Kristin B. Byrd, Sherry L. Palacios, Niky C. Taylor, Isa Woo, Stacy Moskal, Raymond F. Kokaly, Todd M. Hoefen, John W. Chapman, Susan E. W. De La Cruz
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We modeled and mapped spatial variation in intertidal biofilm distribution, quantity, diversity, and functional traits using multi-scale spectroscopic data collected within southern San Francisco Bay, California, USA (South SFB). We developed a new biofilm index (B-index) from 5 mm HySpex spectra to detect biofilm presence. We developed single and multiple response partial least squares regression (PLS) models of chlorophyll<i>-a</i> (chl<i>-a</i>; biomass indicator), indicator pigments: fucoxanthin and diadinoxanthin (diatoms), zeaxanthin (cyanobacteria), and chl<i>-b</i> (chlorophytes), and functional traits: carbohydrates, lipids, and total organic carbon from paired in situ biofilm data and field spectra. The B-index and PLS models were scaled to South SFB with a 3.7 m AVIRIS-NG hyperspectral image. The model %RMSE calculated from AVIRIS-NG test samples ranged from 12.7% for chl<i>-a</i> to 49% for chl<i>-b</i>; for six of the eight models, %RMSE was 23% or below. 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引用次数: 0
摘要
潮间带微生物生物膜或微底栖植物支持河口生物地球化学循环、泥滩的物理稳定性和食物网,特别是候鸟的食物网。以硅藻、蓝藻和绿藻为主的光合生物膜占生物膜生物量的很大一部分,并且含有可以通过遥感检测到的色素。这些不同的生物膜群落类型在指示色素和与生物地球化学循环和营养品质相关的功能性状方面存在差异。利用美国加州旧金山湾南部(South SFB)的多尺度光谱数据,模拟并绘制了潮间带生物膜分布、数量、多样性和功能特征的空间变化。我们建立了一个新的生物膜指数(b指数),从5毫米HySpex光谱来检测生物膜的存在。建立了单响应和多响应偏最小二乘回归(PLS)模型。生物量指标),指示色素:岩藻黄质和二硅藻黄质(硅藻),玉米黄质(蓝藻)和chl-b(绿藻),功能性状:碳水化合物,脂质和总有机碳,来自成对的原位生物膜数据和现场光谱。使用3.7 m AVIRIS-NG高光谱图像将b指数和PLS模型缩放到南SFB。从AVIRIS-NG测试样本计算的模型%RMSE范围从chl-a的12.7%到chl-b的49%;对于8个模型中的6个,%RMSE为23%或更低。所绘制的群落类型在所绘制的性状上存在差异,硅藻区平均脂质浓度比其他组高3倍。现有的地图首次描绘了一种重要滨鸟食物资源的空间变化,并告知潮间带生物膜在碳和养分循环中的贡献。
Multi-Scale Spectroscopy to Map Intertidal Microbial Biofilm Community and Trait Diversity
Intertidal microbial biofilms, or microphytobenthos, support estuarine biogeochemical cycling, the physical stability of mudflats, and food webs, particularly those of migratory shorebirds. Photosynthetic biofilms dominated by diatoms, cyanobacteria, and chlorophytes represent a significant fraction of biofilm biomass and contain pigments that can be detected with remote sensing. These diverse biofilm community types vary in indicator pigments and functional traits related to biogeochemical cycling and nutritional quality. We modeled and mapped spatial variation in intertidal biofilm distribution, quantity, diversity, and functional traits using multi-scale spectroscopic data collected within southern San Francisco Bay, California, USA (South SFB). We developed a new biofilm index (B-index) from 5 mm HySpex spectra to detect biofilm presence. We developed single and multiple response partial least squares regression (PLS) models of chlorophyll-a (chl-a; biomass indicator), indicator pigments: fucoxanthin and diadinoxanthin (diatoms), zeaxanthin (cyanobacteria), and chl-b (chlorophytes), and functional traits: carbohydrates, lipids, and total organic carbon from paired in situ biofilm data and field spectra. The B-index and PLS models were scaled to South SFB with a 3.7 m AVIRIS-NG hyperspectral image. The model %RMSE calculated from AVIRIS-NG test samples ranged from 12.7% for chl-a to 49% for chl-b; for six of the eight models, %RMSE was 23% or below. Mapped community types differed in mapped traits, with average lipid concentrations three times higher in areas indicated as diatoms compared to other groups. Available maps depict for the first time the spatial variation of an important shorebird food resource and inform the contribution of intertidal biofilm in carbon and nutrient cycling.
期刊介绍:
JGR-Biogeosciences focuses on biogeosciences of the Earth system in the past, present, and future and the extension of this research to planetary studies. The emerging field of biogeosciences spans the intellectual interface between biology and the geosciences and attempts to understand the functions of the Earth system across multiple spatial and temporal scales. Studies in biogeosciences may use multiple lines of evidence drawn from diverse fields to gain a holistic understanding of terrestrial, freshwater, and marine ecosystems and extreme environments. Specific topics within the scope of the section include process-based theoretical, experimental, and field studies of biogeochemistry, biogeophysics, atmosphere-, land-, and ocean-ecosystem interactions, biomineralization, life in extreme environments, astrobiology, microbial processes, geomicrobiology, and evolutionary geobiology