Bioluminescence

生物发光
  • 文章类型: Journal Article
    群体感应(QS)允许细菌通过基于种群密度产生和检测低分子量信号分子来协调其活动,从而通过各种毒力因子控制细菌的感染性。群体感应抑制是解决细菌通讯的一种有前途的方法。环糊精(CD)是一类环状寡糖,可逆地包裹信号分子的酰基链,从而阻止它们与受体结合并中断细菌交流。这导致抑制各种性质的表达,包括不同的毒力因子。为了检查新制备的环糊精衍生物的潜在群体猝灭(QQ)能力,我们用费氏阿利弧菌进行了短期试验,一种异养海洋细菌,能够通过群体感应控制生物发光。用烷硫基部分单取代并进一步用季铵基团衍生的α-和β-环糊精用作测试试剂。通过将它们添加到培养物的指数生长期,然后测量生物发光强度,研究了这些环糊精对A.fischeri群体感应系统的影响。人口增长,和细胞活力。我们的结果表明,测试的环糊精对费氏酵母的群体感应系统具有抑制作用。抑制作用根据烷基链的长度而变化,烷硫基取代会增强它,而季铵基团的存在会减少它。我们的发现表明,环糊精可以成为治疗细菌感染的有前途的治疗剂。
    Quorum sensing (QS) allows bacteria to coordinate their activities by producing and detecting low-molecular-weight signal molecules based on population density, thereby controlling the infectivity of bacteria through various virulence factors. Quorum-sensing inhibition is a promising approach to tackle bacterial communication. Cyclodextrins (CDs) are a class of cyclic oligosaccharides that reversibly encapsulate the acyl chain of the signal molecules, thereby preventing their binding to receptors and interrupting bacterial communication. This results in the inhibition of the expression of various properties, including different virulence factors. To examine the potential quorum-quenching (QQ) ability of newly prepared cyclodextrin derivatives, we conducted short-term tests using Aliivibrio fischeri, a heterotrophic marine bacterium capable of bioluminescence controlled by quorum sensing. α- and β-cyclodextrins monosubstituted with alkylthio moieties and further derivatized with quaternary ammonium groups were used as the test agents. The effect of these cyclodextrins on the quorum-sensing system of A. fischeri was investigated by adding them to an exponential growth phase of the culture and then measuring bioluminescence intensity, population growth, and cell viability. Our results demonstrate that the tested cyclodextrins have an inhibitory effect on the quorum-sensing system of A. fischeri. The inhibitory effect varies based on the length of the alkyl chain, with alkylthio substitution enhancing it and the presence of quaternary ammonium groups decreasing it. Our findings suggest that cyclodextrins can be a promising therapeutic agent for the treatment of bacterial infections.
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  • 文章类型: Journal Article
    背景:splitfin手电筒鱼Anomalopskatoptron的光器官是学校行为所必需的,为了确定最近的邻居距离,并在昏暗的光线条件下以浮游动物为食。每个行为都与上下文相关的眨眼频率相耦合,并且可以通过机械遮挡光器官来调节。在实验室的浅滩中,个体显示出中等的眨眼频率,每分钟约100次眨眼。在这项研究中,我们将生物发光眨眼与三个维度的游泳轮廓的时空动态相关联,使用立体,红外摄像系统。
    结果:手电筒鱼组显示出中等水平的偏振和与组质心的距离。在轻器官闭塞期间,个体表现出更高的游泳速度和弯曲的游泳轮廓。游泳方向的最大变化发生在使光器官变暗时。在A.katoptron再次暴露光器官之前,他们适应了几乎直线的运动方向。
    结论:我们得出的结论是,与A.katoptron中的光器官闭塞相关的运动方向的变化是手电筒鱼浅滩的重要行为特征。
    BACKGROUND: The light organs of the splitfin flashlight fish Anomalops katoptron are necessary for schooling behavior, to determine nearest neighbor distance, and to feed on zooplankton under dim light conditions. Each behavior is coupled to context-dependent blink frequencies and can be regulated via mechanical occlusion of light organs. During shoaling in the laboratory individuals show moderate blink frequencies around 100 blinks per minute. In this study, we correlated bioluminescent blinks with the spatio-temporal dynamics of swimming profiles in three dimensions, using a stereoscopic, infrared camera system.
