Fermentation of sorghum with Aspergillus strains: A promising and sustainable pathway to enzyme production- comprehensive review
Article
Somadder, Pratul Dipta, Trzcinski, Antoine, Chen, Guangnan, Chow, Yvonne and Manan, Musaalbakri Abdul. 2025. "Fermentation of sorghum with Aspergillus strains: A promising and sustainable pathway to enzyme production- comprehensive review
." Renewable and Sustainable Energy Reviews. 213. https://doi.org/10.1016/j.rser.2025.115456
| Article Title | Fermentation of sorghum with Aspergillus strains: A promising and sustainable pathway to enzyme production- comprehensive review |
|---|---|
| ERA Journal ID | 4066 |
| Article Category | Article |
| Authors | Somadder, Pratul Dipta, Trzcinski, Antoine, Chen, Guangnan, Chow, Yvonne and Manan, Musaalbakri Abdul |
| Journal Title | Renewable and Sustainable Energy Reviews |
| Journal Citation | 213 |
| Article Number | 115456 |
| Number of Pages | 22 |
| Year | 2025 |
| Publisher | Elsevier |
| Place of Publication | United Kingdom |
| ISSN | 1364-0321 |
| 1879-0690 | |
| Digital Object Identifier (DOI) | https://doi.org/10.1016/j.rser.2025.115456 |
| Web Address (URL) | https://www.sciencedirect.com/science/article/pii/S1364032125001297 |
| Abstract | The main objective of this article is to explore the utilization of sorghum as a potential substrate to produce valuable enzymes using Aspergillus strains. It focuses on two key aspects: (i) the environmental and economic sustainability of enzyme production from sorghum ii. enhancing enzymes and biofuel production through process and host cell optimization. A comparative study is conducted among sorghum, wheat, and corn to understand the current state of knowledge and research gap on large-scale enzyme production. Sorghum is an adaptable crop with all types of environments and is overall more sustainable than wheat and corn. With its rich composition of starch (60%-75%), lignin (11%-25%), hemicellulose (18%-25%), and cellulose (25%-45%), sorghum represents itself an excellent candidate for the enzyme, and also first and second-generation biofuel production. The advantages and associated challenges of the Aspergillus strains are then discussed for enzyme production. It highlights the development of an integrated process for enzyme and bioethanol production at a low cost without relying on external carbon and nitrogen sources through an eco-friendly and economically viable approach. |
| Contains Sensitive Content | Contains sensitive content |
| ANZSRC Field of Research 2020 | 310603. Fermentation |
| 310602. Bioprocessing, bioproduction and bioproducts | |
| 400402. Chemical and thermal processes in energy and combustion | |
| Byline Affiliations | School of Agriculture and Environmental Science |
| Agency for Science Technology And Research, Singapore | |
| Malaysian Agricultural Research and Development Institute (MARDI), |
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Trzcinski, Antoine. 2010. A feasibility study into the bioprocessing of coffee residues. Unpublished.Water balance Excel sheet to calculate water balance in a chemical plant
Trzcinski, Antoine. 2013. Water balance Excel sheet to calculate water balance in a chemical plant. Unpublished.Treatment of waste pickling baths from a batch hot-dip galvanizing plant
Trzcinski, Antoine. 2005. Treatment of waste pickling baths from a batch hot-dip galvanizing plant. Masters Thesis Master in Chemical Engineering. Catholic University of Louvain-la-Neuve.Excel program to design the main units in an algae biorefinery
Trzcinski, Antoine. 2011. Excel program to design the main units in an algae biorefinery. Unpublished.Developing novel biorefineries using food waste as substrate (Technical report 4)
