<i>In Situ</i> Raman Hyperspectral Analysis of Microbial Colonies for Secondary Metabolites Screening

Since the discovery of penicillin, a vast array of microbial antibiotics has been identified and applied in the medical field. Globally, the search for drug candidates <i>via</i> microbial screening is ongoing. Traditional screening methods, however, are time-consuming and require labor-intensive sample processing, significantly reducing throughput. This research introduces a Raman spectroscopy-based screening system tailored to the <i>in situ</i> analysis of microbial colonies on solid culture media. Employing multivariate curve resolution-alternating least-squares (MCR-ALS) for spectral decomposition, our approach reveals the production of secondary metabolites at the single colony level. We enhanced the microbial culture method, enabling direct, high signal-to-noise (S/N) ratio Raman spectroscopic measurements of colonies of <i>Escherichia coli</i> and actinomycetes species. Through semisupervised MCR analysis using the known spectra of actinorhodin and undecylprodigiosin as references, we accurately assessed the production of these compounds by <i>Streptomyces coelicolor</i> A3(2). Furthermore, we herein successfully detected the production of amphotericin B by <i>Streptomyces nodosus</i>, even in the absence of prior spectral information. This demonstrates the potential of our technique in the discovery of secondary metabolites. In addition to enabling the detection of the above-mentioned compounds, this analysis revealed the heterogeneity of the spatial distribution of their production in each colony. Our technique makes a significant contribution to the advancement of microbial screening, offering a rapid, efficient alternative to conventional methods and opening avenues for secondary metabolites discovery.

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Publication Details

Journal
Analytical Chemistry
Published
2024-08-31
DOI
https://doi.org/10.1021/acs.analchem.4c02906
Citations
5
Primary Topic
Spectroscopy Techniques in Biomedical and Chemical Research
Type
article
Field-Weighted Citation Impact
3.31

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article

In Situ Raman Hyperspectral Analysis of Microbial Colonies for Secondary Metabolites Screening

Haruko Takeyama, Masahiro Ando, Shumpei Horii, Toyoaki Anai et al.
5 citations
Analytical Chemistry
Spectroscopy Techniques in Biomedical and Chemical Research
3.31
article

In Situ Raman Hyperspectral Analysis of Microbial Colonies for Secondary Metabolites Screening

Haruko Takeyama, Masahiro Ando, Shumpei Horii, Toyoaki Anai, Takuji Nakashima, Shunnosuke Suwa
article en
5 citations

Abstract

Since the discovery of penicillin, a vast array of microbial antibiotics has been identified and applied in the medical field. Globally, the search for drug candidates <i>via</i> microbial screening is ongoing. Traditional screening methods, however, are time-consuming and require labor-intensive sample processing, significantly reducing throughput. This research introduces a Raman spectroscopy-based screening system tailored to the <i>in situ</i> analysis of microbial colonies on solid culture media. Employing multivariate curve resolution-alternating least-squares (MCR-ALS) for spectral decomposition, our approach reveals the production of secondary metabolites at the single colony level. We enhanced the microbial culture method, enabling direct, high signal-to-noise (S/N) ratio Raman spectroscopic measurements of colonies of <i>Escherichia coli</i> and actinomycetes species. Through semisupervised MCR analysis using the known spectra of actinorhodin and undecylprodigiosin as references, we accurately assessed the production of these compounds by <i>Streptomyces coelicolor</i> A3(2). Furthermore, we herein successfully detected the production of amphotericin B by <i>Streptomyces nodosus</i>, even in the absence of prior spectral information. This demonstrates the potential of our technique in the discovery of secondary metabolites. In addition to enabling the detection of the above-mentioned compounds, this analysis revealed the heterogeneity of the spatial distribution of their production in each colony. Our technique makes a significant contribution to the advancement of microbial screening, offering a rapid, efficient alternative to conventional methods and opening avenues for secondary metabolites discovery.

Analytical ChemistryVol. 96(37)
Kyushu University (JP), Waseda University (JP), National Institute of Advanced Industrial Science and Technology (JP)
National Institute of Advanced Industrial Science and Technology, Waseda University, Japan Science and Technology Agency
Zero hunger
Openalex Percentile: Top 8%
Spectroscopy Techniques in Biomedical and Chemical Research
3.31
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