    RESULTS: Groups of flashlight fish showed intermediate levels of polarization and distances to the group centroid. Individuals showed higher swimming speeds and curved swimming profiles during light organ occlusion. The largest changes in swimming direction occurred when darkening the light organs. Before A. katoptron exposed light organs again, they adapted a nearly straight movement direction.
    CONCLUSIONS: We conclude that a change in movement direction coupled to light organ occlusion in A. katoptron is an important behavioral trait in shoaling of flashlight fish.
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  • 文章类型: Journal Article
    蛋白质感知和传递机械力的能力是许多生物过程的基础,但是在生物系统中表征这些力量仍然是一个挑战。现有的遗传编码力传感器通常依赖于荧光或生物发光共振能量转移(FRET或BRET)来可视化张力。然而,这些力传感模块相对较大,和解释测量需要专门的图像分析和仔细的控制实验。这里,我们报告了一种紧凑型分子张力传感器,它响应张力而产生生物发光信号。该传感器(称为PILATeS)利用分裂的NanoLuc荧光素酶,并由智人肌动蛋白I10结构域组成,插入了源自NanoLuc的C末端β链的10-15个氨基酸标签。跨PILATeS的机械负荷介导该标签的暴露,以招募互补分裂的NanoLuc片段,导致力依赖的生物发光。我们证明了PILATeS通过可视化整合素和细胞外基质底物之间的界面上的力来报告生物学上有意义的力的能力。我们进一步使用PILATeS作为机械传感蛋白vinculin所经历的张力的遗传编码传感器。我们预计PILATeS将提供一种可视化生物系统中分子规模力的方法。
    The ability of proteins to sense and transmit mechanical forces underlies many biological processes, but characterizing these forces in biological systems remains a challenge. Existing genetically encoded force sensors typically rely on fluorescence or bioluminescence resonance energy transfer (FRET or BRET) to visualize tension. However, these force sensing modules are relatively large, and interpreting measurements requires specialized image analysis and careful control experiments. Here, we report a compact molecular tension sensor that generates a bioluminescent signal in response to tension. This sensor (termed PILATeS) makes use of the split NanoLuc luciferase and consists of the H. sapiens titin I10 domain with the insertion of a 10-15 amino acid tag derived from the C-terminal β-strand of NanoLuc. Mechanical load across PILATeS mediates exposure of this tag to recruit the complementary split NanoLuc fragment, resulting in force-dependent bioluminescence. We demonstrate the ability of PILATeS to report biologically meaningful forces by visualizing forces at the interface between integrins and extracellular matrix substrates. We further use PILATeS as a genetically encoded sensor of tension experienced by the mechanosensing protein vinculin. We anticipate that PILATeS will provide an accessible means of visualizing molecular-scale forces in biological systems.
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  • 文章类型: Journal Article
    巨噬细胞在活化时表现出一系列行为,并且通常被分类为两种类型之一:炎性(M1)或抗炎(M2)。追踪活细胞中的这些表型可以提供对免疫功能的洞察,但仍然是一个具有挑战性的追求。现有方法大多限于静态读出,或者难以在保持细胞分辨率的同时在复杂的3D环境中用于复用成像。我们旨在使用生物发光技术填补这一空白。在这里,我们报告了基因工程荧光素酶报告基因,用于通过光谱相量分析长期监测巨噬细胞极化。M1和M2特异性启动子用于驱动巨噬细胞系中生物发光酶的表达。在活样品中,读数以具有单细胞分辨率的2D和3D格式复用和可辨别的。总的来说,这项工作扩展了监控巨噬细胞极化的方法工具箱,并为在异构环境中监控其他多方面网络提供了蓝图。
    Macrophages exhibit a spectrum of behaviors upon activation and are generally classified as one of two types: inflammatory (M1) or anti-inflammatory (M2). Tracking these phenotypes in living cells can provide insight into immune function, but remains a challenging pursuit. Existing methods are mostly limited to static readouts or difficult to employ for multiplexed imaging in complex 3D environments while maintaining cellular resolution. We aimed to fill this void using bioluminescent technologies. Here we report genetically engineered luciferase reporters for long-term monitoring of macrophage polarization via spectral phasor analysis. M1- and M2- specific promoters were used to drive the expression of bioluminescent enzymes in macrophage cell lines. The readouts were multiplexed and discernable in both 2D and 3D formats with single cell resolution in living samples. Collectively, this work expands the toolbox of methods for monitoring macrophage polarization and provides a blueprint for monitoring other multifaceted networks in heterogeneous environments.