Kiran, Esra Uckun, Trzcinski, Antoine P. and Liu, Yu. 2015. Developing novel biorefineries using food waste as substrate (Technical report 4). Singapore. National Environment Agency.Developing novel biorefineries using food waste as substrate (Technical report 3)
Kiran, Esra Uckun, Trzcinski, Antoine P. and Liu, Yu. 2014. Developing novel biorefineries using food waste as substrate (Technical report 3). Singapore. National Environment Agency.Developing novel biorefineries using food waste as substrate (Technical report 2)
Kiran, Esra Uckun, Trzcinski, Antoine P. and Liu, Yu. 2013. Developing novel biorefineries using food waste as substrate (Technical report 2). Singapore. National Environment Agency.Developing novel biorefineries using food waste as substrate (Technical report 1)
Kiran, Esra Uckun, Trzcinski, Antoine P. and Liu, Yu. 2013. Developing novel biorefineries using food waste as substrate (Technical report 1). Singapore. National Environment Agency.Anaerobic membrane bioreactor technology for solid waste stabilization
Trzcinski, Antoine Prandota. 2009. Anaerobic membrane bioreactor technology for solid waste stabilization. PhD Thesis Doctor of Philosophy. Imperial College London.Sample characterization and determination of anaerobic biodegradability of sludges drawn from biosorption plants located at Jurong WRP and at Ulu Pandan WRP (Final report)
Ng, Wun Jern, Trzcinski, Antoine P. and Ganda, Lily. 2015. Sample characterization and determination of anaerobic biodegradability of sludges drawn from biosorption plants located at Jurong WRP and at Ulu Pandan WRP (Final report). Unpublished.Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (WRPs) (Report 8)
Ng, Wun Jern, Trzcinski, Antoine P. and Ganda, Lily. 2015. Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (WRPs) (Report 8). Unpublished.Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (WRPs) (Report 5)
Ng, Wun Jern, Trzcinski, Antoine P. and Ganda, Lily. 2014. Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (WRPs) (Report 5). Unpublished.Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (WRPs) (Report 7)
Ng, Wun Jern, Trzcinski, Antoine P. and Ganda, Lily. 2015. Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (WRPs) (Report 7). Unpublished.Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (WRPs) (Report 6)
Ng, Wun Jern, Trzcinski, Antoine P. and Ganda, Lily. 2014. Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (WRPs) (Report 6). Unpublished.Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (WRPs) (Report 4)
Ng, Wun Jern, Trzcinski, Antoine P. and Ganda, Lily. 2014. Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (WRPs) (Report 4). Unpublished.Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (WRPs) (Report 3)
Ng, Wun Jern, Trzcinski, Antoine P. and Ganda, Lily. 2014. Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (WRPs) (Report 3). Unpublished.Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (Report 2)
Ng, Wun Jern, Trzcinski, Antoine P. and Ganda, Lily. 2013. Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (Report 2). Unpublished.Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (Report 1)
Ng, Wun Jern, Trzcinski, Antoine P. and Ganda, Lily. 2013. Analysis of samples and anaerobic biodegradability of sludges from Jurong and Ulu Pandan water reclamation plants (Report 1). Unpublished.Anaerobic digester feed stream conditioning for increasing biogas production (Technical report 8)
Ng, Wun Jern, Trzcinski, Antoine, Wang, Chong and Tian, Xinbo. 2014. Anaerobic digester feed stream conditioning for increasing biogas production (Technical report 8). Unpublished.Anaerobic digester feed stream conditioning for increasing biogas production (Technical report 7)
Ng, Wun Jern, Trzcinski, Antoine, Wang, Chong and Tian, Xinbo. 2013. Anaerobic digester feed stream conditioning for increasing biogas production (Technical report 7). Unpublished.Anaerobic digester feed stream conditioning for increasing biogas production (Technical report 6)
