Portable mid-infrared spectroscopy combined with chemometrics to detect toxic metabolites, aflatoxins in Aspergillus-infected peanuts
A portable Mid-Infrared spectroscopy-based approach was developed for the non-destructive and rapid (∼1 min) detection of aflatoxins in Aspergillus -infected peanuts, effectively addressing the challenges in screening biological samples. In this study, a total of 274 kernels were inoculated with Aspergillus flavus ( A. flavus , NRRL 3357 and AF13) strains of fungus. Spectral data of inoculated peanut kernels were collected by a field-deployable FT-IR system, and further analyzed by chemometrics. Reference results of aflatoxins levels in inoculated peanuts were determined by uHPLC-MS/MS analysis. Interestingly, aflatoxin M 1 was detected in A. flavus -infected peanut kernels, which was confirmed by its fragmentation pattern. Supervised classification algorithms, developed by OPLS-DA (orthogonal partial least squares discriminant analysis) and SIMCA (Soft independent modeling of class analogies) both achieved high sensitivity (94.7%) in identifying fungal contamination with aflatoxin levels exceeding 3 ppb. In addition, the regression algorithm, developed by PLSR (partial least squares regression), showed a strong regression correlation (Rpre=0.85) and excellent residual predictive deviation (RPD=6.2) for quantifying total aflatoxins level in individual kernels. The integration of this FT-IR system with advanced predictive algorithms provided a rapid, user-friendly, and non-invasive solution for detecting A. flavus -infected peanuts with aflatoxins and quantifying aflatoxin levels. This proposed method would offer the feasibility of doing routine, in-plant aflatoxin screening "on the go," offering a cost-effective and scalable alternative to labor-intensive wet chemistry methods (e.g., uHPLC-MS/MS). This study would also inspire further innovation in non-destructive and high-throughput screening technologies for food safety applications. • A portable FT-IR method was developed to detect aflatoxins in infected peanuts. • Challenges in non-destructively screening biological samples can be addressed. • Aflatoxin M1 was detected in A. flavus -infected peanut kernels. • Both detection and quantification of toxic metabolites, aflatoxins were evaluated. • Portable alternative method to traditional testing for in-situ assessment.
Authors
- M. Mónica Giusti (ORCID: https://orcid.org/0000-0002-2348-3530)
- Luis Rodriguez‐Saona (ORCID: https://orcid.org/0000-0002-6615-1296)
- Jake C. Fountain (ORCID: https://orcid.org/0000-0003-0491-016X)
- Siyu Yao (ORCID: https://orcid.org/0000-0001-5660-5269)
- Gonzalo Miyagusuku-Cruzado (ORCID: https://orcid.org/0000-0002-4420-6022)
- Victor Nwosu
- Eric Dowd
- Megan West
Institutions
- University of Georgia (US)
- Blackhawk Technical College (US)
- The Ohio State University (US)
- Southeast University (CN)
Publication Details
- Journal
- LWT
- Published
- 2024-12-10
- DOI
- https://doi.org/10.1016/j.lwt.2024.117186
- Citations
- 9
- Primary Topic
- Spectroscopy and Chemometric Analyses
- Type
- article
- Field-Weighted Citation Impact
- 2.12