Qing Zhu, Zhongping Lee, Wupeng Xiao, Bangqin Huang, Gong Lin
Phytoplankton functional types (PFTs) found in natural aquatic environments play different roles in the biogeochemical cycles of different elements. However, commonly used methods for identifying PFTs have inherent limitations. In this study, based on a large dataset (1747 samples) collected from 2004 to 2019 in the South China Sea and adjacent Taiwan Strait, which had concurrent measurements of the spectral absorption coefficient of phytoplankton and chlorophyll a concentration of nine PFTs (PFTsChla), along with depth and time information, a reliable support vector regression (SVR) model was developed to retrieve these nine PFTsChla in the water column. These PFTs included diatoms, dinoflagellates, haptophytes_8, haptophytes_6, chlorophytes, cryptophytes, Prochlorococcus, Synechococcus, and prasinophytes. The independent validation results indicated that the SVR model outperformed the traditional PFTsChla retrieval algorithms, with an average mean bias of −14.2%, an average mean absolute unbiased relative difference of 60.3%, and an average coefficient of determination of 0.56. The predicted PFTsChla values and their error distributions in the water column were subsequently analyzed. Finally, the SVR model was found to be applicable to most PFTsChla retrieval in the East China Sea.
{"title":"Retrieving vertical phytoplankton functional types in the South China Sea and adjacent Taiwan Strait based on phytoplankton absorption spectra and machine learning","authors":"Qing Zhu, Zhongping Lee, Wupeng Xiao, Bangqin Huang, Gong Lin","doi":"10.1002/lom3.10679","DOIUrl":"10.1002/lom3.10679","url":null,"abstract":"<p>Phytoplankton functional types (PFTs) found in natural aquatic environments play different roles in the biogeochemical cycles of different elements. However, commonly used methods for identifying PFTs have inherent limitations. In this study, based on a large dataset (1747 samples) collected from 2004 to 2019 in the South China Sea and adjacent Taiwan Strait, which had concurrent measurements of the spectral absorption coefficient of phytoplankton and chlorophyll <i>a</i> concentration of nine PFTs (PFTs<sub>Chla</sub>), along with depth and time information, a reliable support vector regression (SVR) model was developed to retrieve these nine PFTs<sub>Chla</sub> in the water column. These PFTs included diatoms, dinoflagellates, haptophytes_8, haptophytes_6, chlorophytes, cryptophytes, <i>Prochlorococcus</i>, <i>Synechococcus</i>, and prasinophytes. The independent validation results indicated that the SVR model outperformed the traditional PFTs<sub>Chla</sub> retrieval algorithms, with an average mean bias of −14.2%, an average mean absolute unbiased relative difference of 60.3%, and an average coefficient of determination of 0.56. The predicted PFTs<sub>Chla</sub> values and their error distributions in the water column were subsequently analyzed. Finally, the SVR model was found to be applicable to most PFTs<sub>Chla</sub> retrieval in the East China Sea.</p>","PeriodicalId":18145,"journal":{"name":"Limnology and Oceanography: Methods","volume":"23 4","pages":"223-245"},"PeriodicalIF":1.9,"publicationDate":"2025-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143749659","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Valérie Cueff-Gauchard, Johanne Aubé, Jean-Romain Lagadec, Laurent Bignon, Jean-Pierre Lafontaine, Iván Hernández-Ávila, Nathalie Marsaud, Bruce Shillito, Louis Amand, Erwan G. Roussel, Marie-Anne Cambon
Accessing the metabolic functioning of deep-sea animals in situ remains a technological challenge as the recovery time of samples is incompatible with the short lifespan of such molecules as mRNAs. Tools able to preserve RNA in situ exist, but they are incompatible with the study of mobile fauna. Here, we describe a new sampling tool, named FISH (fixer in situ of homogenized substrates), implemented on a submersible and equipped with a number of new specific features to collect and preserve in situ tissue of mobile fauna. Connected to the suction pump of a submersible, the FISH sampler incorporates a sampling bowl to which two bottles of a preservative reagent are attached, a suction hose, and a support containing a motor connected to the sampling bowl by a magnetic coupling system. We used the deep-sea hydrothermal shrimp Rimicaris exoculata from the Mid-Atlantic Ridge as a model to test the suitability of our new tool. The FISH sampler was compared to two other sampling methods, which use a metatranscriptomic approach targeting microbial communities associated with cephalothorax symbionts. RNA quality, gene assignment, and taxonomic and gene function diversity showed differences between in situ and on-board preservation of tissues. Of the alternative sampling methods tested, the suction sampler was clearly not suitable for RNA-based studies, while pressurized recovery showed results closer to the sample quality obtained with FISH sampling. The FISH sampler has therefore demonstrated to be a cost-effective and reliable tool to efficiently preserve RNA recovered from deep-sea environments.
