A Review of Phytoplankton Sinking Rates: Mechanisms, Methodologies, and Biogeochemical Implications
Simple Summary
Abstract
1. Introduction
2. Principles of Phytoplankton Sinking
3. Mechanisms of Phytoplankton Sinking
3.1. Selective Ion Uptake
3.2. Gas Vesicle Regulation
3.3. Biochemical Ballasting Within Cells
3.3.1. Carbohydrate Accumulation and Cellular Densification
3.3.2. Lipid Accumulation and Density Reduction
3.4. Particle Aggregation and Marine Snow Formation
3.4.1. Formation and Sinking of Phytoplankton-Derived Marine Snow
3.4.2. Microplastic-Phytoplankton Aggregation
3.5. Ballast Effects at the Aggregate Level
4. Factors Influencing Phytoplankton Sinking Rates
4.1. Intrinsic Cellular Properties
4.1.1. Cell Size, Shape, and Biovolume
4.1.2. Aggregate Porosity
4.1.3. Physiological Status
4.2. External Environmental Conditions
4.2.1. Temperature
4.2.2. Nutrient Limitation
4.2.3. Light Regime
4.2.4. Stratification and Turbulence
5. Methods and Approaches for Measuring Phytoplankton Sinking Rates
6. Comparative Analysis of Phytoplankton Sinking Rates Between Field and Laboratory Observations
7. Discussion
7.1. Ecological and Biogeochemical Implications of Phytoplankton Sinking
7.2. Methodological Challenges, Research Priorities and Applied Perspectives
8. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Falkowski, P. Ocean science: The power of plankton. Nature 2012, 483, S17–S20. [Google Scholar] [CrossRef] [PubMed]
- Basu, S.; Mackey, K.R.M. Phytoplankton as key mediators of the biological carbon pump: Their responses to a changing climate. Sustainability 2018, 10, 869. [Google Scholar] [CrossRef]
- Boyd, P.W.; Claustre, H.; Levy, M.; Siegel, D.A.; Weber, T. Multifaceted particle pumps drive carbon sequestration in the ocean. Nature 2019, 568, 327–335. [Google Scholar] [CrossRef]
- Asper, V.L.; Deuser, W.G.; Knauer, G.A.; Lohrenz, S.E. Rapid coupling of sinking particle fluxes between surface and deep ocean waters. Nature 1992, 357, 670–672. [Google Scholar] [CrossRef]
- Boyd, P.W. Toward quantifying the response of the oceans’ biological pump to climate change. Front. Mar. Sci. 2015, 2, 77. [Google Scholar] [CrossRef]
- Martin, J.H.; Knauer, G.A.; Karl, D.M.; Broenkow, W.W. VERTEX: Carbon cycling in the northeast Pacific. Deep-Sea Res. A 1987, 34, 267–285. [Google Scholar] [CrossRef]
- Wiedmann, I.; Reigstad, M.; Sundfjord, A.; Basedow, S. Potential drivers of sinking particle’s size spectra and vertical flux of particulate organic carbon (POC): Turbulence, phytoplankton, and zooplankton. J. Geophys. Res. Ocean. 2014, 119, 6900–6917. [Google Scholar] [CrossRef]
- Jin, X.; Gruber, N.; Dunne, J.P.; Sarmiento, J.L.; Armstrong, R.A. Diagnosing the contribution of phytoplankton functional groups to the production and export of particulate organic carbon, CaCO3, and opal from global nutrient and alkalinity distributions. Global Biogeochem. Cycles 2006, 20, GB2005. [Google Scholar] [CrossRef]
- Honjo, S.; Eglinton, T.I.; Taylor, C.D.; Ulmer, K.M.; Sievert, S.M.; Bracher, A.; German, C.R.; Edgcomb, V.; Francois, R.; Iglesias-Rodriguez, M.D.; et al. Understanding the role of the biological pump in the global carbon cycle: An imperative for ocean science. Oceanography 2014, 27, 10–16. [Google Scholar] [CrossRef]
- Geider, R.J.; Delucia, E.H.; Falkowski, P.G.; Finzi, A.C.; Grime, J.P.; Grace, J.; Kana, T.; Roche, J.; Long, S.; Osborne, B.A.; et al. Primary productivity of planet Earth: Biological determinants and physical constraints in terrestrial and aquatic habitats. Global. Change Biol. 2001, 7, 849–882. [Google Scholar] [CrossRef]
- Falkowski, P.G.; Oliver, M.J. Mix and match: How climate selects phytoplankton. Nat. Rev. Microbiol. 2007, 5, 813–819. [Google Scholar] [CrossRef]
- Zetsche, E.M.; Larsson, A.I.; Iversen, M.H.; Ploug, H. Flow and diffusion around and within diatom aggregates: Effects of aggregate composition and shape. Limnol. Oceanogr. 2020, 65, 1818–1833. [Google Scholar] [CrossRef]
- Richardson, T.L. Mechanisms and Pathways of Small-Phytoplankton Export from the Surface Ocean. Annu. Rev. Mar. Sci. 2019, 11, 57–74. [Google Scholar] [CrossRef]
- Smetacek, V. Bacteria and silica cycling. Nature 1999, 397, 475–476. [Google Scholar] [CrossRef]
- Vasilenko, L.N.; Tsoy, I.B.; Dautova, T.N. Siliceous microfossil assemblages in the southern Emperor Seamount Chain sediments and their biogeographical and paleoceanographical implications. Deep Sea Res. Part II Top. Stud. Oceanogr. 2024, 218, 105433. [Google Scholar] [CrossRef]
- Bienfang, P.K.; Harrison, P.J.; Quarmby, L.M. Sinking rate response to depletion of nitrate, phosphate and silicate in four marine diatoms. Mar. Biol. 1982, 67, 295–302. [Google Scholar] [CrossRef]
