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Yeh YC, Ebbing T, Frick K, Schmid-Staiger U, Haasdonk B, Tovar GEM. Improving Determination of Pigment Contents in Microalgae Suspension with Absorption Spectroscopy: Light Scattering Effect and Bouguer-Lambert-Beer Law. Mar Drugs 2023; 21:619. [PMID: 38132940 PMCID: PMC10744667 DOI: 10.3390/md21120619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Revised: 11/27/2023] [Accepted: 11/28/2023] [Indexed: 12/23/2023] Open
Abstract
The Bouguer-Lambert-Beer (BLB) law serves as the fundamental basis for the spectrophotometric determination of pigment content in microalgae. Although it has been observed that the applicability of the BLB law is compromised by the light scattering effect in microalgae suspensions, in-depth research concerning the relationship between the light scattering effect and the accuracy of spectrophotometric pigment determination remains scarce. We hypothesized that (1) the precision of spectrophotometric pigment content determination using the BLB law would diminish with increasing nonlinearity of absorbance, and (2) employing the modified version of the BLB (mBLB) law would yield superior performance. To assess our hypotheses, we cultivated Phaeodactylum tricornutum under varying illumination conditions and nitrogen supplies in controlled indoor experiments, resulting in suspensions with diverse pigment contents. Subsequently, P. tricornutum samples were diluted into subsamples, and spectral measurements were conducted using different combinations of biomass concentrations and path lengths. This was carried out to assess the applicability of the BLB law and the nonlinearity of absorbance. The chlorophyll a and fucoxanthin contents in the samples were analyzed via high-performance liquid chromatography (HPLC) and subsequently used in our modeling. Our findings confirm our hypotheses, showing that the modified BLB law outperforms the original BLB law in terms of the normalized root mean square error (NRMSE): 6.3% for chlorophyll a and 5.8% for fucoxanthin, compared to 8.5% and 7.9%, respectively.
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Affiliation(s)
- Yen-Cheng Yeh
- Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Nobelstraße 12, 70569 Stuttgart, Germany; (T.E.); (U.S.-S.); (G.E.M.T.)
- Institute of Interfacial Process Engineering and Plasma Technology, University of Stuttgart, Nobelstraße 12, 70569 Stuttgart, Germany
| | - Tobias Ebbing
- Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Nobelstraße 12, 70569 Stuttgart, Germany; (T.E.); (U.S.-S.); (G.E.M.T.)
- Institute of Interfacial Process Engineering and Plasma Technology, University of Stuttgart, Nobelstraße 12, 70569 Stuttgart, Germany
| | - Konstantin Frick
- Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Nobelstraße 12, 70569 Stuttgart, Germany; (T.E.); (U.S.-S.); (G.E.M.T.)
- Institute of Interfacial Process Engineering and Plasma Technology, University of Stuttgart, Nobelstraße 12, 70569 Stuttgart, Germany
| | - Ulrike Schmid-Staiger
- Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Nobelstraße 12, 70569 Stuttgart, Germany; (T.E.); (U.S.-S.); (G.E.M.T.)
| | - Bernard Haasdonk
- Institute of Applied Analysis and Numerical Simulation, University of Stuttgart, Pfaffenwaldring 57, 70569 Stuttgart, Germany;
| | - Günter E. M. Tovar
- Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Nobelstraße 12, 70569 Stuttgart, Germany; (T.E.); (U.S.-S.); (G.E.M.T.)
