Skip to main content

Advertisement

Log in

Multiple-stressor design-of-experiment (DOE) and one-factor-at-a-time (OFAT) observations defining Heterosigma akashiwo growth and cell permeability

  • Published:
Journal of Applied Phycology Aims and scope Submit manuscript

Abstract

Heterosigma akashiwo is a cosmopolitan, fish-killing raphidophyte with blooms persisting from weeks to months in duration and extended periods of absence in coastal areas. Bloom initiation remains a conundrum, with environmental factors such as salinity, light, and temperature commonly considered the drivers. A common procedure to investigate the effect of these environmental factors on the growth of H. akashiwo is to use one-factor-at-a-time (OFAT) approach where only one factor is changed at a time while keeping others fixed. In this study, the design-of-experiment (DOE) approach, which is more efficient and accurate when examining the impact of two or more factors on a response, was used. The effect of these factors on the growth rate, doublings per day, yield, and cell membrane permeability of H. akashiwo (NWFSC-513) was determined to discover the optimum condition via a central composite design. Then, the effect of these factors was quantified, and a model for each response was computed to predict these reactions under the selected environmental conditions. Numerical optimization was used, and the models were confirmed through additional experiments and via analysis of variance (ANOVA). It was found that the maximum growth rate and doublings per day were detected at 25 °C, a salinity of 20.5, and light intensity of 200 μmol photons m−2 s−1. The highest yield (cells mL−1) was observed at a temperature of 25 °C, a salinity of 30, and light intensity of 250 μmol photons m−2 s−1. Cell permeability, a strong positive correlate to cytotoxicity, was maximum when conditions were at the lower extremes (15 °C, a salinity of 5, and light intensity of 30 μmol photons m−2 s−1).

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8

Similar content being viewed by others

References

  • Anderson D (2014) HABs in a changing world: a perspective on harmful algal blooms, their impacts, and research and management in a dynamic era of climatic and environmental change. In: Kim HG, Reguera B, Hallegraeff GM, Lee CK (eds) Harmful Algae 2012: Proceedings of the 15th International Conference of Harmful Algae. Maple Design Agency, Busan, pp 3–17

    Google Scholar 

  • Anderson DM, Cembella AD, Hallegraeff GM (2012) Progress in understanding harmful algal blooms: paradigm shifts and new technologies for research, monitoring, and management. Annu Rev Mar Sci 4:143–176

    Google Scholar 

  • Ault TR (2000) Vertical migration by the marine dinoflagellate Prorocentrum triestinum maximises photosynthetic yield. Oecologia 125:466–475

    CAS  PubMed  Google Scholar 

  • Brooks BW, Lazorchak JM, Howard MDA, Johnson MVV, Morton SL, Perkins DAK, Reavie ED, Scott GI, Smith SA, Steevens JA (2015) Are harmful algal blooms becoming the greatest inland water quality threat to public health and aquatic ecosystems? Environ Toxicol Chem 35:6–13

    Google Scholar 

  • Canadian Council of Ministers of the Environment (CCME). (1999) Canadian water quality guidelines for the protection of aquatic life: salinity (marine). In: Canadian environmental quality guidelines, 1999. Canadian Council of Ministers of the Environment, Winnipeg

  • Chang FH, Anderson C, Boustead NC (1990) First record of a Heterosigma (Raphidophyceae) bloom with associated mortality of cage-reared salmon in Big Glory Bay, New Zealand. N Z J Mar Freshw Res 24:461–469

    Google Scholar 

  • Coscolla C, Navarro-Olivares S, Marti P, Yusa V (2014) Application of the experimental design of experiments (DoE) for the determination of organotin compounds in water samples using HS-SPME and GC–MS/MS. Talanta 119:544–552

    CAS  PubMed  Google Scholar 

  • Cuthbert D (1973) One-at-a-time plans. J Am Stat Assoc 68:353–360

    Google Scholar 

  • Czitrom V (1999) One-factor-at-a-time versus designed experiments. Am Stat 53:126–131

    Google Scholar 

  • Edvardsen B, Imai I (2006) The ecology of harmful flagellates within Prymnesiophyceae and Raphidophyceae. In: Granéli E, Turner JT (eds) Ecology of harmful algae. Springer-Verlag, Dordrecht, pp 67–69

    Google Scholar 

  • Frey DD, Jugulum R (2005) The mechanisms by which adaptive one-factor-at-a-time experimentation leads to improvement. ASME J Mech Des 128:1050–1060

    Google Scholar 

  • Gao K, Guan W, Helbling EW (2007) Effects of solar ultraviolet radiation on photosynthesis of the marine red tide alga Heterosigma akashiwo (Raphidophyceae). J Photochem Photobiol B 86:140–148