{"title":"FISH, a new tool for in situ preservation of RNA in tissues of deep-sea mobile fauna","authors":"Valérie Cueff-Gauchard, Johanne Aubé, Jean-Romain Lagadec, Laurent Bignon, Jean-Pierre Lafontaine, Iván Hernández-Ávila, Nathalie Marsaud, Bruce Shillito, Louis Amand, Erwan G. Roussel, Marie-Anne Cambon","doi":"10.1002/lom3.10677","DOIUrl":"10.1002/lom3.10677","url":null,"abstract":"<p>Accessing the metabolic functioning of deep-sea animals in situ remains a technological challenge as the recovery time of samples is incompatible with the short lifespan of such molecules as mRNAs. Tools able to preserve RNA in situ exist, but they are incompatible with the study of mobile fauna. Here, we describe a new sampling tool, named FISH (fixer in situ of homogenized substrates), implemented on a submersible and equipped with a number of new specific features to collect and preserve in situ tissue of mobile fauna. Connected to the suction pump of a submersible, the FISH sampler incorporates a sampling bowl to which two bottles of a preservative reagent are attached, a suction hose, and a support containing a motor connected to the sampling bowl by a magnetic coupling system. We used the deep-sea hydrothermal shrimp <i>Rimicaris exoculata</i> from the Mid-Atlantic Ridge as a model to test the suitability of our new tool. The FISH sampler was compared to two other sampling methods, which use a metatranscriptomic approach targeting microbial communities associated with cephalothorax symbionts. RNA quality, gene assignment, and taxonomic and gene function diversity showed differences between in situ and on-board preservation of tissues. Of the alternative sampling methods tested, the suction sampler was clearly not suitable for RNA-based studies, while pressurized recovery showed results closer to the sample quality obtained with FISH sampling. The FISH sampler has therefore demonstrated to be a cost-effective and reliable tool to efficiently preserve RNA recovered from deep-sea environments.</p>","PeriodicalId":18145,"journal":{"name":"Limnology and Oceanography: Methods","volume":"23 4","pages":"273-292"},"PeriodicalIF":1.9,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/lom3.10677","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143749822","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yichong Wang, Wupeng Xiao, Chengwen Xue, Yaqin Zhang, Chao Xu, Weinan Li, Mingwang Xiang, Chun Yang, Jixin Chen, Bangqin Huang
Pulse amplitude modulation (PAM) fluorometry provides high-resolution and high-frequency primary production (PP) estimates, crucial for understanding and managing dynamic ecosystems such as estuaries. However, traditional PAM-derived PP estimations often overlook the variability of the photosynthetic quotient and the dynamics of chlorophyll a, leading to uncertainties. This study introduced an innovative method for estimating the PP of natural phytoplankton communities using the rapid light curve of PAM measurements. Validation using 14C incorporation and oxygen techniques in two subtropical estuaries demonstrated a strong linear relationship between PAM-derived PP and measured oxygen evolution rates (R2 = 0.76, p < 0.001) and carbon fixation rates (R2 = 0.94, p < 0.001). While the dynamics of chlorophyll a had minimal impact on hourly PAM-derived PP estimations, they caused significant deviations on daily time scales, influenced by sampling times. Predicting photosynthetic quotient values based on salinity (R2 = 0.34, p < 0.05) allowed for expanded temporal and spatial PP estimations. Seasonal PP patterns in the Jiulong River Estuary, Xiamen Bay, Zhangjiang Estuary, and Dongshan Bay revealed the highest PP in summer, followed by spring, with similar levels in autumn and winter. Using these surface measurements, annual phytoplankton carbon fixation fluxes were estimated through the entire water column across the four regions. This method provides a more comprehensive understanding of PP dynamics, highlighting its potential for frequent application in small-scale valuable ecosystems like estuaries and bays to better assess their ecological functions and biogeochemical cycles.
