Ishara Uhanie Perera , So Fujiyoshi , Daiki Kumakura , Carolina Medel , Kyoko Yarimizu , Oscar Espinoza-González , Leonardo Guzmán , Shinji Nakaoka , Felipe Tucca , Alexander Jaramillo-Torres , Yukako Tohsato , Jacquelinne J. Acuña , Milko A. Jorquera , Hansoo Lee , Fumito Maruyama
{"title":"Causal interactions among phytoplankton and Pseudo-nitzschia species revealed by empirical dynamic modelling","authors":"Ishara Uhanie Perera , So Fujiyoshi , Daiki Kumakura , Carolina Medel , Kyoko Yarimizu , Oscar Espinoza-González , Leonardo Guzmán , Shinji Nakaoka , Felipe Tucca , Alexander Jaramillo-Torres , Yukako Tohsato , Jacquelinne J. Acuña , Milko A. Jorquera , Hansoo Lee , Fumito Maruyama","doi":"10.1016/j.marpolbul.2024.117432","DOIUrl":null,"url":null,"abstract":"<div><div>Harmful algal blooms (HABs) are a worldwide problem and have increased in frequency and intensity in Chile. Evidence supports the notion that interactions between certain HAB species and their pairing algal species could have either a positive or negative effect on their growth. The present study analyzed phytoplankton data using Empirical Dynamic Modelling to identify causal networks between two <em>Pseudo-nitzschia</em> species groups (<em>P. delicatissima</em> group and <em>P. seriata</em> group) and other phytoplankton species as well as the effect of temperature and salinity. Our results showed that each studied <em>Pseudo-nitzschia</em> species had unique paring algal species. Salinity showed a marginally significant influence on <em>Pseudo-nitzchia seriata</em> group<em>.</em> in Melinka, while temperature was not linked to any of the species. The results in this study could be considered as a novel and preliminary approach to use species interactions in predicting harmful algal blooms which could be developed by utilizing empirical dynamic modelling.</div></div>","PeriodicalId":18215,"journal":{"name":"Marine pollution bulletin","volume":"211 ","pages":"Article 117432"},"PeriodicalIF":5.3000,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Marine pollution bulletin","FirstCategoryId":"93","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0025326X24014097","RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
引用次数: 0
Abstract
Harmful algal blooms (HABs) are a worldwide problem and have increased in frequency and intensity in Chile. Evidence supports the notion that interactions between certain HAB species and their pairing algal species could have either a positive or negative effect on their growth. The present study analyzed phytoplankton data using Empirical Dynamic Modelling to identify causal networks between two Pseudo-nitzschia species groups (P. delicatissima group and P. seriata group) and other phytoplankton species as well as the effect of temperature and salinity. Our results showed that each studied Pseudo-nitzschia species had unique paring algal species. Salinity showed a marginally significant influence on Pseudo-nitzchia seriata group. in Melinka, while temperature was not linked to any of the species. The results in this study could be considered as a novel and preliminary approach to use species interactions in predicting harmful algal blooms which could be developed by utilizing empirical dynamic modelling.
期刊介绍:
Marine Pollution Bulletin is concerned with the rational use of maritime and marine resources in estuaries, the seas and oceans, as well as with documenting marine pollution and introducing new forms of measurement and analysis. A wide range of topics are discussed as news, comment, reviews and research reports, not only on effluent disposal and pollution control, but also on the management, economic aspects and protection of the marine environment in general.