Near-Infrared Spectroscopy for Growth Estimation of Spirulina platensis Cultures
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The present study proposes the use of Near-Infrared (NIR) spectroscopy as a rapid method for estimating the growth of Spirulina platensis cultures, avoiding any sample manipulation or pretreatment. NIR spectroscopy in diffuse reflectance mode was used on culture volumes as received, with Principal Component Analysis (PCA) and Partial Least Squares (PLS) linear regression, for developing the calibration model in the wavelength range of 1000–2500 nm, in order to choose the appropriate wavelength to estimate the growth of the microalga. The local reflectance maximum at 1062.6 nm, connected with reduced water absorption and scattering effects by the microalga, was identified from PCA as the positive peak in the first loading plot, correlating diffuse reflectance with dilution levels. The calibration curve of diffuse reflectance at 1062.6 nm in response to dilution presented strong linearity, supported by a coefficient of determination (R2) of 0.995. Cross-validation of NIR spectra with a S. platensis culture confirmed the method’s reliability, showing that the growth follows an exponential pattern. The study shows that diffuse reflectance NIR spectroscopy can be used for the rapid monitoring of Spirulina platensis growth.
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Hemocytometer cell counting is restricted to smallscale operations due to its labor-intensive and timeconsuming methodology.
“Although widely utilized, hemocytometer cell counting is restricted to smallscale operations due to its labor-intensive and timeconsuming methodology”
From Quantitative Prediction of Spirulina platensis Biomass Using UV-Vis Spectrophotometry (2026) · cites this paper as Malletzidou et al., 2024
The Introduction describes haemocytometer counting as manual and time-consuming, supporting the stated reason for its limitations. It does not say the method is restricted to small-scale operations; that is a stronger claim than the passage supports. (LLM, conf=0.86)
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Cites
Handbook of Near-Infrared Analysis
(2007) · CRC Press eBooks · doi:10.1201/9781420007374 · Cited by 1,237 · see citing works
Practical Guide to Interpretive Near-Infrared Spectroscopy
Jr., J. W., & Weyer, L. G. (2007) · CRC Press eBooks · doi:10.1201/9781420018318 · Cited by 1,152 · see citing works
Microalgae – A promising tool for heavy metal remediation
Kumar, K. S., Dahms, H.-U., Won, E., Lee, J., & Shin, K. (2014) · Ecotoxicology and Environmental Safety · doi:10.1016/j.ecoenv.2014.12.019 · Cited by 846 · see citing works
Use of Algae for Removing Heavy Metal Ions From Wastewater: Progress and Prospects
Mehta, S. K., & Gaur, J. P. (2005) · Critical Reviews in Biotechnology · doi:10.1080/07388550500248571 · Cited by 833 · see citing works
Near‐Infrared Spectroscopy in Food Science and Technology
(2006) · Wiley eBooks · doi:10.1002/0470047704 · Cited by 454 · see citing works
Beć, K. B., & Huck, C. W. (2019) · Frontiers in Chemistry · doi:10.3389/fchem.2019.00048 · Cited by 299 · see citing works
Saavedra, R., Muñoz, R., Taboada, M. E., Vega, M., & Bolado, S. (2018) · Bioresource Technology · doi:10.1016/j.biortech.2018.04.101 · Cited by 230 · see citing works
Aiba, S., & Ogawa, T. (1977) · Journal of General Microbiology · doi:10.1099/00221287-102-1-179 · Cited by 195 · see citing works
Rambla, F. J., Garrigues, S., & de la Guárdia, M. (1997) · Analytica Chimica Acta · doi:10.1016/s0003-2670(97)00032-9 · Cited by 191 · see citing works
Chlorophyll production from Spirulina platensis: cultivation with urea addition by fed-batch process
Rangel-Yagui, C. D. O., Danesi, E. D. G., de Carvalho, J. C. M., & Sato, S. (2004) · Bioresource Technology · doi:10.1016/j.biortech.2003.09.002 · Cited by 187 · see citing works
Chen, H.-B., Wu, J.-Y., Wang, C.-F., Fu, C.-C., Shieh, C.-J., Chen, C.-I., Wang, C.-Y., & Liu, Y.-C. (2010) · Biochemical Engineering Journal · doi:10.1016/j.bej.2010.09.004 · Cited by 184 · see citing works
