Meta-analysis of the effect of black soldier fly larvae meal in diet on broiler performance and prediction of its metabolisable energy value

References

• Abd El-Hack ME, Shafi ME, Alghamdi WY, Abdelnour SA, Shehata AM, Noreldin AE, Ashour EA, Swelum AA, Al-Sagan AA, Alkhateeb M, et al. 2020. Black soldier fly (Hermetia illucens) meal as a promising feed ingredient for poultry: a comprehensive review. Agriculture. 10(8):339.
   Google Scholar
• Affedzie-Obresi S, Adu-Aboagye G, Nkegbe EK, Asuming-Bediako N, Ansah KO, Mensah-Bonsu A, Sarpong DB, Amegashie DPK, Kwadzo GTM, Wallace PA, et al. 2020. Black soldier fly (Hermetia illucens) larvae meal as alternative protein in broiler production in Ghana. Ghana J Agric Sci. 55(1):1–13.
   Google Scholar
• Alvarenga RR, Rodrigues PB, Zangeronimo MG, Freitas RTF, Lima RR, Bertechini AG, Fassani EJ. 2011. Energetic values of feedstuffs for broilers determined with in vivo assays and prediction equations. Anim Feed Sci Technol. 168(3-4):257–266.
   Web of Science ®Google Scholar
• Attivi K, Agboka K, Mlaga GK, Oke O, Teteh A, Onagbesan O, Tona K. 2020. Effect of black soldier fly (Hermetia illucens) maggots meal as a substitute for fish meal on growth performance, biochemical parameters and digestibility of broiler chickens. Int J Poult Sci. 19(2):75–80.
   Google Scholar
• Baracho MS, Nääs I, Lima NDS, Cordeiro AFS, Moura DJ. 2019. Factors affecting broiler production: a meta-analysis. Braz J Poult Sci. 21(3):1–10.
   Google Scholar
• Brede A, Wecke C, Liebert F. 2018. Does the optimal dietary methionine to cysteine ratio in diets for growing chickens respond to high inclusion rates of insect meal from Hermetia illucens? Animals. 8(11):187.
   Web of Science ®Google Scholar
• Carré B, Prevotel B, Leclercq B. 1984. Cell wall content as a predictor of metabolisable energy value of poultry feedingstuffs. Br Poult Sci. 25(4):561–572.
   Web of Science ®Google Scholar
• Cockcroft B. 2018. The nutritional potential of black soldier fly (Hermetia illucens) larvae as a protein source for broiler chicken diets [MSc]. Stellenbosch: Stellenbosch University.
   Google Scholar
• Dabbou S, Gai F, Biasato I, Capucchio MT, Biasibetti E, Dezzutto D, Meneguz M, Plachà I, Gasco L, Schiavone A. 2018. Black soldier fly defatted meal as a dietary protein source for broiler chickens: effects on growth performance, blood traits, gut morphology and histological features. J Anim Sci Biotechnol. 9(1):1–10.
   PubMedGoogle Scholar
• De Marco M, Martínez S, Hernandez F, Madrid J, Gai F, Rotolo L, Belforti M, Bergero D, Katz H, Dabbou S, et al. 2015. Nutritional value of two insect larval meals (Tenebrio molitor and Hermetia illucens) for broiler chickens: apparent nutrient digestibility, apparent ileal amino acid digestibility and apparent metabolizable energy. Anim Feed Sci Technol. 209:211–218.
   Web of Science ®Google Scholar
• Dörper A, Veldkamp T, Dicke M. 2021. Use of black soldier fly and house fly in feed to promote sustainable poultry production. J Insects Food Feed. 7(5):761–780.
   Web of Science ®Google Scholar
• Escobar-Bahamondes P, Oba M, Beauchemin KA. 2017. Universally applicable methane prediction equations for beef cattle fed high- or low-forage diets. Can J Anim Sci. 97(1):83–94.
   Google Scholar
• Fuso A, Barbi S, Macavei LI, Luparelli AV, Maistrello L, Montorsi M, Sforza S, Caligiani A. 2021. Effect of the rearing substrate on total protein and amino acid composition in black soldier fly. Foods. 10(8):1773.
