A robust method for automated background subtraction of tissue fluorescence

被引:107
作者
Cao, Alex
Pandya, Abhilash K.
Serhatkulu, Gulay K.
Weber, Rachel E.
Dai, Houbei
Thakur, Jagdish S.
Naik, Vaman M.
Naik, Ratna
Auner, Gregory W.
Rabah, Raja
Freeman, D. Carl
机构
[1] Wayne State Univ, Dept Elect & Comp Engn, Detroit, MI 48202 USA
[2] Childrens Hosp Michigan, Dept Pediat Surg, Detroit, MI 48201 USA
[3] Wayne State Univ, Dept Phys, Detroit, MI 48202 USA
[4] Univ Michigan, Dept Nat Sci, Dearborn, MI 48128 USA
[5] Childrens Hosp Michigan, Dept Pathol, Detroit, MI 48201 USA
[6] Wayne State Univ, Dept Biol Sci, Detroit, MI 48202 USA
关键词
background subtraction; fluorescence; polynomial fit; adaptive; minmax; RAMAN-SPECTROSCOPY; IN-VIVO; BREAST-CANCER; DIAGNOSIS; SPECTRA;
D O I
10.1002/jrs.1753
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
This paper introduces a new robust method for the removal of background tissue fluorescence from Raman spectra. Raman spectra consist of noise, fluorescence and Raman scattering. In order to extract the Raman scattering, both noise and background fluorescence must be removed, ideally without human intervention and preserving the original data. We describe the rationale behind our robust background subtraction method, determine the parameters of the method and validate it using a Raman phantom against other methods currently used. We also statistically compare the methods using the residual mean square (RMS) with a fluorescence-to-signal (F/S) ratio ranging from 0.1 to 1000. The method, 'adaptive minmax', chooses the subtraction method based on the F/S ratio. It uses multiple fits of different orders to maximize each polynomial fit. The results show that the adaptive minmax method was significantly better than any single polynomial fit across all F/S ratios. This method can be implemented as part of a modular automated real-time diagnostic in vivo Raman system. Copyright (C) 2007 John Wiley & Sons, Ltd.
引用
收藏
页码:1199 / 1205
页数:7
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