- Qiu, Y.; Laws, E.A.; Wang, L.; Wang, D.; Liu, X.; Huang, B. The potential contributions of phytoplankton cells and zooplankton fecal pellets to POC export fluxes during a spring bloom in the East China Sea. Cont. Shelf Res. 2018, 167, 32–45. [Google Scholar] [CrossRef]
- Du Clos, K.T.; Karp-Boss, L.; Gemmell, B.J. Diatoms rapidly alter sinking behavior in response to changing nutrient concentrations. Limnol. Oceanogr. 2021, 66, 892–900. [Google Scholar] [CrossRef]
- Mao, Y.; Li, X.; Zhang, G.; Liao, Y.; Qian, G.; Sun, J. Sinking rate and community structures of autumn phytoplankton responses to mesoscale physical processes in the Western South China Sea. Front. Microbiol. 2021, 12, 777473. [Google Scholar] [CrossRef] [PubMed]
- Xu, G.; Zhang, Y.; Yang, T.; Wu, H.; Lorke, A.; Pan, M.; Xiao, B.; Wu, X. Effect of light-mediated variations of colony morphology on the buoyancy regulation of Microcystis colonies. Water Res. 2023, 235, 119839. [Google Scholar] [CrossRef]
- Smetacek, V.S. Role of sinking in diatom life-history cycles: Ecological, evolutionary and geological significance. Mar. Biol. 1985, 84, 239–251. [Google Scholar] [CrossRef]
- Passow, U. Transparent exopolymer particles (TEP) in aquatic environments. Prog. Oceanogr. 2002, 55, 287–333. [Google Scholar] [CrossRef]
- Villa-Alfageme, M.; Briggs, N.; Ceballos-Romero, E.; De Soto, F.; Manno, C.; Giering, S.L.C. Seasonal variations of sinking velocities in Austral diatom blooms: Lessons learned from COMICS. Deep-Sea Res. Part II 2024, 213, 105353. [Google Scholar] [CrossRef]
- Alldredge, A.L.; Gotschalk, C. In situ settling behavior of marine snow. Limnol. Oceanogr. 1988, 33, 339–351. [Google Scholar] [CrossRef]
- Raven, J.A.; Doblin, M.A. Active water transport in unicellular algae: Where, why, and how. J. Exp. Bot. 2014, 65, 6279–6292. [Google Scholar] [CrossRef] [PubMed]
- Gemmell, B.J.; Oh, G.; Buskey, E.J.; Villareal, T.A. Dynamic sinking behaviour in marine phytoplankton: Rapid changes in buoyancy may aid in nutrient uptake. Proc. R. Soc. B Biol. Sci. 2016, 283, 20161126. [Google Scholar] [CrossRef]
- Christina, L.; Passow, U. Factors influencing the sinking of POC and the efficiency of the biological carbon pump. Deep-Sea Res. Part II 2007, 54, 639–658. [Google Scholar]
- Iversen, M.H.; Ploug, H. Temperature effects on carbon-specific respiration rate and sinking velocity of diatom aggregates—Potential implications for deep ocean export processes. Biogeosciences 2013, 10, 4073–4085. [Google Scholar] [CrossRef]
- Buesseler, K.O.; Boyd, P.W. Shedding light on processes that control particle export and flux attenuation in the twilight zone of the open ocean. Limnol. Oceanogr. 2009, 54, 1210–1232. [Google Scholar] [CrossRef]
- Huisman, J.; Sommeijer, B. Maximal sustainable sinking velocity of phytoplankton. Mar. Ecol. Prog. Ser. 2002, 244, 39–48. [Google Scholar] [CrossRef]
- Bach, L.T.; Riebesell, U.; Sett, S.; Febiri, S.; Rzepka, P.; Schulz, K.G. An approach for particle sinking velocity measurements in the 3–400 μm size range and considerations on the effect of temperature on sinking rates. Mar. Biol. 2012, 159, 1853–1864. [Google Scholar] [CrossRef]
- Mari, X.; Passow, U.; Migon, C.; Burd, A.B.; Legendre, L. Transparent exopolymer particles: Effects on carbon cycling in the ocean. Prog. Oceanogr. 2017, 151, 13–37. [Google Scholar] [CrossRef]
- Zhu, J.; Hao, Q.; Zhang, W.; Ma, Y.; Zeng, J. Effects of nutrient limitations on the sinking velocity of Thalassiosira weissflogii. Acta Oceanol. Sin. 2024, 43, 163–172. [Google Scholar] [CrossRef]
- Burd, A.B.; Jackson, G.A. Particle aggregation. Annu. Rev. Mar. Sci. 2009, 1, 65–90. [Google Scholar] [CrossRef] [PubMed]
- Laurenceau-Cornec, E.C.; Trull, T.W.; Davies, D.M.; de La Rocha, C.L.; Blain, S. Phytoplankton morphology controls on marine snow sinking velocity. Mar. Ecol. Prog. Ser. 2015, 520, 35–56. [Google Scholar] [CrossRef]
- Mao, Y.; Sun, J.; Guo, C.; Yang, S.; Wei, Y. Sinking rates of phytoplankton in response to cell size and carbon biomass: A case study in the northeastern South China Sea. J. Mar. Syst. 2023, 240, 103885. [Google Scholar] [CrossRef]
- Passow, U.; Alldredge, A.L. Aggregation of a diatom bloom in a mesocosm: The role of transparent exopolymer particles (TEP). Deep-Sea Res. Part II 1995, 42, 99–109. [Google Scholar] [CrossRef]
- Miklasz, K.A.; Denny, M.W. Diatom sinking speeds: Improved predictions and insight from a modified Stokes’ law. Limnol. Oceanogr. 2010, 55, 2513–2525. [Google Scholar] [CrossRef]
- Oseen, C.W. Neuere Methoden und Ergebnisse in der Hydrodynamic; Akademische Verlagsgesellschaft: Leipzig, Germany, 1927; Volume 1. [Google Scholar]
- Brenner, H. The slow motion of a sphere through a viscous fluid towards a plane surface. Chem. Eng. Sci. 1961, 16, 242–251. [Google Scholar] [CrossRef]
