{"title":"海洋热浪实验的一致性与生态相关性及应用:关键问题与解决方案","authors":"Deevesh A. Hemraj, Bayden D. Russell","doi":"10.1002/lol2.10418","DOIUrl":null,"url":null,"abstract":"<p>Extreme events attributed to climate change are increasingly being recognized for their potentially devastating effects on species and ecosystems (Harris et al. <span>2018</span>). The occurrence and intensities of marine heatwaves (MHWs) are increasing and so will their impact on marine ecosystems (Holbrook et al. <span>2020</span>). Determining their ecological impact on coastal and pelagic ecosystems remains a major component of climate change research (Harvey et al. <span>2022</span>; Hemraj et al. <span>2023</span>), and, therefore, the number of studies examining the impact of MHWs on species, biodiversity, and ecosystem processes is increasing yearly (Fig. 1a,b). Among these studies are purely experimental work that aims to determine the impact of different intensities or frequencies of MHWs on an organism's genetics, physiology, behavior, or community interactions. Such experimental work remains fundamental to increasing our understanding of specific effects of MHWs that either cannot be measured in situ or are integral in estimating possible future impacts of MHWs on organisms. Given the large inference often based on these studies, it is essential that they follow a consistent experimental protocol that is representative of MHWs dynamics within different geographical regions and thus provide ecologically relevant information within the regional context. Nonetheless, there are lingering inconsistencies among experimental designs that make it difficult to compare the ecological outcomes of experimental studies and, in the worst cases, some are not representative of MHWs at all. Among these inconsistencies are issues with (1) the duration of the experimental study, (2) the choice of baseline temperature (control) to which MHW impacts are compared, and (3) the choice of intensity treatments.</p><p>The generally accepted definition of a MHW is anomalous seawater temperature above the 90<sup>th</sup> percentile of long-term climatology that lasts a minimum of 5 days (Hobday et al. <span>2018</span>). Many experiments have been carried out for shorter durations, which by definition represent “heat spikes,” yet results were discussed in the MHW context. In addition, in several instances, experiments have used control temperatures that are, for example, a mean annual average. These neglect natural variability in temperature and the effect of temperature variation on thermal physiology across multiple time scales (from daily to seasonal). Finally, multiple studies have used MHW intensities (temperature anomaly above 90<sup>th</sup> percentile of climatology) based on expected global mean intensities. These do not convey regionally relevant information on the impact of MHWs but rather a general estimation of change in thermal physiology in relation to temperature increase. Here, we reviewed the experimental studies examining the impact of MHWs on organisms from the last 5 yr (2019–2023) to highlight the extent of inconsistency in MHW simulation parameters used and provide key solutions that will help avoid these inconsistencies in future. Implementing these principles will render inferences made from experimental work on MHWs more comparable and ecologically relevant, increasing their applicability toward population and ecosystem management.</p><p>We examined studies specifically designed to test the effect of MHWs on organisms to highlight the problems with experimental designs. The overall aim of this analysis is to promote consistent good practice within experimental research on MHWs so that studies identify ecologically relevant effects of MHWs on organisms and within different regions. This in turn promotes comparative studies regionally and globally, and conservation or management applications which are regionally relevant. To classify studies, we used the broad search term “(marine heatwave) OR (marine heat wave)” in the Web of Science from 01 July 2018, after Hobday et al. (<span>2018</span>) published the definition of MHWs, to 01 December 2023 and downloaded all 2508 studies that were published within that timeframe. The resulting list of studies purported to be either direct experimental tests of MHWs or discussed their results within the MHW context. We screened the papers to identify those that were purely experimental and specifically aimed at identifying the effect of MHW conditions on marine organisms (<i>n</i> = 169; Supplementary 1). We then examined the experimental designs of these purely experimental studies using the classification scheme for MHWs developed by Hobday et al. (<span>2016</span>, <span>2018</span>) and classified them as either “no issues,” “issues with experimental duration,” “issues with choice of baseline (control),” “issues with intensity,” “having at least two of these issues,” or “having all three of these issues.”