Differentiation and classification of bacterial endotoxins based on surface enhanced Raman scattering and advanced machine learning

Author:

Yang Yanjun1ORCID,Xu Beibei2,Haverstick James3,Ibtehaz Nabil4ORCID,Muszyński Artur5ORCID,Chen Xianyan2,Chowdhury Muhammad E. H.6,Zughaier Susu M.7ORCID,Zhao Yiping3ORCID

Affiliation:

1. School of Electrical and Computer Engineering, College of Engineering, The University of Georgia, Athens, GA 30602, USA

2. Department of Statistics, The University of Georgia, Athens, GA 30602, USA

3. Department of Physics and Astronomy, The University of Georgia, Athens, GA 30602, USA

4. Department of Computer Science, Purdue University, West Lafayette, IN 47907, USA

5. Complex Carbohydrate Research Center, University of Georgia, Athens, GA 30602, USA

6. Department of Electrical Engineering, College of Engineering, Qatar University, PO. Box 2713, Doha, Qatar

7. Department of Basic Medical Sciences, College of Medicine, QU Health, Qatar University, PO. Box 2713, Doha, Qatar

Abstract

A rapid and simple method was proposed for differentiation and classification of eleven bacterial endotoxins based on surface enhanced Raman scattering (SERS) and advanced machine learning algorithms.

Funder

Qatar National Research Fund

Office of Science

National Institutes of Health

Publisher

Royal Society of Chemistry (RSC)

Subject

General Materials Science

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