Design of experiments for the optimization of SOFI super-resolution microscopy imaging.

Biomed Opt Express

Univ. Lille, CNRS, LASIRE, Laboratory of advanced spectroscopy, interactions, reactivity and environment, F- 59000 Lille, France.

Published: May 2021


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Article Abstract

Super-resolution optical fluctuation imaging (SOFI) is a well-known super-resolution technique appreciated for its versatility and broad applicability. However, even though an extended theoretical description is available, it is still not fully understood how the interplay between different experimental parameters influences the quality of a SOFI image. We investigated the relationship between five experimental parameters (measurement time, on-time , off-time , probe brightness, and out of focus background) and the quality of the super-resolved images they yielded, expressed as Signal to Noise Ratio (SNR). Empirical relationships were modeled for second- and third-order SOFI using data simulated according to a D-Optimal design of experiments, which is an design built to reduce the experimental load when the total number of trials to be conducted becomes too high for practical applications. This approach proves to be more reliable and efficient for parameter optimization compared to the more classical parameter by parameter approach. Our results indicate that the best image quality is achieved for the fastest emitter blinking (lowest and ), lowest background level, and the highest measurement duration, while the brightness variation does not affect the quality in a statistically significant way within the investigated range. However, when the ranges spanned by the parameters are constrained, a different set of optimal conditions may arise. For example, for second-order SOFI, we identified situations in which the increase of can be beneficial to SNR, such as when the measurement duration is long enough. In general, optimal values of and have been found to be highly dependent from each other and from the measurement duration.

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http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8176802PMC
http://dx.doi.org/10.1364/BOE.421168DOI Listing

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