The Cultivation of Biohydrogen-Producing Tetraselmis subcordiformis Microalgae as the Third Stage of Dairy Wastewater Aerobic Treatment System
Open accessAbstract
The development of wastewater treatment systems, including competitive methods for nitrogen and phosphorus removal, is focused on intensifying final technological effects with due care taken for economic and environmental concerns. Given the possibility of integrating wastewater treatment processes with biofuel production, the prospective seems to be technologies harnessing microalgal biomass. The present study aimed to verify the feasibility of applying T. subcordiformis genus microalgae as the third stage of the dairy wastewater treatment process and to determine microalgae biomass production effectiveness and hydrogen yield in the biophotolysis process. The study proved that microalgae cultivation with dairy wastewater was nearly 35% less effective compared to that with a chemically pure medium. Nitrogen and phosphorus compounds contaminating wastewater were found to represent an available source of nutrients for T. subcordiformis population. The volume of hydrogen produced ranged from 116 ± 7 cm3 to 162 ± 7 cm3, and the percentage of H2 content in the biogas ranged from 55.4 ± 2.2% to 57.2 ± 4.1%. A significantly higher hydrogen yield per initial biomass concentration, reaching 69 ± 4.2 cm3/go.d.m., was determined in the variant with wastewater accounting for 50% of the culture medium. The respective value noted in the control respirometer was 54 ± 2.1 cm3/go.d.m.
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Most scientific publications focus on the use of microalgae biomass for the production of biofuels such as biodiesel, bioethanol, biogas, biohydrogen, and aviation fuels.
“Most scientific publications focus on the use of microalgae biomass for the production of biofuels such as biodiesel, bioethanol, biogas, biohydrogen, and aviation fuels [8-12].”
From Multi-Sensing Monitoring of the Microalgae Biomass Cultivation Systems for Biofuels and Added Value Products Synthesis—Challenges and Opportunities (2025) · cites this paper as [10]
The Introduction (page not specified) describes biofuel production as an application of microalgae-based systems and identifies hydrogen production as an active research area. It does not say that most scientific publications focus on biofuels or substantiate the full list of fuels in the claim. (LLM, conf=0.82)
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3 retracted
Tan, J. S., Lee, S. Y., Chew, K. W., Lam, M. K., Lim, J. W., Ho, S.-H., & Show, P. L. (2020) · Bioengineered · doi:10.1080/21655979.2020.1711626 · Cited by 524 · see citing works
RetractedYap, J. K., Sankaran, R., Chew, K. W., Halimatul Munawaroh, H. S., Ho, S.-H., Rajesh Banu, J., & Show, P. L. (2021) · Chemosphere · doi:10.1016/j.chemosphere.2021.130886 · Cited by 138 · see citing works
RetractedHu, R., Cao, Y., Chen, X., Zhan, J., Luo, G., Ngo, H. H., & Zhang, S. (2022) · Chemical Engineering Journal · doi:10.1016/j.cej.2022.137187 · Cited by 10 · see citing works
RetractedRevisiting carbon, nitrogen, and phosphorus metabolisms in microalgae for wastewater treatment
Su, Y. (2020) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2020.144590 · Cited by 550 · see citing works
Chan, S. S., Khoo, K. S., Chew, K. W., Ling, T. C., & Show, P. L. (2022) · Bioresource Technology · doi:10.1016/j.biortech.2021.126159 · Cited by 422 · see citing works
Recent insights into biohydrogen production by microalgae – From biophotolysis to dark fermentation