Nielsen, S. S. (2017) · Food science text series · doi:10.1007/978-3-319-45776-5 · Cited by 183 · see citing works
Responses and tolerance mechanisms of microalgae to heavy metal stress: A review
Xiao, X., Li, W., Jin, M., Zhang, L., Qin, L., & Geng, W. (2022) · Marine Environmental Research · doi:10.1016/j.marenvres.2022.105805 · Cited by 180 · see citing works
Cervera-Padrell, A. E., Petersen, N., Lantz, A. E., Larsen, A., & Gernaey, K. V. (2009) · Biotechnology Progress · doi:10.1002/btpr.280 · Cited by 176 · see citing works
Laurens, L. M. L., & Wolfrum, E. J. (2011) · BioEnergy Research · doi:10.1007/s12155-010-9098-y · Cited by 159 · see citing works
Combining Chemometrics and Sensors: Toward New Applications in Monitoring and Environmental Analysis
Chapman, J., Truong, V. K., Elbourne, A. J., Gangadoo, S., Cheeseman, S., Rajapaksha, P., Latham, K., Crawford, R. J., & Cozzolino, D. (2020) · Chemical Reviews · doi:10.1021/acs.chemrev.9b00616 · Cited by 136 · see citing works
Wagner, H., Liu, Z., Langner, U., Stehfest, K., & Wilhelm, C. (2010) · Journal of Biophotonics · doi:10.1002/jbio.201000019 · Cited by 134 · see citing works
Binding characteristics of copper and cadmium by cyanobacterium Spirulina platensis
Fang, L., Zhou, C. Y., Cai, P., Chen, W., Rong, X., Dai, K., Liang, W., Gu, J., & Huang, Q. (2011) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2011.03.122 · Cited by 130 · see citing works
Detailed Characterization of the Cell Wall Structure and Composition of Nordic Green Microalgae
Spain, O., & Funk, C. (2022) · Journal of Agricultural and Food Chemistry · doi:10.1021/acs.jafc.2c02783 · Cited by 127 · see citing works
Spirulina: Growth, Physiology and Biochemistry
(1997) · CRC Press eBooks · doi:10.1201/9781482272970-11 · Cited by 115 · see citing works
Liu, Y., Ying, Y. B., Yu, H., & Fu, X. (2006) · Journal of Agricultural and Food Chemistry · doi:10.1021/jf052889e · Cited by 95 · see citing works
Rodrigues, M. S., Ferreira, L. S., de Carvalho, J. C. M., Lodi, A., Finocchio, E., & Converti, A. (2012) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2012.03.022 · Cited by 92 · see citing works
Xu, R., & Mi, Y. (2010) · Journal of the American Oil Chemists Society · doi:10.1007/s11746-010-1653-3 · Cited by 91 · see citing works
Lee, S.-H., Lee, J. E., Kim, Y., & Lee, S.-Y. (2015) · Applied Biochemistry and Biotechnology · doi:10.1007/s12010-015-1879-5 · Cited by 85 · see citing works
Olaizola, M., & Duerr, E. O. (1990) · Journal of Applied Phycology · doi:10.1007/bf00023370 · Cited by 84 · see citing works
Czarnik‐Matusewicz, B., Murayama, K., Tsenkova, R., & Ozaki, Y. (1999) · Applied Spectroscopy · doi:10.1366/0003702991946046 · Cited by 83 · see citing works
Schagerl, M., Siedler, R., Konopáčová, E., & Ali, S. S. (2022) · Cells · doi:10.3390/cells11152455 · Cited by 82 · see citing works
Microalgae biomass and biomolecule quantification: Optical techniques, challenges and prospects
Thiviyanathan, V. A., Ker, P. J., Tang, S. G. H., Amin, E. P. P., Yee, W., Hannan, M. A., Jamaludin, M. Z., Nghiem, L. D., & Mahlia, T. M. I. (2023) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2023.113926 · Cited by 69 · see citing works
Phytohormone production and morphology of Spirulina platensis grown in dairy wastewaters
Zapata, D., Arroyave, C., Cardona, L., Aristizábal, A., Poschenrieder, C., & Llugany, M. (2021) · Algal Research · doi:10.1016/j.algal.2021.102469 · Cited by 68 · see citing works
Soto-Ramírez, R., Lobos, M.-G., Córdova, O., Poirrier, P., & Chamy, R. (2021) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2021.125059 · Cited by 63 · see citing works
Recent application of spectroscopy for the detection of microalgae life information: A review
Liu, J.-Y., Zeng, L.-H., & Ren, Z.-H. (2020) · Applied Spectroscopy Reviews · doi:10.1080/05704928.2018.1509345 · Cited by 59 · cited 2× · see citing works
“Moreover, it can be evolved to allow in situ real-time measurements [23,41], with minimal sample or no sample preparation even regarding aqueous samples [42].”