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  • 文章类型: Journal Article
    对早期检测新出现的致病性病毒及其较新变体的需求推动了对开发即时诊断工具的迫切需求。尽管已经开发了基于核酸的方法,例如逆转录定量聚合酶链反应(RT-qPCR)和环介导等温扩增(LAMP),仍然需要一个更简单和强大的平台。为了满足这一需求,作为一项原理证明研究,我们设计了一个原型——多才多艺的,敏感,快速,和具有成本效益的基于生物发光共振能量转移(BRET)的用于寡核苷酸检测(BioOD)的生物传感器。具体来说,我们设计了针对SARS-CoV-2亲本(武汉株)和B.1.617.2Delta变体的BioOD,荧光修饰的分子信标(传感器模块)通过互补寡核苷酸处理DNA官能化的NanoLuc(NLuc)荧光素酶蛋白,使得分子信标环的溶解在病毒寡核苷酸的结合将导致BRET效率降低,因此,生物发光光谱的变化.在BioOD的组装之后,我们确定了它们的动力学反应,对变体特异性寡核苷酸的亲和力,和特异性,发现它们是快速和高度具体的。此外,在病毒寡核苷酸的存在下,BioOD的BRET效率的降低可以检测为手机相机图像中颜色的变化。我们设想,这里开发的BioOD将在检测病毒感染中找到应用,并在现场护理测试格式中具有变异特异性。从而有助于大规模的病毒感染监测。
    The need for the early detection of emerging pathogenic viruses and their newer variants has driven the urgent demand for developing point-of-care diagnostic tools. Although nucleic acid-based methods such as reverse transcription-quantitative polymerase chain reaction (RT-qPCR) and loop-mediated isothermal amplification (LAMP) have been developed, a more facile and robust platform is still required. To address this need, as a proof-of-principle study, we engineered a prototype-the versatile, sensitive, rapid, and cost-effective bioluminescence resonance energy transfer (BRET)-based biosensor for oligonucleotide detection (BioOD). Specifically, we designed BioODs against the SARS-CoV-2 parental (Wuhan strain) and B.1.617.2 Delta variant through the conjugation of specific, fluorescently modified molecular beacons (sensor module) through a complementary oligonucleotide handle DNA functionalized with the NanoLuc (NLuc) luciferase protein such that the dissolution of the molecular beacon loop upon the binding of the viral oligonucleotide will result in a decrease in BRET efficiency and, thus, a change in the bioluminescence spectra. Following the assembly of the BioODs, we determined their kinetics response, affinity for variant-specific oligonucleotides, and specificity, and found them to be rapid and highly specific. Furthermore, the decrease in BRET efficiency of the BioODs in the presence of viral oligonucleotides can be detected as a change in color in cell phone camera images. We envisage that the BioODs developed here will find application in detecting viral infections with variant specificity in a point-of-care-testing format, thus aiding in large-scale viral infection surveillance.
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  • 文章类型: Journal Article
    生物发光是由生物体化学产生的光。它在所有主要的海洋门都很普遍,并且已经进化了多次,导致光谱特性和第一闪蒸动力学参数(FFKP)的高度多样性。系统的生物发光通常是浮游生物量的良好代表。可以测量生物发光显示器的物种特定参数,以原位识别物种并描述浮游生物多样性。大多数生物发光生物在受到机械刺激时会闪烁,即当受到超阈值水平的剪切应力时。在这里,我们比较第一闪光动力学参数,如闪光持续时间,峰值强度,上升时间,衰减时间,使用市售水下生物发光评估工具(UBAT)获得的第一闪光机械刺激光和电子折叠时间。我们提供了几种鞭毛藻的第一个闪光动力学参数的描述,夜光囊虫,pyrodiniumbahamense,柳叶刀,Alexandriummonilatum和两个浮游动物(ctenophoreMnemimopsisleidyi和幼虫Oikopleurasp。).然后使用非参数方差分析(ANOVA)比较和讨论FFKP,分层聚类和线性判别分析,以评估使用生物发光特征进行识别的能力。一旦描述了生物发光物种的第一个闪光动力学参数,可以使用原位测深光度计收集的排放物来检测其存在。因此,评估生物发光物种的丰度和多样性是可能的。
    Bioluminescence is light chemically produced by an organism. It is widespread across all major marine phyla and has evolved multiple times, resulting in a high diversity of spectral properties and first flash kinetic parameters (FFKP). The bioluminescence of a system is often a good proxy for planktonic biomass. The species-specific parameters of bioluminescent displays can be measured to identify species in situ and describe planktonic biodiversity. Most bioluminescent organisms will flash when mechanically stimulated i.e., when subjected to supra-threshold levels of shear stress. Here we compare first