Nagarajan, D., Lee, D., Kondo, A., & Chang, J. (2016) · Bioresource Technology · doi:10.1016/j.biortech.2016.12.104 · Cited by 379 · see citing works
Nitrogen availability influences phosphorus removal in microalgae-based wastewater treatment
Beuckels, A., Smolders, E., & Muylaert, K. (2015) · Water Research · doi:10.1016/j.watres.2015.03.018 · Cited by 351 · see citing works
Maktabifard, M., Zaborowska, E., & Mąkinia, J. (2018) · Reviews in Environmental Science and Bio/Technology · doi:10.1007/s11157-018-9478-x · Cited by 326 · see citing works
Progress and challenges of contaminate removal from wastewater using microalgae biomass
Ahmed, S. F., Mofijur, M., Parisa, T. A., Islam, N., Kusumo, F., Inayat, A., Le, V. G., Badruddin, I. A., Khan, T. M. Y., & Ong, H. C. (2022) · Chemosphere · doi:10.1016/j.chemosphere.2021.131656 · Cited by 325 · see citing works
Chew, K. W., Chia, S. R., Show, P. L., Yap, Y. J., Ling, T. C., & Chang, J.-S. (2018) · Journal of the Taiwan Institute of Chemical Engineers · doi:10.1016/j.jtice.2018.05.039 · Cited by 324 · see citing works
Wastewater based microalgal biorefinery for bioenergy production: Progress and challenges
Bhatia, S. K., Mehariya, S., Bhatia, R. K., Kumar, M., Pugazhendhi, A., Awasthi, M. K., Atabani, A. E., Kumar, G., Kim, W., Seo, S.-O., et al. (2020) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2020.141599 · Cited by 310 · see citing works
Ahmad, A., BANAT, F. A., AlSafar, H. S., & Hasan, S. W. (2021) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2021.150585 · Cited by 258 · see citing works
Chrispim, M. C., Scholz, M., & Nolasco, M. A. (2019) · Journal of Environmental Management · doi:10.1016/j.jenvman.2019.109268 · Cited by 256 · see citing works
Kayfeci, M., Keçebaş, A., & Bayat, M. (2019) · Elsevier eBooks · doi:10.1016/b978-0-12-814853-2.00003-5 · Cited by 248 · see citing works
Robles, Á., Aguado, D., Barat, R., Borrás, L., Bouzas, A., Giménez, J. B., Marti, N., Ribes, J., Ruano, M. V., Serralta, J., et al. (2019) · Bioresource Technology · doi:10.1016/j.biortech.2019.122673 · Cited by 239 · see citing works
M. U., N., Mehar, J. G., Mudliar, S. N., & Shekh, A. Y. (2019) · Comprehensive Reviews in Food Science and Food Safety · doi:10.1111/1541-4337.12500 · Cited by 236 · see citing works
Sustainability of decentralized wastewater treatment technologies
Capodaglio, A. G., Callegari, A., Cecconet, D., & Molognoni, D. (2017) · Water Practice & Technology · doi:10.2166/wpt.2017.055 · Cited by 211 · see citing works
Algal-based system for removal of emerging pollutants from wastewater: A review
Gondi, R., Kavitha, S. K., Kannah, R. Y., Karthikeyan, O. P., Kumar, G., Tyagi, V. K., & Banu, J. R. (2021) · Bioresource Technology · doi:10.1016/j.biortech.2021.126245 · Cited by 198 · see citing works
Two-stage photo-biological production of hydrogen by marine green alga Platymonas subcordiformis
Guan, Y., Deng, M., Yu, X., & Zhang, W. Y. (2004) · Biochemical Engineering Journal · doi:10.1016/j.bej.2003.10.006 · Cited by 192 · see citing works
Maryjoseph, S., & Ketheesan, B. (2020) · Case Studies in Chemical and Environmental Engineering · doi:10.1016/j.cscee.2020.100046 · Cited by 188 · see citing works
López-Sánchez, A., Silva-Gálvez, A. L., Aguilar-Juárez, Ó., Senés-Guerrero, C., Orozco-Nunnelly, D. A., Carrillo-Nieves, D., & Gradilla-Hernández, M. S. (2022) · Journal of Environmental Management · doi:10.1016/j.jenvman.2022.114612 · Cited by 180 · see citing works
Kim, G., Mujtaba, G., & Lee, K. (2016) · ALGAE · doi:10.4490/algae.2016.31.8.18 · Cited by 175 · see citing works
Microalgae culture quality indicators: a review
