Potential sources of variability in mesocosm experiments on the response of phytoplankton to ocean acidification

Mesocosm experiments on phytoplankton dynamics under high CO 2 concentrations mimic the response of marine primary producers to future ocean acidification. However, potential acidification effects can be hindered by the high standard deviation typically found in the replicates of the same CO 2 treat...

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Published in:Biogeosciences
Main Authors: M. Moreno de Castro, M. Schartau, K. Wirtz
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2017
Subjects:
Online Access:https://doi.org/10.5194/bg-14-1883-2017
https://doaj.org/article/8579d004325644718b26ebea4e3ad3e3
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spelling ftdoajarticles:oai:doaj.org/article:8579d004325644718b26ebea4e3ad3e3 2023-05-15T17:50:34+02:00 Potential sources of variability in mesocosm experiments on the response of phytoplankton to ocean acidification M. Moreno de Castro M. Schartau K. Wirtz 2017-04-01T00:00:00Z https://doi.org/10.5194/bg-14-1883-2017 https://doaj.org/article/8579d004325644718b26ebea4e3ad3e3 EN eng Copernicus Publications http://www.biogeosciences.net/14/1883/2017/bg-14-1883-2017.pdf https://doaj.org/toc/1726-4170 https://doaj.org/toc/1726-4189 1726-4170 1726-4189 doi:10.5194/bg-14-1883-2017 https://doaj.org/article/8579d004325644718b26ebea4e3ad3e3 Biogeosciences, Vol 14, Iss 7, Pp 1883-1901 (2017) Ecology QH540-549.5 Life QH501-531 Geology QE1-996.5 article 2017 ftdoajarticles https://doi.org/10.5194/bg-14-1883-2017 2022-12-31T11:11:59Z Mesocosm experiments on phytoplankton dynamics under high CO 2 concentrations mimic the response of marine primary producers to future ocean acidification. However, potential acidification effects can be hindered by the high standard deviation typically found in the replicates of the same CO 2 treatment level. In experiments with multiple unresolved factors and a sub-optimal number of replicates, post-processing statistical inference tools might fail to detect an effect that is present. We propose that in such cases, data-based model analyses might be suitable tools to unearth potential responses to the treatment and identify the uncertainties that could produce the observed variability. As test cases, we used data from two independent mesocosm experiments. Both experiments showed high standard deviations and, according to statistical inference tools, biomass appeared insensitive to changing CO 2 conditions. Conversely, our simulations showed earlier and more intense phytoplankton blooms in modeled replicates at high CO 2 concentrations and suggested that uncertainties in average cell size, phytoplankton biomass losses, and initial nutrient concentration potentially outweigh acidification effects by triggering strong variability during the bloom phase. We also estimated the thresholds below which uncertainties do not escalate to high variability. This information might help in designing future mesocosm experiments and interpreting controversial results on the effect of acidification or other pressures on ecosystem functions. Article in Journal/Newspaper Ocean acidification Directory of Open Access Journals: DOAJ Articles Biogeosciences 14 7 1883 1901
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Ecology
QH540-549.5
Life
QH501-531
Geology
QE1-996.5
spellingShingle Ecology
QH540-549.5
Life
QH501-531
Geology
QE1-996.5
M. Moreno de Castro
M. Schartau
K. Wirtz
Potential sources of variability in mesocosm experiments on the response of phytoplankton to ocean acidification
topic_facet Ecology
QH540-549.5
Life
QH501-531
Geology
QE1-996.5
description Mesocosm experiments on phytoplankton dynamics under high CO 2 concentrations mimic the response of marine primary producers to future ocean acidification. However, potential acidification effects can be hindered by the high standard deviation typically found in the replicates of the same CO 2 treatment level. In experiments with multiple unresolved factors and a sub-optimal number of replicates, post-processing statistical inference tools might fail to detect an effect that is present. We propose that in such cases, data-based model analyses might be suitable tools to unearth potential responses to the treatment and identify the uncertainties that could produce the observed variability. As test cases, we used data from two independent mesocosm experiments. Both experiments showed high standard deviations and, according to statistical inference tools, biomass appeared insensitive to changing CO 2 conditions. Conversely, our simulations showed earlier and more intense phytoplankton blooms in modeled replicates at high CO 2 concentrations and suggested that uncertainties in average cell size, phytoplankton biomass losses, and initial nutrient concentration potentially outweigh acidification effects by triggering strong variability during the bloom phase. We also estimated the thresholds below which uncertainties do not escalate to high variability. This information might help in designing future mesocosm experiments and interpreting controversial results on the effect of acidification or other pressures on ecosystem functions.
format Article in Journal/Newspaper
author M. Moreno de Castro
M. Schartau
K. Wirtz
author_facet M. Moreno de Castro
M. Schartau
K. Wirtz
author_sort M. Moreno de Castro
title Potential sources of variability in mesocosm experiments on the response of phytoplankton to ocean acidification
title_short Potential sources of variability in mesocosm experiments on the response of phytoplankton to ocean acidification
title_full Potential sources of variability in mesocosm experiments on the response of phytoplankton to ocean acidification
title_fullStr Potential sources of variability in mesocosm experiments on the response of phytoplankton to ocean acidification
title_full_unstemmed Potential sources of variability in mesocosm experiments on the response of phytoplankton to ocean acidification
title_sort potential sources of variability in mesocosm experiments on the response of phytoplankton to ocean acidification
publisher Copernicus Publications
publishDate 2017
url https://doi.org/10.5194/bg-14-1883-2017
https://doaj.org/article/8579d004325644718b26ebea4e3ad3e3
genre Ocean acidification
genre_facet Ocean acidification
op_source Biogeosciences, Vol 14, Iss 7, Pp 1883-1901 (2017)
op_relation http://www.biogeosciences.net/14/1883/2017/bg-14-1883-2017.pdf
https://doaj.org/toc/1726-4170
https://doaj.org/toc/1726-4189
1726-4170
1726-4189
doi:10.5194/bg-14-1883-2017
https://doaj.org/article/8579d004325644718b26ebea4e3ad3e3
op_doi https://doi.org/10.5194/bg-14-1883-2017
container_title Biogeosciences
container_volume 14
container_issue 7
container_start_page 1883
op_container_end_page 1901
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