Valorization of Sugarcane Bagasse for Polyhydroxybutyrate (PHB) Production by Bacillus subtilis SMI3: Process Optimization via Response Surface Methodology and Structural Characterization
DOI:
https://doi.org/10.47430/ujmr.26111.004Keywords:
Bacillus subtilis, Sugarcane bagasse, Polyhydroxyalkanoates, Response Surface Methodology, Central Composite Design, Bioprocess optimizationAbstract
The global transition toward a sustainable circular bioeconomy is heavily dependent on the efficient conversion of lignocellulosic biomass into high-value bioproducts. This research investigated the potential of sugarcane bagasse hydrolysate as a cost-effective carbon feedstock for the biosynthesis of polyhydroxyalkanoates using a resilient Bacillus subtilis strain SMI3. Optimization of fermentation parameters was conducted using both One-Factor-At-a-Time (OFAT) and Response Surface Methodology (RSM) based on Central Composite Design (CCD). The polymers were characterized by Fourier-transform infrared spectroscopy (FTIR). Initial parametric screening via a one-factor-at-a-time approach revealed that the maximum polymer accumulation occurred at an optimal temperature of 35°C, pH of 7.5, and substrate concentration of 3 g/L at 96h of incubation, beyond which significant substrate inhibition was observed. The RSM optimization process successfully enhanced the polymer titer, achieving a maximum experimental yield of 562.05 mg/L at an optimized incubation time of 96 hours and a 3.0 McFarland inoculum standard. Statistical analysis via ANOVA confirmed the high significance of the quadratic regression model (p-value = 0.0105) and a robust correlation coefficient (R2 = 0.7669). Diagnostic metrics, including an Adequate Precision value of 7.466 and a non-significant Lack of Fit (p = 0.2803), validated the model reliability in predicting metabolic outcomes within the design space. Notably, inoculum density emerged as the most influential linear contributor (p = 0.0002), while significant interactive effects were observed between substrate concentration and pH, as well as between incubation time and pH, underscoring the necessity of precise nutritional calibration. Kinetic profiling showed that polymer synthesis peaked during the late exponential phase, followed by a statistically significant decline toward the 120-hour mark. This reduction indicates the activation of intracellular depolymerases, which mobilize the stored polyester as an endogenous energy source once exogenous nutrients become limiting. Collectively, these results demonstrate that Bacillus subtilis SMI3 possesses the metabolic resilience required to navigate the inhibitory landscape of sugarcane bagasse. By successfully integrating statistical optimization with lignocellulosic valorization, this study provides a viable framework for the sustainable production of eco-friendly bioplastics.
References
Adamu, A., & Bukar, A. (2022). Production of biodegradable plastic by Bacillus sp. using sugarcane bagasse. Bayero Journal of Pure and Applied Sciences, 13(1), 180–186.
Adamu, K. S., & Salisu, I. (2024). Optimization of polyhydroxybutyrate production by Bacillus species isolated from dump site soil using multiple linear regression analysis. UMYU Scientifica, 3(4), 355–368. DOI: https://doi.org/10.56919/usci.2434.030
Arreola-Vargas, J., Meng, X., Wang, Y. Y., Ragauskas, A. J., & Yuan, J. S. (2021). Enhanced medium chain length-polyhydroxyalkanoate production by co-fermentation of lignin and holocellulose hydrolysates. Green Chemistry, 23(20), 8226–8237. DOI: https://doi.org/10.1039/D1GC02725E
Arumugam, A., Sandhya, M., & Ponnusami, V. (2018). Biohydrogen and polyhydroxyalkanoate co-production from sugarcane bagasse: A circular bioeconomy approach. Journal of Cleaner Production, 192, 451–458.
Attapong, C., Srimuang, S., & Sirisansaneeyakul, S. (2024). Impact of hypertonic stress on Bacillus growth kinetics and polyhydroxybutyrate accumulation. Bioprocess and Biosystems Engineering, 47(3), 445–458.