Elisabeth, B., Rayen, F., & Behnam, T. (2021) · Critical Reviews in Biotechnology · doi:10.1080/07388551.2020.1854672 · Cited by 175 · see citing works
Ferreira, C. S. G., Nunes, B., Almeida, J. M., & Guilhermino, L. M. (2007) · Ecotoxicology and Environmental Safety · doi:10.1016/j.ecoenv.2006.10.006 · Cited by 170 · see citing works
Municipal wastewater treatment technologies: A review
Sikosana, M. L., Sikhwivhilu, K. K., Moutloali, R. M., & Madyira, D. M. (2019) · Procedia Manufacturing · doi:10.1016/j.promfg.2019.06.051 · Cited by 163 · see citing works
Isolation of Industrial Important Bioactive Compounds from Microalgae
Balasubramaniam, V. R. M. T., Rathi, D.-N. G., Mustar, S., Lee, J. C., & Noh, M. F. M. (2021) · Molecules · doi:10.3390/molecules26040943 · Cited by 159 · see citing works
Peng, Y., He, S., & Wu, F. (2021) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2021.145137 · Cited by 140 · see citing works
Anderson, A., Anbarasu, A., Pasupuleti, R. R., Manigandan, S., Praveenkumar, T. R., & Aravind Kumar, J. (2022) · Chemosphere · doi:10.1016/j.chemosphere.2022.133724 · Cited by 124 · see citing works
Aketo, T., Hoshikawa, Y., Nojima, D., Yabu, Y., Maeda, Y., Yoshino, T., Takano, H., & Tanaka, T. (2020) · Journal of Bioscience and Bioengineering · doi:10.1016/j.jbiosc.2019.12.004 · Cited by 118 · see citing works
Industrial wastewater treatment through bioaugmentation
Raper, E., Stephenson, T., Anderson, D. R., Fisher, R., & Soares, A. (2018) · Chemical engineering research & design · doi:10.1016/j.psep.2018.06.035 · Cited by 115 · see citing works
Li, G., Hu, R., Wang, N., Yang, T., Xu, F., Li, J., Wu, J., Huang, Z., Pan, M., & Lyu, T. (2022) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2022.131768 · Cited by 106 · see citing works
Pena, A. D. C. C., Agustini, C. B., Trierweiler, L. F., & Gutterres, M. (2020) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2020.121618 · Cited by 92 · see citing works
Zhi, R., Yang, A., Zhang, G., Zhu, Y., Fan, M., & Li, X. (2018) · Bioresource Technology · doi:10.1016/j.biortech.2018.12.021 · Cited by 75 · see citing works
Goswami, R. K., Agrawal, K., Mehariya, S., & Verma, P. (2021) · Environmental Science and Pollution Research · doi:10.1007/s11356-021-16860-5 · Cited by 73 · see citing works
Chen, Z., Xie, Y., Qiu, S., Li, M., Yuan, W., & Ge, S. (2022) · Bioresource Technology · doi:10.1016/j.biortech.2022.127130 · Cited by 72 · see citing works
Calicioglu, Ö., Femeena, P. V., Mutel, C., Sills, D. L., Richard, T. L., & Brennan, R. A. (2021) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.1c02539 · Cited by 69 · see citing works
Urban wastewater treatment by Tetraselmis sp. CTP4 (Chlorophyta)
Schulze, P. S. C., de Carvalho, C. F. M., Pereira, H., Gangadhar, K. N., Schüler, L., Santos, T., Varela, J. C. S., & Barreira, L. A. (2016) · Bioresource Technology · doi:10.1016/j.biortech.2016.10.027 · Cited by 66 · see citing works
Sharma, A. K., Ghodke, P. K., Manna, S., & Chen, W. (2021) · Bioresource Technology · doi:10.1016/j.biortech.2021.126057 · Cited by 66 · see citing works
Bioprospecting of Microbes for Biohydrogen Production: Current Status and Future Challenges
Kumar, S., Sharma, S., Thakur, S., Mishra, T., Negi, P., Mishra, S. K., Hesham, A. E., Rastegari, A. A., Yadav, N., & Yadav, A. N. (2019) · Wiley eBooks · doi:10.1002/9781119434436.ch22 · Cited by 57 · see citing works
Liu, N., Li, F., Ge, F., Tao, N., Zhou, Q., & Wong, M. H. (2015) · Bioresource Technology · doi:10.1016/j.biortech.2015.04.024 · Cited by 56 · see citing works
