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Mkpuma VO, Moheimani NR, Ennaceri H. Effect of light intensity on Chlorella sp. biofilm growth on anaerobically digested food effluents (ADFE). JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024; 371:123015. [PMID: 39471596 DOI: 10.1016/j.jenvman.2024.123015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Revised: 09/30/2024] [Accepted: 10/20/2024] [Indexed: 11/01/2024]
Abstract
Optimizing light conditions in any culture design for effluent treatment is crucial for maximizing microalgae growth and nutrient uptake. We investigated the impact of low (53 ± 1 μmol m-2 s-1), medium (208 ± 12 μmol m-2 s-1), and high (518 ± 22 μmol m-2 s-1) light intensities on the diffused biofilm-based growth of Chlorella sp. for treating anaerobically digested food effluent (ADFE). The alga grew well across all treatments, irrespective of light intensity. However, biomass yields, and productivity positively correlated with light intensity, with the highest biomass yield (120 g m-2) and productivity (11.6 g m-2 d-1) occurring at high light intensity. Notably, specific growth rates peaked uniformly on day 2 across all treatments, indicating an initial surge in growth. A relatively stable photosynthetic performance occurred under medium light treatment, while stress evidence was noticed particularly after day 4 at high and low light treatments, with higher magnitude seen under low light treatments. Total ammonia nitrogen (TAN) and phosphate removal efficiencies increased with light intensities, reaching 100 % removal at high light after 10 days. Intriguingly, there was a notable enhancement in chemical oxygen demand (COD) removal under low light conditions, being 2.9- and 1.64-fold higher compared to medium and high light intensities, respectively. Despite the superior performance of Chlorella sp. biofilm under high-light conditions in biomass yield and uptake of nutrients, the low-light treatment also achieved remarkable results, indicating that this biofilm design offers enhanced exposure to light. Therefore, this biofilm configuration presents an enticing opportunity for treating ADFE at lower light intensities, potentially minimizing energy consumption while maximizing profitability.
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Affiliation(s)
- Victor Okorie Mkpuma
- Algae R&D Centre, School of Environmental and Conservation Sciences, Murdoch University, Murdoch, Western Australia, 6150, Australia
| | - Navid Reza Moheimani
- Algae R&D Centre, School of Environmental and Conservation Sciences, Murdoch University, Murdoch, Western Australia, 6150, Australia; Centre for Water, Energy, and Waste, Harry Butler Institute, Murdoch University, Perth, 6150, Australia
| | - Houda Ennaceri
- Algae R&D Centre, School of Environmental and Conservation Sciences, Murdoch University, Murdoch, Western Australia, 6150, Australia; Centre for Water, Energy, and Waste, Harry Butler Institute, Murdoch University, Perth, 6150, Australia.
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Goswami RK, Mehariya S, Verma P. Sub-pilot scale sequential microalgal consortium-based cultivation for treatment of municipal wastewater and biomass production. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2024; 348:123796. [PMID: 38518973 DOI: 10.1016/j.envpol.2024.123796] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 03/10/2024] [Accepted: 03/13/2024] [Indexed: 03/24/2024]
Abstract
Municipal wastewater (MWW) was treated by a sequential pilot microalgal cultivation process. The cultivation was performed inside a specifically designed low-cost photobioreactor (PBR) system. A microalgal consortium 2:1 was developed using Tetraselmis indica (TS) and Picochlorum sp. (PC) in the first stage and PC:TS (2:1) in the second stage and the nutrient removal efficiency and biomass production and biomolecules production was evaluated and also compared with monoculture in a two-stage sequential cultivation system. This study also investigated the effect of seasonal variations on microalgae growth and MWW treatment. The results showed that mixed microalgal consortium (TS:PC) had higher nutrient removal efficiency, with chemical oxygen demand (COD), total phosphate (TP), and total nitrate (TN) removal efficiencies of 78.50, 84.49, and 84.20%, respectively, and produced a biomass of 2.50 g/L with lipid content of 37.36% in the first stage of cultivation under indoor conditions. In the second stage of indoor cultivation, the PC:TS consortium demonstrated maximum COD, TP, and TN removal efficiencies of 92.49, 94.24, and 94.16%, respectively. It also produced a biomass of 2.65 g/L with a lipid content of 40.67%. Among all the seasonal variations, mass flow analysis indicated that the combination of mixed consortium-based two-stage sequential process during the winter season favored maximum nutrient removal efficiency of TN i.e. 88.54% (84.12 mg/L) and TP i.e., 90.18% (43.29 mg/L), respectively. It also enhanced total biomass production of 49.10 g in 20-L medium, which includes lipid yield ∼15.68 g compared to monoculture i.e., 82.06% (78.70 mg/L) and 82.87% (40.26 mg/L) removal of TN and TP, respectively, and produced biomass 43.60 g with 11.90 g of lipids.