   PubMed Web of Science ®Google Scholar
• Hartinger K, Greinix J, Thaler N, Ebbing MA, Yacoubi N, Schedle K, Gierus M. 2021. Effect of graded substitution of soybean meal by Hermetia illucens larvae meal on animal performance, apparent ileal digestibility, gut histology and microbial metabolites of broilers. Animals. 11(6):1628.
   Web of Science ®Google Scholar
• Heaton J. 2008. Introduction to neural networks with Java. McKinnis M, editor. Chesterfield (MO): Heaton Research, Inc.
   Google Scholar
• Hossain SM, Blair R. 2007. Chitin utilisation by broilers and its effect on body composition and blood metabolites. Br Poult Sci. 48(1):33–38.
   PubMed Web of Science ®Google Scholar
• Khan SH. 2018. Recent advances in role of insects as alternative protein source in poultry nutrition. J Appl Anim Res. 46(1):1144–1157.
   Web of Science ®Google Scholar
• Khempaka S, Chitsatchapong C, Molee W. 2011. Effect of chitin and protein constituents in shrimp head meal on growth performance, nutrient digestibility, intestinal microbial populations, volatile fatty acids, and ammonia production in broilers. J Appl Poult Res. 20(1):1–11.
   Web of Science ®Google Scholar
• Kim B, Kim HR, Baek YC, Ryu CH, Sy J, Jeong JY, Kim M, Jung H, Park SH. 2022. Evaluation of microwave-dried black soldier fly (Hermetia illucens) larvae meal as a dietary protein source in broiler chicken diets. J Insects Food Feed. 8(9):977–987.
   Google Scholar
• Kim YS. 2008. Comparison of the decision tree, artificial neural network, and linear regression methods based on the number and types of independent variables and sample size. Expert Syst Appl. 34(2):1227–1234.
   Web of Science ®Google Scholar
• Koh K, Iwamae S. 2013. Chitinolytic activity of mucosal enzymes in the different parts of the digestive tract in broilers. J Poult Sci. 50(1):65–67.
   Web of Science ®Google Scholar
• Lin LIK. 1989. A concordance correlation coefficient to evaluate reproducibility. Biometrics. 45(1):255–268.
   PubMed Web of Science ®Google Scholar
• Lotfi M, Shariatmadari F, Ahmadi H, Sharafi M. 2020. Estimation and prediction of metabolizable energy contents of wheat bran for poultry. J Agric Sci Technol. 22(4):965–976.
   Google Scholar
• Mariano FCMQ, Paixão CA, Lima RR, Alvarenga RR, Rodrigues PB, Nascimento GAJ. 2013. Prediction of the energy values of feedstuffs for broilers using meta-analysis and neural networks. Animal. 7(9):1440–1445.
   PubMed Web of Science ®Google Scholar
• Matin N, Utterback P, Parsons CM. 2021. True metabolizable energy and amino acid digestibility in black soldier fly larvae meals, cricket meal, and mealworms using a precision-fed rooster assay. Poult Sci. 100(7):101146.
   PubMed Web of Science ®Google Scholar
• Meneguz M, Schiavone A, Gai F, Dama A, Lussiana C, Renna M, Gasco L. 2018. Effect of rearing substrate on growth performance, waste reduction efficiency and chemical composition of black soldier fly (Hermetia illucens) larvae. J Sci Food Agric. 98(15):5776–5784.
   PubMed Web of Science ®Google Scholar
• Møller MF. 1993. A scaled conjugate gradient algorithm for fast supervised learning. Neural Netw. 6(4):525–533.
   Web of Science ®Google Scholar
• Mottet A, Tempio G. 2017. Global poultry production: current state and future outlook and challenges. World Poult Sci J. 73(2):245–256.
   Web of Science ®Google Scholar
• Moula N, Detilleux J. 2019. A meta-analysis of the effects of insects in feed on poultry growth performances. Animals. 9(5):201.