脉冲幅度调制(PAM)荧光测定法提供高分辨率和高频率的初级产量(PP)估计,这对于了解和管理河口等动态生态系统至关重要。然而,传统的pam衍生PP估计往往忽略了光合商的变异性和叶绿素a的动态,导致不确定性。本研究提出了一种利用PAM测量的快速光曲线估算天然浮游植物群落PP的创新方法。在两个亚热带河口进行的14C掺入和氧气技术验证表明,pam衍生的PP与测量的氧释放率(R2 = 0.76, p < 0.001)和碳固定率(R2 = 0.94, p < 0.001)之间存在很强的线性关系。虽然叶绿素a的动态变化对逐小时pam导出的PP估算值的影响很小,但受采样时间的影响,它们在日时间尺度上造成了显著偏差。基于盐度预测光合商值(R2 = 0.34, p < 0.05)允许扩展时空PP估计。九龙江口、厦门湾、张江口和东山湾的PP季节性格局显示,夏季PP最高,春季次之,秋冬季PP水平相近。利用这些表面测量,估算了四个区域整个水柱的浮游植物年碳固定通量。该方法提供了对PP动态的更全面的理解,突出了其在河口和海湾等小规模有价值生态系统中频繁应用的潜力,以更好地评估其生态功能和生物地球化学循环。
{"title":"Estimating phytoplankton primary production by coupling pulse amplitude modulation and incubation methods","authors":"Yichong Wang, Wupeng Xiao, Chengwen Xue, Yaqin Zhang, Chao Xu, Weinan Li, Mingwang Xiang, Chun Yang, Jixin Chen, Bangqin Huang","doi":"10.1002/lom3.10678","DOIUrl":"10.1002/lom3.10678","url":null,"abstract":"<p>Pulse amplitude modulation (PAM) fluorometry provides high-resolution and high-frequency primary production (PP) estimates, crucial for understanding and managing dynamic ecosystems such as estuaries. However, traditional PAM-derived PP estimations often overlook the variability of the photosynthetic quotient and the dynamics of chlorophyll <i>a</i>, leading to uncertainties. This study introduced an innovative method for estimating the PP of natural phytoplankton communities using the rapid light curve of PAM measurements. Validation using <sup>14</sup>C incorporation and oxygen techniques in two subtropical estuaries demonstrated a strong linear relationship between PAM-derived PP and measured oxygen evolution rates (<i>R</i><sup>2</sup> = 0.76, <i>p</i> < 0.001) and carbon fixation rates (<i>R</i><sup>2</sup> = 0.94, <i>p</i> < 0.001). While the dynamics of chlorophyll <i>a</i> had minimal impact on hourly PAM-derived PP estimations, they caused significant deviations on daily time scales, influenced by sampling times. Predicting photosynthetic quotient values based on salinity (<i>R</i><sup>2</sup> = 0.34, <i>p</i> < 0.05) allowed for expanded temporal and spatial PP estimations. Seasonal PP patterns in the Jiulong River Estuary, Xiamen Bay, Zhangjiang Estuary, and Dongshan Bay revealed the highest PP in summer, followed by spring, with similar levels in autumn and winter. Using these surface measurements, annual phytoplankton carbon fixation fluxes were estimated through the entire water column across the four regions. This method provides a more comprehensive understanding of PP dynamics, highlighting its potential for frequent application in small-scale valuable ecosystems like estuaries and bays to better assess their ecological functions and biogeochemical cycles.</p>","PeriodicalId":18145,"journal":{"name":"Limnology and Oceanography: Methods","volume":"23 4","pages":"293-308"},"PeriodicalIF":1.9,"publicationDate":"2025-02-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143749905","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Guosong Zhang, Hefeng Dong, Alessandro Cresci, Howard I. Browman, Geir Pedersen
The performance of a single commercial accelerometer-based underwater acoustic vector sensor (AVS) in resolving acoustic azimuth was evaluated. The method involves calculating the active intensity of an acoustic signal to determine the dominant directionality of an acoustic pressure field as a function of time and frequency. While this method efficiently displays azimuth bearings for specific frequencies, there are very few assessments of its performance in resolving all possible bearings using a single AVS. Field experiments were conducted with an AVS placed on the sea bottom and an active source suspended from a research vessel. A 600 Hz signal was transmitted from 16 positions covering a 360° azimuth to the AVS. During the transmissions, the vessel maintained its position and heading by using a dynamic positioning system. The acoustic azimuths were compared with the transmission bearings obtained via Global Positioning System. This study demonstrates that a commercial AVS system can effectively resolve acoustic bearings across a full 360° azimuth at high signal-to-noise ratios using the active intensity method. Our results support the use of AVS systems in research on sound directionality, including bioacoustics studies on how marine organisms respond to natural underwater sound and anthropogenic noise.
