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Does warming enhance the effect of microzooplankton grazing on marine phytoplankton in the ocean

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TLDR
Warming may enhance phytoplankton losses to microzooplankton herbivory in eutrophic but not in oligotrophic waters, and the GAM analysis provides important insights into underlying system relationships and reasons why community-level responses in natural systems may depart from theory.
Abstract
We evaluated a hypothesis derived from the metabolic theory of ecology (MTE) that the ratio of microzooplankton herbivory (m) to phytoplankton growth (m) will arise in a warming ocean because of the different temperature dependencies of autotrophic and heterotrophic organisms. Using community-level growth and grazing data from dilution experiments, generalized additive models (GAMs) were constructed to describe the effects of temperature and chlorophyll on m:m. At low chlorophyll levels, m:m decreases with increasing temperature, whereas at high chlorophyll levels, m:m increases initially with temperature before reaching a peak and then declines. These complex responses of m:m result from mixed effects of temperature and chlorophyll on microzooplankton biomass (Bz), biomass-specific microzooplankton grazing rate (m:Bz), and phytoplankton growth rate (m). Bz decreases with rising temperature and increases with rising chlorophyll. m:Bz increases with temperature and decreases with chlorophyll. Nutrient-enriched growth rate of phytoplankton (mn) and m increase with increasing temperature and chlorophyll. Holding chlorophyll constant, the calculated activation energies of m:Bz and mn are 0.67 6 0.05 and 0.36 6 0.05 eV, respectively, both consistent with previous MTE estimates for heterotrophs and autotrophs. Our study indicates that warming may enhance phytoplankton losses to microzooplankton herbivory in eutrophic but not in oligotrophic waters. The GAM analysis also provides important insights into underlying system relationships and reasons why community-level responses in natural systems may depart from theory based on laboratory data and individual species.

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Journal ArticleDOI

Zooplankton and the Ocean Carbon Cycle

TL;DR: This work explores current knowledge of the processing of zooplankton food ingestion by absorption, egestion, respiration, excretion, and growth (production) processes and examines the relative importance, combined magnitude, and efficiency of export mechanisms.
Journal ArticleDOI

MEDUSA-2.0: an intermediate complexity biogeochemical model of the marine carbon cycle for climate change and ocean acidification studies

TL;DR: MEDUSA-2.0 is introduced, an expanded successor model which includes additional state variables for dissolved inorganic carbon, alkalinity, dissolved oxygen and detritus carbon, as well as a simple benthic formulation and extended parameterizations of phytoplankton growth, calcification anddetritus remineralisation.
Journal ArticleDOI

Microzooplankton grazing in the oceans: impacts, data variability, knowledge gaps and future directions

TL;DR: In this paper, the authors review all published data on phytoplankton growth and microzooplankton grazing using the dilution technique to better understand the role of this group of grazers in different regions of the oceans, and identify the knowledge gaps that require future efforts.
Journal ArticleDOI

Phytoplankton growth and the interaction of light and temperature: A synthesis at the species and community level

TL;DR: It is found that light-limited growth, light-saturated growth, and the optimal irradiance for growth are all highly sensitive to temperature, which implies that light limitation diminishes the temperature sensitivity of bulk phytoplankton growth, even though community structure will be temperature-sensitive.
References
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Book

Generalized Additive Models: An Introduction with R, Second Edition

Simon N Wood
TL;DR: In this article, a simple linear model is proposed to describe the geometry of linear models, and a general linear model specification in R is presented. But the theory of linear model theory is not discussed.
Journal ArticleDOI

Toward a metabolic theory of ecology

TL;DR: This work has developed a quantitative theory for how metabolic rate varies with body size and temperature, and predicts how metabolic theory predicts how this rate controls ecological processes at all levels of organization from individuals to the biosphere.
OtherDOI

Generalized Additive Models

TL;DR: The generalized additive model (GA) as discussed by the authors is a generalization of the generalized linear model, which replaces the linear model with a sum of smooth functions in an iterative procedure called local scoring algorithm.
Journal ArticleDOI

Chapman and Hall

Anne Lohrli
- 01 Sep 1985 - 
Journal ArticleDOI

Generalized Additive Models: An Introduction With R

TL;DR: Robinson, R. (2007). Generalized Additive Models: An Introduction With R.(2007).
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