   Web of Science ®Google Scholar
• Murawska D, Daszkiewicz T, Sobotka W, Gesek M, Witkowska D, Matusevičius P, Bakuła T. 2021. Partial and total replacement of soybean meal with full-fat black soldier fly (Hermetia illucens L.) larvae meal in broiler chicken diets: impact on growth performance, carcass quality and meat quality. Animals. 11(9):2715.
   Web of Science ®Google Scholar
• Mwaniki ZN, Kiarie E. 2019. Standardized ileal digestible amino acids and apparent metabolizable energy content in defatted black soldier fly larvae meal fed to broiler chickens. Can J Anim Sci. 99(2):211–217.
   Google Scholar
• Neumann C, Velten S, Liebert F, Neumann C, Velten S, Liebert F. 2018. The graded inclusion of algae (Spirulina platensis) or insect (Hermetia illucens) meal as a soybean meal substitute in meat type chicken diets impacts on growth, nutrient deposition and dietary protein quality depending on the extent of amino acid supplementation. Open J Anim Sci. 8(2):163–183.
   Google Scholar
• Oluokun JA. 2010. Upgrading the nutritive value of full-fat soyabeans meal for broiler production with either fishmeal or black soldier fly larvae meal (Hermetia illucens). Niger J Anim Sci. 3(2):51–61.
   Google Scholar
• Onsongo VO, Osuga IM, Gachuiri CK, Wachira AM, Miano DM, Tanga CM, Ekesi S, Nakimbugwe D, Fiaboe KKM. 2018. Insects for income generation through animal feed: effect of dietary replacement of soybean and fish meal with black soldier fly meal on broiler growth and economic performance. J Econ Entomol. 111(4):1966–1973.
   PubMed Web of Science ®Google Scholar
• Opoku O, Atuahene CC, Adjei MB, Quaye B, Adu MA. 2018. Black soldier fly (Hermetia illucens) larvae meal (BSFLM) as alternative dietary protein source for broiler chickens; effects on growth performance, carcass and haematological parameters. Ghana J Anim Sci. 9(1):25–31.
   Google Scholar
• Özesmi SL, Tan CO, Özesmi U. 2006. Methodological issues in building, training, and testing artificial neural networks in ecological applications. Ecol Modell. 195(1-2):83–93.
   Web of Science ®Google Scholar
• Perai AH, Moghaddam HN, Asadpour S, Bahrampour J, Mansoori G. 2010. A comparison of artificial neural networks with other statistical approaches for the prediction of true metabolizable energy of meat and bone meal. Poult Sci. 89(7):1562–1568.
   PubMed Web of Science ®Google Scholar
• Sauvant D, Letourneau-Montminy MP, Schmidely P, Boval M, Loncke C, Daniel JB. 2020. Review: use and misuse of meta-analysis in animal science. Animal. 14(S2):s207–s222.
   PubMedGoogle Scholar
• Sauvant D, Perez JM, Tran G. 2004. Tables of composition and nutritional value of feed materials: pigs, poultry, cattle, sheep, goats, rabbits, horses and fish. Wageningen: Academic Publishers.
   Google Scholar
• Schiavone A, D, Marco M, Martínez S, Dabbou S, Renna M, Madrid J, Hernandez F, Rotolo L, Costa P, Gai F. 2017. Nutritional value of a partially defatted and a highly defatted black soldier fly larvae (Hermetia illucens L.) meal for broiler chickens: apparent nutrient digestibility, apparent metabolizable energy and apparent ileal amino acid digestibility. J Anim Sci Biotechnol. 8(1):1–9.
   PubMedGoogle Scholar
• Schoor AV. 2017. The assessment of black soldier fly (Hermetia illucens) pre-pupae, grown on human faecal waste, as a protein source in broiler and layer diets [MSc]. Stellenbosch: Stellenbosch University.
   Google Scholar
• Sedghi M, Ebadi MR, Golian A, Ahmadi H. 2011. Estimation and modeling true metabolizable energy of sorghum grain for poultry. Poult Sci. 90(5):1138–1143.