- Mandelbrot, B.B. On the geometry of homogeneous turbulence, with stress on the fractal dimension of the iso-surfaces of scalars. J. Fluid Mech. 1975, 72, 401–416. [Google Scholar] [CrossRef]
- Logan, B.E.; Wilkinson, D.B. Fractal geometry of marine snow and other biological aggregates. Limnol. Oceanogr. 1990, 35, 130–136. [Google Scholar] [CrossRef]
- Laurenceau-Cornec, E.C.; Le Moigne, F.A.C.; Gallinari, M.; Moriceau, B.; Iversen, M.H.; Engel, A.; De La Rocha, C.L. New guidelines for the application of Stokes’ models to the sinking velocity of marine aggregates. Limnol. Oceanogr. 2020, 65, 1264–1285. [Google Scholar] [CrossRef]
- Titman, D.; Kilham, P. Sinking in freshwater phytoplankton: Some ecological implications of cell nutrient status and physical mixing processes. Limnol. Oceanogr. 1976, 21, 409–417. [Google Scholar] [CrossRef]
- Ptacnik, R.; Diehl, S.; Berger, S. Performance of sinking and nonsinking phytoplankton taxa in a gradient of mixing depths. Limnol. Oceanogr. 2003, 48, 1903–1912. [Google Scholar] [CrossRef]
- Durante, G.; Basset, A.; Stanca, E.; Roselli, L. Allometric scaling and morphological variation in sinking rate of phytoplankton. J. Phycol. 2019, 55, 1386–1393. [Google Scholar] [CrossRef]
- Anderson, L.W.; Sweeney, B.M. Role of inorganic ions in controlling sedimentation rate of a marine centric diatom Ditylum brightwelli. J. Phycol. 1978, 14, 204–214. [Google Scholar] [CrossRef]
- Boyd, C.; Gradmann, D. Impact of osmolytes on buoyancy of marine phytoplankton. Mar. Biol. 2002, 141, 605–618. [Google Scholar] [CrossRef]
- Lavoie, M.; Raven, J.A.; Levasseur, M. Energy cost and putative benefits of cellular mechanisms modulating buoyancy in aflagellate marine phytoplankton. J. Phycol. 2016, 52, 239–251. [Google Scholar] [CrossRef]
- Anderson, L.W.; Sweeney, B.M. Diel changes in sedimentation characteristics of Ditylum brightwelli: Changes in cellular lipid and effects of respiratory inhibitors and ion-transport modifiers. Limnol. Oceanogr. 1977, 22, 539–552. [Google Scholar] [CrossRef]
- Lavoie, M.; Raven, J.A. How can large celled diatoms rapidly modulate sinking rates episodically? J. Exp. Bot. 2020, 71, 3386–3389. [Google Scholar] [CrossRef] [PubMed]
- Granata, T.C. Diel periodicity in growth and sinking rates of the centric diatom Coscinodiscus concinnus. Limnol. Oceanogr. 1991, 36, 132–139. [Google Scholar] [CrossRef]
- Waite, A.; Harrison, P.J. Role of sinking and ascent during sexual reproduction in the marine diatom Ditylum brightwellii. Mar. Ecol. Prog. Ser. 1992, 87, 113–122. [Google Scholar] [CrossRef]
- Gross, F.; Zeuthen, E. The buoyancy of plankton diatoms: A problem of cell physiology. Proc. R. Soc. Lond. B Biol. Sci. 1948, 135, 382–389. [Google Scholar] [CrossRef]
- Kahn, N.; Swift, E. Positive buoyancy through ionic control in the nonmotile marine dinoflagellate Pyrocystis noctiluca Murray ex Schuett. Limnol. Oceanogr. 1978, 23, 649–658. [Google Scholar] [CrossRef]
- Sanders, N.K.; Childress, J.J. Ion replacement as a buoyancy mechanism in a pelagic deep-sea crustacean. J. Exp. Biol. 1988, 138, 333–343. [Google Scholar] [CrossRef]
- Miettinen, T.P.; Gomez, A.L.; Wu, Y.; Wu, W.; Usherwood, T.R.; Hwang, Y.; Roller, B.R.K.; Polz, M.F.; Manalis, S.R. Cell size, density, and nutrient dependency of unicellular algal gravitational sinking velocities. Sci. Adv. 2024, 10, eadn8356. [Google Scholar] [CrossRef]
- Kamykowski, D.; Milligan, E.J.; Reed, R.E. Biochemical relationships with the orientation of the autotrophic dinoflagellate Gymnodinium breve under nutrient replete conditions. Mar. Ecol. Prog. Ser. 1998, 167, 105–117. [Google Scholar] [CrossRef]
- Walsby, A.E. Gas vesicles. Microbiol. Rev. 1994, 58, 94–144. [Google Scholar] [CrossRef] [PubMed]
- Iversen, M.H. Carbon export in the ocean: A biologist’s perspective. Annu. Rev. Mar. Sci. 2023, 15, 357–381. [Google Scholar] [CrossRef] [PubMed]
- Brookes, J.D.; Ganf, G.G. Variations in the buoyancy response of Microcystis aeruginosa to nitrogen, phosphorus and light. J. Plankton Res. 2001, 23, 1399–1411. [Google Scholar] [CrossRef]
- Abeynayaka, H.D.L.; Asaeda, T.; Tanaka, K.; Atsuzawa, K.; Kaneko, Y.; Nishda, H.; Inada, S. An alternative method to improve the settleability of gas-vacuolated cyanobacteria by collapsing gas vesicles. Water Sci. Technol. Water Supply 2016, 16, 1552–1560. [Google Scholar] [CrossRef]
- Li, M.; Zhu, W.; Guo, L.; Hu, J.; Chen, H.; Xiao, M. To increase size or decrease density? Different Microcystis species have different choice to form blooms. Sci. Rep. 2016, 6, 37056. [Google Scholar] [CrossRef]
- Chu, Z.; Jin, X.; Yang, B.; Zeng, Q. Buoyancy regulation of Microcystis flos-aquae during phosphorus-limited and nitrogen-limited growth. J. Plankton Res. 2007, 29, 739–745. [Google Scholar] [CrossRef]