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Affiliation(s)
- Rahul Kumar Goswami
- Bioprocess and Bioenergy Laboratory (BPBEL), Department of Microbiology, Central University of Rajasthan, Bandarsindri, Kishangarh, Ajmer, Rajasthan, 305817, India
| | - Sanjeet Mehariya
- Algal Technology Program, Center for Sustainable Development, College of Arts and Sciences, Qatar University, Doha, 2713, Qatar
| | - Pradeep Verma
- Bioprocess and Bioenergy Laboratory (BPBEL), Department of Microbiology, Central University of Rajasthan, Bandarsindri, Kishangarh, Ajmer, Rajasthan, 305817, India.
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Chen S, Li X, Ma X, Qing R, Chen Y, Zhou H, Yu Y, Li J, Tan Z. Lighting the way to sustainable development: Physiological response and light control strategy in microalgae-based wastewater treatment under illumination. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 903:166298. [PMID: 37591393 DOI: 10.1016/j.scitotenv.2023.166298] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Revised: 07/29/2023] [Accepted: 08/12/2023] [Indexed: 08/19/2023]
Abstract
The Sustainable Development Goals link pollutant control with carbon dioxide reduction. Toward the goal of pollutant and carbon reduction, microalgae-based wastewater treatment (MBWT), which can simultaneously remove pollutants and convert carbon dioxide into biomass with value-added metabolites, has attracted considerable attention. The photosynthetic organism microalgae and the photobioreactor are the functional body and the operational carrier of the MBWT system, respectively; thus, light conditions profoundly influence its performance. Therefore, this review takes the general rules of how light influences the performance of MBWT systems as a starting point to elaborate the light-influenced mechanisms in microalgae and the light control strategies for photobioreactors from the inside out. Wavelength, light intensity and photoperiod solely or interactively affect biomass accumulation, pollutant removal, and value-added metabolite production in MBWT. Physiological processes, including photosynthesis, photooxidative damage, light-regulated gene expression, and nutrient uptake, essentially explain the performance influence of MBWT and are instructive for specific microalgal strain improvement strategies. In addition, light causes unique reactions in MBWT systems as it interacts with components such as photooxidative damage enhancers present in types of wastewater. In order to provide guidance for photobioreactor design and light control in a large-scale MBWT system, wavelength transformation, light transmission, light source distribution, and light-dark cycle should be considered in addition to adjusting the light source characteristics. Finally, based on current research vacancies and challenges, future research orientation should focus on the improvement of microalgae and photobioreactor, as well as the integration of both.
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Affiliation(s)
- Shangxian Chen
- CAS Key Laboratory of Environmental and Applied Microbiology, Environmental Microbiology Key Laboratory of Sichuan Province, Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China; University of Chinese Academy of Sciences, Beijing 100049, China; Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, College of Life Sciences, Sichuan University, Chengdu 610065, China.
| | - Xin Li
- CAS Key Laboratory of Environmental and Applied Microbiology, Environmental Microbiology Key Laboratory of Sichuan Province, Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China.
| | - Xinlei Ma
- School of Energy and Environment, Southeast University, Nanjing 210096, China.
| | - Renwei Qing
- Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, College of Life Sciences, Sichuan University, Chengdu 610065, China.
