Detection of low numbers of bacterial cells in pharmaceutical drug product using Raman Spectroscopy and PLS-DA multivariate analysis.
R. A. Grosso, A. R. Walther, E. Brunbech, A. Sorensen, B. Schebye, K. E. Olsen, H. Qu, M. A. Hedegaard, E. C. Arnspang
Abstract
Sterility testing is a laborious and slow process to detect contaminants present in drug products. Raman spectroscopy is a promising label-free tool to detect microorganisms and thus gaining relevance as future alternative culture-free method for sterility testing in pharmaceutical industry. However, reaching detection limits similar to standard procedures while keeping a high accuracy remains challenging, due to weak bacterial Raman signal. In this work, we show a new non-invasive approach focusing on detect different bacteria in concentrations below 100 CFU/ml within drug product containers using Raman spectroscopy and multivariate data analysis. Even though Raman spectra form drug product with and without bacteria are similar, a partial least squared discriminant analysis (PLS-DA) model shows great performance to distinguish samples with bacteria contaminants in limits below 10 CFU/ml. We use spiked samples with bacteria spores for independent validation achieving a detection accuracy of 99%. Our results indicate a great potential of this rapid, and cost-effective approach to be use in quality control of pharmaceutical industry.
02 /Specification & Classification
Click any tag to browse matching papers- Organism
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Disinfection chemicals mode of action on the bacterial spore structure and their Raman spectra
D. Malyshev, T. Dahlberg, … M. Andersson·bioRxiv·Aug 24, 2020
- Resonance Raman spectra for the in-situ identification of bacteria strains and their inactivation
D. Dhankhar, A. Nagpal, … P. Rentzepis·bioRxiv·Oct 22, 2020
- Limit of detection of Raman spectroscopy using polystyrene particles from 25 to 1000 nm in aqueous suspensions
Cindy Mayorga, Shreya Milind Athalye, … Mohit S. Verma·Analytical ChemistryPeer-reviewed·Apr 14, 2025
- Rapid Raman spectroscopy-based test for antimicrobial resistance
Vladimir Mushenkov, Ksenia Zhigalova, … Elena G. Zavyalova·Open BiologyPeer-reviewed·Feb 1, 2025
- Surface-enhanced Raman spectroscopy on the membranes for antimicrobial resistance testing
Vladimir Mushenkov, Evgeny Andreev, … Elena G. Zavyalova·bioRxiv·Jul 12, 2025
- Detection of Penicillin G Produced by Penicillium chrysogenum KF 425 in Vivo with Raman Microspectroscopy and Multivariate Curve Resolution-Alternating Least Squares Methods
S. Horii, M. Ando, … h. Takeyama·Journal of Natural ProductsPeer-reviewed·Oct 19, 2020