   PubMed Web of Science ®Google Scholar
• Smets R, Claes J, Van Der Borght M. 2021. On the nitrogen content and a robust nitrogen-to-protein conversion factor of black soldier fly larvae (Hermetia illucens). Anal Bioanal Chem. 413(25):6365–6377.
   PubMed Web of Science ®Google Scholar
• Spranghers T, Ottoboni M, Klootwijk C, Ovyn A, Deboosere S, D, Meulenaer B, Michiels J, Eeckhout M, D, Clercq P, De Smet S. 2017. Nutritional composition of black soldier fly (Hermetia illucens) prepupae reared on different organic waste substrates. J Sci Food Agric. 97(8):2594–2600.
   PubMed Web of Science ®Google Scholar
• St-Pierre NR. 2001. Invited review: integrating quantitative findings from multiple studies using mixed model methodology. J Dairy Sci. 84(4):741–755.
   PubMed Web of Science ®Google Scholar
• Sverguzova SV, Shaikhiev IH, Sapronova ZA, Fomina EV, Makridinа YL. 2021. Use of fly larvae Hermetia illucens in poultry feeding: a review paper. J Water Land Dev. 49(IV-VI):95–103.
   Google Scholar
• Tallentire CW, Mackenzie SG, Kyriazakis I. 2017. Environmental impact trade-offs in diet formulation for broiler production systems in the UK and USA. Agric Syst. 154:145–156.
   Web of Science ®Google Scholar
• Tedeschi LO. 2006. Assessment of the adequacy of mathematical models. Agric Syst. 89(2-3):225–247.
   Web of Science ®Google Scholar
• Tschirner M, Simon A. 2015. Influence of different growing substrates and processing on the nutrient composition of black soldier fly larvae destined for animal feed. J Insects Food Feed. 1(4):249–259.
   Web of Science ®Google Scholar
• Uushona T. 2015. Black soldier fly (Hermetia illucens) pre-pupae as a protein source for broiler production [MSc]. Stellenbosch: Stellenbosch University.
   Google Scholar
• Van der Heide ME, Nørgaard JV, Engberg RM. 2021. Performance, nutrient digestibility and selected gut health parameters of broilers fed with black soldier fly, lesser mealworm and yellow mealworm. J Insects Food Feed. 7(6):1011–1022.
   Web of Science ®Google Scholar
• Van Emmenes L. 2021. Exploring the potential health benefits from Hermetia illucens and Chrysomya chloropyga larvae meal in poultry diets [PhD]. Stellenbosch: Stellenbosch University.
   Google Scholar
• Van PhI CP, Walraven M, Bézagu M, Lefranc M, Ray C. 2020. Industrial symbiosis in insect production—a sustainable eco-efficient and circular business model. Sustainability. 12(24):10333.
   Web of Science ®Google Scholar
• Vauterin A, Steiner B, Sillman J, Kahiluoto H. 2021. The potential of insect protein to reduce food-based carbon footprints in Europe: the case of broiler meat production. J Clean Prod. 320:128799–128799.
   Web of Science ®Google Scholar
• Velten S, Neumann C, Bleyer M, Gruber-Dujardin E, Hanuszewska M, Przybylska-Gornowicz B, Liebert F. 2018. Effects of 50 percent substitution of soybean meal by alternative proteins from Hermetia illucens or Spirulina platensis in meat-type chicken diets with graded amino acid supply. Open J Anim Sci. 08(02):119–136.
   Google Scholar
• Wang Y-S, Shelomi M. 2017. Review of black soldier fly (Hermetia illucens) as animal feed and human food. Foods. 6(10):91.
   PubMed Web of Science ®Google Scholar
• Wolynetz MS, Sibbald IR. 1984. Relationships between apparent and true metabolizable energy and the effects of a nitrogen correction. Poult Sci. 63(7):1386–1399.
   Web of Science ®Google Scholar
• Yaseen Kareem K, Abdulla N, Ling Foo H, Shazali N. 2018. Effect of feeding larvae meal in the diets on growth performance, nutrient digestibility and meat quality in broiler chicken. Indian J Anim Res. 88(10):84–89.
   Web of Science ®Google Scholar