flash kinetic parameters such as flash duration, peak intensity, rise time, decay time, first-flash mechanically stimulated light and e-folding time obtained with the commercially available Underwater Bioluminescence Assessment Tool (UBAT). We provide descriptions of the first flash kinetic parameters of several species of dinoflagellates Pyrocystis fusiformis, Pyrocystis noctiluca, Pyrodinium bahamense, Lingulodinium polyedra, Alexandrium monilatum and two zooplankton (the ctenophore Mnemiopsis leidyi and the larvacean Oikopleura sp.). FFKPs are then compared and discussed using non-parametric analyses of variance (ANOVAs), hierarchical clustering and a linear discriminant analysis to assess the ability to use bioluminescence signatures for identification. Once the first flash kinetic parameters of a bioluminescent species have been described, it is possible to detect its presence using emissions collected by in situ bathyphotometers. Assessing abundance and diversity of bioluminescent species may therefore be possible.
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  • 文章类型: Journal Article
    非洲锥虫酶和利什曼酶是严重被忽视的热带病(NTDs),影响全球数百万人,严重的健康和社会经济后果,尤其是在流行地区。了解布鲁氏锥虫和利什曼原虫的发病机理和传播。寄主体内的寄生虫对于有效干预措施的发展至关重要。全身生物发光和荧光成像系统(BLI和FLI,分别),是在活体动物模型中实时可视化和量化这些寄生虫的进展和分布的强大工具。通过将该技术与稳定的T.brucei和利什曼原虫的工程相结合。表达荧光素酶和/或荧光蛋白的菌株,感染过程的关键方面,包括寄生虫归巢,感染动力学,组织嗜性,或者可以深入研究实验性治疗和疫苗的功效。这种方法可以提高灵敏度和分辨率,阐明以前未识别的感染生态位和动力学。重要的是,全身活体成像是非侵入性的,能够在同一只动物的感染过程中进行纵向研究,从而符合动物研究的“3Rs”原则。这里,我们详细介绍了生成双记者T.brucei和L.major的协议,以及它们在感染小鼠中的用途,并通过体内成像系统跟踪感染的时空动态。此外,应用3D显微计算机断层扫描(μCT)结合BLI在感染布鲁氏菌的动物中获得对解剖寄生虫分布的见解。本章强调了这些生物成像模式作为寄生虫学不可或缺的工具的潜力,为新的治疗策略和对宿主-寄生虫相互作用的更深入的见解铺平了道路。
    African trypanosomiases and leishmaniases are significant neglected tropical diseases (NTDs) that affect millions globally, with severe health and socio-economic consequences, especially in endemic regions. Understanding the pathogenesis and dissemination of Trypanosoma brucei and Leishmania spp. parasites within their hosts is pivotal for the development of effective interventions. Whole-body bioluminescence and fluorescence imaging systems (BLI and FLI, respectively), are powerful tools to visualize and quantify the progression and distribution of these parasites in real-time within live animal models. By combining this technology with the engineering of stable T. brucei and Leishmania spp. strains expressing luciferase and/or fluorescent proteins, crucial aspects of the infection process including the parasites\' homing, the infection dynamics, the tissue tropism, or the efficacy of experimental treatments and vaccines can be deeply investigated. This methodology allows for enhanced sensitivity and resolution, elucidating previously unrecognized infection niches and dynamics. Importantly, whole-body in vivo imaging is non-invasive, enabling for longitudinal studies during the course of an infection in the same animal, thereby aligning with the \"3Rs\" principle of animal research. Here, we detail a protocol for the generation of dual-reporter T. brucei and L. major, and their use to infect mice and follow the spatiotemporal dynamics of infection by in vivo imaging systems. Additionally, 3D micro-computed tomography (μCT) coupled to BLI in T. brucei-infected animals is applied to gain insights into the anatomical parasite distribution. This Chapter underscores the potential of these bioimaging modalities as indispensable tools in parasitology, paving the way for novel therapeutic strategies and deeper insights into host-parasite interactions.