- Institute of Interfacial Process Engineering and Plasma Technology, University of Stuttgart, Nobelstraße 12, 70569 Stuttgart, Germany
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Rodríguez Lorenzo F, Placer Lorenzo M, Herrero Castilla L, Álvarez Rodríguez JA, Iglesias S, Gómez S, Fernández Montenegro JM, Rueda E, Diez-Montero R, Garcia J, Gonzalez-Flo E. Monitoring PHB production in Synechocystis sp. with hyperspectral images. WATER SCIENCE AND TECHNOLOGY : A JOURNAL OF THE INTERNATIONAL ASSOCIATION ON WATER POLLUTION RESEARCH 2022; 86:211-226. [PMID: 35838292 DOI: 10.2166/wst.2022.194] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Microalgae wastewater treatment systems have the potential for producing added-value products. More specifically, cyanobacteria are able to accumulate polyhydroxybutyrates (PHBs), which can be extracted and used for bioplastics production. Nonetheless, PHB production requires proper culture conditions and continue monitoring, challenging the state-of-the-art technologies. The aim of this study was to investigate the application of hyperspectral technologies to monitor cyanobacteria population growth and PHB production. We have established a ground-breaking measurement method able to discern spectral reflectance changes from light emitted to cyanobacteria in different phases. All in all, enabling to distinguish between cyanobacteria growth phase and PHB accumulation phase. Furthermore, first tests of classification algorithms used for machine learning and image recognition technologies had been applied to automatically recognize the different cyanobacteria species from a complex microbial community containing cyanobacteria and microalgae cultivated in pilot-scale photobioreactors (PBRs). We have defined three main indicators for monitoring PHB production: (i) cyanobacteria specific-strain density, (ii) differentiate between growth and PHB-accumulation and (iii) chlorosis progression. The results presented in this study represent an interesting alternative for traditional measurements in cyanobacteria PHB production and its application in pilot-scale PBRs. Although not directly determining the amount of PHB production, they would give insights on the undergoing processes.
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Affiliation(s)
- Francisco Rodríguez Lorenzo
- Robotics and Control Unit, AIMEN, Centro de Aplicaciones Láser, Polígono Industrial de Cataboi SUR-PPI-2 (Sector 2) Parcela 3, O Porriño (Pontevedra) 36418, Spain
| | - Miguel Placer Lorenzo
- Robotics and Control Unit, AIMEN, Centro de Aplicaciones Láser, Polígono Industrial de Cataboi SUR-PPI-2 (Sector 2) Parcela 3, O Porriño (Pontevedra) 36418, Spain
| | - Luz Herrero Castilla
- Environmental Technologies Unit, AIMEN, Centro de Aplicaciones Láser, Polígono Industrial de Cataboi SUR-PPI-2 (Sector 2) Parcela 3, O Porriño (Pontevedra) 36418, Spain
| | - Juan Antonio Álvarez Rodríguez
- Environmental Technologies Unit, AIMEN, Centro de Aplicaciones Láser, Polígono Industrial de Cataboi SUR-PPI-2 (Sector 2) Parcela 3, O Porriño (Pontevedra) 36418, Spain
| | - Sandra Iglesias
- Robotics and Control Unit, AIMEN, Centro de Aplicaciones Láser, Polígono Industrial de Cataboi SUR-PPI-2 (Sector 2) Parcela 3, O Porriño (Pontevedra) 36418, Spain
| | - Santiago Gómez
- Environmental Technologies Unit, AIMEN, Centro de Aplicaciones Láser, Polígono Industrial de Cataboi SUR-PPI-2 (Sector 2) Parcela 3, O Porriño (Pontevedra) 36418, Spain
| | - Juan Manuel Fernández Montenegro
- Robotics and Control Unit, AIMEN, Centro de Aplicaciones Láser, Polígono Industrial de Cataboi SUR-PPI-2 (Sector 2) Parcela 3, O Porriño (Pontevedra) 36418, Spain
| | - Estel Rueda
- GEMMA-Group of Environmental Engineering and Microbiology, Department of Civil and Environmental Engineering, Escola d'Enginyeria de Barcelona Est (EEBE), Universitat Politècnica de Catalunya-BarcelonaTech, Av. Eduard Maristany 16, Building C5.1, Barcelona E-08019, Spain E-mail:
| | - Rubén Diez-Montero
- GEMMA-Group of Environmental Engineering and Microbiology, Department of Civil and Environmental Engineering, Universitat Politècnica de Catalunya (UPC), c/ Jordi Girona 1-3, Building D1, Barcelona E-08034, Spain; GIA - Group of Environmental Engineering, Department of Water and Environmental Sciences and Technologies, Universidad de Cantabria, Santander, Spain
| | - Joan Garcia
- GEMMA-Group of Environmental Engineering and Microbiology, Department of Civil and Environmental Engineering, Universitat Politècnica de Catalunya (UPC), c/ Jordi Girona 1-3, Building D1, Barcelona E-08034, Spain
| | - Eva Gonzalez-Flo
- GEMMA-Group of Environmental Engineering and Microbiology, Department of Civil and Environmental Engineering, Escola d'Enginyeria de Barcelona Est (EEBE), Universitat Politècnica de Catalunya-BarcelonaTech, Av. Eduard Maristany 16, Building C5.1, Barcelona E-08019, Spain E-mail:
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