Ng, Wun Jern, Trzcinski, Antoine and Tian, Xinbo. 2013. Anaerobic digester feed stream conditioning for increasing biogas production (Technical report 6). Unpublished.Anaerobic digester feed stream conditioning for increasing biogas production (Technical report 5)
Ng, Wun Jern, Trzcinski, Antoine, Wang, Chong and Tian, Xinbo. 2013. Anaerobic digester feed stream conditioning for increasing biogas production (Technical report 5). Unpublished.Anaerobic digester feed stream conditioning for increasing biogas production (Technical report 4)
Ng, Wun Jern, Trzcinski, Antoine, Wang, Chong and Tian, Xinbo. 2013. Anaerobic digester feed stream conditioning for increasing biogas production (Technical report 4). Unpublished.Anaerobic digestion design decision tool with economic analysis (NPV)
Trzcinski, A.. 2016. Anaerobic digestion design decision tool with economic analysis (NPV). Unpublished.Anaerobic digester feed stream conditioning for increasing biogas production (Technnical report 3)
Ng, Wun Jern, Trzcinski, Antoine, Wang, Chong and Tian, Xinbo. 2013. Anaerobic digester feed stream conditioning for increasing biogas production (Technnical report 3). Singapore. Nanyang Technological University.Anaerobic digester feed stream conditioning for increasing biogas production (Technical report 2)
Ng, Wun Jern, Trzcinski, Antoine, Wang, Chong and Tian, Xinbo. 2012. Anaerobic digester feed stream conditioning for increasing biogas production (Technical report 2). Singapore. Nanyang Technological University.Anaerobic digester feed stream conditioning for increasing biogas production (Technical report 1)
Ng, Wun Jern, Trzcinski, Antoine, Wang, Chong and Tian, Xinbo. 2012. Anaerobic digester feed stream conditioning for increasing biogas production (Technical report 1). Singpaore. Nanyang Technological University.Optimizing the synergistic effect of sodium hydroxide/ultrasound pre-treatment of sludge
Tian, Xinbo, Ng, Wun Jern and Trzcinski, Antoine P.. 2018. "Optimizing the synergistic effect of sodium hydroxide/ultrasound pre-treatment of sludge." Ultrasonics Sonochemistry. 48, pp. 432-440. https://doi.org/10.1016/j.ultsonch.2018.07.005Direct Sugarcane Bagasse to oil (SB2O)
Trzcinski, Antoine, Hernandez, Ernesto and Webb, Colin. 2011. Direct Sugarcane Bagasse to oil (SB2O). United Kingdom. University of Manchester.Added-value processing of ‘algae waste': 4th quarterly report
Trzcinski, Antoine, Hernandez, Ernesto and Webb, Colin. 2011. Added-value processing of ‘algae waste': 4th quarterly report. University of Manchester.Added-value processing of ‘algae waste': 3rd quarterly report
Trzcinski, Antoine, Hernandez, Ernesto and Webb, Colin. 2010. Added-value processing of ‘algae waste': 3rd quarterly report. United Kingdom. University of Manchester.Added-value processing of ‘algae waste': 2nd quarterly report
Trzcinski, Antoine, Hernandez, Ernesto and Webb, Colin. 2010. Added-value processing of ‘algae waste': 2nd quarterly report. United Kingdom. University of Manchester.Added-value processing of ‘algae waste': 1st quarterly repot
Trzcinski, Antoine, Hernandez, Erbesto and Webb, Colin. 2009. Added-value processing of ‘algae waste': 1st quarterly repot. United Kingdom. University of Manchester.Developing novel biorefineries using food waste as substrate
Kiran, Esra Uckun, Trzcinski, Antoine P. and Liu, Yu. 2014. "Developing novel biorefineries using food waste as substrate." 248th American Chemical Society National Meeting & Exposition. San Francisco, California 10 - 14 Aug 2014Biomass & biogas developments in Singapore
Trzcinski, A. and Ng, W. J.. 2014. "Biomass & biogas developments in Singapore." Biomass & Biogas Opportunities Seminar 2014. Singapore 20 Mar 2014The modern alchemy or How to convert Municipal Solid Wastes(MSW) into biogas?