| | - Yangwu Chen
- CAS Key Laboratory of Environmental and Applied Microbiology, Environmental Microbiology Key Laboratory of Sichuan Province, Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China.
| | - Houzhen Zhou
- CAS Key Laboratory of Environmental and Applied Microbiology, Environmental Microbiology Key Laboratory of Sichuan Province, Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China.
| | - Yadan Yu
- CAS Key Laboratory of Environmental and Applied Microbiology, Environmental Microbiology Key Laboratory of Sichuan Province, Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China; University of Chinese Academy of Sciences, Beijing 100049, China.
| | - Junjie Li
- CAS Key Laboratory of Environmental and Applied Microbiology, Environmental Microbiology Key Laboratory of Sichuan Province, Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China.
| | - Zhouliang Tan
- CAS Key Laboratory of Environmental and Applied Microbiology, Environmental Microbiology Key Laboratory of Sichuan Province, Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu 610041, China.
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Pineda-Rodríguez YY, Herazo-Cárdenas DS, Vallejo-Isaza A, Pompelli MF, Jarma-Orozco A, Jaraba-Navas JDD, Cordero-Ocampo JD, González-Berrio M, Arrieta DV, Pico-González A, Ariza-González A, Aviña-Padilla K, Rodríguez-Páez LA. Optimal Laboratory Cultivation Conditions of Limnospira maxima for Large-Scale Production. BIOLOGY 2023; 12:1462. [PMID: 38132288 PMCID: PMC10740766 DOI: 10.3390/biology12121462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Revised: 11/04/2023] [Accepted: 11/18/2023] [Indexed: 12/23/2023]
Abstract
Cultivating Limnospira maxima, renowned for its abundant proteins and valuable pigments, faces substantial challenges rooted in the limited understanding of its optimal growth parameters, associated high costs, and constraints in the procurement of traditional nitrogen sources, particularly NaNO3. To overcome these challenges, we conducted a comprehensive 4 × 3 factorial design study. Factors considered included white, red, blue, and yellow light spectra, along with nitrogen sources NaNO3 and KNO3, as well as a nitrogen-free control, for large-scale implementation. Optimal growth, measured by Optical Density, occurred with white and yellow light combined with KNO3 as the nitrogen source. These conditions also increased dry weight and Chl-a content. Cultures with nitrogen deprivation exhibited high values for these variables, attributed to carbon accumulation in response to nitrogen scarcity. Phycocyanin, a crucial pigment for nutrition and industry, reached its highest levels in cultures exposed to white light and supplemented with KNO3, with an impressive content of 384.11 g kg-1 of dry weight. These results highlight the efficacy and cost-efficiency of using a combination of white light and KNO3 for large-scale L. maxima cultivation. This strategy offers promising opportunities to address global food security challenges and enhance the production of industrially relevant pigments.
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Affiliation(s)
- Yirlis Yadeth Pineda-Rodríguez
- Departamento de Ingeniería Agronómica y Desarrollo Rural, Maestría en Ciencias Agronómicas, Facultad de Ciencias Agrícolas, Universidad de Córdoba, Montería 230002, Colombia; (D.V.A.); (A.P.-G.); (A.A.-G.)
| | - Diana Sofia Herazo-Cárdenas
- Laboratorio de Sanidad Acuícola y Calidad de Agua, Facultad de Medicina Veterinaria y Zootecnia, Universidad de Córdoba, Montería 230002, Colombia; (D.S.H.-C.); (A.V.-I.)
| | - Adriana Vallejo-Isaza
- Laboratorio de Sanidad Acuícola y Calidad de Agua, Facultad de Medicina Veterinaria y Zootecnia, Universidad de Córdoba, Montería 230002, Colombia; (D.S.H.-C.); (A.V.-I.)
| | - Marcelo F. Pompelli
- Laboratorio de Biología Molecular Aplicada, Facultad de Ciencias Agrícolas, Universidad de Córdoba, Montería 230002, Colombia; (A.J.-O.); (J.d.D.J.-N.); (L.A.R.-P.)