Murayama, K., Czarnik-Matusewicz, B., Wu, Y., Tsenkova, R. N., & Ozaki, Y. (2000) · Applied Spectroscopy · doi:10.1366/0003702001950715 · Cited by 58 · see citing works
Didham, M., Truong, V. K., Chapman, J., & Cozzolino, D. (2019) · Food Analytical Methods · doi:10.1007/s12161-019-01680-8 · Cited by 56 · see citing works
Bataller, B. G., & Capareda, S. C. (2018) · Algal Research · doi:10.1016/j.algal.2018.04.023 · Cited by 51 · see citing works
Laurens, L. M. L., & Wolfrum, E. J. (2013) · Journal of Agricultural and Food Chemistry · doi:10.1021/jf403086f · Cited by 51 · see citing works
(2012) · Cited by 51 · see citing works
NIR Spectroscopic Properties of Aqueous Acids Solutions
Omar, A., Atan, H., & MatJafri, M. Z. (2012) · Molecules · doi:10.3390/molecules17067440 · Cited by 42 · see citing works
Biosorption of Zinc and Nickel and Its Effect on Growth of Different Spirulina Strains
Balaji, S., Thiagarajan, K., & Chandrasekaran, R. (2013) · CLEAN - Soil Air Water · doi:10.1002/clen.201200340 · Cited by 40 · see citing works
Dhiab, R. B., Ouada, H. B., Boussetta, H., Franck, F., Elabed, A., & Brouers, M. (2007) · Journal of Applied Phycology · doi:10.1007/s10811-006-9113-z · Cited by 38 · see citing works
Podevin, M., Fotidis, I. A., & Angelidaki, I. (2018) · Critical Reviews in Biotechnology · doi:10.1080/07388551.2017.1398132 · Cited by 34 · cited 1× · see citing works
“Based on the above, the present study focuses on examining the application of NIR spectroscopy as a reliable, fast and non-destructive technique for the biomass growth estimation of S. platensis , which could also be used for online measurements [24,38].”
(2010) · Cited by 34 · see citing works
Rapid Quantification of Microalgae Growth with Hyperspectral Camera and Vegetation Indices
Salmi, P., Eskelinen, M. A., Leppänen, M. T., & Pölönen, I. (2021) · Plants · doi:10.3390/plants10020341 · Cited by 29 · see citing works
Unveiling the induced lipid production in Chlorella vulgaris under pulsed magnetic field treatment
Baldev, E., MubarakAli, D., Sivasubramanian, V., Pugazhendhi, A., & Thajuddin, N. (2021) · Chemosphere · doi:10.1016/j.chemosphere.2021.130673 · Cited by 27 · see citing works
Yang, Y., Tong, H., Yang, L., & Wu, M. (2020) · Postharvest Biology and Technology · doi:10.1016/j.postharvbio.2020.111431 · Cited by 26 · see citing works
Brown, M. R., Frampton, D. M. F., Dunstan, G. A., & Blackburn, S. I. (2013) · Journal of Applied Phycology · doi:10.1007/s10811-013-0120-6 · Cited by 25 · see citing works
Diaconu, M., Soreanu, G., Balan, C. D., Buciscanu, I. I., Maier, V., & Cretescu, I. (2023) · Water · doi:10.3390/w15223962 · Cited by 25 · see citing works
Rapid Characterization of Fatty Acids in Oleaginous Microalgae by Near-Infrared Spectroscopy
Liu, B., Liu, J., Chen, T., Yang, B., Jiang, Y., Wei, D., & Chen, F. (2015) · International Journal of Molecular Sciences · doi:10.3390/ijms16047045 · Cited by 25 · see citing works
Hu, M. H., Zhang, H., Ye, Z., Ma, J., Chen, Z., Wang, J., Wang, C., & Pan, Z. (2021) · Renewable Energy · doi:10.1016/j.renene.2021.11.085 · Cited by 24 · see citing works
High-value chemicals from marine diatoms: a biorefinery approach
Bayu, A., Rachman, A. A., Noerdjito, D. R., Putra, M. Y., & Widayatno, W. B. (2020) · IOP Conference Series Earth and Environmental Science · doi:10.1088/1755-1315/460/1/012012 · Cited by 24 · see citing works
Characterization and physicochemical properties of chlorophyll extract from Spirulina sp.
