Cargando…

Monitoring Compositional Changes in Black Soldier Fly Larvae (BSFL) Sourced from Different Waste Stream Diets Using Attenuated Total Reflectance Mid Infrared Spectroscopy and Chemometrics

Black soldier fly (Hermetia illucens, L.) larvae are characterized by their ability to convert a variety of organic matter from food waste into a sustainable source of food (e.g., protein). This study aimed to evaluate the use of attenuated total reflectance (ATR) mid-infrared (MIR) spectroscopy to...

Descripción completa

Detalles Bibliográficos
Autores principales: Hoffman, Louwrens C., Zhang, Shuxin, Alagappan, Shanmugam, Wills, Volant, Yarger, Olympia, Cozzolino, Daniel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9655441/
https://www.ncbi.nlm.nih.gov/pubmed/36364327
http://dx.doi.org/10.3390/molecules27217500
_version_ 1784829186853044224
author Hoffman, Louwrens C.
Zhang, Shuxin
Alagappan, Shanmugam
Wills, Volant
Yarger, Olympia
Cozzolino, Daniel
author_facet Hoffman, Louwrens C.
Zhang, Shuxin
Alagappan, Shanmugam
Wills, Volant
Yarger, Olympia
Cozzolino, Daniel
author_sort Hoffman, Louwrens C.
collection PubMed
description Black soldier fly (Hermetia illucens, L.) larvae are characterized by their ability to convert a variety of organic matter from food waste into a sustainable source of food (e.g., protein). This study aimed to evaluate the use of attenuated total reflectance (ATR) mid-infrared (MIR) spectroscopy to monitor changes in the composition as well as to classify black soldier fly larvae (BSFL) samples collected from two growth stages (fifth and sixth instar) and two waste stream diets (bread and vegetables, soy waste). The BSFL samples were fed on either a soy or bread-vegetable mix waste in a control environment (temperature 25 °C, and humidity 70%). The frass and BSFL samples harvested as fifth and sixth instar samples were analyzed using an ATR-MIR instrument where frequencies at specific wavenumbers were compared and evaluated using different chemometric techniques. The PLS regression models yield a coefficient of determination in cross-validation (R(2)) > 0.80 for the prediction of the type of waste used as diet. The results of this study also indicated that the ratio between the absorbances corresponding to the amide group (1635 cm(−1)) and lipids (2921 + 2849 cm(−1)) region was higher in diets containing a high proportion of carbohydrates (e.g., bread-vegetable mix) compared with the soy waste diet. This study demonstrated the ability of MIR spectroscopy to classify BSFL instar samples according to the type of waste stream used as a diet. Overall, ATR-MIR spectroscopy has shown potential to be used as tool to evaluate and monitor the development and growth of BSFL. The utilization of MIR spectroscopy will allow for the development of traceability systems for BSFL. These tools will aid in risk evaluation and the identification of hazards associated with the process, thereby assisting in improving the safety and quality of BSFL intended to be used by the animal feed industry.
format Online
Article
Text
id pubmed-9655441
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-96554412022-11-15 Monitoring Compositional Changes in Black Soldier Fly Larvae (BSFL) Sourced from Different Waste Stream Diets Using Attenuated Total Reflectance Mid Infrared Spectroscopy and Chemometrics Hoffman, Louwrens C. Zhang, Shuxin Alagappan, Shanmugam Wills, Volant Yarger, Olympia Cozzolino, Daniel Molecules Article Black soldier fly (Hermetia illucens, L.) larvae are characterized by their ability to convert a variety of organic matter from food waste into a sustainable source of food (e.g., protein). This study aimed to evaluate the use of attenuated total reflectance (ATR) mid-infrared (MIR) spectroscopy to monitor changes in the composition as well as to classify black soldier fly larvae (BSFL) samples collected from two growth stages (fifth and sixth instar) and two waste stream diets (bread and vegetables, soy waste). The BSFL samples were fed on either a soy or bread-vegetable mix waste in a control environment (temperature 25 °C, and humidity 70%). The frass