Optimizing Protease Production in Metarhizium robertsii to Improve the Efficacy of Beauveria bassiana
Abstract
1. Introduction
2. Materials and Methods
2.1. Microorganisms
2.2. Designing Statistically Based Experiments for Maximizing Protease Production
2.2.1. Plackett Burman Design
2.2.2. Response Surface Methodology
2.2.3. Validation of the Model
2.3. Growth Kinetics of M. robertsii Mt015 in the Optimized Medium
2.4. Enzyme Activity
2.5. Biological Assay
3. Results
3.1. Screening of Significant Factors by Plackett–Burman Design (PBD)
3.2. Response Surface Methodology
3.3. Model Validation
3.4. Kinetics of Enzyme Production by M. robertsii Mt015 in the Optimized Medium
3.5. Bioassay—Effect of Protease Extract on B. bassiana Efficacy Against T. absoluta
4. Discussion
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| PBD | Plackett–Burman design |
| CCRD | Rotatable central composite design |
References
- Castro, H.L.B.; Braga, F.R.; de Freitas Soares, F.E. Potential of Plant Cysteine Proteases against Crop Pests and Animal Parasites. J. Nat. Pestic. Res. 2023, 6, 100049. [Google Scholar] [CrossRef] [Scilit]
- Thongkaewyuan, A.; Chairin, T. Biocontrol of Meloidogyne incognita by Metarhizium guizhouense and Its Protease. Biol. Control 2018, 126, 142–146. [Google Scholar] [CrossRef] [Scilit]
- de Freitas Soares, F.E.; Ferreira, J.M.; Genier, H.L.A.; Al-Ani, L.K.T.; Aguilar-Marcelino, L. Biological Control 2.0: Use of Nematophagous Fungi Enzymes for Nematode Control. J. Nat. Pestic. Res. 2023, 4, 100025. [Google Scholar] [CrossRef] [Scilit]
- Mondal, S.; Baksi, S.; Koris, A.; Vatai, G. Journey of Enzymes in Entomopathogenic Fungi. Pac. Sci. Rev. A Nat. Sci. Eng. 2016, 18, 85–99. [Google Scholar] [CrossRef] [Scilit]
- Saciloto-de-Oliveira, L.R.; Innocente-Alves, C.; de Fraga Sant’Ana, J.; Marques, A.L.; Schrank, A.; Naretto Rangel, D.E.; Santi, L.; Beys-da-Silva, W.O. Proteomics in Metarhizium Parasitism of Arthropods. Fungal Biol. Rev. 2025, 51, 100409. [Google Scholar] [CrossRef] [Scilit]
- Figueroa, L.B.P.; Ferreira, J.M.; Mamani, R.C.C.; Soares, F.E.F. Biochemistry, Pathogenesis, and Parasitism of Beauveria. In Entomopathogenic Fungi; Kumar Deshmukh, S., Ramaiah Sridhar, K., Eds.; Springer: Singapore, 2024. [Google Scholar]
- Ferreira, J.M.; Fernandes, É.K.K.; Kim, J.S.; Soares, F.E.F. The Combination of Enzymes and Conidia of Entomopathogenic Fungi against Aphis gossypii Nymphs and Spodoptera frugiperda Larvae. J. Fungi 2024, 10, 292. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Alves, A.C.; Soares, F.E.F. Production and Application of Enzymes from Entomopathogenic Fungi in Biological Control. In Frontiers in Entomopathogenic Fungi; Springer: Singapore, 2026. [Google Scholar]
- Swathy, K.; Parmar, M.K.; Vivekanandhan, P. Biocontrol Efficacy of Entomopathogenic Fungi Beauveria bassiana Conidia against Agricultural Insect Pests. Environ. Qual. Manag. 2024, 34, 22174. [Google Scholar] [CrossRef] [Scilit]
- Lovera, A.; Belaich, M.; Villamizar, L.; Patarroyo, M.A.; Barrera, G. Enhanced Virulence of Beauveria bassiana against Diatraea saccharalis Using a Soluble Recombinant Enzyme with Endo- and Exochitinase Activity. Biol. Control 2020, 144, 104211. [Google Scholar] [CrossRef] [Scilit]
- Jackson, M.A.; Dunlap, C.A.; Jaronski, S.T. Ecological Considerations in Producing and Formulating Fungal Entomopathogens for Use in Insect Biocontrol. Ecol. Fungal Entomopathog. 2010, 55, 129–145. [Google Scholar] [CrossRef] [Scilit]