Trzcinski, A. P. and Stuckey, D. C.. 2006. "The modern alchemy or How to convert Municipal Solid Wastes(MSW) into biogas?" 7th UK Meeting IWA UK Young Researchers Conference 2006. Bath, United Kingdom 04 - 05 Apr 2006Feasibility of coupling ultrasound with chemical methods for sludge pre-treatment
Tian, Xinbo, Trzcinski, Antoine Prandota and Ng, Wun Jern. 2013. "Feasibility of coupling ultrasound with chemical methods for sludge pre-treatment." Postgraduate Workshop (2013). Darmstadt, Germany 25 Nov 2013Industrial wastewater treatment process
Trzcinski, Antoine P. and Ng, Wun Jern. 2013. "Industrial wastewater treatment process." 4th Global Ethanol Focus 2013: Sustainable Cooperation and Development Focus on Ethanol. Singapore 04 - 05 Sep 2013Life cycle assessment to compare the environmental impacts of different wheat production systems
Taki, Morteza, Soheili-Fard, Farshad, Rohani, Abbas and Chen, Guangnan. 2018. "Life cycle assessment to compare the environmental impacts of different wheat production systems." Journal of Cleaner Production. 197 (1), pp. 195-207. https://doi.org/10.1016/j.jclepro.2018.06.173Cradle to grave environmental-economic analysis of tea life cycle in Iran
Soheili-Fard, Farshad, Kouchaki-Penchah, Hamed, Ghasemi Nejad Raini, Mahmoud and Chen, Guangnan. 2018. "Cradle to grave environmental-economic analysis of tea life cycle in Iran." Journal of Cleaner Production. 196, pp. 953-960. https://doi.org/10.1016/j.jclepro.2018.06.083Mechanization of agricultural production in developing countries
Onwude, Daniel I., Chen, Guangnan, Hashim, Norhashila, Esdaile, Jeff R., Gomes, Chandima, Khaled, Alfadhl Y., Alonge, Akindele F. and Ikrang, Elijah. 2018. "Mechanization of agricultural production in developing countries." Chen, Guangnan (ed.) Advances in agricultural machinery and technologies. Boca Raton, Florida, United States. CRC Press. pp. 3-26Solar, wind and geothermal energy applications in agriculture: back to the future?
Bundschuh, Jochen, Chen, Guangnan, Tomaszewska, Barbara, Ghaffour, Noreddine, Mushtaq, Shahbaz, Hamawand, Ihsan, Reardon-Smith, Kathryn, Maraseni, Tek, Banhazi, Thomas, Mahmoudi, Hacene, Goosen, Mattheus and Antille, Diogones L.. 2017. "Solar, wind and geothermal energy applications in agriculture: back to the future?" Bundschuh, Jochen, Chen, Guangnan, Chandrasekharam, D. and Piechocki, Janusz (ed.) Geothermal, wind and solar energy applications in agriculture and aquaculture. Leiden, Netherlands. CRC Press. pp. 1-32Development in energy generation technologies and alternative fuels for agriculture
Piechocki, Janusz, Sołowiej, Piotr, Neugebauer, Maciej and Chen, Guangnan. 2018. "Development in energy generation technologies and alternative fuels for agriculture." Chen, Guangnan (ed.) Advances in agricultural machinery and technologies. Boca Raton, Florida, United States. CRC Press. pp. 89-112Advances in agricultural machinery and technologies
Chen, Guangnan. 2018. Advances in agricultural machinery and technologies. Boca Raton, Florida, United States. CRC Press.Dye Sensitized Solar Cell (DSSC) greenhouse shading: new insights for solar radiation manipulation
Roslan, N., Ya'acob, M. E., Radzi, M. A. M., Hashimoto, Y., Jamaludin, D. and Chen, G.. 2018. "Dye Sensitized Solar Cell (DSSC) greenhouse shading: new insights for solar radiation manipulation." Renewable and Sustainable Energy Reviews. 92, pp. 171-186. https://doi.org/10.1016/j.rser.2018.04.095Combination of computer vision and backscattering imaging for predicting the moisture content and colour changes of sweet potato (Ipomoea batatas L.) during drying