</p><p>In these last 5 yr (2019–2023), there was an increase in studies on the impact of MHWs on organisms (Fig. 1a). Specifically, there were 11, 24, 33, 41, and 55 purely experimental studies in 2019, 2020, 2021, 2022, and 2023, respectively (Fig. 1b). These studies were composed of 73% examining single species response and 27% examining multiple species or community responses (Fig. 1c). Importantly, only ~ 55% of these studies had no problems with experimental design. About two-thirds of the studies that used relevant experimental MHW conditions directly used a 30-yr climatology to infer MHW conditions (as suggested by Hobday et al. <span>2018</span>) or based their MHW conditions on other papers that used a 30-yr climatology to model MHWs within similar a region of study. The remaining studies based their experimental MHW conditions on field measurements of previous MHWs. Critically, 16% of studies used experimental durations that were not consistent with the definition of MHWs (Fig. 1d), that is, less than 5 d. In addition, 24% of studies used an inappropriate baseline temperature (control) and 33% used MHW intensities that were not locally relevant (e.g., based on observations or projections for other regions) (Fig. 1d). Finally, 24% and 8% of studies contained at least two design issues or all three issues, respectively (Fig. 1d). We calculated the percentage of studies containing each of the flaws for each year. We found that there were no particular trends in the percentage of studies containing each of the flaws over the years, except for the number of studies using the wrong experimental duration (< 5 d), which increased from about 9% in 2019 and 2020 to about 23% in 2023.</p><p>The most fundamental problem with many recent experimental designs is the duration of experiments. By definition, a MHW is represented by a temperature anomaly that lasts 5 d or more above the 90<sup>th</sup> percentile of the long-term climatology (Hobday et al. <span>2016</span>). This current standard was specifically identified from sensitivity analyses performed using high-resolution (1/4°), global, daily SSTs from the AVHRR satellite data (Hobday et al. <span>2016</span>) to increase consistency in MHW identification. Anomalies that last less than 5 d are classified as heat spikes unless they are followed by 5 or more anomalous warm days within less than 2 d. Thus, durations of less than 5 d should not be used in experimental designs to investigate MHW impacts and should rather be presented and discussed within an acute heat spike or thermal stress context rather than MHWs. Indeed, the differentiation between durations is important to integrate longer effects of thermal stress on organisms. Most organisms possess a capacity for short-term physiological stress tolerance because of natural variation in their environments (Seebacher et al. <span>2015</span>; Kroeker et al. <span>2020</span>). MHWs, on the other hand, are novel conditions that can stress organisms beyond their short-term plasticity (Hemraj et al. <span>2020</span>) and unless this is tested for in experiments the resulting inferences may be misleading.</p><p>Second, the baseline temperature (control) used should be ecologically relevant to the local environment. Depending on the hypotheses being tested, using the mean maximum (across years) summer (or winter) temperature, or water temperature at which an organism is collected prior to the experiment, are appropriate as they are most representative of a natural thermal and physiological state at which the organisms are likely to experience a MHW. On the other hand, the use of a temperature such as mean yearly temperature is inappropriate as it does not consider changes in the thermal physiology of organisms across seasons (Bradshaw and Holzapfel <span>2010</span>) and regards organisms as having a constant physiological state. In addition, adding temperature intensities (e.g., +4°C) to a mean yearly temperature might not be representative of a locally relevant MHW and not test physiologically meaningful questions, especially in temperate regions where seasonal temperature variation is high.