- Mejía, C.; Bautista, E.J.; García, L.; Barrios Murcia, J.C.; Barrera, G. Assessment of Fungal Lytic Enzymatic Extracts Produced Under Submerged Fermentation as Enhancers of Entomopathogens’ Biological Activity. Curr. Microbiol. 2024, 81, 217. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zhang, Y.J.; Feng, M.G.; Fan, Y.H.; Luo, Z.B.; Yang, X.Y.; Wu, D.; Pei, Y. A Cuticle-Degrading Protease (CDEP-1) of Beauveria bassiana Enhances Virulence. Biocontrol Sci. Technol. 2008, 18, 551–563. [Google Scholar] [CrossRef] [Scilit]
- Zhang, C.; Wang, Y.X.; Liu, X.D.; Iqbal, A.; Wang, Q.; Wang, Y. Integrated Pest Management Strategies for Controlling Phthorimaea (Tuta) Absoluta: Advances in Biological, Pheromone, and Cultural Control Methods. Insects 2026, 17, 441. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Aynalem, B.; Muleta, D.; Jida, M.; Shemekite, F.; Aseffa, F. Biocontrol Competence of Beauveria bassiana, Metarhizium anisopliae and Bacillus thuringiensis against Tomato Leaf Miner, Tuta Absoluta Meyrick 1917 under Greenhouse and Field Conditions. Heliyon 2022, 8, e09694. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Xu, B.; Huang, C.; Cheng, S.; Romeis, J.; Collatz, J.; Zhang, G.; Zhang, Y.; Zhang, G.; Wan, F. Screening of Highly Virulent Beauveria bassiana Strains Against Tuta Absoluta Larvae and Evaluation of Their Endophytic Colonization-Mediated Suppression in Tomato Plants. Plants 2025, 14, 2932. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Sharma, A.; Sharma, S.; Yadav, P.K. Entomopathogenic Fungi and Their Relevance in Sustainable Agriculture: A Review. Cogent Food Agric. 2023, 9, 2180857. [Google Scholar] [CrossRef] [Scilit]
- Beys-Da-Silva, W.O.; Santi, L.; Berger, M.; Calzolari, D.; Passos, D.O.; Guimarães, J.A.; Moresco, J.J.; Yates, J.R. Secretome of the Biocontrol Agent Metarhizium anisopliae Induced by the Cuticle of the Cotton Pest Dysdercus peruvianus Reveals New Insights into Infection. J. Proteome Res. 2014, 13, 2282–2296. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Boaventura, H.A.; Quintela, E.D. The Multifunctionality of the Fungus metarhizium Spp. and Its Use in Brazilian Agriculture. Bragantia 2025, 84, e20240183. [Google Scholar] [CrossRef] [Scilit]
- Vasiee, A.; Behbahani, B.A.; Yazdi, F.T.; Moradi, S. Optimization of the Production Conditions of the Lipase Produced by Bacillus cereus from Rice Flour through Plackett-Burman Design (PBD) and Response Surface Methodology (RSM). Microb. Pathog. 2016, 101, 36–43. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Dias, B.; Neves, P.; Furlaneto-Maia, L.; Furlaneto, M.C. Cuticle-Degrading Proteases Produced by the Entomopathogenic Fungus Beauveria bassiana in the Presence of Coffee Berry Borer Cuticle. Braz. J. Microbiol. 2008, 39, 301–306. [Google Scholar] [CrossRef] [Scilit]
- Ferreira, J.M.; Pinto, S.M.N.; Soares, F.E.F. Metarhizium robertsii Protease and Conidia Production, Response to Heat Stress and Virulence against Aedes aegypti Larvae. AMB Express 2021, 11, 166. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Dhar, P.; Kaur, G. Cuticle-Degrading Proteases Produced by Metarhizium anisopliae and Their Induction in Different Media. Indian J. Microbiol. 2010, 50, 449–455. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Dhawan, M.; Joshi, N. Enzymatic Comparison and Mortality of Beauveria bassiana against Cabbage Caterpillar Pieris brassicae LINN. Braz. J. Microbiol. 2017, 48, 522–529. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Rodrigues, M.I.; Costa, P. Protimiza Experimental Design. Online Software for Experimental Design and Response Surface Methodology. Available online: https://experimental-design.protimiza.com.br/ (accessed on 16 June 2026).
