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  4. Multidimensional discriminant analysis of species, strains and culture age of closely related entomopathogenic fungi using reflectance spectroscopy
 
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Multidimensional discriminant analysis of species, strains and culture age of closely related entomopathogenic fungi using reflectance spectroscopy

Type
Journal article
Language
English
Date issued
2024
Author
Jasiewicz, Jarosław
Piekarczyk, Jan
Stępień, Łukasz
Tkaczuk, Cezary
Sosnowska, Danuta
Urbaniak, Monika
Ratajkiewicz, Henryk 
Faculty
Wydział Rolnictwa, Ogrodnictwa i Biotechnologii
Journal
Spectrochimica Acta - Part A: Molecular and Biomolecular Spectroscopy
ISSN
1386-1425
DOI
10.1016/j.saa.2024.124135
Volume
313
Number
15 May 2024
Pages from-to
art. 124135
Abstract (EN)
The diversity of fungal strains is influenced by genetic and environmental factors, growth conditions and mycelium age, and the spectral features of fungal mycelia are associated with their biochemical, physiological, and structural traits. This study investigates whether intraspecific differences can be detected in two closely related entomopathogenic species, namely Cordyceps farinosa and Cordyceps fumosorosea, using ultraviolet A to shortwave infrared (UVA-SWIR) reflectance spectra. Phylogenetic analysis of all strains revealed a high degree of uniformity among the populations of both species. The characteristics resulting from variation in the species, as well as those resulting from the age of the cultures were determined. We cultured fungi on PDA medium and measured the reflectance of mycelia in the 350–2500 nm range after 10 and 17 days. We subjected the measurements to quadratic discriminant analysis (QDA) to identify the minimum number of bands containing meaningful information. We found that when the age of the fungal culture was known, species represented by a group of different strains could be distinguished with no more than 3–4 wavelengths, compared to 7–8 wavelengths when the age of the culture was unknown. At least 6–8 bands were required to distinguish cultures of a known species among different age groups. Distinguishing all strains within a species was more demanding: at least 10 bands were required for C. fumosorosea and 21 bands for C. farinosa. In conclusion, fungal differentiation using point reflectance spectroscopy gives reliable results when intraspecific and age variations are taken into account.
Keywords (EN)
  • hyperspectral data

  • fungal mycel

  • pigmens

  • chemometrics

  • genetic variation

  • optical classification

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