</p><p>Finally, the choice of intensity of temperature anomaly is extremely important. Inappropriate choice of experimental heatwave intensity, either excessively high or low, may convey no biological relevance. Regional drivers of MHW and their intensities vary immensely (Holbrook et al. <span>2019</span>). Therefore, unless local ecologically relevant MHW intensities are used in experiments, these are unlikely to uncover useful information on the response of organisms to MHW within the region being studied. Therefore, such experiments do not provide a relevant assessment of the potential impacts of MHWs, and thus also cannot be used to inform ecosystem management or conservation measures. Identification of an ecologically relevant MHW intensity can either be done by using the intensity of a recent MHW within the local region, estimating the current intensities of MHWs within the region from local daily sea surface temperature data (e.g., using tools such as HeatwaveR; Schlegel and Smit <span>2018</span>), or modeling future MHW intensities for the region based on CMIP6 models. In addition, reporting the category of the MHW being tested (moderate, strong, severe, extreme; Hobday et al. <span>2018</span>) can provide a more consistent assessment of impacts across studies because they provide a standardized level of intensity above the local conditions.</p><p>Considering the rate at which experimental studies on the impact of MHWs on organisms and ecosystems is increasing annually, it is imperative that experimental designs are consistent and, more importantly, biologically relevant. This is especially important to generate comparative studies with regional, global, and biological applications such as ecosystem management and conservation. While the studies with key problems in experimental design remain informative of the physiological response of organisms to thermal stress, they do not convey comparable information on current or future MHW impacts. Therefore, to enhance the broader relevance of such important experimental work, we suggest that experimental designs should focus on (1) using locally relevant experimental duration consistent with current or projected MHWs, (2) relevant baseline temperatures that represent natural settings where an organism is likely to be exposed to a MHW (either now or into the future), and (3) carefully selected intensity and category-based local heatwave dynamics. Following these guidelines and implementing these three fundamental principles in experimental designs will help with determining and understanding the heterogeneity in the ecological impact of MHWs locally and globally, which, in turn, will help with better management of ecosystems.</p>","PeriodicalId":18128,"journal":{"name":"Limnology and Oceanography Letters","volume":"10 1","pages":"1-4"},"PeriodicalIF":5.1000,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/lol2.10418","citationCount":"0","resultStr":"{\"title\":\"Consistency in marine heatwave experiments for ecological relevance and application: Key problems and solutions\",\"authors\":\"Deevesh A. Hemraj, Bayden D. 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Such experimental work remains fundamental to increasing our understanding of specific effects of MHWs that either cannot be measured in situ or are integral in estimating possible future impacts of MHWs on organisms. Given the large inference often based on these studies, it is essential that they follow a consistent experimental protocol that is representative of MHWs dynamics within different geographical regions and thus provide ecologically relevant information within the regional context. Nonetheless, there are lingering inconsistencies among experimental designs that make it difficult to compare the ecological outcomes of experimental studies and, in the worst cases, some are not representative of MHWs at all. Among these inconsistencies are issues with (1) the duration of the experimental study, (2) the choice of baseline temperature (control) to which MHW impacts are compared, and (3) the choice of intensity treatments.