| | - Alfredo Jarma-Orozco
- Laboratorio de Biología Molecular Aplicada, Facultad de Ciencias Agrícolas, Universidad de Córdoba, Montería 230002, Colombia; (A.J.-O.); (J.d.D.J.-N.); (L.A.R.-P.)
| | - Juan de Dios Jaraba-Navas
- Laboratorio de Biología Molecular Aplicada, Facultad de Ciencias Agrícolas, Universidad de Córdoba, Montería 230002, Colombia; (A.J.-O.); (J.d.D.J.-N.); (L.A.R.-P.)
| | - Jhony David Cordero-Ocampo
- Departamento de Ciencias Acuícolas, Programa de Acuicultura, Facultad de Medicina Veterinaria y Zootecnia, Universidad de Córdoba, Montería 230002, Colombia; (J.D.C.-O.); (M.G.-B.)
| | - Marianella González-Berrio
- Departamento de Ciencias Acuícolas, Programa de Acuicultura, Facultad de Medicina Veterinaria y Zootecnia, Universidad de Córdoba, Montería 230002, Colombia; (J.D.C.-O.); (M.G.-B.)
| | - Daniela Vegliante Arrieta
- Departamento de Ingeniería Agronómica y Desarrollo Rural, Maestría en Ciencias Agronómicas, Facultad de Ciencias Agrícolas, Universidad de Córdoba, Montería 230002, Colombia; (D.V.A.); (A.P.-G.); (A.A.-G.)
| | - Ana Pico-González
- Departamento de Ingeniería Agronómica y Desarrollo Rural, Maestría en Ciencias Agronómicas, Facultad de Ciencias Agrícolas, Universidad de Córdoba, Montería 230002, Colombia; (D.V.A.); (A.P.-G.); (A.A.-G.)
| | - Anthony Ariza-González
- Departamento de Ingeniería Agronómica y Desarrollo Rural, Maestría en Ciencias Agronómicas, Facultad de Ciencias Agrícolas, Universidad de Córdoba, Montería 230002, Colombia; (D.V.A.); (A.P.-G.); (A.A.-G.)
| | - Katia Aviña-Padilla
- Centro de Investigación y de Estudios Avanzados del I.P.N. Unidad Irapuato, Irapuato 36821, Mexico;
| | - Luis Alfonso Rodríguez-Páez
- Laboratorio de Biología Molecular Aplicada, Facultad de Ciencias Agrícolas, Universidad de Córdoba, Montería 230002, Colombia; (A.J.-O.); (J.d.D.J.-N.); (L.A.R.-P.)
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Recovery of nutrients from aquaculture wastewater: Effects of light quality on the growth, biochemical composition, and nutrient removal of Chlorella sorokiniana. ALGAL RES 2022. [DOI: 10.1016/j.algal.2022.102965] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
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6
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Jung CHG, Waldeck P, Sykora S, Braune S, Petrick I, Küpper JH, Jung F. Influence of Different Light-Emitting Diode Colors on Growth and Phycobiliprotein Generation of Arthrospira platensis. Life (Basel) 2022; 12:895. [PMID: 35743926 PMCID: PMC9225284 DOI: 10.3390/life12060895] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Revised: 05/24/2022] [Accepted: 05/26/2022] [Indexed: 12/12/2022] Open
Abstract
Light-emitting diodes (LED) can be utilized as tailorable artificial light sources for the cultivation of cyanobacteria such as Arthrospira platensis (AP). To study the influence of different LED light colors on phototrophic growth and biomass composition, AP was cultured in closed bioreactors and exposed to red, green, blue, or white LED lights. The illumination with red LED light resulted in the highest cell growth and highest cell densities compared to all other light sources (order of cell densities: red > white > green > blue LED light). In contrast, the highest phycocyanin concentrations were found when AP was cultured under blue LED light (e.g., order of concentrations: blue > white > red > green LED light). LED-blue light stimulated the accumulation of nitrogen compounds in the form of phycobiliproteins at the expense of cell growth. The results of the study revealed that exposure to different LED light colors can improve the quality and quantity of the biomass gained in AP cultures.
