A novel method for fast and robust estimation of fluorescence decay dynamics using constrained least-squares deconvolution with Laguerre expansion

Jing Liu, Yang Sun, Jinyi Qi, Laura Marcu

Research output: Contribution to journalArticle

57 Citations (Scopus)

Abstract

We report a novel method for estimating fluorescence impulse response function (fIRF) from noise-corrupted time-domain fluorescence measurements of biological tissue. This method is based on the use of high-order Laguerre basis functions and a constrained least-squares approach that addresses the problem of overfitting due to increased model complexity. The new method was extensively evaluated on fluorescence data from simulation, fluorescent standard dyes, ex vivo tissue samples of atherosclerotic plaques and in vivo oral carcinoma. Current results demonstrate that this method allows for rapid and accurate deconvolution of multiple channel fluorescence decays without adaptively adjusting the Laguerre scale parameter. The appropriate choice of the scale parameter is essential for accurate estimation of the fIRF. The method described here is anticipated to play an important role in the development of computational techniques for real-time analysis of time-resolved fluorescence data from biological tissues and to support the advancement of fluorescence lifetime instrumentation for biomedical diagnostics by providing a means for on-line robust analysis of fluorescence decay.

Original languageEnglish (US)
Pages (from-to)843-865
Number of pages23
JournalPhysics in Medicine and Biology
Volume57
Issue number4
DOIs
StatePublished - Feb 21 2012

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Least-Squares Analysis
Fluorescence
Atherosclerotic Plaques
Fluorescent Dyes
Noise
Carcinoma

ASJC Scopus subject areas

  • Radiology Nuclear Medicine and imaging
  • Radiological and Ultrasound Technology

Cite this

A novel method for fast and robust estimation of fluorescence decay dynamics using constrained least-squares deconvolution with Laguerre expansion. / Liu, Jing; Sun, Yang; Qi, Jinyi; Marcu, Laura.

In: Physics in Medicine and Biology, Vol. 57, No. 4, 21.02.2012, p. 843-865.

Research output: Contribution to journalArticle

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