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  • 文章类型: Journal Article
    发光的陆地蜗牛中的生物发光机制仍然未知。这里,我们分析了发光的土地蜗牛的基本生化特性,Quantulaweinkauffiana.使用含有去污剂的中性缓冲液从位于口腔附近的光器官中提取发光活性。通过仅添加过氧化氢(H2O2)来触发粗缓冲液提取物的反应。这些结果与Shimomura和Haneda在1986年关于Quantulastriata中生物发光的单一先例报告不一致,在该报告中,来自光器官的缓冲提取物(不含洗涤剂)的发光是由三种必不可少的组分H2O2,亚铁离子,和2-巯基乙醇。根据目前的调查结果,我们建议不溶性光蛋白参与发光的陆地蜗牛的生物发光,并且发光反应仅由H2O2触发。
    The mechanism of bioluminescence in the luminous land snails remains largely unknown. Here, we analyzed basic biochemical properties of the luminous land snail, Quantula weinkauffiana. The luminescence activity was extracted from the light organ located near the mouth using a neutral buffer containing detergent. The reaction of the crude buffer extract was triggered by the addition of only hydrogen peroxide (H2O2). These results are inconsistent with the single precedent report on the bioluminescence in the Quantula striata by Shimomura and Haneda in 1986, in which the luminescence of the buffer extract (without detergent) from the light organ was induced by the coaddition of three indispensable components H2O2, ferrous ion, and 2-mercaptoethanol. Based on the present findings, we suggested that an insoluble photoprotein is involved in the bioluminescence of the luminous land snails and the luminescence reaction is simply triggered by H2O2.
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  • 文章类型: Journal Article
    背景:已知植物被广泛的病原微生物感染。为了研究由微生物引起的植物病害,必须能够以定量和客观的方式监测疾病症状和微生物定植。与使用手动分配疾病类别的更传统措施相反,图像处理提供了更准确和客观的植物病害症状的量化。除了监测疾病症状,计算图像处理提供了有关病原微生物在不同植物组织中的空间定位的额外信息。
    结果:在这里,我们报告了一种称为ScAnalyzer的图像分析工具,用于监测拟南芥叶片中的疾病症状和细菌传播。除此之外,分离的叶子被组装在一个网格中并扫描,这使得单个样品的自动分离。像素颜色阈值用于将健康(绿色)与褪绿(黄色)叶区分开。通过光敏薄膜监测发光标记细菌的传播,以与叶子扫描类似的方式进行处理。我们表明,该工具能够捕获先前确定的模型植物拟南芥对细菌病原体黄单胞菌pv的敏感性差异。Campestris.此外,我们表明,与以前使用的方法相比,ScAnalyzer管道提供了更详细的植物叶片内细菌传播评估。最后,通过将疾病症状值与来自同一片叶子的细菌传播值相结合,我们表明细菌传播先于视觉疾病症状。
    结论:综合来看,我们提出了一个自动脚本来监测植物疾病症状和微生物在拟南芥叶片中的传播。免费提供的软件(https://github.com/MolPlantPathology/ScAnalyzer)具有标准化不同群体之间疾病测定分析的潜力。
    BACKGROUND: Plants are known to be infected by a wide range of pathogenic microbes. To study plant diseases caused by microbes, it is imperative to be able to monitor disease symptoms and microbial colonization in a quantitative and objective manner. In contrast to more traditional measures that use manual assignments of disease categories, image processing provides a more accurate and objective quantification of plant disease symptoms. Besides monitoring disease symptoms, computational image processing provides additional information on the spatial localization of pathogenic microbes in different plant tissues.
    RESULTS: Here we report on an image analysis tool called ScAnalyzer to monitor disease symptoms and bacterial spread in Arabidopsis thaliana leaves. Thereto, detached leaves are assembled in a grid and scanned, which enables automated separation of individual samples. A pixel color threshold is used to segment healthy (green) from chlorotic (yellow) leaf areas. The spread of luminescence-tagged bacteria is monitored via light-sensitive films, which are processed in a similar manner as the leaf scans. We show that this tool is able to capture previously identified differences in susceptibility of the model plant A. thaliana to the bacterial pathogen Xanthomonas campestris pv. campestris. Moreover, we show that the ScAnalyzer pipeline provides a more detailed assessment of bacterial spread within plant leaves than previously used methods. Finally, by combining the disease symptom values with bacterial spread values from the same leaves, we show that bacterial spread precedes visual disease symptoms.