Chen, G. Q., & Jiang, X. R. (2018). Engineering microorganisms for improving polyhydroxyalkanoate biosynthesis. Current Opinion in Biotechnology, 53, 20–25. DOI: https://doi.org/10.1016/j.copbio.2017.10.008
George, A. E., Antia, U. E., Adeleke, A. J., & Fatunla, O. K. (2023). Optimisation of polyhydroxy butyrate production by Lysinibacillus fusiformis and Metabacillus indicus isolated from spent engine-oil contaminated soil. UMYU Journal of Microbiology Research, 8(2), 30–39. DOI: https://doi.org/10.47430/ujmr.2382.005
Getachew, A., & Woldesenbet, F. (2016). Production of biodegradable plastic by polyhydroxybutyrate (PHB) accumulating bacteria using low cost agricultural waste material. BMC Research Notes, 9(1), Article 509. DOI: https://doi.org/10.1186/s13104-016-2321-y
Hamdy, S. M., Danial, A. W., Gad El-Rab, S. M., Shoreit, A. A., & Hesham, A. E. L. (2022). Production and optimization of bioplastic (polyhydroxybutyrate) from Bacillus cereus strain SH-02 using response surface methodology. BMC Microbiology, 22(1), Article 183. DOI: https://doi.org/10.1186/s12866-022-02593-z
Ibrahim, R., Aranjani, J. M., Prasanna, N., Biswas, A., & Gayam, P. K. R. (2025). Production, isolation, optimization, and characterization of microbial PHA from Bacillus australimaris. Scientific Reports, 15(1), Article 8395. DOI: https://doi.org/10.1038/s41598-025-92146-x
Kamel, S., Abdel Kader, A., & Fahmy, T. (2025). From agricultural wastes to green building blocks material: An overview. Egyptian Journal of Chemistry, 68(Special Issue: Z. M. Nofal), 977–993. DOI: https://doi.org/10.21608/ejchem.2025.376190.11603
Khamberk, S., Thammasittirong, S. N.-R., & Thammasittirong, A. (2024). Valorization of sugarcane bagasse for co-production of poly(3-hydroxybutyrate) and bacteriocin using Bacillus cereus strain S356. Polymers, 16(14), Article 2015. DOI: https://doi.org/10.3390/polym16142015
Khamkong, S., Boonsawang, P., & Prasertsan, P. (2022). Optimization of polyhydroxyalkanoate production from oil palm empty fruit bunch hydrolysate by Bacillus sp. Biomass Conversion and Biorefinery, 1–14.
Khandpur, P., Jabeen, E. T., Rohini, K. V. L., Varaprasad, Y., & Laxminarayana, B. (2012). Study on production, extraction and analysis of polyhydroxyalkanoate (PHA) from bacterial isolates. IOSR Journal of Pharmacy and Biological Sciences (IOSRJPBS), 1(1), 31–38. DOI: https://doi.org/10.9790/3008-0113138
Kumar, P., Barrett, D. M., Delwiche, M. J., & Stroeve, P. (2017). Methods for pre-treatment of lignocellulosic biomass for efficient hydrolysis and biofuel production. Industrial & Engineering Chemistry Research, 48(8), 3713–3729. DOI: https://doi.org/10.1021/ie801542g
Kumar, R., Li, D., Luo, L., Manu, M. K., Zhao, J., Tyagi, R. D., & Wong, J. W. (2023). Genome-centric polyhydroxyalkanoate reconciliation reveals nutrient enriched growth dependent biosynthesis in Bacillus cereus IBA1. Bioresource Technology, 382, Article 129210. DOI: https://doi.org/10.1016/j.biortech.2023.129210
Lhamo, P., Mahanty, B., & Behera, S. K. (2024). Optimization of biomass and polyhydroxyalkanoate production by Cupriavidus necator using response surface methodology and genetic algorithm optimized artificial neural network. Biomass Conversion and Biorefinery, 14(17), 20053–20068. DOI: https://doi.org/10.1007/s13399-023-04043-w
Liu, B., Chen, Z., Wen, Q., Liu, S., Wang, Y., & Wang, Z. (2024). Sequential recovery of extracellular alginate and intracellular polyhydroxyalkanoate (PHA) from mixed microbial culture PHA production system. Journal of Cleaner Production, 448, Article 141668. DOI: https://doi.org/10.1016/j.jclepro.2024.141668
Mandragutti, T., Jarso, T. S., Godi, S., Begum, S. S., & K, B. (2024). Physicochemical characterization of polyhydroxybutyrate (PHB) produced by the rare halophile Brachybacterium paraconglomeratum MTCC 13074. Microbial Cell Factories, 23(1), Article 59. DOI: https://doi.org/10.1186/s12934-024-02324-1
Maurya, D. P., Singla, A., & Negi, S. (2015). An overview of upstream and downstream processes used for bioethanol production from lignocellulosic biomass. Renewable and Sustainable Energy Reviews, 43, 1189–1202.
Mozejko-Ciesielska, J., Kiewisz, R., & Szacherska, K. (2023). Turning waste into value: Production of polyhydroxyalkanoates from agro-industrial side-streams. Energies, 16(4), Article 1845.
Muhammed, Y. G., Shehu, D., Abdullahi, S., Ya'u, M., Ibrahim, S., Babandi, A., ... & Muhammad, A. (2023). Isolation and molecular characterisation of polycyclic aromatic hydrocarbons (PAHs) degrading bacteria from petrochemical contaminated soil. Malaysian Journal of Applied Sciences, 8(2), 1–12.
Mukhtar, S. I., & Bukar, A. (2024). Biodegradable plastic production, polyhydroxyalkanoate (PHA) by bacterial species isolated from Fadama soil using lignocellulosic biomass [Abstract]. In BUK College of Natural and Pharmaceutical Science 2024 International Science Conference Book of Abstracts (p. 46). Bayero University Kano.