- Ding, J.; Fu, Z.; Zhu, Y.; He, J.; Ma, L.; Bu, D. Enhancing Docosahexaenoic Acid Production of Schizochytrium Sp. by Optimizing Fermentation Using Central Composite Design. BMC Biotechnol. 2022, 22, 39. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Cupp-Enyard, C. Sigma’ s Non-Specific Protease Activity Assay—Casein as a Substrate. J. Vis. Exp. 2008, 19, e899. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Santos Díaz, A.M.; De Brito Brandão, P.F.; Villamizar Rivero, L.F. Efecto de Estrés Térmico y de Irradiación Con Luz Ultravioleta (UV-B) Sobre Características de Nomuraea rileyi Nm006. Rev. Colomb. Biotecnol. 2017, 19, 81–91. [Google Scholar] [CrossRef] [Scilit]
- Beys Silva, W.O.; Mitidieri, S.; Schrank, A.; Vainstein, M.H. Production and Extraction of Extracellular Lipase from Entomopathogenic Fungus Metarhizium anisopliae. Process Biochem. 2005, 40, 321–326. [Google Scholar] [CrossRef] [Scilit]
- Glogauer, A.; Martini, V.P.; Faoro, H.; Couto, G.H.; Müller-Santos, M.; Monteiro, R.A.; Mitchell, D.A.; de Souza, E.M.; Pedrosa, F.O.; Krieger, N. Identification and Characterization of a New True Lipase Isolated through Metagenomic Approach. Microb. Cell Fact. 2011, 10, 54. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Bliss, C.I. The toxicity of poisons applied jointly. Ann. Appl. Biol. 1939, 26, 585–615. [Google Scholar] [CrossRef] [Scilit]
- Demidenko, E.; Miller, T.W. Statistical Determination of Synergy Based on Bliss Definition of Drugs Independence. PLoS ONE 2019, 14, e0224137. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Cedergreen, N. Quantifying Synergy: A Systematic Review of Mixture Toxicity Studies within Environmental Toxicology. PLoS ONE 2014, 9, e96580. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Litwin, A.; Nowak, M.; Różalska, S. Entomopathogenic Fungi: Unconventional Applications. Rev. Environ. Sci. Biotechnol. 2020, 19, 23–42. [Google Scholar] [CrossRef] [Scilit]
- Wu, C.; Tang, D.; Dai, J.; Tang, X.; Bao, Y.; Ning, J.; Zhen, Q.; Song, H.; St. Leger, R.; Fang, W. Bioremediation of Mercury-Polluted Soil and Water by the Plant Symbiotic Fungus Metarhizium robertsii. PNAS Microbiol. 2022, 119, e2214513119. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Naz, A.; Rohman, M.M.; Haque, M.A.; Mim, M.F.; Chowdhury, M.Z.H.; Sultana, R.; Islam, S.M.N. Metarhizium anisopliae Seed Priming Alleviates Drought-Induced Oxidative Stress and Improves Growth of Barley (Hordeum vulgare L.). Plant Stress 2024, 14, 100664. [Google Scholar] [CrossRef] [Scilit]
- Wang, X.; Zhang, S.; Xu, B. Characterization of the Serine Protease TlSP1 from Trichoderma longibrachiatum T6 and Its Function in the Control of Heterodera avenae in Wheat. J. Fungi 2024, 10, 569. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Ajuna, H.B.; Lim, H.I.; Moon, J.H.; Won, S.J.; Choub, V.; Choi, S.I.; Yun, J.Y.; Ahn, Y.S. The Prospect of Hydrolytic Enzymes from Bacillus Species in the Biological Control of Pests and Diseases in Forest and Fruit Tree Production. Int. J. Mol. Sci. 2023, 24, 16889. