Anderson Donald M, Couture Darcie A, Kleindinst Judith L, Keafer Bruce A, McGillicuddy Dennis J, Martin Jennifer L, Richlen Mindy L, Hickey J Michael, Solow Andrew R
Woods Hole Oceanographic Institution, Woods Hole, MA 02543 USA.
Former affiliation: Maine Department of Marine Resources, West Boothbay Harbor, ME 04605, USA.
Deep Sea Res 2 Top Stud Oceanogr. 2014 May 1;103:264-276. doi: 10.1016/j.dsr2.2013.09.018.
A major goal in harmful algal bloom (HAB) research has been to identify mechanisms underlying interannual variability in bloom magnitude and impact. Here the focus is on variability in blooms and paralytic shellfish poisoning (PSP) toxicity in Maine, USA, over 34 years (1978 - 2011). The Maine coastline was divided into two regions -eastern and western Maine, and within those two regions, three measures of PSP toxicity (the percent of stations showing detectable toxicity over the year, the cumulative amount of toxicity per station measured in all shellfish (mussel) samples during that year, and the duration of measurable toxicity) were examined for each year in the time series. These metrics were combined into a simple HAB Index that provides a single measure of annual toxin severity across each region. The three toxin metrics, as well as the HAB Index that integrates them, reveal significant variability in overall toxicity between individual years as well as long-term, decadal patterns or regimes. Based on different conceptual models of the system, we considered three trend formulations to characterize the long-term patterns in the Index - a three-phase (mean-shift) model, a linear two-phase model, and a pulse-decline model. The first represents a "regime shift" or multiple equilibria formulation as might occur with alternating periods of sustained high and low cyst abundance or favorable and unfavorable growth conditions, the second depicts a scenario of more gradual transitions in cyst abundance or growth conditions of vegetative cells, and the third characterizes a "sawtooth" pattern in which upward shifts in toxicity are associated with major cyst recruitment events, followed by a gradual but continuous decline until the next pulse. The fitted models were compared using both residual sum of squares and Akaike's Information Criterion. There were some differences between model fits, but none consistently gave a better fit than the others. This statistical underpinning can guide efforts to identify physical and/or biological mechanisms underlying the patterns revealed by the HAB Index. Although cyst survey data (limited to 9 years) do not span the entire interval of the shellfish toxicity records, this analysis leads us to hypothesize that major changes in the abundance of cysts may be a primary factor contributing to the decadal trends in shellfish toxicity in this region. The HAB Index approach taken here is simple but represents a novel and potentially useful tool for resource managers in many areas of the world subject to toxic HABs.
有害藻华(HAB)研究的一个主要目标是确定藻华规模和影响的年际变化背后的机制。本文重点关注美国缅因州34年(1978 - 2011年)间藻华以及麻痹性贝类中毒(PSP)毒性的变化。缅因州海岸线被划分为两个区域——缅因州东部和西部,在这两个区域内,对时间序列中每年的三种PSP毒性指标(当年显示可检测到毒性的站点百分比、当年在所有贝类(贻贝)样本中每个站点测量的毒性累积量以及可测量毒性的持续时间)进行了检查。这些指标被合并为一个简单的藻华指数,该指数提供了每个区域年度毒素严重程度的单一度量。这三种毒素指标以及整合它们的藻华指数揭示了各年份之间以及长期十年模式或状态下总体毒性的显著变化。基于该系统的不同概念模型,我们考虑了三种趋势公式来描述指数中的长期模式——三相(均值偏移)模型、线性两阶段模型和脉冲下降模型。第一种表示“状态转移”或多重平衡公式,可能发生在持续高和低孢囊丰度交替期或有利和不利生长条件下,第二种描述了孢囊丰度或营养细胞生长条件更逐渐转变的情景,第三种描述了一种“锯齿”模式,其中毒性的上升与主要孢囊补充事件相关,随后是逐渐但持续的下降,直到下一个脉冲。使用残差平方和与赤池信息准则对拟合模型进行了比较。模型拟合之间存在一些差异,但没有一个始终比其他模型拟合得更好。这种统计基础可以指导人们努力确定藻华指数所揭示模式背后的物理和/或生物机制。尽管孢囊调查数据(限于9年)并未涵盖贝类毒性记录的整个区间,但该分析使我们假设孢囊丰度的重大变化可能是导致该地区贝类毒性十年趋势的主要因素。本文采用的藻华指数方法很简单,但对于世界上许多遭受有毒藻华影响地区的资源管理者来说,是一种新颖且可能有用的工具。