARES; STATISTICAL-INFERENCE; WAVELENGTH DEPENDENCE; EXPONENTIAL DECAYS; TEST CRITERIA; CHI-SQUARE; MOLECULES; SPECTROSCOPY;
D O I
10.1021/acs.jpcb.6b00154
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
The need for measuring fluorescence lifetimes of species in subdiffraction-limited volumes in, for example, stimulated emission depletion (STED) microscopy, entails the dual challenge of probing a small number of fluorophores and fitting the concomitant sparse data set to the appropriate excited-state decay function. This need has stimulated a further investigation into the relative merits of two fitting techniques commonly referred to as "residual minimization" (RM) and "maximum likelihood" (ML). Fluorescence decays of the well-characterized standard, rose bengal in methanol at room temperature (530 +/- 10 ps), were acquired in a set of five experiments in which the total number of "photon counts" was approximately 20, 200, 1000, 3000, and 6000 and there were about 2-200 counts at the maxima of the respective decays. Each set of experiments was repeated 50 times to generate the appropriate statistics. Each of the 250 data sets was analyzed by ML and two different RM methods (differing in the weighting of residuals) using in-house routines and compared with a frequently used commercial RM routine. Convolution with a real instrument response function was always included in the fitting. While RM using Pearson's weighting of residuals can recover the correct mean result with a total number of counts of 1000 or more, ML distinguishes itself by yielding, in all cases, the same mean lifetime within 2% of the accepted value. For 200 total counts and greater, ML always provides a standard deviation of <10% of the mean lifetime, and even at 20 total counts there is only 20% error in the mean lifetime. The robustness of ML advocates its use for sparse data sets such as those acquired in some subdiffraction-limited microscopies, such as STED, and, more importantly, provides greater motivation for exploiting the time resolved capacities of this technique to acquire and analyze fluorescence lifetime data.
引用
收藏
页码:2484 / 2490
页数:7
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