- Wei, K.; Amano, Y.; Machida, M.; Asukabe, H.; Harada, K.I. Effects of light and potassium ion on buoyancy regulation with gas vesicle in a cyanobacterium Microcystis aeruginosa NIES-843. Water Air Soil Pollut. 2018, 229, 352. [Google Scholar] [CrossRef]
- Dinsdale, M.T.; Walsby, A.E. The interrelations of cell turgor pressure, gas-vacuolation, and buoyancy in a blue-green alga. J. Exp. Bot. 1972, 23, 561–570. [Google Scholar] [CrossRef]
- Reynolds, C.S.; Jaworski, G.H.M.; Cmiech, H.A.; Leedale, G.F. On the annual cycle of the blue-green alga Microcystis aeruginosa Kütz. emend. Elenkin. Philos. Trans. R. Soc. Lond. B Biol. Sci. 1981, 293, 419–477. [Google Scholar] [CrossRef]
- Wei, K.; Jung, S.; Amano, Y.; Machida, M. Control of the buoyancy of Microcystis aeruginosa via colony formation induced by regulating extracellular polysaccharides and cationic ions. SN Appl. Sci. 2019, 1, 1573. [Google Scholar] [CrossRef]
- Walsby, A.E.; Reynolds, C.S.; Oliver, R.L.; Kromkamp, J.; Gibbs, M.M. The role of buoyancy in the distribution of Anabaena sp. in Lake Rotongaio. N. Z. J. Mar. Freshw. Res. 1987, 21, 521–530. [Google Scholar] [CrossRef]
- Ramsay, J.P.; Salmond, G.P. Quorum sensing-controlled buoyancy through gas vesicles: Intracellular bacterial microcompartments for environmental adaptation. Commun. Integr. Biol. 2012, 5, 96–98. [Google Scholar] [CrossRef]
- Gao, H.; Zhu, T.; Xu, M.; Wang, S.; Xu, X.; Kong, R. pH-dependent gas vesicle formation in Microcystis. FEBS Lett. 2016, 590, 3195–3201. [Google Scholar] [CrossRef]
- Thomas, R.H.; Walsby, A.E. Buoyancy regulation in a strain of Microcystis. Microbiology 1985, 131, 799–809. [Google Scholar] [CrossRef]
- Zhang, W.; Hao, Q.; Zhu, J.; Deng, Y.; Xi, M.; Cai, Y.; Liu, C.; Zhai, H.; Le, F. Nanoplanktonic diatom rapidly alters sinking velocity via regulating lipid content and composition in response to changing nutrient concentrations. Front. Mar. Sci. 2023, 10, 1255915. [Google Scholar] [CrossRef]
- Smith, C.B.; Manoylov, K.M. The Effects of Variable Light and Lipids on the Water Column Distribution and Interactions of Phytoplankton. Doctoral Dissertation, Georgia College & State University, Milledgeville, GA, USA, 2013. [Google Scholar]
- Barthelmeß, T.; Cristi, A.; Deppeler, S.; Safi, K.; Sellegri, K.; Law, C.S.; Engel, A. Pronounced diel cycling of dissolved carbohydrates and amino acids in the surface ocean and across diverse regimes. Environ. Sci. Technol. 2024, 59, 419–429. [Google Scholar] [CrossRef]
- Raven, J.A. A cost–benefit analysis of photon absorption by photosynthetic unicells. New Phytol. 1984, 98, 593–625. [Google Scholar] [CrossRef]
- Smayda, T.J. The suspension and sinking of phytoplankton in the sea. Oceanogr. Mar. Biol. Annu. Rev. 1970, 8, 353–414. [Google Scholar]
- Geider, R.J.; La Roche, J. Redfield revisited: Variability of C:N:P in marine microalgae and its biochemical basis. Eur. J. Phycol. 2002, 37, 1–17. [Google Scholar] [CrossRef]
- Reynolds, C.S. Cyanobacterial water-blooms. Adv. Bot. Res. 1987, 13, 67–143. [Google Scholar]
- Bannon, C.C.; Campbell, D.A. Sinking towards destiny: High-throughput measurement of phytoplankton sinking rates through time-resolved fluorescence plate spectroscopy. PLoS ONE 2017, 12, e0185166. [Google Scholar] [CrossRef]
- Alldredge, A.L.; Passow, U.; Logan, B.E. The abundance and significance of a class of large, transparent organic particles in the ocean. Deep-Sea Res. Part I 1993, 40, 1131–1140. [Google Scholar] [CrossRef]
- Bar-Zeev, E.; Berman, T.; Rahav, E.; Dishon, G.; Herut, B.; Kress, N.; Berman-Frank, I. Transparent exopolymer particle (TEP) dynamics in the eastern Mediterranean Sea. Mar. Ecol. Prog. Ser. 2011, 431, 107–118. [Google Scholar] [CrossRef]
- Simon, M.; Grossart, H.P.; Schweitzer, B.; Ploug, H. Microbial ecology of organic aggregates in aquatic ecosystems. Aquat. Microb. Ecol. 2002, 28, 175–211. [Google Scholar] [CrossRef]
- Grossart, H.P.; Czub, G.; Simon, M. Algae–bacteria interactions and their effects on aggregation and organic matter flux in the sea. Environ. Microbiol. 2006, 8, 1074–1084. [Google Scholar] [CrossRef]
- Busch, K.; Endres, S.; Iversen, M.H.; Michels, J.; Nöthig, E.M.; Engel, A. Bacterial colonization and vertical distribution of marine gel particles (TEP and CSP) in the Arctic Fram Strait. Front. Mar. Sci. 2017, 4, 166. [Google Scholar] [CrossRef]
- Azetsu-Scott, K.; Passow, U. Ascending marine particles: Significance of transparent exopolymer particles (TEP) in the upper ocean. Limnol. Oceanogr. 2004, 49, 741–748. [Google Scholar] [CrossRef]
- Islam, M.S.; Sun, J.; Zhang, G.; Chen, Z.; Zhou, H. Environmental influences on sinking rates and distributions of transparent exopolymer particles after a typhoon surge at the Western Pacific. Sci. Rep. 2021, 11, 11377. [Google Scholar] [CrossRef] [PubMed]