</p><p>The generally accepted definition of a MHW is anomalous seawater temperature above the 90<sup>th</sup> percentile of long-term climatology that lasts a minimum of 5 days (Hobday et al. <span>2018</span>). Many experiments have been carried out for shorter durations, which by definition represent “heat spikes,” yet results were discussed in the MHW context. In addition, in several instances, experiments have used control temperatures that are, for example, a mean annual average. These neglect natural variability in temperature and the effect of temperature variation on thermal physiology across multiple time scales (from daily to seasonal). Finally, multiple studies have used MHW intensities (temperature anomaly above 90<sup>th</sup> percentile of climatology) based on expected global mean intensities. These do not convey regionally relevant information on the impact of MHWs but rather a general estimation of change in thermal physiology in relation to temperature increase. Here, we reviewed the experimental studies examining the impact of MHWs on organisms from the last 5 yr (2019–2023) to highlight the extent of inconsistency in MHW simulation parameters used and provide key solutions that will help avoid these inconsistencies in future. Implementing these principles will render inferences made from experimental work on MHWs more comparable and ecologically relevant, increasing their applicability toward population and ecosystem management.</p><p>We examined studies specifically designed to test the effect of MHWs on organisms to highlight the problems with experimental designs. The overall aim of this analysis is to promote consistent good practice within experimental research on MHWs so that studies identify ecologically relevant effects of MHWs on organisms and within different regions. This in turn promotes comparative studies regionally and globally, and conservation or management applications which are regionally relevant. To classify studies, we used the broad search term “(marine heatwave) OR (marine heat wave)” in the Web of Science from 01 July 2018, after Hobday et al. (<span>2018</span>) published the definition of MHWs, to 01 December 2023 and downloaded all 2508 studies that were published within that timeframe. The resulting list of studies purported to be either direct experimental tests of MHWs or discussed their results within the MHW context. We screened the papers to identify those that were purely experimental and specifically aimed at identifying the effect of MHW conditions on marine organisms (<i>n</i> = 169; Supplementary 1). We then examined the experimental designs of these purely experimental studies using the classification scheme for MHWs developed by Hobday et al. (<span>2016</span>, <span>2018</span>) and classified them as either “no issues,” “issues with experimental duration,” “issues with choice of baseline (control),” “issues with intensity,” “having at least two of these issues,” or “having all three of these issues.”</p><p>In these last 5 yr (2019–2023), there was an increase in studies on the impact of MHWs on organisms (Fig. 1a). Specifically, there were 11, 24, 33, 41, and 55 purely experimental studies in 2019, 2020, 2021, 2022, and 2023, respectively (Fig. 1b). These studies were composed of 73% examining single species response and 27% examining multiple species or community responses (Fig. 1c). Importantly, only ~ 55% of these studies had no problems with experimental design. About two-thirds of the studies that used relevant experimental MHW conditions directly used a 30-yr climatology to infer MHW conditions (as suggested by Hobday et al. <span>2018</span>) or based their MHW conditions on other papers that used a 30-yr climatology to model MHWs within similar a region of study. The remaining studies based their experimental MHW conditions on field measurements of previous MHWs. Critically, 16% of studies used experimental durations that were not consistent with the definition of MHWs (Fig. 1d), that is, less than 5 d. In addition, 24% of studies used an inappropriate baseline temperature (control) and 33% used MHW intensities that were not locally relevant (e.g., based on observations or projections for other regions) (Fig. 1d). Finally, 24% and 8% of studies contained at least two design issues or all three issues, respectively (Fig. 1d). We calculated the percentage of studies containing each of the flaws for each year. We found that there were no particular trends in the percentage of studies containing each of the flaws over the years, except for the number of studies using the wrong experimental duration (< 5 d), which increased from about 9% in 2019 and 2020 to about 23% in 2023.