4.6 Article

On the Limit of Detection in Infrared Spectroscopic Imaging

期刊

APPLIED SPECTROSCOPY
卷 76, 期 1, 页码 105-117

出版社

SAGE PUBLICATIONS INC
DOI: 10.1177/00037028211050961

关键词

Limit of detection; LOD; chemical imaging; Fourier transform-infrared spectroscopy; FT-IR; binary hypothesis testing; discrete frequency infrared; noise

资金

  1. National Institutes of Health [R01EB009745, R01GM142172]

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The performance of infrared spectroscopic imaging instruments can be characterized and optimized by analyzing their limit of detection (LOD). In this study, a systematic analysis of LOD for Fourier transform IR (FT-IR) and discrete frequency IR (DFIR) imaging spectrometers was conducted, with a decision theory perspective and three spectral analysis approaches. The analysis validated the impact of different spectral analysis methods on LOD under typical imaging parameters for each instrument, and emphasized the possibility of improvement through usual trading rules of IR spectroscopy.
Infrared (IR) spectroscopic imaging instruments' performance can be characterized and optimized by an analysis of their limit of detection (LOD). Here we report a systematic analysis of the LOD for Fourier transform IR (FT-IR) and discrete frequency IR (DFIR) imaging spectrometers. In addition to traditional measurements of sample and blank data, we propose a decision theory perspective to pose the determination of LOD as a binary classification problem under different assumptions of noise uniformity and correlation. We also examine three spectral analysis approaches, namely, absorbance at a single frequency, average of absorbance over selected frequencies and total spectral distance - to suit instruments that acquire discrete or contiguous spectral bandwidths. The analysis is validated by refining the fabrication of a bovine serum albumin protein microarray to provide eight uniform spots from similar to 2.8 nL of solution for each concentration over a wide range (0.05-10 mg/mL). Using scanning parameters that are typical for each instrument, we estimate a LOD of 0.16 mg/mL and 0.12 mg/mL for widefield and line scanning FT-IR imaging systems, respectively, using the spectral distance approach, and 0.22 mg/mL and 0.15 mg/mL using an optimal set of discrete frequencies. As expected, averaging and the use of post-processing techniques such as minimum noise fraction transformation results in LODs as low as similar to 0.075 mg/mL that correspond to a spotted protein mass of similar to 112 fg/pixel. We emphasize that these measurements were conducted at typical imaging parameters for each instrument and can be improved using the usual trading rules of IR spectroscopy. This systematic analysis and methodology for determining the LOD can allow for quantitative measures of confidence in imaging an analyte's concentration and a basis for further improving IR imaging technology.

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