and BSFL samples harvested as fifth and sixth instar samples were analyzed using an ATR-MIR instrument where frequencies at specific wavenumbers were compared and evaluated using different chemometric techniques. The PLS regression models yield a coefficient of determination in cross-validation (R(2)) > 0.80 for the prediction of the type of waste used as diet. The results of this study also indicated that the ratio between the absorbances corresponding to the amide group (1635 cm(−1)) and lipids (2921 + 2849 cm(−1)) region was higher in diets containing a high proportion of carbohydrates (e.g., bread-vegetable mix) compared with the soy waste diet. This study demonstrated the ability of MIR spectroscopy to classify BSFL instar samples according to the type of waste stream used as a diet. Overall, ATR-MIR spectroscopy has shown potential to be used as tool to evaluate and monitor the development and growth of BSFL. The utilization of MIR spectroscopy will allow for the development of traceability systems for BSFL. These tools will aid in risk evaluation and the identification of hazards associated with the process, thereby assisting in improving the safety and quality of BSFL intended to be used by the animal feed industry. MDPI 2022-11-03 /pmc/articles/PMC9655441/ /pubmed/36364327 http://dx.doi.org/10.3390/molecules27217500 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Hoffman, Louwrens C.
Zhang, Shuxin
Alagappan, Shanmugam
Wills, Volant
Yarger, Olympia
Cozzolino, Daniel
Monitoring Compositional Changes in Black Soldier Fly Larvae (BSFL) Sourced from Different Waste Stream Diets Using Attenuated Total Reflectance Mid Infrared Spectroscopy and Chemometrics
title Monitoring Compositional Changes in Black Soldier Fly Larvae (BSFL) Sourced from Different Waste Stream Diets Using Attenuated Total Reflectance Mid Infrared Spectroscopy and Chemometrics
title_full Monitoring Compositional Changes in Black Soldier Fly Larvae (BSFL) Sourced from Different Waste Stream Diets Using Attenuated Total Reflectance Mid Infrared Spectroscopy and Chemometrics
title_fullStr Monitoring Compositional Changes in Black Soldier Fly Larvae (BSFL) Sourced from Different Waste Stream Diets Using Attenuated Total Reflectance Mid Infrared Spectroscopy and Chemometrics
title_full_unstemmed Monitoring Compositional Changes in Black Soldier Fly Larvae (BSFL) Sourced from Different Waste Stream Diets Using Attenuated Total Reflectance Mid Infrared Spectroscopy and Chemometrics
title_short Monitoring Compositional Changes in Black Soldier Fly Larvae (BSFL) Sourced from Different Waste Stream Diets Using Attenuated Total Reflectance Mid Infrared Spectroscopy and Chemometrics
title_sort monitoring compositional changes in black soldier fly larvae (bsfl) sourced from different waste stream diets using attenuated total reflectance mid infrared spectroscopy and chemometrics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9655441/
https://www.ncbi.nlm.nih.gov/pubmed/36364327
http://dx.doi.org/10.3390/molecules27217500
work_keys_str_mv AT hoffmanlouwrensc monitoringcompositionalchangesinblacksoldierflylarvaebsflsourcedfromdifferentwastestreamdietsusingattenuatedtotalreflectancemidinfraredspectroscopyandchemometrics
AT zhangshuxin monitoringcompositionalchangesinblacksoldierflylarvaebsflsourcedfromdifferentwastestreamdietsusingattenuatedtotalreflectancemidinfraredspectroscopyandchemometrics
AT alagappanshanmugam monitoringcompositionalchangesinblacksoldierflylarvaebsflsourcedfromdifferentwastestreamdietsusingattenuatedtotalreflectancemidinfraredspectroscopyandchemometrics
AT willsvolant monitoringcompositionalchangesinblacksoldierflylarvaebsflsourcedfromdifferentwastestreamdietsusingattenuatedtotalreflectancemidinfraredspectroscopyandchemometrics
AT yargerolympia monitoringcompositionalchangesinblacksoldierflylarvaebsflsourcedfromdifferentwastestreamdietsusingattenuatedtotalreflectancemidinfraredspectroscopyandchemometrics
AT cozzolinodaniel monitoringcompositionalchangesinblacksoldierflylarvaebsflsourcedfromdifferentwastestreamdietsusingattenuatedtotalreflectancemidinfraredspectroscopyandchemometrics