Patel, P., & Munshi, N. S. (2022). Bacilli and polyhydroxyalkanoates: An intracellular granule having promising feature as a resource for production of bioplastics. In Bacilli in Agrobiotechnology: Plant Stress Tolerance, Bioremediation, and Bioprospecting (pp. 393–428). Springer International Publishing. DOI: https://doi.org/10.1007/978-3-030-85465-2_18
Philp, J. C., Ritchie, R. J., & Guy, K. (2013). Biobased plastics in a bioeconomy. Trends in Biotechnology, 31(2), 65–67. DOI: https://doi.org/10.1016/j.tibtech.2012.11.009
Raza, Z. A., Abid, S., & Banat, I. M. (2018). Polyhydroxyalkanoates: Characteristics, production, recent developments and applications. International Biodeterioration & Biodegradation, 126, 45–56. DOI: https://doi.org/10.1016/j.ibiod.2017.10.001
Reddy, M. V., Mawatari, Y., Yajima, Y., Seki, C., Hoshino, T., & Chang, Y. C. (2015). Poly-3-hydroxybutyrate (PHB) production from alkylphenols, mono and poly-aromatic hydrocarbons using Bacillus sp. CYR1: A new strategy for wealth from waste. Bioresource Technology, 192, 711–717. DOI: https://doi.org/10.1016/j.biortech.2015.06.043
Reza, T., McGaughy, K., Effendi, A. R., & Ahmada, B. M. (2018). Hydrothermal carbonization of food waste: Simplified process simulation model based on experimental results. Biomass Conversion and Biorefinery, 8(2), 283–292. DOI: https://doi.org/10.1007/s13399-017-0276-4
Sachan, R. S. K., Kumar, A., Karnwal, A., Paramasivam, P., Agrawal, A., & Ayanie, A. G. (2025). Screening and characterization of PHA producing bacteria from sewage water identifying Bacillus paranthracis RSKS-3 for bioplastic production. BMC Microbiology, 25(1), Article 136. DOI: https://doi.org/10.1186/s12866-025-03841-8
Shan, L. M., & Salleh, K. M. (2025). An overview on microalgal polyhydroxybutyrate (PHB) production and improvement of mechanical properties. International Journal of Biological Macromolecules, Article 146056. DOI: https://doi.org/10.1016/j.ijbiomac.2025.146056
Sharma, N. (2019). Polyhydroxybutyrate (PHB) production by bacteria and its application as biodegradable plastic in various industries. Academia Journal of Polymer Science, 2(3). DOI: https://doi.org/10.19080/AJOP.2019.02.555587
Shehu, D., Muhammed, Y. G., Abdullahi, S., Ya'u, M., Ibrahim, S., Babandi, A., ... & Muhammad, A. (2023). Isolation and molecular characterisation of polycyclic aromatic hydrocarbons (PAHs) degrading bacteria from petrochemical contaminated soil. Malaysian Journal of Applied Sciences, 8(2), 1–12. DOI: https://doi.org/10.37231/myjas.2023.8.2.349
Singh, A. K., Singh, S. K., & Srivastava, J. K. (2023). Strategies for cost-effective production of polyhydroxyalkanoates: A review on the use of waste feedstocks. Environmental Science and Pollution Research, 30, 14501–14522.
Strazzullo, G., Schiraldi, C., & De Rosa, M. (2008). Purification of polyhydroxyalkanoates from Gram-positive bacteria: A safer approach for biomedical applications. Journal of Applied Polymer Science, 109(2), 1256–1262.
Tan, G. Y. A., Chen, C. L., Li, L., Ge, L., Wang, L., Razaad, I. M. N., ... & Wang, J. Y. (2014). Start a research on biopolymer polyhydroxyalkanoate (PHA): A review. Polymers, 6(3), 706–754. DOI: https://doi.org/10.3390/polym6030706
Verlinden, R. A., Hill, D. J., Kenward, M. A., Williams, C. D., & Radecka, I. (2007). Bacterial synthesis of biodegradable polyhydroxyalkanoates. Journal of Applied Microbiology, 102(6), 1437–1449. DOI: https://doi.org/10.1111/j.1365-2672.2007.03335.x
Wang, J., Huang, J., & Liu, S. (2024). The production, recovery, and valorization of polyhydroxybutyrate (PHB) based on circular bioeconomy. Biotechnology Advances, 72, Article 108340. DOI: https://doi.org/10.1016/j.biotechadv.2024.108340
Wang, K., Chen, C., & Zhang, R. (2022). Process development of polyhydroxyalkanoates production by halophiles valorising food waste. Bioengineering, 9(11), Article 630. DOI: https://doi.org/10.3390/bioengineering9110630
Wang, S., Chen, H., Huang, J., & Li, C. (2021). Valorization of sugarcane bagasse for polyhydroxyalkanoate production. Waste and Biomass Valorization, 12(6), 3121–3135.
Zytner, P., Kumar, D., Elsayed, A., Mohanty, A., Ramarao, B. V., & Misra, M. (2023). A review on polyhydroxyalkanoate (PHA) production through the use of lignocellulosic biomass. RSC Sustainability, 1(9), 2120–2134. DOI: https://doi.org/10.1039/D3SU00126A
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Copyright (c) 2026 Saadatu Ismail Mukhtar, Aminu Bukar, Magashi, A. M., Sani Yahaya, Muhammed Yahuza Gimba, Zainab Salisu Nainna, Nafisa Baita (Author)

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