    CAS  PubMed  Google Scholar 

  • Garud SS, Karimi IA, Kraft M (2017) Design of computer experiments: a review. Comput Chem Eng 106:71–95

    CAS  Google Scholar 

  • Guillard RRL (1973) Division rates. In: Stein JR (ed) Handbook of phycological methods. Cambridge University Press, Cambridge, pp 290–311

    Google Scholar 

  • Guillard RRL (1975) Culture of phytoplankton for feeding marine invertebrates. In: Smith WL, Chanley MH (eds) Culture of marine invertebrate animals. Plenum Press, New York, pp 26–60

    Google Scholar 

  • Hallegraeff GM (1993) A review of harmful algal blooms and their apparent global increase. Phycologia 32:79–99

    Google Scholar 

  • Hallegraeff G, Dorantes-Aranda JJ, Mardones J, Seger A (2016) Review of progress in our understanding of fish-killing microalgae: implications for management and mitigation. In: Proenca LAO, Hallegraeff GM (eds) Marine and fresh-water harmful algae. Proceedings of the 17th International Conference on Harmful Algae. International Society for the study of Harmful Algae and Intergovernmental Oceanographic Commission of UNESCO 2017, Brazil, pp 148–153

    Google Scholar 

  • Handy SM, Coyne KJ, Portune KJ, Demir E, Doblin MA, Hare CE, Cary SC, Hutchins DA (2005) Evaluating vertical migration behavior of harmful raphidophytes in the Delaware Inland Bays utilizing quantitative real-time PCR. Aquat Microb Ecol 40:121–132

    Google Scholar 

  • Haque SM, Onoue Y (2002) Effects of salinity on growth and toxin production of a noxious phytoflagellate, Heterosigma akashiwo (Raphidophyceae). Bot Mar 45:356–363

    CAS  Google Scholar 

  • Hara Y, Chihara M (1987) Morphology, ultrastructure and taxonomy of the raphidophycean alga Heterosigma akashiwo. Bot Mag Tokyo 100:151–163

    Google Scholar 

  • Harrison PJ, Berges JA (2005) Marine culture media. In: Anderson RA (ed) Algal culturing techniques. Elsevier Academic Press, San Diego, pp 21–33

    Google Scholar 

  • Hennige SJ, Coyne KJ, Macintyre H, Warner ME (2013) The photobiology of Heterosigma akashiwo, photoacclimation, diurnal periodicity, and its ability to rapidly exploit exposure to high light. J Phycol 49:349–360

    CAS  PubMed  Google Scholar 

  • Herndon J, Cochlan WP, Horner R (2003) Heterosigma akashiwo blooms in San Francisco Bay. Interagency Ecol Program San Francisco Estuary Newslett 16:46–48

    Google Scholar 

  • Hershberger PK, Rensel JE, Matter AL, Taub FB (1997) Vertical distribution of the chloromonad flagellate Heterosigma carterae in columns: implications for bloom development. Can J Fish Aquat Sci 54:2228–2234

    Google Scholar 

  • Honjo T (2004) Red-tide species and the environmental conditions. In: Okaichi T (ed) Red tides. Terra Scientific Publishing Company, Tokyo, pp 333–344

    Google Scholar 

  • Ikeda CE, Cochlan WP, Bronicheski CM, Trainer VL, Trick CG (2016) The effects of salinity on the cellular permeability and ichthyotoxicity of Heterosigma akashiwo. J Phycol 53:745–760

    Google Scholar 

  • Khan S, Arakawa O, Onoue Y (1997) Neurotoxins in a toxic red tide of Heterosigma akashiwo (Raphidophyceae ) in Kagoshima Bay , Japan. Aquac Res 28:9–14

    Google Scholar 

  • Kirst GO (1989) Salinity tolerance of eukaryotic marine algae. Annu Rev Plant Physiol 40:21–53

    Google Scholar 

  • Kreutz C, Timmer J (2009) Systems biology: experimental design. FEBS J 276:923–942

    CAS  PubMed  Google Scholar 

  • Landsberg JH (2002) The effects of harmful algal blooms on aquatic organisms. Rev Fish Sci 10:113–390

    Google Scholar 

  • Livingston RJ (2007) Phytoplankton bloom effects on a gulf estuary: water quality changes and biological response. Ecol Appl 17:110–128

    Google Scholar 

  • Martinez R, Orive E, laza-Martinez A, Seoane S (2010) Growth response of six strains of Heterosigma akashiwo to varying temperature , salinity and irradiance conditions. J Plankton Res 32:529–538

    Google Scholar 

  • Montgomery DC (2012) Design and analysis of experiments. In: Montgomery DC (ed) Design and analysis of experiments, Eighth edition. Wiley, New York, pp 1–24