Munawaroh, H. S. H., Fathur, R. M., Gumilar, G. G., Aisyah, S., Yuliani, G., Mudzakir, A., & Wulandari, A. P. (2019) · Journal of Physics Conference Series · doi:10.1088/1742-6596/1280/2/022013 · Cited by 24 · see citing works
Chang, K., Shinzawa, H., & Chung, H. (2018) · Microchemical Journal · doi:10.1016/j.microc.2018.03.019 · Cited by 22 · see citing works
Sohani, E., Shariati, F. P., & Shariati, S. R. P. (2022) · Preparative Biochemistry & Biotechnology · doi:10.1080/10826068.2022.2098320 · Cited by 19 · see citing works
Lee, Y., & Han, S. (2016) · Bulletin of the Korean Chemical Society · doi:10.1002/bkcs.10648 · Cited by 17 · see citing works
Challagulla, V., Walsh, K. B., & Subedi, P. (2014) · BioEnergy Research · doi:10.1007/s12155-013-9373-9 · Cited by 16 · see citing works
Zeng, Y., Chen, X., Zhu, J., Long, D., Jian, Y., Tan, Q., & Wang, H. (2024) · Toxics · doi:10.3390/toxics12010056 · Cited by 15 · see citing works
Determination of glucose concentration in aqueous solution using FT NIR spectroscopy
Rondonuwu, F. S., Setiawan, A., & Karwur, F. F. (2019) · Journal of Physics Conference Series · doi:10.1088/1742-6596/1307/1/012019 · Cited by 13 · see citing works
Liu, Y., Xu, L., Wang, R., Qiao, F., Xiong, J., & Xu, Z. X. (2022) · Microchemical Journal · doi:10.1016/j.microc.2022.107394 · Cited by 12 · see citing works
A method to estimate the biomass of Spirulina platensis cultivated on a solid medium
Pelizer, L. H., & Moraes, I. D. O. (2014) · Brazilian Journal of Microbiology · doi:10.1590/s1517-83822014000300024 · Cited by 10 · see citing works
Joshi, M., & Kaur, K. (2013) · doi:10.13140/rg.2.2.35275.23847 · Cited by 10 · see citing works
Ge, Y., & Thomasson, J. A. (2016) · Transactions of the ASABE · doi:10.13031/trans.59.11396 · Cited by 7 · see citing works
Marjanović, B., Cvetnić, T. S., Valinger, D., Benković, M., Jurina, T., Kljusurić, J. G., & Tušek, A. J. (2024) · Separations · doi:10.3390/separations11060190 · Cited by 7 · see citing works
Saranraj, P., Stella, D., Usharani, G., & Sivasakthi, S. (2013) · Cited by 7 · see citing works
İSAR, M., Cırık, S., & Turan, G. (2022) · Bulletin of Biotechnology · doi:10.51539/biotech.1033326 · Cited by 5 · see citing works
Tolentino, L. K. S., Belarmino, S. O., Chan, J. G. N., Cleofas, O. D., Creencia, J. G. M., Cruz, M. E. L., Geronimo, J. G. B., Ramos, J. P. M., Enriquez, L. A. C., Quijano, J. F. C., et al. (2021) · International Journal of Advanced Computer Science and Applications · doi:10.14569/ijacsa.2021.0120732 · Cited by 5 · see citing works
Gabal, A. A. A., Khaled, A. E. M., El-Sayed, H. S., Aboul-Ela, H. M., Shalaby, O. K., Khaled, A. A., & Mohamed, L. A. (2019) · Fisheries and Aquaculture Journal · doi:10.35248/2150-3508.19.10.260 · Cited by 4 · see citing works
Liu, Z.-W., Zhang, L.-S., Feng, X., He, Z.-X., Sun, Y., Tao, X.-Y., Yin, Q., Yang, L., Zhou, R.-J., He, X.-Q., et al. (2023) · Spectrochimica Acta Part A Molecular and Biomolecular Spectroscopy · doi:10.1016/j.saa.2023.123544 · Cited by 2 · see citing works
