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Chang CW, Miki T, Ye H, Souissi S, Adrian R, Anneville O, Agasild H, Ban S, Be'eri-Shlevin Y, Chiang YR, Feuchtmayr H, Gal G, Ichise S, Kagami M, Kumagai M, Liu X, Matsuzaki SIS, Manca MM, Nõges P, Piscia R, Rogora M, Shiah FK, Thackeray SJ, Widdicombe CE, Wu JT, Zohary T, Hsieh CH. Causal networks of phytoplankton diversity and biomass are modulated by environmental context. Nat Commun 2022; 13:1140. [PMID: 35241667 PMCID: PMC8894464 DOI: 10.1038/s41467-022-28761-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2020] [Accepted: 02/11/2022] [Indexed: 11/21/2022] Open
Abstract
Untangling causal links and feedbacks among biodiversity, ecosystem functioning, and environmental factors is challenging due to their complex and context-dependent interactions (e.g., a nutrient-dependent relationship between diversity and biomass). Consequently, studies that only consider separable, unidirectional effects can produce divergent conclusions and equivocal ecological implications. To address this complexity, we use empirical dynamic modeling to assemble causal networks for 19 natural aquatic ecosystems (N24◦~N58◦) and quantified strengths of feedbacks among phytoplankton diversity, phytoplankton biomass, and environmental factors. Through a cross-system comparison, we identify macroecological patterns; in more diverse, oligotrophic ecosystems, biodiversity effects are more important than environmental effects (nutrients and temperature) as drivers of biomass. Furthermore, feedback strengths vary with productivity. In warm, productive systems, strong nitrate-mediated feedbacks usually prevail, whereas there are strong, phosphate-mediated feedbacks in cold, less productive systems. Our findings, based on recovered feedbacks, highlight the importance of a network view in future ecosystem management. Disentangling causal interactions among biodiversity, ecosystem functioning and environmental factors is key to understanding how ecosystems respond to changing environment. This study presents a global scale analysis quantifying causal interactions and feedbacks among phytoplankton diversity, biomass and nutrients along environmental gradients of aquatic ecosystems.
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Affiliation(s)
- Chun-Wei Chang
- National Center for Theoretical Sciences, Taipei, 10617, Taiwan.,Research Center for Environmental Changes, Academia Sinica, Taipei, 11529, Taiwan
| | - Takeshi Miki
- Faculty of Advanced Science and Technology, Ryukoku University, Otsu, Shiga, 520-2194, Japan.,Institute of Oceanography, National Taiwan University, Taipei, 10617, Taiwan.,Center for Biodiversity Science, Ryukoku University, Otsu, Shiga, 520-2194, Japan
| | - Hao Ye
- Health Science Center Libraries, University of Florida, Gainesville, FL, 32611, USA
| | - Sami Souissi
- Univ. Lille, CNRS, Univ, Littoral Côte D'Opale, IRD, UMR 8187, LOG- Laboratoire D'Océanologie et de Géosciences, Station Marine de Wimereux, F- 59000, Lille, France
| | - Rita Adrian
- Leibniz Institute of Freshwater Ecology and Inland Fisheries, IGB, 12587, Berlin, Germany.,Freie Universität Berlin, Department of Biology, Chemistry and Pharmacy, 14195, Berlin, Germany
| | - Orlane Anneville
- National Research Institute for Agriculture, Food and Environment (INRAE), CARRTEL, Université Savoie Mont Blanc, 74200, Thonon les Bains, France
| | - Helen Agasild
- Centre for Limnology, Institute of Agricultural and Environmental Sciences, Estonian University of Life Sciences, Kreutzwaldi 5D, 51014, Tartu, Estonia
| | - Syuhei Ban
- Department of Ecosystem Studies, School of Environmental Science, The University of Shiga Prefecture, Hikone, 522-8533, Shiga, Japan
| | - Yaron Be'eri-Shlevin
- Kinneret Limnological Laboratory, Israel Oceanographic & Limnological Research, P.O. Box 447, 14950, Migdal, Israel
| | - Yin-Ru Chiang
- Biodiversity Research Center, Academia Sinica, Taipei, 11529, Taiwan
| | - Heidrun Feuchtmayr
- UK Centre for Ecology & Hydrology, Lancaster Environment Centre, Library Avenue, Bailrigg, Lancaster, Lancashire, LA1 4AP, UK
| | - Gideon Gal
- Kinneret Limnological Laboratory, Israel Oceanographic & Limnological Research, P.O. Box 447, 14950, Migdal, Israel
| | - Satoshi Ichise
- Lake Biwa Environmental Research Institute, Otsu, 520-0022, Japan
| | - Maiko Kagami
- Faculty of Environment and Information Sciences, Yokohama National University, Yokohama, 240-8502, Kanagawa, Japan.,Department of Environmental Science, Faculty of Science, Toho University, Funabashi, Chiba, 274-8510, Japan
| | - Michio Kumagai
- Lake Biwa Environmental Research Institute, Otsu, 520-0022, Japan.,Research Center for Lake Biwa & Environmental Innovation, Ritsumeikan University, Kusatsu, 525-0058, Shiga, Japan
| | - Xin Liu
- Department of Ecosystem Studies, School of Environmental Science, The University of Shiga Prefecture, Hikone, 522-8533, Shiga, Japan
| | - Shin-Ichiro S Matsuzaki
- Biodiversity Division, National Institute for Environmental Studies, 16-2 Onogawa, Tsukuba, Ibaraki, 305-8506, Japan
| | - Marina M Manca
- CNR Water Research Institute (IRSA), L.go Tonolli 50, 28922, Verbania, Pallanza, Italy
| | - Peeter Nõges
- Centre for Limnology, Institute of Agricultural and Environmental Sciences, Estonian University of Life Sciences, Kreutzwaldi 5D, 51014, Tartu, Estonia
| | - Roberta Piscia
- CNR Water Research Institute (IRSA), L.go Tonolli 50, 28922, Verbania, Pallanza, Italy
| | - Michela Rogora
- CNR Water Research Institute (IRSA), L.go Tonolli 50, 28922, Verbania, Pallanza, Italy
| | - Fuh-Kwo Shiah
- Research Center for Environmental Changes, Academia Sinica, Taipei, 11529, Taiwan.,Institute of Oceanography, National Taiwan University, Taipei, 10617, Taiwan
| | - Stephen J Thackeray
- UK Centre for Ecology & Hydrology, Lancaster Environment Centre, Library Avenue, Bailrigg, Lancaster, Lancashire, LA1 4AP, UK
| | | | - Jiunn-Tzong Wu
- Biodiversity Research Center, Academia Sinica, Taipei, 11529, Taiwan
| | - Tamar Zohary
- Kinneret Limnological Laboratory, Israel Oceanographic & Limnological Research, P.O. Box 447, 14950, Migdal, Israel
| | - Chih-Hao Hsieh
- National Center for Theoretical Sciences, Taipei, 10617, Taiwan. .,Research Center for Environmental Changes, Academia Sinica, Taipei, 11529, Taiwan. .,Institute of Oceanography, National Taiwan University, Taipei, 10617, Taiwan. .,Institute of Ecology and Evolutionary Biology, Department of Life Science, National Taiwan University, Taipei, 10617, Taiwan.
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