    CONCLUSIONS: Taken together, we present an automated script to monitor plant disease symptoms and microbial spread in A. thaliana leaves. The freely available software ( https://github.com/MolPlantPathology/ScAnalyzer ) has the potential to standardize the analysis of disease assays between different groups.
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  • 文章类型: Journal Article
    群体感应抑制剂(QSI),作为一种理想的抗生素替代品,已被推荐与传统抗生素联合用于医疗和水产养殖领域。由于环境介质中QSI和抗生素的共存,有必要评估他们的共同风险。然而,关于QSI和抗生素混合物的急性毒性的信息很少。在这项研究中,10个QSI和3个磺胺类药物(SAs,作为传统抗生素的代表)被选为测试化学品,并使用费氏弧菌的生物发光确定了它们的急性毒性作用(A.fischeri)作为终点。结果表明,SAs和QSI均在费氏酵母生物发光中诱导了S形剂量反应。此外,SAs比QSI具有更大的急性毒性,荧光素酶(Luc)可能是测试化学品的靶蛋白。根据每种测试化学品的中值有效浓度(EC50),根据等毒性(EC50(QSI):EC50(SA)=1:1)和非等毒性比(EC50(QSI):EC50(SA)=1:10、1:5、1:0.2和1:0.1)设计QSI-SA混合物。可以观察到,随着QSI比例的增加,QSI-SA混合物的急性毒性增强,而相应的TU值降低。此外,QSI对测试二元混合物的急性毒性贡献更大。QSI和SAs的联合毒性作用对23种混合物具有协同作用,12种混合物的拮抗作用,并添加1个混合物。急性毒性QSI的定量构效关系(QSAR)模型,SAs,然后根据Luc和每种化学物质之间的最低CDOCKER相互作用能(Ebind-Luc)以及混合物中的组分比例来构建它们的二元混合物。这些模型在评估QSI和SAs的毒性数据和联合毒性作用方面表现出良好的鲁棒性和预测能力。本研究为QSI的环境风险评价提供了参考数据和适用的QSAR模型,并为探索QSI-抗生素混合物的联合作用提供了新的视角。
    Quorum sensing inhibitors (QSIs), as a kind of ideal antibiotic substitutes, have been recommended to be used in combination with traditional antibiotics in medical and aquaculture fields. Due to the co-existence of QSIs and antibiotics in environmental media, it is necessary to evaluate their joint risk. However, there is little information about the acute toxicity of mixtures for QSIs and antibiotics. In this study, 10 QSIs and 3 sulfonamides (SAs, as the representatives for traditional antibiotics) were selected as the test chemicals, and their acute toxic effects were determined using the bioluminescence of Aliivibrio fischeri (A. fischeri) as the endpoint. The results indicated that SAs and QSIs all induced S-shaped dose-responses in A. fischeri bioluminescence. Furthermore, SAs possessed greater acute toxicity than QSIs, and luciferase (Luc) might be the target protein of test chemicals. Based on the median effective concentration (EC50) for each test chemical, QSI-SA mixtures were designed according to equitoxic (EC50(QSI):EC50(SA) = 1:1) and non-equitoxic ratios (EC50(QSI):EC50(SA) = 1:10, 1:5, 1:0.2, and 1:0.1). It could be observed that with the increase of QSI proportion, the acute toxicity of QSI-SA mixtures enhanced while the corresponding TU values decreased. Furthermore, QSIs contributed more to the acute toxicity of test binary mixtures. The joint toxic actions of QSIs and SAs were synergism for 23 mixtures, antagonism for 12 mixtures, and addition for 1 mixture. Quantitative structure-activity relationship (QSAR) models for the acute toxicity QSIs, SAs, and their binary mixtures were then constructed based on the lowest CDOCKER interaction energy (Ebind-Luc) between Luc and each chemical and the component proportion in the mixture. These models exhibited good robustness and predictive ability in evaluating the toxicity data and joint toxic actions of QSIs and SAs. This study provides reference data and applicable QSAR models for the environmental risk assessment of QSIs, and gives a new perspective for exploring the joint effects of QSI-antibiotic mixtures.
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