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贝类毒性的时滞相关分析揭示了与相邻区域、物种和环境条件的预测性关联。

Time-Lagged Correlation Analysis of Shellfish Toxicity Reveals Predictive Links to Adjacent Areas, Species, and Environmental Conditions.

机构信息

INESC-ID-Instituto de Engenharia de Sistemas e Computadores-Investigação e Desenvolvimento, Instituto Superior Técnico, Universidade de Lisboa, 1000-029 Lisbon, Portugal.

NOVA Laboratory for Computer Science and Informatics (NOVA LINCS), FCT NOVA, 2829-516 Caparica, Portugal.

出版信息

Toxins (Basel). 2022 Sep 30;14(10):679. doi: 10.3390/toxins14100679.

Abstract

Diarrhetic Shellfish Poisoning (DSP) is an acute intoxication caused by the consumption of contaminated shellfish, which is common in many regions of the world. To safeguard human health, most countries implement programs focused on the surveillance of toxic phytoplankton abundance and shellfish toxicity levels, an effort that can be complemented by a deeper understanding of the underlying phenomena. In this work, we identify patterns of seasonality in shellfish toxicity across the Portuguese coast and analyse time-lagged correlations between this toxicity and various potential risk factors. We extend the understanding of these relations through the introduction of temporal lags, allowing the analysis of time series at different points in time and the study of the predictive power of the tested variables. This study confirms previous findings about toxicity seasonality patterns on the Portuguese coast and provides further quantitative data about the relations between shellfish toxicity and geographical location, shellfish species, toxic phytoplankton abundances, and environmental conditions. Furthermore, multiple pairs of areas and shellfish species are identified as having correlations high enough to allow for a predictive analysis. These results represent the first step towards understanding the dynamics of DSP toxicity in Portuguese shellfish producing areas, such as temporal and spatial variability, and towards the development of a shellfish safety forecasting system.

摘要

腹泻性贝类毒素中毒(DSP)是一种由食用受污染贝类引起的急性中毒,在世界许多地区都很常见。为了保障人类健康,大多数国家都实施了针对有毒浮游植物丰度和贝类毒性水平监测的计划,这一努力可以通过更深入地了解潜在现象来加以补充。在这项工作中,我们确定了葡萄牙沿海贝类毒性的季节性模式,并分析了贝类毒性与各种潜在风险因素之间的时间滞后相关性。我们通过引入时间滞后来扩展对这些关系的理解,从而可以在不同时间点分析时间序列,并研究测试变量的预测能力。本研究证实了葡萄牙沿海贝类毒性季节性模式的先前发现,并提供了有关贝类毒性与地理位置、贝类物种、有毒浮游植物丰度和环境条件之间关系的进一步定量数据。此外,还确定了多对地区和贝类物种之间具有足够高的相关性,可进行预测分析。这些结果代表了理解葡萄牙贝类生产地区 DSP 毒性动态的第一步,例如时间和空间变异性,以及开发贝类安全预测系统。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8445/9607083/f2c08971b466/toxins-14-00679-g001.jpg

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