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Open-sourced Raman spectroscopy data processing package implementing a baseline removal algorithm validated from multiple datasets acquired in human tissue and biofluids.

Authors :
Sheehy, Guillaume
Picot, Fabien
Dallaire, Frédérick
Ember, Katherine
Nguyen, Tien
Petrecca, Kevin
Trudel, Dominique
Leblond, Frédéric
Source :
Journal of Biomedical Optics. Feb2023, Vol. 28 Issue 2, p25002-25002. 1p.
Publication Year :
2023

Abstract

Standardized data processing approaches are required in the field of bio-Raman spectroscopy to ensure information associated with spectral data acquired by different research groups, and with different systems, can be compared on an equal footing. An open-sourced data processing software package was developed, implementing algorithms associated with all steps required to isolate the inelastic scattering component from signals acquired using Raman spectroscopy devices. The package includes a novel morphological baseline removal technique (BubbleFill) that provides increased adaptability to complex baseline shapes compared to current gold standard techniques. Also incorporated in the package is a versatile tool simulating spectroscopic data with varying levels of Raman signal-to-background ratios, baselines with different morphologies, and varying levels of stochastic noise. Application of the BubbleFill technique to simulated data demonstrated superior baseline removal performance compared to standard algorithms, including iModPoly and MorphBR. The data processing workflow of the open-sourced package was validated in four independent in-human datasets, demonstrating it leads to inter-systems data compatibility. A new open-sourced spectroscopic data pre-processing package was validated on simulated and real-world in-human data and is now available to researchers and clinicians for the development of new clinical applications using Raman spectroscopy. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10833668
Volume :
28
Issue :
2
Database :
Academic Search Index
Journal :
Journal of Biomedical Optics
Publication Type :
Academic Journal
Accession number :
162140238
Full Text :
https://doi.org/10.1117/1.JBO.28.2.025002