</p><p>The most fundamental problem with many recent experimental designs is the duration of experiments. By definition, a MHW is represented by a temperature anomaly that lasts 5 d or more above the 90<sup>th</sup> percentile of the long-term climatology (Hobday et al. <span>2016</span>). This current standard was specifically identified from sensitivity analyses performed using high-resolution (1/4°), global, daily SSTs from the AVHRR satellite data (Hobday et al. <span>2016</span>) to increase consistency in MHW identification. Anomalies that last less than 5 d are classified as heat spikes unless they are followed by 5 or more anomalous warm days within less than 2 d. Thus, durations of less than 5 d should not be used in experimental designs to investigate MHW impacts and should rather be presented and discussed within an acute heat spike or thermal stress context rather than MHWs. Indeed, the differentiation between durations is important to integrate longer effects of thermal stress on organisms. Most organisms possess a capacity for short-term physiological stress tolerance because of natural variation in their environments (Seebacher et al. <span>2015</span>; Kroeker et al. <span>2020</span>). MHWs, on the other hand, are novel conditions that can stress organisms beyond their short-term plasticity (Hemraj et al. <span>2020</span>) and unless this is tested for in experiments the resulting inferences may be misleading.</p><p>Second, the baseline temperature (control) used should be ecologically relevant to the local environment. Depending on the hypotheses being tested, using the mean maximum (across years) summer (or winter) temperature, or water temperature at which an organism is collected prior to the experiment, are appropriate as they are most representative of a natural thermal and physiological state at which the organisms are likely to experience a MHW. On the other hand, the use of a temperature such as mean yearly temperature is inappropriate as it does not consider changes in the thermal physiology of organisms across seasons (Bradshaw and Holzapfel <span>2010</span>) and regards organisms as having a constant physiological state. In addition, adding temperature intensities (e.g., +4°C) to a mean yearly temperature might not be representative of a locally relevant MHW and not test physiologically meaningful questions, especially in temperate regions where seasonal temperature variation is high.</p><p>Finally, the choice of intensity of temperature anomaly is extremely important. Inappropriate choice of experimental heatwave intensity, either excessively high or low, may convey no biological relevance. Regional drivers of MHW and their intensities vary immensely (Holbrook et al. <span>2019</span>). Therefore, unless local ecologically relevant MHW intensities are used in experiments, these are unlikely to uncover useful information on the response of organisms to MHW within the region being studied. Therefore, such experiments do not provide a relevant assessment of the potential impacts of MHWs, and thus also cannot be used to inform ecosystem management or conservation measures. Identification of an ecologically relevant MHW intensity can either be done by using the intensity of a recent MHW within the local region, estimating the current intensities of MHWs within the region from local daily sea surface temperature data (e.g., using tools such as HeatwaveR; Schlegel and Smit <span>2018</span>), or modeling future MHW intensities for the region based on CMIP6 models. In addition, reporting the category of the MHW being tested (moderate, strong, severe, extreme; Hobday et al. <span>2018</span>) can provide a more consistent assessment of impacts across studies because they provide a standardized level of intensity above the local conditions.</p><p>Considering the rate at which experimental studies on the impact of MHWs on organisms and ecosystems is increasing annually, it is imperative that experimental designs are consistent and, more importantly, biologically relevant. This is especially important to generate comparative studies with regional, global, and biological applications such as ecosystem management and conservation. While the studies with key problems in experimental design remain informative of the physiological response of organisms to thermal stress, they do not convey comparable information on current or future MHW impacts. Therefore, to enhance the broader relevance of such important experimental work, we suggest that experimental designs should focus on (1) using locally relevant experimental duration consistent with current or projected MHWs, (2) relevant baseline temperatures that represent natural settings where an organism is likely to be exposed to a MHW (either now or into the future), and (3) carefully selected intensity and category-based local heatwave dynamics. 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引用次数: 0