- Romanelli, E.; Sweet, J.; Giering, S.L.C.; Siegel, D.A.; Passow, U. The importance of transparent exopolymer particles over ballast in determining both sinking and suspension of small particles during late summer in the Northeast Pacific Ocean. Elem. Sci. Anth. 2023, 11, 00122. [Google Scholar] [CrossRef]
- Engel, A. The role of transparent exopolymer particles (TEP) in the increase in apparent particle stickiness (α) during the decline of a diatom bloom. J. Plankton Res. 2000, 22, 485–497. [Google Scholar] [CrossRef]
- Kiørboe, T.; Andersen, K.P.; Dam, H.G. Coagulation efficiency and aggregate formation in marine phytoplankton. Mar. Biol. 1990, 107, 235–245. [Google Scholar] [CrossRef]
- DiTullio, G.R.; Grebmeier, J.M.; Arrigo, K.R.; Lizotte, M.P.; Robinson, D.H.; Leventer, A.; Barry, J.P.; VanWoert, M.L.; Dunbar, R.B. Rapid and early export of Phaeocystis antarctica blooms in the Ross Sea, Antarctica. Nature 2000, 404, 595–598. [Google Scholar] [CrossRef] [PubMed]
- Lim, Y.K.; Lee, C.H.; Lee, K.W.; Hong, S.H.; Baek, S.H. Impact of Heterosigma akashiwo on the environmental behavior of microplastics: Aggregation, sinking, and resuspension dynamics. J. Hazard. Mater. 2025, 487, 137242. [Google Scholar] [CrossRef]
- Long, M.; Moriceau, B.; Gallinari, M.; Lambert, C.; Huvet, A.; Raffray, J.; Soudant, P. Interactions between microplastics and phytoplankton aggregates: Impact on their respective fates. Mar. Chem. 2015, 175, 39–46. [Google Scholar] [CrossRef]
- Wu, Y.; Kouadio, V.K.; Usherwood, T.R.; Li, J.; Bisher, M.; Aurora, R.; Lam, A.Z.; Lam, A.R.; Lytton-Jean, A.K.R.; Manalis, S.R.; et al. Diverse biophysical and molecular mechanisms drive phytoplankton sinking in response to starvation. PLoS Biol. 2025, 23, e3003508. [Google Scholar] [CrossRef] [PubMed]
- Long, M.; Paul-Pont, I.; Hegaret, H.; Moriceau, B.; Lambert, C.; Huvet, A.; Soudant, P. Interactions between polystyrene microplastics and marine phytoplankton lead to species-specific hetero-aggregation. Environ. Pollut. 2017, 228, 454–463. [Google Scholar] [CrossRef]
- Dhananjaya, S.K.; Lim, Y.K.; Lee, C.H.; Hong, S.H.; Lee, B.; Kim, Y.; Baek, S.H. Microplastic aggregation and sinking regulated by harmful alga Chattonella marina: Implications for vertical transport and resuspension. Environ. Pollut. 2025, 384, 126987. [Google Scholar] [CrossRef]
- Wang, C.; Zhang, Y.; Wang, C.; He, M. Enhancing aggregation of microalgae on polystyrene microplastics by high light: Processes, drivers, and environmental risk assessment. J. Hazard. Mater. 2024, 476, 135062. [Google Scholar] [CrossRef]
- Armstrong, R.A.; Lee, C.; Hedges, J.I.; Honjo, S.; Wakeham, S.G. A new, mechanistic model for organic carbon fluxes in the ocean based on the quantitative association of POC with ballast minerals. Deep-Sea Res. Part II 2002, 49, 219–236. [Google Scholar] [CrossRef]
- Klaas, C.; Archer, D.E. Association of sinking organic matter with various types of mineral ballast in the deep sea: Implications for the rain ratio. Glob. Biogeochem. Cycles 2002, 16, 1116. [Google Scholar] [CrossRef]
- Van der Jagt, H.; Friese, C.; Stuut, J.B.W.; Fischer, G.; Iversen, M.H. The ballasting effect of Saharan dust deposition on aggregate dynamics and carbon export: Aggregation, settling, and scavenging potential of marine snow. Limnol. Oceanogr. 2018, 63, 1386–1394. [Google Scholar] [CrossRef]
- Waite, A.; Fisher, A.; Thompson, P.A.; Harrison, P.J. Sinking rate versus cell volume relationships illuminate sinking rate control mechanisms in marine diatoms. Mar. Ecol. Prog. Ser. 1997, 157, 97–108. [Google Scholar] [CrossRef]
- Iversen, M.H.; Ploug, H. Ballast minerals and the sinking carbon flux in the ocean: Carbon-specific respiration rates and sinking velocity of marine snow aggregates. Biogeosciences 2010, 7, 2613–2624. [Google Scholar] [CrossRef]
- Ryabov, A.; Kerimoglu, O.; Litchman, E.; Olenina, I.; Roselli, L.; Basset, A.; Stanca, E.; Blasius, B. Shape matters: The relationship between cell geometry and diversity in phytoplankton. Ecol. Lett. 2021, 24, 847–861. [Google Scholar] [CrossRef] [PubMed]
- Padisák, J.; Soróczki-Pintér, É.; Rezner, Z. Sinking properties of some phytoplankton shapes and the relation of form resistance to morphological diversity of plankton–an experimental study. Hydrobiologia 2003, 500, 243–257. [Google Scholar] [CrossRef]
- Sciascia, R.; Monte, S.D.; Provenzale, A. Physics of sinking and selection of plankton cell size. Phys. Lett. A 2013, 377, 467–472. [Google Scholar] [CrossRef]
- Roselli, L.; Basset, A. Decoding size distribution patterns in marine and transitional water phytoplankton: From community to species level. PLoS ONE 2015, 10, e0127193. [Google Scholar] [CrossRef]
- Stanca, E.; Cellamare, M.; Basset, A. Geometric shape as a trait to study phytoplankton distributions in aquatic ecosystems. Hydrobiologia 2013, 701, 99–116. [Google Scholar] [CrossRef]