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- [41]Heegstra S. NIR Spectrometry for Monitoring of Nutritional Value of Algae an In-Depth Review of NIR Technology, Current Applications in the Algae Field and Their Relevence for Health-Care Diets Bachelor’s Thesis University of Groningen Groningen, The Netherlands 2019
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Malletzidou, L., Kyratzopoulou, E., Kyzaki, N., Nerantzis, E., & Kazakis, N. A. (2025) · Applied Sciences · doi:10.3390/app15020791 · Cited by 17 · see citing works
Self-citationMarjanović, B., Cvetnić, T. S., Valinger, D., Kljusurić, J. G., Jurina, T., Benković, M., & Tušek, A. J. (2025) · Foods · doi:10.3390/foods14193358 · Cited by 5 · see citing works
Malletzidou, L., Kyratzopoulou, E., Nerantzis, E., Kyzaki, N., Tsirliganis, N. C., & Kazakis, N. A. (2025) · Processes · doi:10.3390/pr13061709 · Cited by 2 · see citing works
Self-citationGheorghe, P. S., & Petris, A. (2025) · Molecules · doi:10.3390/molecules30234577 · Cited by 1 · see citing works
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Siclari, D., Panuccio, M. R., & Sidari, R. (2025) · Microorganisms · doi:10.3390/microorganisms13071641 · Cited by 1 · see citing works
Quantitative Prediction of Spirulina platensis Biomass Using UV-Vis Spectrophotometry
Lestari, F. S., Zulys, A., & Satya, A. (2026) · LIMNOTEK Perairan Darat Tropis di Indonesia · doi:10.55981/limnotek.2026.14459
“Because standard reference materials were unsuitable for creating a calibration curve between S. platensis biomass and spectral response, we used a modified serial dilution technique based on standard addition (Malletzidou et al., 2024).”
Jensen, D. J., & Lund, I. (2026) · Journal of Applied Phycology · doi:10.1007/s10811-026-04021-5
- Authors
- Malletzidou, L., Kyratzopoulou, E., Kyzaki, N., Nerantzis, E., & Kazakis, N. A.
- Affiliations
- Athena Research and Innovation Center In Information Communication & Knowledge Technologies (GR)
- Corresponding author
- Malletzidou, Lamprini
- ORCID
- Venue
- Methods and Protocols
- Publisher
- MDPI AG
- Published
- 2024-11-03
- Volume
- 7
- Issue
- 6
- Pages
- 91
- ISSN
- 2409-9279 (ISSN-L)
- PMC
- PMC11586962
- OpenAlex
- W4404070629
- Cited by
- 6
- References
- 66
- Citations by year
- 2026: 1 · 2025: 5
- FWCI
- 1.03
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Methods and Protocols (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Athena—Research & Innovation Center in Information Communication & Knowledge Technologies
- Topics
- Physical Sciences › Chemistry › Analytical Chemistry › Spectroscopy and Chemometric Analyses
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Biophysics › Spectroscopy Techniques in Biomedical and Chemical Research
- Physical Sciences › Environmental Science › Waste Management and Disposal › Water Quality Monitoring and Analysis
- Keywords
- Spirulina platensis, near-infrared spectroscopy, diffuse reflectance, calibration models, exponential growth, partial least squares regression, principal component analysis
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