摘要
这些研究中,73%研究单一物种的反应,27%研究多物种或群落的反应(图1c)。重要的是,这些研究中只有55%的实验设计没有问题。在使用相关实验MHW条件的研究中,约有三分之二直接使用30年气候学来推断MHW条件(如Hobday等人2018年所建议的),或者根据其他使用30年气候学在类似研究区域内模拟MHW的论文来推断MHW条件。其余的研究都是基于以往的现场测量结果得出的实验条件。重要的是,16%的研究使用的实验时间与mhw的定义不一致(图1d),即少于5天。此外,24%的研究使用了不适当的基线温度(对照),33%的研究使用了与当地不相关的MHW强度(例如,基于对其他地区的观测或预测)(图1d)。最后,24%和8%的研究分别包含至少两个设计问题或全部三个设计问题(图1d)。我们计算了每年包含每种缺陷的研究的百分比。我们发现,除了使用错误实验时间(< 5 d)的研究数量从2019年和2020年的约9%增加到2023年的约23%外,多年来包含每种缺陷的研究百分比没有特别的趋势。最近许多实验设计最根本的问题是实验的持续时间。根据定义,MHW是指持续5天或更长时间的温度异常,高于长期气候学的第90个百分位数(Hobday et al. 2016)。目前的标准是通过使用AVHRR卫星数据(Hobday et al. 2016)的高分辨率(1/4°)全球每日海温的敏感性分析(Hobday et al. 2016)来确定的,以提高MHW识别的一致性。持续时间少于5天的异常被归类为热峰值,除非在不到2天的时间内出现5天或更多的异常温暖天气。因此,少于5天的持续时间不应用于实验设计来研究热峰值的影响,而应在急性热峰值或热应力背景下提出和讨论,而不是在热峰值背景下讨论。事实上,持续时间之间的差异对于整合热应力对生物体的长期影响是很重要的。由于环境的自然变化,大多数生物具有短期生理应激耐受能力(Seebacher et al. 2015;Kroeker et al. 2020)。另一方面,mhw是一种新的条件,可以使生物体承受超出其短期可塑性的压力(Hemraj et al. 2020),除非在实验中对此进行测试,否则由此产生的推论可能具有误导性。其次,使用的基准温度(控制)应与当地环境的生态相关。根据所测试的假设,使用夏季(或冬季)的平均最高(多年)温度或实验前收集生物体时的水温是合适的,因为它们最能代表生物体可能经历MHW的自然热和生理状态。另一方面,使用年平均温度等温度是不合适的,因为它没有考虑生物在不同季节的热生理变化(Bradshaw and Holzapfel 2010),并认为生物具有恒定的生理状态。此外,在年平均温度上增加温度强度(例如+4°C)可能不能代表当地相关的MHW,也不能测试有生理意义的问题,特别是在季节性温度变化很大的温带地区。最后,温度异常强度的选择非常重要。实验热浪强度的选择不当,无论是过高还是过低,都可能没有生物学意义。MHW的区域驱动因素及其强度差异很大(Holbrook et al. 2019)。因此,除非在实验中使用与当地生态相关的MHW强度,否则这些不太可能揭示被研究区域内生物对MHW反应的有用信息。因此,这样的实验不能提供对大卫生设施潜在影响的相关评估,因此也不能用于为生态系统管理或保护措施提供信息。确定与生态相关的MHW强度可以通过使用当地区域内最近的MHW强度来完成,根据当地每日海面温度数据估计该区域内MHW的当前强度(例如,使用HeatwaveR等工具;Schlegel and Smit 2018),或者基于CMIP6模型对该地区未来MHW强度进行建模。此外,报告正在测试的MHW的类别(中度、强烈、严重、极端;霍布迪等人。 (2018)可以提供更一致的研究影响评估,因为它们提供了高于当地条件的标准化强度水平。考虑到关于mhw对生物和生态系统影响的实验研究每年都在增加的速度,实验设计必须是一致的,更重要的是,具有生物学相关性。这对于开展与生态系统管理和保护等区域、全球和生物应用的比较研究尤其重要。虽然在实验设计中存在关键问题的研究仍然可以提供生物体对热应激的生理反应的信息,但它们不能提供当前或未来MHW影响的可比信息。因此,为了增强这些重要实验工作的更广泛的相关性,我们建议实验设计应侧重于(1)使用与当前或预测的MHW一致的当地相关实验持续时间,(2)代表生物可能暴露于MHW(现在或将来)的自然环境的相关基线温度,以及(3)精心选择强度和基于类别的当地热浪动力学。遵循这些指导方针并在实验设计中实施这三个基本原则,将有助于确定和理解mhw在当地和全球的生态影响的异质性,从而有助于更好地管理生态系统。
Consistency in marine heatwave experiments for ecological relevance and application: Key problems and solutions
Extreme events attributed to climate change are increasingly being recognized for their potentially devastating effects on species and ecosystems (Harris et al. 2018). The occurrence and intensities of marine heatwaves (MHWs) are increasing and so will their impact on marine ecosystems (Holbrook et al. 2020). Determining their ecological impact on coastal and pelagic ecosystems remains a major component of climate change research (Harvey et al. 2022; Hemraj et al. 2023), and, therefore, the number of studies examining the impact of MHWs on species, biodiversity, and ecosystem processes is increasing yearly (Fig. 1a,b). Among these studies are purely experimental work that aims to determine the impact of different intensities or frequencies of MHWs on an organism's genetics, physiology, behavior, or community interactions. Such experimental work remains fundamental to increasing our understanding of specific effects of MHWs that either cannot be measured in situ or are integral in estimating possible future impacts of MHWs on organisms. Given the large inference often based on these studies, it is essential that they follow a consistent experimental protocol that is representative of MHWs dynamics within different geographical regions and thus provide ecologically relevant information within the regional context. Nonetheless, there are lingering inconsistencies among experimental designs that make it difficult to compare the ecological outcomes of experimental studies and, in the worst cases, some are not representative of MHWs at all. Among these inconsistencies are issues with (1) the duration of the experimental study, (2) the choice of baseline temperature (control) to which MHW impacts are compared, and (3) the choice of intensity treatments.