- Reynolds, C.S.; Wiseman, S.W.; Clarke, M.J.O. Growth- and loss-rate responses of phytoplankton to intermittent artificial mixing and their potential application to the control of planktonic algal biomass. J. Appl. Ecol. 1984, 21, 11–39. [Google Scholar] [CrossRef]
- Bach, L.T.; Boxhammer, T.; Larsen, A.; Hildebrandt, N.; Schulz, K.G.; Riebesell, U. Influence of plankton community structure on the sinking velocity of marine aggregates. Glob. Biogeochem. Cycles 2016, 30, 1145–1165. [Google Scholar] [CrossRef]
- Reynolds, C.S. The Ecology of Phytoplankton; Cambridge University Press: Cambridge, UK, 2006. [Google Scholar]
- Steele, J.H.; Yentsch, C.S. The vertical distribution of chlorophyll. J. Mar. Biol. Assoc. U. K. 1960, 39, 217–226. [Google Scholar] [CrossRef]
- Passow, U. Species-specific sedimentation and sinking velocities of diatoms. Mar. Biol. 1991, 108, 449–455. [Google Scholar] [CrossRef]
- Johnson, T.O.; Smith, W.O., Jr. Sinking rates of phytoplankton assemblages in the Weddell Sea marginal ice zone. Mar. Ecol. Prog. Ser. 1986, 31, 131–137. [Google Scholar] [CrossRef]
- Wang, X.; Sun, J.; Wei, Y.; Wu, X. Response of the phytoplankton sinking rate to community structure and environmental factors in the eastern Indian Ocean. Plants 2022, 11, 1534. [Google Scholar] [CrossRef]
- Thompson, P.A.; Guo, M.X.; Harrison, P.J.; Whyte, J.N. Effects of variation in temperature. II. On the fatty acid composition of eight species of marine phytoplankton. J. Phycol. 1992, 28, 488–497. [Google Scholar] [CrossRef]
- Lancelot, C.; Mathot, S. Biochemical fractionation of primary production by phytoplankton in Belgian coastal waters: I. Mixed diatom population. Mar. Biol. 1985, 86, 219–226. [Google Scholar] [CrossRef]
- Feng, G.; Visser, P.M.; Huisman, J.; Verspagen, J.M. Rising temperature accelerates buoyancy regulation and vertical migration of the bloom-forming cyanobacterium Microcystis. Water Res. 2025, 238, 124259. [Google Scholar] [CrossRef]
- Iglesias-Rodriguez, M.D.; Halloran, P.R.; Rickaby, R.E.; Hall, I.R.; Colmenero-Hidalgo, E.; Gittins, J.R.; Green, D.R.H.; Tyrrell, T.; Gibbs, S.J.; von Dassow, P.; et al. Phytoplankton calcification in a high-CO2 world. Science 2008, 320, 336–340. [Google Scholar] [CrossRef]
- Lewandowska, A.M.; Boyce, D.G.; Hofmann, M.; Matthiessen, B.; Sommer, U.; Worm, B. Effects of sea surface warming on marine plankton. Ecol. Lett. 2014, 17, 614–623. [Google Scholar] [CrossRef] [PubMed]
- Peperzak, L.; Colijn, F.; Koeman, R.; Gieskes, W.W.C.; Joordens, J.C.A. Phytoplankton sinking rates in the Rhine region of freshwater influence. J. Plankton Res. 2003, 25, 365–383. [Google Scholar] [CrossRef]
- Brzezinski, M.A.; Johnson, L.; Estapa, M.; Clevenger, S.; Roca-Martí, M.; Romanelli, E.; Buck, K.N.; Jenkins, B.D.; Jones, J.L. Physical mechanisms sustaining silica production following the demise of the diatom phase of the North Atlantic spring phytoplankton bloom during EXPORTS. Glob. Biogeochem. Cycles 2024, 38, e2023GB008048. [Google Scholar] [CrossRef]
- Muggli, D.L.; Lecourt, M.; Harrison, P.J. Effects of iron and nitrogen source on the sinking rate, physiology and metal composition of an oceanic diatom from the subarctic Pacific. Mar. Ecol. Prog. Ser. 1996, 132, 215–227. [Google Scholar] [CrossRef]
- Waite, A.M.; Nodder, S.D. The effect of in situ iron addition on the sinking rates and export flux of Southern Ocean diatoms. Deep-Sea Res. Part II 2001, 48, 2635–2654. [Google Scholar] [CrossRef]
- Villareal, T.A.; Carpenter, E.J. Buoyancy regulation and the potential for vertical migration in the oceanic cyanobacterium Trichodesmium. Microb. Ecol. 2003, 45, 1–10. [Google Scholar] [CrossRef]
- Kamykowski, D.; Milligan, E.J.; Schaeffer, B.A. Circadian regulation of ion fluxes and swimming behavior in the dinoflagellate Pyrocystis noctiluca. Mar. Biol. 1992, 114, 441–448. [Google Scholar]
- Sarthou, G.; Timmermans, K.R.; Blain, S.; Tréguer, P. Growth physiology and fate of diatoms in the ocean: A review. J. Sea Res. 2005, 53, 25–42. [Google Scholar] [CrossRef]
- Jackson, G.A. A model of the formation of marine algal flocs by physical coagulation processes. Deep. Sea Res. Part A Oceanogr. Res. Pap. 1990, 37, 1197–1211. [Google Scholar] [CrossRef]
- Prairie, J.C.; Sutherland, K.R.; Nickols, K.J.; Kaltenberg, A.M. Biophysical interactions in the plankton: A cross-scale review. Limnol. Oceanogr. Fluids Environ. 2015, 5, 61–78. [Google Scholar] [CrossRef]
- Ruiz, J.; Macías, D.; Peters, F. Turbulence increases the average settling velocity of phytoplankton cells. Proc. Natl. Acad. Sci. USA 2004, 101, 17720–17724. [Google Scholar] [CrossRef] [PubMed]
- Jackson, G.A.; Burd, A.B. Simulating aggregate dynamics in ocean biogeochemical models. Prog. Oceanogr. 2015, 133, 55–65. [Google Scholar] [CrossRef]
