研究目的
To develop a novel second-order calibration algorithm, alternating residual trilinearization (ART), for the decomposition of complex spectra generated from multiplex fluorescence assays, enabling automatic rank estimation and avoiding the risk of chemical meaningless fitting of component spectra.
研究成果
The ART algorithm demonstrated desirable performance in decomposing three-way data into correct spectra profiles and corresponding component concentrations, both in simulated data and practical experiments. It offers the advantage of circumventing the difficulty of prior rank estimation, thus providing a robust second-order calibration strategy for multiplex fluorescence assays.
研究不足
The study acknowledges the challenge of spectral overlap in multiplex fluorescence assays and the difficulty in prior rank estimation for second-order calibration methods. The proposed ART algorithm aims to address these limitations by enabling automatic rank estimation.
1:Experimental Design and Method Selection:
The study involved the development of the ART algorithm for second-order calibration of three-way data in fluorescence assays. The algorithm was tested using both simulated data and practical experiments with molecular beacons for the detection of breast cancer-related DNA targets.
2:Sample Selection and Data Sources:
Simulated spectral profiles of four components were generated based on Gaussian functions. Practical experiments used three molecular beacons (MB-1, MB-2, MB-3) and their corresponding target DNA sequences related to breast cancer.
3:List of Experimental Equipment and Materials:
A Hitachi F-7000 fluorescence spectrophotometer was used for measuring fluorescence spectra. Molecular beacons and target oligonucleotide sequences were synthesized by TAKARA Biological Incorporation.
4:Experimental Procedures and Operational Workflow:
Single component determination was performed to investigate the working curve of each molecular beacon. Multiplex assays were conducted by mixing the working and target solutions of three MBs. Fluorescence excitation-emission matrices were measured and analyzed using the ART algorithm.
5:Data Analysis Methods:
The ART algorithm was used to decompose the three-way data of EEMs, enabling automatic rank estimation and providing solutions for spectral profile resolution and concentration estimation.
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