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Affiliation(s)
- Conrad H. G. Jung
- Carbon Biotech Social Enterprise AG, 01968 Senftenberg, Germany; (C.H.G.J.); (J.-H.K.)
| | - Peter Waldeck
- Institute of Materials Chemistry, Thermodynamics, Brandenburg University of Technology Cottbus-Senftenberg, 01968 Senftenberg, Germany; (P.W.); (I.P.)
| | - Shadi Sykora
- Experimental Physics, Mechanical Engineering, Electrical and Energy Systems, Brandenburg University of Technology, 01968 Senftenberg, Germany;
| | - Steffen Braune
- Institute of Biotechnology, Molecular Cell Biology, Brandenburg University of Technology Cottbus-Senftenberg, 01968 Senftenberg, Germany;
- Faculty of Health Sciences Brandenburg, Brandenburg University of Technology Cottbus-Senftenberg, 01968 Senftenberg, Germany
| | - Ingolf Petrick
- Institute of Materials Chemistry, Thermodynamics, Brandenburg University of Technology Cottbus-Senftenberg, 01968 Senftenberg, Germany; (P.W.); (I.P.)
| | - Jan-Heiner Küpper
- Carbon Biotech Social Enterprise AG, 01968 Senftenberg, Germany; (C.H.G.J.); (J.-H.K.)
- Institute of Biotechnology, Molecular Cell Biology, Brandenburg University of Technology Cottbus-Senftenberg, 01968 Senftenberg, Germany;
- Faculty of Health Sciences Brandenburg, Brandenburg University of Technology Cottbus-Senftenberg, 01968 Senftenberg, Germany
| | - Friedrich Jung
- Institute of Biotechnology, Molecular Cell Biology, Brandenburg University of Technology Cottbus-Senftenberg, 01968 Senftenberg, Germany;
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Wang J, Wang Y, Wu Y, Fan Y, Zhu C, Fu X, Chu Y, Chen F, Sun H, Mou H. Application of Microalgal Stress Responses in Industrial Microalgal Production Systems. Mar Drugs 2021; 20:30. [PMID: 35049885 PMCID: PMC8779474 DOI: 10.3390/md20010030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Revised: 12/15/2021] [Accepted: 12/23/2021] [Indexed: 11/29/2022] Open
Abstract
Adaptive laboratory evolution (ALE) has been widely utilized as a tool for developing new biological and phenotypic functions to explore strain improvement for microalgal production. Specifically, ALE has been utilized to evolve strains to better adapt to defined conditions. It has become a new solution to improve the performance of strains in microalgae biotechnology. This review mainly summarizes the key results from recent microalgal ALE studies in industrial production. ALE designed for improving cell growth rate, product yield, environmental tolerance and wastewater treatment is discussed to exploit microalgae in various applications. Further development of ALE is proposed, to provide theoretical support for producing the high value-added products from microalgal production.
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Affiliation(s)
- Jia Wang
- College of Food Science and Engineering, Ocean University of China, Qingdao 266003, China; (J.W.); (Y.W.); (Y.F.); (C.Z.)
| | - Yuxin Wang
- College of Food Science and Engineering, Ocean University of China, Qingdao 266003, China; (J.W.); (Y.W.); (Y.F.); (C.Z.)
| | - Yijian Wu
- School of Foreign Languages, Lianyungang Technical College, Lianyungang 222000, China;
| | - Yuwei Fan
- College of Food Science and Engineering, Ocean University of China, Qingdao 266003, China; (J.W.); (Y.W.); (Y.F.); (C.Z.)
| | - Changliang Zhu
- College of Food Science and Engineering, Ocean University of China, Qingdao 266003, China; (J.W.); (Y.W.); (Y.F.); (C.Z.)
| | - Xiaodan Fu
- State Key Laboratory of Food Science and Technology, Nanchang University, Nanchang 330047, China;
| | - Yawen Chu
- Heze Zonghoo Jianyuan Biotech Co., Ltd, Heze 274000, China;
| | - Feng Chen
- Institute for Advanced Study, Shenzhen University, Shenzhen 518060, China;
| | - Han Sun
- College of Food Science and Engineering, Ocean University of China, Qingdao 266003, China; (J.W.); (Y.W.); (Y.F.); (C.Z.)
| | - Haijin Mou
- College of Food Science and Engineering, Ocean University of China, Qingdao 266003, China; (J.W.); (Y.W.); (Y.F.); (C.Z.)
