UV-Raman Spectroscopic Identification of Fungal Spores Important for Respiratory Diseases

被引:27
作者
Zukovskaja, Olga [1 ,2 ,3 ,4 ]
Kloss, Sandra [1 ,2 ]
Blango, Matthew G. [5 ]
Ryabchykov, Oleg [1 ,2 ,4 ]
Kniemeyer, Olaf [5 ]
Brakhage, Axel A. [5 ,6 ]
Bocklitz, Thomas W. [1 ,2 ,4 ]
Cialla-May, Dana [1 ,2 ,3 ,4 ]
Weber, Karina [1 ,2 ,3 ,4 ]
Popp, Juergen [1 ,2 ,3 ,4 ]
机构
[1] Friedrich Schiller Univ Jena, Inst Phys Chem, Helmholtzweg 4, D-07745 Jena, Germany
[2] Friedrich Schiller Univ Jena, Abbe Ctr Photon, Helmholtzweg 4, D-07745 Jena, Germany
[3] Res Campus Infectognost, Philosophenweg 7, D-07743 Jena, Germany
[4] Leibniz Inst Photon Technol Jena, Res Alliance Leibniz Hlth Technol, Albert Einstein Str 9, D-07745 Jena, Germany
[5] Leibniz Inst Nat Prod Res & Infect Biol HKI, Dept Mol & Appl Microbiol, Adolf Reichwein Str 23, D-07745 Jena, Germany
[6] Friedrich Schiller Univ Jena, Inst Microbiol, Dept Microbiol & Mol Biol, Neugasse 25, D-07743 Jena, Germany
关键词
ASPERGILLUS-FUMIGATUS; CLASSIFICATION; BACTERIA; SPECTRA; POLLEN; DNA; MICROORGANISMS; BIOSYNTHESIS; ANTIBIOTICS; VIRULENCE;
D O I
10.1021/acs.analchem.8b01038
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Fungal spores are one of several environmental factors responsible for causing respiratory diseases like asthma, chronic obstructive pulmonary disease (COPD), and aspergillosis. These spores also are able to trigger exacerbations during chronic forms of disease. Different fungal spores may contain different allergens and mycotoxins, therefore the health hazards are varying between the species. Thus, it is highly important quickly to identify the composition of fungal spores in the air. In this study, UV-Raman spectroscopy with an excitation wavelength of 244 nm was applied to investigate eight different fungal species implicated in respiratory diseases worldwide. Here, we demonstrate that darkly colored spores can be directly examined, and UV-Raman spectroscopy provides the information sufficient for classifying fungal spores. Classification models on the genus, species, and strain levels were built using a combination of principal component analysis and linear discriminant analysis followed by evaluation with leave-one-batch-out-cross-validation. At the genus level an accuracy of 97.5% was achieved, whereas on the species level four different Aspergillus species were classified with 100% accuracy. Finally, classifying three strains of Aspergillus fumigatus an accuracy of 89.4% was reached. These results demonstrate that UV-Raman spectroscopy in combination with innovative chemometrics allows for fast identification of fungal spores and can be a potential alternative to currently used time-consuming cultivation.
引用
收藏
页码:8912 / 8918
页数:7
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