The generally accepted definition of a MHW is anomalous seawater temperature above the 90th percentile of long-term climatology that lasts a minimum of 5 days (Hobday et al. 2018). Many experiments have been carried out for shorter durations, which by definition represent “heat spikes,” yet results were discussed in the MHW context. In addition, in several instances, experiments have used control temperatures that are, for example, a mean annual average. These neglect natural variability in temperature and the effect of temperature variation on thermal physiology across multiple time scales (from daily to seasonal). Finally, multiple studies have used MHW intensities (temperature anomaly above 90th percentile of climatology) based on expected global mean intensities. These do not convey regionally relevant information on the impact of MHWs but rather a general estimation of change in thermal physiology in relation to temperature increase. Here, we reviewed the experimental studies examining the impact of MHWs on organisms from the last 5 yr (2019–2023) to highlight the extent of inconsistency in MHW simulation parameters used and provide key solutions that will help avoid these inconsistencies in future. Implementing these principles will render inferences made from experimental work on MHWs more comparable and ecologically relevant, increasing their applicability toward population and ecosystem management.
We examined studies specifically designed to test the effect of MHWs on organisms to highlight the problems with experimental designs. The overall aim of this analysis is to promote consistent good practice within experimental research on MHWs so that studies identify ecologically relevant effects of MHWs on organisms and within different regions. This in turn promotes comparative studies regionally and globally, and conservation or management applications which are regionally relevant. To classify studies, we used the broad search term “(marine heatwave) OR (marine heat wave)” in the Web of Science from 01 July 2018, after Hobday et al. (2018) published the definition of MHWs, to 01 December 2023 and downloaded all 2508 studies that were published within that timeframe. The resulting list of studies purported to be either direct experimental tests of MHWs or discussed their results within the MHW context. We screened the papers to identify those that were purely experimental and specifically aimed at identifying the effect of MHW conditions on marine organisms (n = 169; Supplementary 1). We then examined the experimental designs of these purely experimental studies using the classification scheme for MHWs developed by Hobday et al. (2016, 2018) and classified them as either “no issues,” “issues with experimental duration,” “issues with choice of baseline (control),” “issues with intensity,” “having at least two of these issues,” or “having all three of these issues.”
In these last 5 yr (2019–2023), there was an increase in studies on the impact of MHWs on organisms (Fig. 1a). Specifically, there were 11, 24, 33, 41, and 55 purely experimental studies in 2019, 2020, 2021, 2022, and 2023, respectively (Fig. 1b). These studies were composed of 73% examining single species response and 27% examining multiple species or community responses (Fig. 1c). Importantly, only ~ 55% of these studies had no problems with experimental design. About two-thirds of the studies that used relevant experimental MHW conditions directly used a 30-yr climatology to infer MHW conditions (as suggested by Hobday et al. 2018) or based their MHW conditions on other papers that used a 30-yr climatology to model MHWs within similar a region of study. The remaining studies based their experimental MHW conditions on field measurements of previous MHWs. Critically, 16% of studies used experimental durations that were not consistent with the definition of MHWs (Fig. 1d), that is, less than 5 d. In addition, 24% of studies used an inappropriate baseline temperature (control) and 33% used MHW intensities that were not locally relevant (e.g., based on observations or projections for other regions) (Fig. 1d). Finally, 24% and 8% of studies contained at least two design issues or all three issues, respectively (Fig. 1d). We calculated the percentage of studies containing each of the flaws for each year. We found that there were no particular trends in the percentage of studies containing each of the flaws over the years, except for the number of studies using the wrong experimental duration (< 5 d), which increased from about 9% in 2019 and 2020 to about 23% in 2023.