    Google Scholar 

  • Niedz RP, Evens TJ (2016) Design of experiments (DOE) history, concepts, and relevance to in vitro culture. In Vitro Cell Dev Plant 52:547–562

    CAS  Google Scholar 

  • Ono K, Khan S, Onoue Y (2000) Effects of temperature and light intensity on the growth and toxicity of Heterosigma akashiwo (Raphidophyceae). Aquac Res 31:427–433

    Google Scholar 

  • Peperzak L, Brussaard CPD (2011) Flow cytometric applicability of fluorescent vitality probes on phytoplankton. J Phycol 47:692–702

    PubMed  Google Scholar 

  • Rensel JE, Whyte JNC (2003) Finfish mariculture and harmful algal blooms. In: Hallegraeff GM, Anderson DM, Cembella AD (eds) Manual on harmful marine microalgae. Monographs on oceanographic methodology, vol 11. UNESCO Publishing, Paris, pp 693–722

    Google Scholar 

  • Rensel JEJ, Haigh N, Tynan TJ (2010) Fraser River sockeye salmon marine survival decline and harmful blooms of Heterosigma akashiwo. Harmful Algae 10:98–115

    Google Scholar 

  • Rodger HD, Henry L, Mitchell SO (2011) Non-infectious gill disorders of marine salmonid fish. Rev Fish Biol Fish 21:423–440

    Google Scholar 

  • Smayda TJ (1997) Harmful algal blooms: their ecophysiology and general relevance to phytoplankton blooms in the sea. Limnol Oceanogr 42:1137–1153

    Google Scholar 

  • Smayda TJ (1998) Ecophysiology and bloom dynamics of Heterosigma akashiwo (Raphidophyceae). In: Anderson DM, Cembella AD, Hallegraeff GM (eds) Physiology ecology of harmful algal blooms. Springer, Berlin, pp 113–132

    Google Scholar 

  • Strom SL, Harvey EL, Fredrickson KA, Menden-Deuer S (2013) Broad salinity tolerance as a refuge from predation in the harmful raphidophyte alga Heterosigma akashiwo (Raphidophyceae). J Phycol 49:20–31

    PubMed  Google Scholar 

  • Taylor FJR, Haigh R (1993) The ecology of fish-killing blooms of the chloromonad flagellate Heterosigma in the Strait of Georgia and adjacent waters. In: Smayda TJ, Shimizu Y (eds) Toxic phytoplankton blooms in the sea: Proceeding of Fifth International Conference on Toxic Marine Phytoplankton, Newport, Rhode Island, vol 3: Developments in marine biology. Elsevier, New York, pp 705–710

    Google Scholar 

  • Taylor FJR, Horner RA (1994) Red tides and other problems with harmful algal blooms in Pacific Northwest coastal waters. Review of the marine environment and biota of Strait of Georgia, Puget Sound and Juan de Fuca Strait. Can J Fish Aquat Sci Tech Rep No 1948:175–186

    Google Scholar 

  • Veldhuis M, Kraay G, Timmermans K (2001) Cell death in phytoplankton: correlation between changes in membrane permeability, photosynthetic activity, pigmentation and growth. Eur J Phycol 36:167–177

    Google Scholar 

  • Waring J, Klenell M, Bechtold U, Underwood GJC, Baker NR (2010) Light-induced responses of oxygen photoreduction, reactive oxygen species production and scavenging in two diatom species. J Phycol 46:1206–1217

    Google Scholar 

  • Warner ME, Madden ML (2007) The impact of shifts to elevated irradiance on the growth and photochemical activity of the harmful algae Chattonella subsalsa and Prorocentrum minimum from Delaware. Harmful Algae 6:332–342

    CAS  Google Scholar 

  • Watkins SM (2008) Neurotoxic shellfish poisoning. Mar Drugs 6:430–455

    Google Scholar 

  • Wood MA, Everroad BRC, Wingard CLM (2005) Measuring growth rates in microalgal cultures. In: Anderson RA (ed) Algal culturing techniques. Elsevier Academic Press, San Diego, pp 269–285

    Google Scholar 

  • Zhang Y, Fu FX, Whereat E, Coyne KJ, Hutchins DA (2006) Bottom-up controls on a mixed-species HAB assemblage: a comparison of sympatric Chattonella subsalsa and Heterosigma akashiwo (Raphidophyceae) isolates from the Delaware Inland Bays, USA. Harmful Algae 5:310–320

    CAS  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Charles G. Trick.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Mehdizadeh Allaf, M., Trick, C.G. Multiple-stressor design-of-experiment (DOE) and one-factor-at-a-time (OFAT) observations defining Heterosigma akashiwo growth and cell permeability. J Appl Phycol 31, 3515–3526 (2019). https://doi.org/10.1007/s10811-019-01833-6

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10811-019-01833-6

Keywords

Navigation