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Fal S, Benhima R, El Mernissi N, Kasmi Y, Smouni A, El Arroussi H. Microalgae as promising source for integrated wastewater treatment and biodiesel production. INTERNATIONAL JOURNAL OF PHYTOREMEDIATION 2021; 24:34-46. [PMID: 34000939 DOI: 10.1080/15226514.2021.1920572] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Microalgae have been studied for their potential of wastewater treatment as well as a promising source for biodiesel production. This study investigates the potential of microalgae to remove nutrients from domestic wastewater (DWW) while producing lipids-rich biomass for biodiesel production. Eight microalgae were cultivated in (DWW) to evaluate their nutrients removal capacity and biomass production. Total phosphorus (TP) of DWW reduced from 2 mg L-1 to 0.02 mg L-1 with the treatment efficiency of 99.15% and the highest performance was noted in Chlamydomonas reinhardtii (C. reinhardtii). For total nitrogen (TN), treatment efficiency climbed to 99.07%. It is reduced from 18.35 to 0.17 mg L-1 recorded in C. reinhardtii and Chlorella pyrenoidosa (C. pyrenoidosa). On the other hand, all microalgae showed a high lipids-rich biomass in wastewater compared to BG11. The highest lipid content was 36.93% noted in Chlorella sorokiniana (C. sorokiniana). Fatty acids methyl ester (FAME) profiles showed a high content of palmitic C16:0, oleic C18:1 and stearic acids C18:0 in studied microalgae strains. In summary, microalgae envisage its potential application in integrated wastewater treatment and biodiesel production. In perspective, the authors focus on the validation of this bioprocess in pilot scale. Furthermore, the use of microalgae for other applications such CO2 biosequestration and added value products. Novelty statement: The present study investigates the potential of Moroccan microalgae as candidates to wastewater remediation and high biomass production with high lipid rate for biodiesel production.
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Affiliation(s)
- Soufiane Fal
- Green Biotechnology Laboratory, Moroccan Foundation for Advanced Science, Innovation and Research (MASCIR), Rabat Design Center Rue Mohamed Al Jazouli - Madinat Al Irfane, Rabat, Morocco
- Plant Physiology and Biotechnology Team, Center of Plant and Microbial Biotechnology, Biodiversity and Environment, Faculty of Sciences, Mohammed V University of Rabat, Rabat, Morocco
| | - Redouane Benhima
- Green Biotechnology Laboratory, Moroccan Foundation for Advanced Science, Innovation and Research (MASCIR), Rabat Design Center Rue Mohamed Al Jazouli - Madinat Al Irfane, Rabat, Morocco
| | - Najib El Mernissi
- Green Biotechnology Laboratory, Moroccan Foundation for Advanced Science, Innovation and Research (MASCIR), Rabat Design Center Rue Mohamed Al Jazouli - Madinat Al Irfane, Rabat, Morocco
| | - Yassin Kasmi
- Green Biotechnology Laboratory, Moroccan Foundation for Advanced Science, Innovation and Research (MASCIR), Rabat Design Center Rue Mohamed Al Jazouli - Madinat Al Irfane, Rabat, Morocco
| | - Abdelaziz Smouni
- Plant Physiology and Biotechnology Team, Center of Plant and Microbial Biotechnology, Biodiversity and Environment, Faculty of Sciences, Mohammed V University of Rabat, Rabat, Morocco
| | - Hicham El Arroussi
- Green Biotechnology Laboratory, Moroccan Foundation for Advanced Science, Innovation and Research (MASCIR), Rabat Design Center Rue Mohamed Al Jazouli - Madinat Al Irfane, Rabat, Morocco
- Agrobiosciences Program, University Mohamed 6 Polytechnic (UM6P), Benguerir, Morocco
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