Onwude, Daniel I., Hashim, Norhashila, Abdan, Khalina, Janius, Rimfiel and Chen, Guangnan. 2018. "Combination of computer vision and backscattering imaging for predicting the moisture content and colour changes of sweet potato (Ipomoea batatas L.) during drying." Computers and Electronics in Agriculture. 150, pp. 178-187. https://doi.org/10.1016/j.compag.2018.04.015The potential of computer vision, optical backscattering parameters and artificial neural network modelling in monitoring the shrinkage of sweet potato (Ipomoea Batatas L.) during drying
Onwude, Daniel I., Hashim, Norhashila, Abdan, Khalina, Janius, Rimfiel and Chen, Guangnan. 2018. "The potential of computer vision, optical backscattering parameters and artificial neural network modelling in monitoring the shrinkage of sweet potato (Ipomoea Batatas L.) during drying." Journal of the Science of Food and Agriculture. 98 (4), pp. 1310-1324. https://doi.org/10.1002/jsfa.8595Optimizing the conversion of food waste to sugars using fungal enzymes
Kiran, Esra Uckun and Trzcinski, Antoine. 2017. "Optimizing the conversion of food waste to sugars using fungal enzymes." EC Microbiology. 8.3, pp. 98-112.Investigating the influence of novel drying methods on sweet potato (Ipomoea batatas L.): Kinetics, energy consumption, color, and microstructure
Onwude, Daniel I., Hashim, Norhashila, Abdan, Khalina, Janius, Rimfiel and Chen, Guangnan. 2018. "Investigating the influence of novel drying methods on sweet potato (Ipomoea batatas L.): Kinetics, energy consumption, color, and microstructure." Journal of Food Process Engineering. 41 (4). https://doi.org/10.1111/jfpe.12686Gasification of non-woody biomass: a literature review
Widjaya, Elita R., Chen, Guangnan, Bowtell, Les and Hills, Catherine. 2018. "Gasification of non-woody biomass: a literature review." Renewable and Sustainable Energy Reviews. 89, pp. 184-193. https://doi.org/10.1016/j.rser.2018.03.023Modelling of coupled heat and mass transfer for combined infrared and hot-air drying of sweet potato
Onwude, Daniel I., Hashim, Norhashila, Abdan, Khalina, Janius, Rimfiel, Chen, Guangnan and Kumar, Chandan. 2018. "Modelling of coupled heat and mass transfer for combined infrared and hot-air drying of sweet potato." Journal of Food Engineering. 228, pp. 12-24. https://doi.org/10.1016/j.jfoodeng.2018.02.006Continuous treatment of the organic fraction of municipal solid waste in an anaerobic two-stage membrane process with liquid recycle
Trzcinski, A. P. and Stuckey, D. C.. 2009. "Continuous treatment of the organic fraction of municipal solid waste in an anaerobic two-stage membrane process with liquid recycle." Water Research. 43 (9), pp. 2449-2462. https://doi.org/10.1016/j.watres.2009.03.030Evaluation of the air-borne ultrasound on fluidized bed drying of shelled corn: effectiveness, grain quality, and energy consumption
Abdoli, Bahareh, Zare, Dariush, Jafari, Abdolabbas and Chen, Guangnan. 2018. "Evaluation of the air-borne ultrasound on fluidized bed drying of shelled corn: effectiveness, grain quality, and energy consumption." Drying Technology: an international journal. 36 (14), pp. 1749-1766. https://doi.org/10.1080/07373937.2018.1423568Fate and behavior of dissolved organic matter in a submerged anoxic-aerobic membrane bioreactor (MBR)
Zhang, Dongqing, Trzcinski, Antoine Prandota, Luo, Jinxue, Stuckey, David C. and Tan, Soon Keat. 2018. "Fate and behavior of dissolved organic matter in a submerged anoxic-aerobic membrane bioreactor (MBR)." Environmental Science and Pollution Research. 25 (5), pp. 4289-4302. https://doi.org/10.1007/s11356-017-0586-xNon-thermal hybrid drying of fruits and vegetables: A review of current technologies