Geng, Y., Cui, D., Yang, L., Xiong, Z., Pavlostathis, S. G., Shao, P., Zhang, Y., Luo, X., & Luo, S. (2021) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2021.127000 · Cited by 54 · see citing works
Amit, Chandra, R., Ghosh, U. K., & Nayak, J. K. (2017) · Environmental Science and Pollution Research · doi:10.1007/s11356-017-9734-6 · Cited by 53 · see citing works
Nguyen, T. D. P., Tran, T. N. T., Le, T. V. A., Phan, T. X. N., Show, P. L., & Chia, S. R. (2018) · Journal of Bioscience and Bioengineering · doi:10.1016/j.jbiosc.2018.09.004 · Cited by 49 · see citing works
Spiller, M., Moretti, M., Paepe, J. D., & Vlaeminck, S. E. (2022) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2022.106406 · Cited by 46 · see citing works
Dębowski, M., Zieliński, M., Kisielewska, M., Kazimierowicz, J., Dudek, M., Świca, I., & Rudnicka, A. (2020) · Processes · doi:10.3390/pr8050517 · Cited by 42 · see citing works
Self-citationQi, X., Wei, X., Yang, Z., Xie, T., Zhang, Y., Li, D., Pan, X., Liu, X., Zhang, X., & Yao, C. (2021) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2021.146687 · Cited by 32 · see citing works
Dąbrowski, W., Karolinczak, B., Gajewska, M., & Wojciechowska, E. (2016) · Environmental Technology · doi:10.1080/09593330.2016.1262459 · Cited by 29 · see citing works
Heo, S.-W., Ryu, B.-G., Nam, K., Kim, W., & Yang, J. (2015) · Bioprocess and Biosystems Engineering · doi:10.1007/s00449-015-1380-0 · Cited by 25 · see citing works
A review of biogas slurry treatment technology based on microalgae cultivation
Huang, L., Liu, J., Li, Q., Wang, C., Wu, K., Wang, C., Zhao, X., Yin, F., Liang, C., & Zhang, W. (2021) · Current Opinion in Environmental Science & Health · doi:10.1016/j.coesh.2021.100315 · Cited by 23 · see citing works
Zieliński, M., Dębowski, M., & Kazimierowicz, J. (2022) · Energies · doi:10.3390/en15082912 · Cited by 18 · see citing works
Self-citationEvaluation of Dairy Wastewater Treatment Systems Using Carbon Footprint Analysis
Karolinczak, B., Dąbrowski, W., & Żyłka, R. (2021) · Energies · doi:10.3390/en14175366 · Cited by 16 · see citing works
Ghosh, A., Sangtani, R., Samadhiya, K., & Bala, K. (2021) · Clean Technologies and Environmental Policy · doi:10.1007/s10098-021-02192-y · Cited by 15 · see citing works
Ran, C., Zhang, F., Sun, H., & Zhao, B. (2009) · Biotechnology and Bioprocess Engineering · doi:10.1007/s12257-008-0287-x · Cited by 13 · see citing works
Dudek, M., Dębowski, M., Nowicka, A., Kazimierowicz, J., & Zieliński, M. (2022) · Resources · doi:10.3390/resources11030031 · Cited by 11 · see citing works
Self-citationCost Optimization of Wastewater and Septage Treatment Process
Karolinczak, B., Miłaszewski, R., & Dąbrowski, W. (2020) · Energies · doi:10.3390/en13236406 · Cited by 10 · see citing works
Das, A., Kundu, P., & Adhikari, S. (2022) · Biocatalysis and Agricultural Biotechnology · doi:10.1016/j.bcab.2022.102387 · Cited by 9 · see citing works
Dębowski, M., Zieliński, M., Krzemieniewski, M., Rokicka, M., & Kupczyk, K. (2014) · Environmental Technology · doi:10.1080/09593330.2013.868528 · Cited by 4 · see citing works
Self-citationDudek, M., Nowicka, A., Zieliński, M., Kazimierowicz, J., & Dębowski, M. (2022) · International journal of energy and environmental engineering · doi:10.1007/s40095-022-00507-3 · Cited by 4 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 1
- Naorbe, M.C.; Serrano, A.E. Effects of Heavy Metals on Cell Density, Size, Specific Growth Rate and Chlorophyll a of Tetraselmis Tetrathele under Controlled Laboratory Conditions. Aquac. Aquarium, Conserv. Legis. 2018, 11, 589-597.