{"title":"Resolving acoustic azimuth using an accelerometer-based underwater acoustic vector sensor","authors":"Guosong Zhang, Hefeng Dong, Alessandro Cresci, Howard I. Browman, Geir Pedersen","doi":"10.1002/lom3.10680","DOIUrl":"10.1002/lom3.10680","url":null,"abstract":"<p>The performance of a single commercial accelerometer-based underwater acoustic vector sensor (AVS) in resolving acoustic azimuth was evaluated. The method involves calculating the active intensity of an acoustic signal to determine the dominant directionality of an acoustic pressure field as a function of time and frequency. While this method efficiently displays azimuth bearings for specific frequencies, there are very few assessments of its performance in resolving all possible bearings using a single AVS. Field experiments were conducted with an AVS placed on the sea bottom and an active source suspended from a research vessel. A 600 Hz signal was transmitted from 16 positions covering a 360° azimuth to the AVS. During the transmissions, the vessel maintained its position and heading by using a dynamic positioning system. The acoustic azimuths were compared with the transmission bearings obtained via Global Positioning System. This study demonstrates that a commercial AVS system can effectively resolve acoustic bearings across a full 360° azimuth at high signal-to-noise ratios using the active intensity method. Our results support the use of AVS systems in research on sound directionality, including bioacoustics studies on how marine organisms respond to natural underwater sound and anthropogenic noise.</p>","PeriodicalId":18145,"journal":{"name":"Limnology and Oceanography: Methods","volume":"23 6","pages":"425-437"},"PeriodicalIF":1.9,"publicationDate":"2025-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144245110","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Guangjin Zheng, Mengyao Shen, Nan Wang, Yangli Che, Haoshuai Li, Caiqing Yan, Rui Bao
In traditional grain-size separation of marine sediment using the sieve technique, the majority of organic matter (OM) in the ultrafine sediment is yet hardly further separated. In this study, we suggest an inertial sieving method that utilizes an ultrafine particle separator (UPS), which consists of a suspended particle generator (SPG) combined with a particle size separating device (PSSD), to separate ultrafine particles from marine sediments. Specifically, our method can fractionate ultrafine particles (< 10 μm) into eight different grain size categories: 0.43–0.65, 0.65–1.10, 1.10–2.10, 2.10–3.30, 3.30–4.70, 4.70–5.80, 5.80–9.00, and 9.00–10.00 μm. We evaluate the effectiveness of this method in fractionating ultrafine marine sediment from the China Marginal Sea. Our study find that the inertial sieving method achieved a high mass recovery rate of 77.7–88.7% and a sieving accuracy of 75–94% for sediment samples. Additionally, we measure total organic carbon (OC) and stable carbon isotopes of OM associated with these eight ultrafine sediments. Overall, we suggest that the inertial sieving method has a high potential to effectively fractionate the marine sediments with particle sizes below 10 μm for further organic geochemical analysis on these grain size fractionated sediments.
{"title":"Fractionation of ultrafine particles from marine sediment for organic geochemical measurement","authors":"Guangjin Zheng, Mengyao Shen, Nan Wang, Yangli Che, Haoshuai Li, Caiqing Yan, Rui Bao","doi":"10.1002/lom3.10676","DOIUrl":"10.1002/lom3.10676","url":null,"abstract":"<p>In traditional grain-size separation of marine sediment using the sieve technique, the majority of organic matter (OM) in the ultrafine sediment is yet hardly further separated. In this study, we suggest an inertial sieving method that utilizes an ultrafine particle separator (UPS), which consists of a suspended particle generator (SPG) combined with a particle size separating device (PSSD), to separate ultrafine particles from marine sediments. Specifically, our method can fractionate ultrafine particles (< 10 <i>μ</i>m) into eight different grain size categories: 0.43–0.65, 0.65–1.10, 1.10–2.10, 2.10–3.30, 3.30–4.70, 4.70–5.80, 5.80–9.00, and 9.00–10.00 <i>μ</i>m. We evaluate the effectiveness of this method in fractionating ultrafine marine sediment from the China Marginal Sea. Our study find that the inertial sieving method achieved a high mass recovery rate of 77.7–88.7% and a sieving accuracy of 75–94% for sediment samples. Additionally, we measure total organic carbon (OC) and stable carbon isotopes of OM associated with these eight ultrafine sediments. Overall, we suggest that the inertial sieving method has a high potential to effectively fractionate the marine sediments with particle sizes below 10 <i>μ</i>m for further organic geochemical analysis on these grain size fractionated sediments.</p>","PeriodicalId":18145,"journal":{"name":"Limnology and Oceanography: Methods","volume":"23 6","pages":"413-424"},"PeriodicalIF":1.9,"publicationDate":"2025-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144245001","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jaime Pitarch, Edouard Leymarie, Vincenzo Vellucci, Luca Massi, Hervé Claustre, Antoine Poteau, David Antoine, Emanuele Organelli
<p>Photosynthetic available radiation (PAR) is the light usable by photosynthetic organisms. Photosynthetic available radiation measurements at depth are required to quantify the light availability for primary production. Direct PAR measurements may be measured with full-spectrum quantum sensors for the range 400 to 700 nm. When spectrally resolved light is measured, as for the downwelling irradiance spectrum <span></span><math>