Onwude, Daniel I., Hashim, Norhashila, Janius, Rimfiel, Abdan, Khalina, Chen, Guangnan and Oladejo, Ayobami O.. 2017. "Non-thermal hybrid drying of fruits and vegetables: A review of current technologies." Innovative Food Science and Emerging Technologies. 43, pp. 223-238. https://doi.org/10.1016/j.ifset.2017.08.010Microbial stress mediated intercellular nanotubes in an anaerobic microbial consortium digesting cellulose
John, Martina, Trzcinski, Antoine Prandota, Zhou, Yan and Ng, Wun Jern. 2017. "Microbial stress mediated intercellular nanotubes in an anaerobic microbial consortium digesting cellulose." Scientific Reports. 7. https://doi.org/10.1038/s41598-017-18198-wMicrobial biomethane from solid waste: biotechnological process
Trzcinski, Antoine P. and Stuckey, David C.. 2018. "Microbial biomethane from solid waste: biotechnological process." Harzevili, Farshad Darvishi and Hiligsmann, Serge (ed.) Microbial fuels: technologies and applications. Boca Raton, FL, United States. CRC Press. pp. 77-151Biological treatment of leachate in a submerged anaerobic membrane bioreactor
Trzcinski, Antoine P.. 2017. "Biological treatment of leachate in a submerged anaerobic membrane bioreactor." Mattox, Maria R. (ed.) Leachates: biological treatment, toxicological characteristics and potential impacts on the environment. New York, United States. Nova Science Publishers. pp. 1-122Opportunities of adopting renewable energy for the nursery industry in Australia
Chen, Guangnan, Schmidt, Erik, Maraseni, Tek, Bundschuh, Jochen, Banhazi, Thomas and Antille, Diogones L.. 2017. "Opportunities of adopting renewable energy for the nursery industry in Australia." Bundschuh, Jochen, Chen, Guangnan, Chandrasekharam, D. and Piechocki, Janusz (ed.) Geothermal, wind and solar energy applications in agriculture and aquaculture. Leiden, Netherlands. CRC Press. pp. 115-126Stepwise alkaline/ultrasound pretreatment of waste activated sludge prior to anaerobic digestion
Trzcinski, Antoine Prandota, Tian, Xinbo, Ng, Wun Jern and Wang, Chong. 2018. Stepwise alkaline/ultrasound pretreatment of waste activated sludge prior to anaerobic digestion. 10201405550USustainable energy and climate protection solutions in agriculture
Bundschuh, Jochen, Chen, Guangnan, Yusaf, Talal, Yan, Jinyue and Chen, Shulin. 2014. "Sustainable energy and climate protection solutions in agriculture ." Applied Energy. 114, pp. 735-736. https://doi.org/10.1016/j.apenergy.2013.11.037Bioconversion of food waste to energy: a review
Kiran, Esra Uckun, Trzcinski, Antoine, Ng, Wun Jern and Liu, Yu. 2014. "Bioconversion of food waste to energy: a review." Fuel: the science and technology of fuel and energy. 134, pp. 389-399. https://doi.org/10.1016/j.fuel.2014.05.074Geothermal, wind and solar energy applications in agriculture and aquaculture
Bundschuh, Jochen, Chen, Guangnan, Chandrasekharam, D. and Piechocki, Janusz. 2017. Geothermal, wind and solar energy applications in agriculture and aquaculture. Leiden, Netherlands. CRC Press.Future scenarios modeling of urban stormwater management response to impacts of climate change and urbanization
Wang, Mo, Zhang, Dong Q., Su, Jin, Trzcinski, Antoine P., Dong, Jian W. and Tan, Soon K.. 2017. "Future scenarios modeling of urban stormwater management response to impacts of climate change and urbanization." CLEAN: Soil, Air, Water. 45 (10), pp. 1-10. https://doi.org/10.1002/clen.201700111Comparison of the effects and distribution of zinc oxide nanoparticles and zinc ions in activated sludge reactors
Zhang, Dongqing, Trzcinski, Antoine, Oh, Hyun-Suk, Chew, Evelyn, Liu, Yu, Tan, Soon Keat and Ng, Wun Jern. 2017. "Comparison of the effects and distribution of zinc oxide nanoparticles and zinc ions in activated sludge reactors." Journal of Environmental Science and Health Part A: Toxic Hazardous Substances and Environmental Engineering. 52 (11), pp. 1073-1081. https://doi.org/10.1080/10934529.2017.1338896