- Taylor, J.R.; Ferrari, R. Ocean fronts trigger high latitude phytoplankton blooms. Geophys. Res. Lett. 2011, 38, L23601. [Google Scholar] [CrossRef]
- Smayda, T.J.; Boleyn, B.J. Experimental observations on the flotation of marine diatoms. I. Thalassiosira cf. nana, Thalassiosira rotula and Nitzschia seriata. Limnol. Oceanogr. 1965, 10, 499–509. [Google Scholar] [CrossRef]
- Eppley, R.W.; Holmes, R.W.; Strickland, J.D. Sinking rates of marine phytoplankton measured with a fluorometer. J. Exp. Mar. Biol. Ecol. 1967, 1, 191–208. [Google Scholar] [CrossRef]
- Bienfang, P.K. A new phytoplankton sinking rate method suitable for field use. Deep-Sea Res. Part A Oceanogr. Res. Pap. 1979, 26, 719–729. [Google Scholar] [CrossRef]
- Bienfang, P.K. SETCOL—A technologically simple and reliable method for measuring phytoplankton sinking rates. Can. J. Fish. Aquat. Sci. 1981, 38, 1289–1294. [Google Scholar] [CrossRef]
- O’Brien, K.R.; Waite, A.M.; Alexander, B.L.; Perry, K.A.; Neumann, L.E. Particle tracking in a salinity gradient: A method for measuring sinking rate of individual phytoplankton in the laboratory. Limnol. Oceanogr. Methods 2006, 4, 329–335. [Google Scholar] [CrossRef]
- Walsby, A.E.; Holland, D.P. Sinking velocities of phytoplankton measured on a stable density gradient by laser scanning. J. R. Soc. Interface 2006, 3, 429–439. [Google Scholar] [CrossRef] [PubMed]
- Hofstraat, J.W.; Van Zeijl, W.J.M.; De Vreeze, M.E.J.; Peeters, J.C.H.; Peperzak, L.; Colijn, F.; Rademaker, T.W.M. Phytoplankton monitoring by flow cytometry. J. Plankton Res. 1994, 16, 1197–1224. [Google Scholar] [CrossRef]
- Buesseler, K.O.; Michaels, A.F.; Siegel, D.A.; Knap, A.H. A three dimensional time-dependent approach to calibrating sediment trap fluxes. Glob. Biogeochem. Cycles 1994, 8, 179–193. [Google Scholar] [CrossRef]
- Maiti, K.; Benitez-Nelson, C.R.; Buesseler, K.O. Insights into particle formation and remineralization using the short-lived radionuclide, Thoruim-234. Geophys. Res. Lett. 2010, 37, L15608. [Google Scholar] [CrossRef]
- Li, Z.; Song, S.; Li, C.; Yu, Z. The sinking of the phytoplankton community and its contribution to seasonal hypoxia in the Changjiang estuary and adjacent waters. Estuar. Coast. Shelf Sci. 2018, 208, 170–179. [Google Scholar] [CrossRef]
- You, X.; Hao, Q.; Zhu, J.; Zhang, W.; Jin, H.; Li, D.; Ji, H.; Ke, Y.; Zhou, F. Effects of phosphorus limitation on sinking velocities of phytoplankton during summer in the Changjiang River Estuary. Acta Oceanol. Sin. 2024, 43, 131–141. [Google Scholar] [CrossRef]
- Du Clos, K.T.; Gemmell, B.J. Does the settling column method underestimate phytoplankton sinking speeds? R. Soc. Open Sci. 2024, 11, 231455. [Google Scholar] [CrossRef]
- Williams, J.R.; Giering, S.L.C. In situ particle measurements deemphasize the role of size in governing the sinking velocity of marine particles. Geophys. Res. Lett. 2022, 49, e2022GL099563. [Google Scholar] [CrossRef] [PubMed]
- Bienfang, P.K.; Harrison, P.J. Sinking-rate response of natural assemblages of temperate and subtropical phytoplankton to nutrient depletion. Mar. Biol. 1984, 83, 293–300. [Google Scholar] [CrossRef]
- Riebesell, U. Comparison of sinking and sedimentation rate measurements in a diatom winter/spring bloom. Mar. Ecol. Prog. Ser. 1989, 54, 109–119. [Google Scholar] [CrossRef]
- Culver, M.E.; Smith, W.O., Jr. Effects of environmental variation on sinking rates of marine phytoplankton. J. Phycol. 1989, 25, 262–270. [Google Scholar] [CrossRef]
- Pitcher, G.C.; Walker, D.R.; Mitchell-Innes, B.A. Phytoplankton sinking rate dynamics in the southern Benguela upwelling system. Mar. Ecol. Prog. Ser. 1989, 55, 261–269. [Google Scholar] [CrossRef]
- Waite, A.; Bienfang, P.K.; Harrison, P.J. Spring bloom sedimentation in a subarctic ecosystem: I. Nutrient sensitivity. Mar. Biol. 1992, 114, 119–129. [Google Scholar] [CrossRef]
- Mei, Z.P.; Legendre, L.; Gratton, Y.; Tremblay, J.É.; LeBlanc, B.; Klein, B.; Gosselin, M. Phytoplankton production in the North Water Polynya: Size-fractions and carbon fluxes, April to July 1998. Mar. Ecol. Prog. Ser. 2003, 256, 13–27. [Google Scholar] [CrossRef]
- Guo, S.; Sun, J.; Zhao, Q.; Liu, S.; Huang, D. Sinking rates of phytoplankton in the Changjiang (Yangtze River) estuary: A comparative study between Prorocentrum dentatum and Skeletonema dorhnii bloom. J. Mar. Syst. 2016, 154, 5–14. [Google Scholar] [CrossRef]
- Mao, Y.; Guo, C.; Yu, L.; Gong, X.; Sun, J. The impact of eddies and spring warm pool on sinking rates of phytoplankton with different shapes and sizes. Mar. Biol. 2024, 171, 100. [Google Scholar] [CrossRef]
- Powers, L.; Creed, I.F.; Trick, C.G. Sinking of Heterosigma akashiwo results in increased toxicity of this harmful algal bloom species. Harmful Algae 2012, 13, 95–104. [Google Scholar] [CrossRef]