Cited by
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Parakh, S. K., Tian, Z., Wong, J. Z. E., & Tong, Y. W. (2023) · Fermentation · doi:10.3390/fermentation9060529 · Cited by 73 · see citing works
Cost benefit analysis for green hydrogen production from treated effluent: The case study of Oman
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Alazaiza, M. Y. D., Al-Zghoul, T. M., Amr, S. S. A., & Ramu, M. B. (2024) · Results in Engineering · doi:10.1016/j.rineng.2024.103052 · Cited by 21 · see citing works
Rathi, B. S., Aravind, V., Ranjith, G., Kishore, V., Sheng, E. L., Yew, W. K., & Baskaran, R. (2024) · MRS Energy & Sustainability · doi:10.1557/s43581-024-00096-0 · Cited by 18 · see citing works
Zieliński, M., Rusanowska, P., Dudek, M., Starowicz, A., Barczak, Ł., & Dębowski, M. (2024) · Energies · doi:10.3390/en17102296 · Cited by 13 · see citing works
Self-citationKazimierowicz, J., Dębowski, M., & Zieliński, M. (2023) · Applied Sciences · doi:10.3390/app13021098 · Cited by 12 · see citing works
Self-citationMontoya, L. M. M., Arbeláez, A., Giraldo, N. D., & Atehortúa, L. (2024) · Journal of Applied Phycology · doi:10.1007/s10811-024-03208-y · Cited by 12 · see citing works
A Review on Mathematical Modeling of Different Biological Methods of Hydrogen Production
Yumnam, P., & Debnath, P. (2023) · Hydrogen · doi:10.3390/hydrogen4040053 · Cited by 12 · see citing works
Zieliński, M., Barczak, Ł., Rusanowska, P., Kazimierowicz, J., & Dębowski, M. (2024) · Energies · doi:10.3390/en17215287 · Cited by 7 · see citing works
Self-citationZieliński, M., Kisielewska, M., Talpalaru, A., Rusanowska, P., Kazimierowicz, J., & Dębowski, M. (2025) · Energies · doi:10.3390/en18164352 · Cited by 7 · see citing works
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Fahim, R., & Cheng, L. (2025) · Sustainable Energy Technologies and Assessments · doi:10.1016/j.seta.2025.104202 · Cited by 5 · see citing works
Dębowski, M., Dudek, M., Kazimierowicz, J., Quattrocelli, P., Rusanowska, P., Barczak, Ł., Nowicka, A., & Zieliński, M. (2024) · Energies · doi:10.3390/en17153670 · Cited by 4 · see citing works
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Self-citationHow Effective is the Rehabilitation Tax Credit? The Case of BostonPreprint
Koesman, R., Shilling, J. D., & Vandell, K. D. (1995) · RePEc: Research Papers in Economics
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Kazimierowicz, J., Zieliński, M., Ignaciuk, A., & Dębowski, M. (2026) · Applied Sciences · doi:10.3390/app16199921
Self-citation
- Authors
- Dudek, M., Dębowski, M., Kazimierowicz, J., Zieliński, M., Quattrocelli, P., & Nowicka, A.
- Affiliations
- University of Warmia and Mazury in Olsztyn (PL)
- Bialystok University of Technology (PL)
- Scuola Superiore Sant'Anna (IT)
- Corresponding author
- Dębowski, Marcin
- ORCID
- Venue
- Sustainability
- Publisher
- MDPI AG
- Published
- 2022-09-24
- Volume
- 14
- Issue
- 19
- Pages
- 12085
- ISSN
- 2071-1050 (ISSN-L)
- OpenAlex
- W4297225542
- Cited by
- 25
- References
- 58
- Citations by year
- 2026: 3 · 2025: 6 · 2024: 10 · 2023: 4 · 2022: 1
- FWCI
- 0.95
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Sustainability (publishedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Minister of Education and Science (010/RID/2018/19)
- Topics
- Physical Sciences › Energy › Renewable Energy, Sustainability and the Environment › Algal biology and biofuel production
- Physical Sciences › Engineering › Building and Construction › Anaerobic Digestion and Biogas Production
- Physical Sciences › Environmental Science › Waste Management and Disposal › Wastewater Treatment and Reuse
- Keywords
- Tetraselmis subcordiformis, biohydrogen production, dairy wastewater, microalgae cultivation, biophotolysis, hydrogen yield, nitrogen removal, phosphorus removal, microalgal biomass
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