数字全息揭示亚致死铜剂量使用运动模式的微藻生物探针

IF 5 2区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Algal Research-Biomass Biofuels and Bioproducts Pub Date : 2025-03-01 Epub Date: 2025-01-22 DOI:10.1016/j.algal.2025.103928
Giusy Giugliano , Marika Valentino , Elena Cavalletti , Pasquale Memmolo , Lisa Miccio , Vittorio Bianco , Angela Sardo , Pietro Ferraro
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引用次数: 0

摘要

由重金属,特别是铜引起的海洋污染问题日益严重,需要紧急关注。为了有效解决这一问题,开发可靠的技术对于准确评估污染对水生生态系统的影响至关重要。四瓣藻是一种单细胞活动绿藻属,对水生生态系统具有重要的调节作用。然而,海洋环境中铜的存在可能改变四鳃虫的生命过程和细胞功能。它对铜污染的敏感性使其成为水体毒性的生物指标。事实上,铜浓度的升高(超过10 μmol)会导致Tetraselmis死亡,这一过程可以用任何成像技术很容易检测到,因为死亡的微藻会静止不动。相反,在较低的铜浓度下,这种效应是不可见的。在这里,我们证明了四边形的三维运动与水中铜污染水平相关。我们利用数字全息(DH)的重新聚焦能力和3D跟踪来监测四体轨迹及其形态参数。我们使用形态计量学和运动学信息来区分不同暴露时间的不同铜剂量。我们使用二元分类和多类分类来分析数据。在二元方法中,我们在区分暴露于铜的Tetraselmis与未暴露的Tetraselmis方面取得了超过92%的准确性。在多类别方法中,我们成功地识别和分类了不同的亚致死铜剂量,达到了84%以上的准确性。这些结果表明,四鳃体的运动和形态都可以作为评价水样中铜污染的有效生物指标。
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Digital holography unveils sub-lethal copper doses using motility patterns of Tetraselmis microalgae bioprobes
The escalating issue of marine pollution stemming from heavy metals, notably copper, demands urgent attention. To effectively address this concern, the development of reliable techniques is critical to accurately assess the impact of contamination on aquatic ecosystems. Tetraselmis, a genus of unicellular and motile green algae, contributes significantly to the regulation of aquatic ecosystems. However, Tetraselmis vital processes and cellular functions may be altered by the presence of copper in marine environments. Its sensitivity to copper pollution allows exploiting Tetraselmis as a bioindicator of toxicity in waters. In fact, elevated concentrations of copper (exceeding 10 μmol) cause Tetraselmis death, a process that can be easily detected using any imaging technique, as the dead microalgae become motionless. In contrast, at lower copper concentrations, this effect is not observable. Here, we demonstrate that Tetraselmis 3D motility is correlated with copper pollution level in water. We leverage refocusing capability and 3D tracking of Digital Holography (DH) to monitor Tetraselmis trajectories and their morphological parameters. We use morphometric and kinematic information to distinguish between different copper doses over various exposure times. We perform both binary and multiclass classifications to analyze the data. In the binary approach, we achieved an accuracy of over 92 % in differentiating Tetraselmis exposed to copper from those unexposed. In the multiclass approach, we successfully identified and classified different sublethal copper doses, achieving an accuracy of over 84 %. These results show that both Tetraselmis motility and morphology can serve as an effective bioindicator for assessing copper pollution in water samples.
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来源期刊
Algal Research-Biomass Biofuels and Bioproducts
Algal Research-Biomass Biofuels and Bioproducts BIOTECHNOLOGY & APPLIED MICROBIOLOGY-
CiteScore
9.40
自引率
7.80%
发文量
332
期刊介绍: Algal Research is an international phycology journal covering all areas of emerging technologies in algae biology, biomass production, cultivation, harvesting, extraction, bioproducts, biorefinery, engineering, and econometrics. Algae is defined to include cyanobacteria, microalgae, and protists and symbionts of interest in biotechnology. The journal publishes original research and reviews for the following scope: algal biology, including but not exclusive to: phylogeny, biodiversity, molecular traits, metabolic regulation, and genetic engineering, algal cultivation, e.g. phototrophic systems, heterotrophic systems, and mixotrophic systems, algal harvesting and extraction systems, biotechnology to convert algal biomass and components into biofuels and bioproducts, e.g., nutraceuticals, pharmaceuticals, animal feed, plastics, etc. algal products and their economic assessment
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