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Admassie, M.; Woldehawariat, Y.; Alemu, T. In Vitro Evaluation of Extracellular Enzyme Activity and Its Biocontrol Efficacy of Bacterial Isolates from Pepper Plants for the Management of Phytophthora capsici. BioMed Res. Int. 2022, 2022, 6778352. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Cuadrado-Osorio, P.D.; Ramírez-Mejía, J.M.; Mejía-Avellaneda, L.F.; Mesa, L.; Bautista, E.J. Agro-Industrial Residues for Microbial Bioproducts: A Key Booster for Bioeconomy. Bioresour. Technol. Rep. 2022, 20, 101232. [Google Scholar] [CrossRef] [Scilit]
- Cunha, F.M.; Vasconcellos, V.M.; Florencio, C.; Badino, A.C.; Farinas, C.S. On-Site Production of Enzymatic Cocktails Using a Non-Conventional Fermentation Method with Agro-Industrial Residues as Renewable Feedstocks. Waste Biomass Valorization 2017, 8, 517–526. [Google Scholar] [CrossRef] [Scilit]
- Apprich, S.; Tirpanalan, Ö.; Hell, J.; Reisinger, M.; Böhmdorfer, S.; Siebenhandl-Ehn, S.; Novalin, S.; Kneifel, W. Wheat Bran-Based Biorefinery 2: Valorization of Products. LWT 2014, 56, 222–231. [Google Scholar] [CrossRef] [Scilit]
- Rao, Y.K.; Lu, S.C.; Liu, B.L.; Tzeng, Y.M. Enhanced Production of an Extracellular Protease from Beauveria bassiana by Optimization of Cultivation Processes. Biochem. Eng. J. 2006, 28, 57–66. [Google Scholar] [CrossRef] [Scilit]
- St. Leger, R.J.; Joshi, L.; Roberts, D. Ambient PH Is a Major Determinant in the Expression of Cuticle-Degrading Enzymes and Hydrophobin by Metarhizium anisopliae. Appl. Environ. Microbiol. 1998, 64, 709–713. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Baldoni, D.B.; Antoniolli, Z.I.; Mazutti, M.A.; Jacques, R.J.S.; Dotto, A.C.; de Oliveira Silveira, A.; Ferraz, R.C.; Soares, V.B.; de Souza, A.R.C. Chitinase Production by Trichoderma koningiopsis UFSMQ40 Using Solid State Fermentation. Braz. J. Microbiol. 2020, 51, 1897–1908. [Google Scholar] [CrossRef] [Scilit]
- Suresh, P.V.; Chandrasekaran, M. Impact of Process Parameters on Chitinase Production by an Alkalophilic Marine Beauveria bassiana in Solid State Fermentation. Process Biochem. 1999, 34, 257–267. [Google Scholar] [CrossRef] [Scilit]
- Muazu, S.A.; Cobelli, P.; Wangsomboondee, T. Optimization of Metarhizium koreanum MN031-Mt 46: Nutritional Supplementation to Improve Conidia and Cuticle-Degrading Enzyme Production by Solid-State Fermentation. J. Microbiol. Biotechnol. 2025, 35, 12079. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- St Leger, R.; Joshi, L.; Bidochka, M.J.; Roberts, D.W. Construction of an Improved Mycoinsecticide Overexpressing a Toxic Protease. Proc. Natl. Acad. Sci. USA 1996, 93, 6349–6354. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Fang, W.; Feng, J.; Fan, Y.; Zhang, Y.; Bidochka, M.J.; Leger, R.J.S.; Pei, Y. Expressing a Fusion Protein with Protease and Chitinase Activities Increases the Virulence of the Insect Pathogen Beauveria bassiana. J. Invertebr. Pathol. 