- Rosas-Navarro, A.; Langer, G.; Ziveri, P. Temperature effects on sinking velocity of different Emiliania huxleyi strains. PLoS ONE 2018, 13, e0194386. [Google Scholar] [CrossRef] [PubMed]
- Du Clos, K.T.; Karp-Boss, L.; Villareal, T.A.; Gemmell, B.J. Coscinodiscus wailesii mutes unsteady sinking in dark conditions. Biol. Lett. 2019, 15, 20180816. [Google Scholar] [CrossRef] [PubMed]
- Smayda, T.J. Normal and accelerated sinking of phytoplankton in the sea. Mar. Geol. 1971, 11, 105–122. [Google Scholar] [CrossRef]


| Method Category | Principle | Advantages | Limitations | Applicable Targets | Typical Applications | Reference |
|---|---|---|---|---|---|---|
| Microscopic counting | Periodic cell counts under a microscope to estimate sinking rate | Simple operation; allows morphological identification | Low temporal resolution; labor-intensive | Single species | Static laboratory experiments | [132] |
| Fluorescence tracing | Estimates sinking speed based on decay of Chl-a or probe fluorescence | High-throughput; high sensitivity; compatible with multiwell plates | Cannot distinguish species; depends on algal fluorescence | Cultured populations or communities | High-throughput lab screening | [133] |
| Radioactive labeling | Tracks 14C-labeled cells; infers sinking rate from depthwise radioactivity changes | High sensitivity; suitable for natural communities and dilute samples | Safety concerns; complex operation; restricted usage | Natural communities | In situ field experiments | [134] |
| SETCOL method | Measures biomass in bottom/layered samples after settling in a transparent column | Easy to use; low cost; works for both monocultures and communities; suitable for biomass quantification | May underestimate rates; sensitive to convection/disturbance; limited resolution | Single species and natural communities | Field and laboratory applications | [135] |
| Imaging-based tracking | Uses microscopic video to track individual cell motion | High resolution; reveals aggregation and behavioral patterns | Expensive equipment; complex data analysis; unsuitable for bulk measurement | Single cells, chains | Lab-based mechanistic studies | [38] |
| Laser scanning density column | Tracks vertical cell movement within a stable salinity/density gradient using laser or optics | High precision; avoids disturbance; allows repeated scans | Technically demanding; high cost; complex setup | Density responses of single species | Laboratory physical-ecological studies | [137] |
| Salinity gradient tracking | Tracks sinking trajectories in a salinity-stratified chamber via particle tracking or manual observation | Simple and visual; compatible with microscopy; good for morphology-based tracking | Not high-throughput; affected by salinity stratification stability | Single species | Lab observation of sinking behavior | [136] |
| FlowCAM-based imaging | Automatically records particle size, number, and sinking speed via image recognition | High automation; allows continuous tracking of individuals; supports morphological analysis | Image overlap may interfere with accuracy; less effective for low-density samples | Single species or sparse communities | Lab-based fluid column experiments | [138] |
| Sediment traps | Collect sinking particles in traps moored at fixed depths | Direct field measurement; widely used | Hydrodynamic bias; undersampling of small/light particles | Natural communities; all particle sizes | Vertical particle flux estimation in the field | [139] |
| 234Th disequilibrium | Uses 234Th/238U activity disequilibrium to estimate export flux | Suitable for large-scale flux estimation | Assumes steady-state; requires calibration | Sinking particulate organic matter | Field-based vertical carbon flux estimation | [140] |
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Zhu, J.; Cheng, J.; Zeng, J.; Zhang, W.; Liu, C.; Effiong, K.S.; Hao, Q. A Review of Phytoplankton Sinking Rates: Mechanisms, Methodologies, and Biogeochemical Implications. Biology 2026, 15, 130. https://doi.org/10.3390/biology15020130
Zhu J, Cheng J, Zeng J, Zhang W, Liu C, Effiong KS, Hao Q. A Review of Phytoplankton Sinking Rates: Mechanisms, Methodologies, and Biogeochemical Implications. Biology. 2026; 15(2):130. https://doi.org/10.3390/biology15020130
Chicago/Turabian StyleZhu, Jie, Jiahong Cheng, Jiangning Zeng, Wei Zhang, Chenggang Liu, Kokoette Sunday Effiong, and Qiang Hao. 2026. "A Review of Phytoplankton Sinking Rates: Mechanisms, Methodologies, and Biogeochemical Implications" Biology 15, no. 2: 130. https://doi.org/10.3390/biology15020130
APA StyleZhu, J., Cheng, J., Zeng, J., Zhang, W., Liu, C., Effiong, K. S., & Hao, Q. (2026). A Review of Phytoplankton Sinking Rates: Mechanisms, Methodologies, and Biogeochemical Implications. Biology, 15(2), 130. https://doi.org/10.3390/biology15020130

