Prediction of Mycelium-Based Biocatalyst Activity for Perillyl Butyrate Synthesis Using ATR-IR Spectrum

Lyophilized fungal mycelia are a promising class of biocatalysts, offering high stability in organic solvents and at high temperatures as well as reduced environmental footprint compared to free enzymes. However, the screening of fungal strains for catalytic activity in ester bond formation remains...

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المؤلف الرئيسي:	Mateusz Kutyła (19836897) (author)
مؤلفون آخرون:	Edward Kozłowski (21262423) (author), Łukasz Szajnecki (19836900) (author), Jakub Jagusiński (21262426) (author), Weronika Makuch (21262429) (author), Wiktor Stola (21262432) (author), Dominik Kotyla (21262435) (author), Alicja Śliwa (21262438) (author), Hanna Tratkowska (21262441) (author), Kacper Sitkowski (21262444) (author), Amelia Szczepańska (21262447) (author), Milena Startek (21262450) (author), Dominik Sroka (21262453) (author), Eliza Wysokińska (21262456) (author), Marzena Baran (21262459) (author), Mariusz Trytek (19836912) (author)
منشور في:	2025
الموضوعات:	Biochemistry Microbiology Genetics Biotechnology Ecology Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified elastic net achieved consuming enzymatic reactions >, θ ̂⟩ spectral data vector spectral data alone principal component analysis generalized linear model estimated model parameters offering high stability >< sub >< ir spectral features ir data set two predictive models reliably predicted using >( 0 ,< based model yielded based biocatalyst activity 2 </ sup spectral data >< sup chromatographic analysis catalytic activity high temperatures high dimensionality x </ synthesis yield strong correlation significantly reducing r </ promising class perillyl butyrate perillyl alcohol organic solvents n </ local environment inner product fungal strains free enzymes findings demonstrate f </ determination (< costly process catalytic efficiency butyric acid biocatalytic performance approach enables
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Prediction of Mycelium-Based Biocatalyst Activity for Perillyl Butyrate Synthesis Using ATR-IR Spectrum

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