2009, 102, 155–159. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Berini, F.; Caccia, S.; Franzetti, E.; Congiu, T.; Marinelli, F.; Casartelli, M.; Tettamanti, G. Effects of Trichoderma viride Chitinases on the Peritrophic Matrix of Lepidoptera. Pest Manag. Sci. 2016, 72, 980–989. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Ortiz-Urquiza, A.; Keyhani, N.O. Action on the Surface: Entomopathogenic Fungi versus the Insect Cuticle. Insects 2013, 4, 357–374. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Supakdamrongkul, P.; Bhumiratana, A.; Wiwat, C. Characterization of an Extracellular Lipase from the Biocontrol Fungus, Nomuraea rileyi MJ, and Its Toxicity toward Spodoptera litura. J. Invertebr. Pathol. 2010, 105, 228–235. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Ullah, S.; Naeem, H.; Murtaza, A.; Shareef, U.; Sarfaraz, S.; Ali, F.; Ullah, S.; Sumbal, G.A.K.; Ullah, U.; Kanwal, M. Extraction and characterization of cuticle degrading enzymes of Beauveria bassiana for enhanced pathogenicity against Bactrocera dorsalis. Plant Prot. 2023, 7, 225–235. [Google Scholar]
- Andersen, S.O. Insect Cuticular Sclerotization: A Review. Insect Biochem. Mol. Biol. 2010, 40, 166–178. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zimmermann, G. Review on Safety of the Entomopathogenic Fungi Beauveria bassiana and Beauveria brongniartii. Biocontrol Sci. Technol. 2007, 17, 553–596. [Google Scholar] [CrossRef] [Scilit]
- Mascarin, G.M.; Jaronski, S.T. The Production and Uses of Beauveria bassiana as a Microbial Insecticide. World J. Microbiol. Biotechnol. 2016, 32, 177. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Jaronski, S.T. Ecological Factors in the Inundative Use of Fungal Entomopathogens. BioControl 2010, 55, 159–185. [Google Scholar] [CrossRef] [Scilit]




| Code | Variable | Units | Level | ||
|---|---|---|---|---|---|
| −1 | 0 | 1 | |||
| X1 | Ammonium Sulfate | g/L | 0 | 1.5 | 3 |
| X2 | Sodium Nitrate | g/L | 0 | 1.5 | 3 |
| X3 | Yeast Extract | g/L | 0 | 1 | 2 |
| X4 | Peptone | g/L | 0 | 4 | 8 |
| X5 | Tween 80 | g/L | 0 | 1 mL | 2 |
| X6 | Glucose | g/L | 0 | 4 | 8 |
| X7 | Urea | g/L | 0 | 2 | 4 |
| X8 | Skim Milk | g/L | 0 | 10 | 20 |
| X9 | Casein | g/L | 0 | 10 | 20 |
| X10 | Wheat Bran | g/L | 0 | 10 | 20 |
| X11 | Microelements Solution | mL/L | 0 | 0.5 | 1 |
| X12 | Inoculum Concentration | con/mL | 1.0 × 107 | 5.0 × 107 | 1.0 × 108 |
| X13 | Initial pH | - | 7 | 8 | 9 |
| X14 | Agitation | rpm | 150 | 175 | 200 |
| Variable | Units | −1 | 1 | +α | −α | |
|---|---|---|---|---|---|---|
| X1 | Wheat Bran | g/L | 15 | 25 | 30 | 10 |
| X2 | Yeast Extract | g/L | 2 | 4 | 5 | 1 |
| X3 | Casein | g/L | 15 | 25 | 30 | 10 |
| X4 | Initial pH | - | 8.5 | 9.5 | 10.0 | 8.0 |
| Run | Wheat Bran g/L | Yeast Extract g/L | Casein g/L | pH | Protease U/mL |
|---|---|---|---|---|---|
| 1 | 15 | 2 | 15 | 8.5 | 22.7 |
| 2 | 25 | 2 | 15 | 8.5 | 15.2 |
| 3 | 15 | 4 | 15 | 8.5 | 22.4 |