The most fundamental problem with many recent experimental designs is the duration of experiments. By definition, a MHW is represented by a temperature anomaly that lasts 5 d or more above the 90th percentile of the long-term climatology (Hobday et al. 2016). This current standard was specifically identified from sensitivity analyses performed using high-resolution (1/4°), global, daily SSTs from the AVHRR satellite data (Hobday et al. 2016) to increase consistency in MHW identification. Anomalies that last less than 5 d are classified as heat spikes unless they are followed by 5 or more anomalous warm days within less than 2 d. Thus, durations of less than 5 d should not be used in experimental designs to investigate MHW impacts and should rather be presented and discussed within an acute heat spike or thermal stress context rather than MHWs. Indeed, the differentiation between durations is important to integrate longer effects of thermal stress on organisms. Most organisms possess a capacity for short-term physiological stress tolerance because of natural variation in their environments (Seebacher et al. 2015; Kroeker et al. 2020). MHWs, on the other hand, are novel conditions that can stress organisms beyond their short-term plasticity (Hemraj et al. 2020) and unless this is tested for in experiments the resulting inferences may be misleading.
Second, the baseline temperature (control) used should be ecologically relevant to the local environment. Depending on the hypotheses being tested, using the mean maximum (across years) summer (or winter) temperature, or water temperature at which an organism is collected prior to the experiment, are appropriate as they are most representative of a natural thermal and physiological state at which the organisms are likely to experience a MHW. On the other hand, the use of a temperature such as mean yearly temperature is inappropriate as it does not consider changes in the thermal physiology of organisms across seasons (Bradshaw and Holzapfel 2010) and regards organisms as having a constant physiological state. In addition, adding temperature intensities (e.g., +4°C) to a mean yearly temperature might not be representative of a locally relevant MHW and not test physiologically meaningful questions, especially in temperate regions where seasonal temperature variation is high.
Finally, the choice of intensity of temperature anomaly is extremely important. Inappropriate choice of experimental heatwave intensity, either excessively high or low, may convey no biological relevance. Regional drivers of MHW and their intensities vary immensely (Holbrook et al. 2019). Therefore, unless local ecologically relevant MHW intensities are used in experiments, these are unlikely to uncover useful information on the response of organisms to MHW within the region being studied. Therefore, such experiments do not provide a relevant assessment of the potential impacts of MHWs, and thus also cannot be used to inform ecosystem management or conservation measures. Identification of an ecologically relevant MHW intensity can either be done by using the intensity of a recent MHW within the local region, estimating the current intensities of MHWs within the region from local daily sea surface temperature data (e.g., using tools such as HeatwaveR; Schlegel and Smit 2018), or modeling future MHW intensities for the region based on CMIP6 models. In addition, reporting the category of the MHW being tested (moderate, strong, severe, extreme; Hobday et al. 2018) can provide a more consistent assessment of impacts across studies because they provide a standardized level of intensity above the local conditions.
Considering the rate at which experimental studies on the impact of MHWs on organisms and ecosystems is increasing annually, it is imperative that experimental designs are consistent and, more importantly, biologically relevant. This is especially important to generate comparative studies with regional, global, and biological applications such as ecosystem management and conservation. While the studies with key problems in experimental design remain informative of the physiological response of organisms to thermal stress, they do not convey comparable information on current or future MHW impacts. Therefore, to enhance the broader relevance of such important experimental work, we suggest that experimental designs should focus on (1) using locally relevant experimental duration consistent with current or projected MHWs, (2) relevant baseline temperatures that represent natural settings where an organism is likely to be exposed to a MHW (either now or into the future), and (3) carefully selected intensity and category-based local heatwave dynamics. Following these guidelines and implementing these three fundamental principles in experimental designs will help with determining and understanding the heterogeneity in the ecological impact of MHWs locally and globally, which, in turn, will help with better management of ecosystems.
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