| 4 | 25 | 4 | 15 | 8.5 | 8.9 |
| 5 | 15 | 2 | 25 | 8.5 | 3.9 |
| 6 | 25 | 2 | 25 | 8.5 | 1.4 |
| 7 | 15 | 4 | 25 | 8.5 | 1.3 |
| 8 | 25 | 4 | 25 | 8.5 | 20.8 |
| 9 | 15 | 2 | 15 | 9.5 | 16.6 |
| 10 | 25 | 2 | 15 | 9.5 | 7.2 |
| 11 | 15 | 4 | 15 | 9.5 | 15.8 |
| 12 | 25 | 4 | 25 | 9.5 | 20.6 |
| 13 | 15 | 2 | 25 | 9.5 | 6.7 |
| 14 | 25 | 2 | 25 | 9.5 | 4.1 |
| 15 | 15 | 4 | 25 | 9.5 | 5.6 |
| 16 | 25 | 4 | 25 | 9.5 | 23.0 |
| 17 | 10 | 3 | 20 | 9 | 9.6 |
| 18 | 30 | 3 | 20 | 9 | 3.9 |
| 19 | 20 | 1 | 20 | 9 | 14.5 |
| 20 | 20 | 5 | 20 | 9 | 24.6 |
| 21 | 20 | 3 | 10 | 9 | 16.8 |
| 22 | 20 | 3 | 30 | 9 | 1.9 |
| 23 | 20 | 3 | 20 | 8 | 4.3 |
| 24 | 20 | 3 | 20 | 10 | 12.7 |
| 25 | 20 | 3 | 20 | 9 | 3.7 |
| 26 | 20 | 3 | 20 | 9 | 3.9 |
| 27 | 20 | 3 | 20 | 9 | 4.6 |
| Variable | Coefficient | Standard Error | Calculated t | p-Value |
|---|---|---|---|---|
| Mean | 6.78 | 2.21 | 3.07 | 0.0097 |
| x1 | 0.65 | 0.78 | 0.84 | 0.4195 |
| x12 | 1.17 | 0.83 | 1.42 | 0.182 |
| x2 | 2.45 | 0.78 | 3.13 | 0.0087 |
| x22 | 2.63 | 0.83 | 3.18 | 0.0079 |
| x3 | −2.43 | 0.78 | −3.11 | 0.009 |
| x32 | 0.38 | 0.83 | 0.46 | 0.6538 |
| x4 | 1.11 | 0.78 | 1.43 | 0.179 |
| x42 | 1.15 | 0.83 | 1.38 | 0.1913 |
| x1 · x2 | 2.71 | 0.96 | 2.83 | 0.0152 |
| x1 · x3 | 2.21 | 0.96 | 2.31 | 0.0392 |
| x1 · x4 | 0.22 | 0.96 | 0.23 | 0.8254 |
| x2 · x3 | 1.38 | 0.96 | 1.44 | 0.176 |
| x2 · x4 | 0.25 | 0.96 | 0.26 | 0.7958 |
| x3 · x4 | 0.93 | 0.96 | 0.97 | 0.3504 |
| Variation Source | Sum of Squares | Degrees of Freedom | Mean Square | Fcalc | p-Value |
|---|---|---|---|---|---|
| Regression | 727.9 | 14 | 52 | 3.6 | 0.01693 |
| Residuals | 175.7 | 12 | 14.6 | ||
| Lack of Fit | 173.2 | 10 | 17.3 | 14 | 0.06833 |
| Pure Error | 2.5 | 2 | 1.2 | ||
| Total | 903.6 | 26 | |||
| R2 = 80.56% |
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Mejía, C.; Mesa, C.; Gómez-Valderrama, J.; Ruiz, C.; Bautista, E.J.; Mesa, L.; Barrera, G. Optimizing Protease Production in Metarhizium robertsii to Improve the Efficacy of Beauveria bassiana. Appl. Microbiol. 2026, 6, 79. https://doi.org/10.3390/applmicrobiol6070079
Mejía C, Mesa C, Gómez-Valderrama J, Ruiz C, Bautista EJ, Mesa L, Barrera G. Optimizing Protease Production in Metarhizium robertsii to Improve the Efficacy of Beauveria bassiana. Applied Microbiology. 2026; 6(7):79. https://doi.org/10.3390/applmicrobiol6070079
Chicago/Turabian StyleMejía, Cindy, Claudia Mesa, Juliana Gómez-Valderrama, Carolina Ruiz, Eddy J. Bautista, Leyanis Mesa, and Gloria Barrera. 2026. "Optimizing Protease Production in Metarhizium robertsii to Improve the Efficacy of Beauveria bassiana" Applied Microbiology 6, no. 7: 79. https://doi.org/10.3390/applmicrobiol6070079
APA StyleMejía, C., Mesa, C., Gómez-Valderrama, J., Ruiz, C., Bautista, E. J., Mesa, L., & Barrera, G. (2026). Optimizing Protease Production in Metarhizium robertsii to Improve the Efficacy of Beauveria bassiana. Applied Microbiology, 6(7), 79. https://doi.org/10.3390/applmicrobiol6070079

