Adverse Outcome Pathways

不良结果途径
  • 文章类型: Journal Article
    三氯生(TCS)是一种广谱抗生素,广泛用于各种个人护理产品。研究发现,暴露于TCS会对生物体产生毒性作用,包括神经毒性,心脏毒性,脂质代谢紊乱,血管发育异常,相应的毒性机制也逐渐深入到miRNA调控基因表达的异常表达水平。虽然TCS靶向miRNA异常表达诱导毒性的下游机制正在逐步完善,其上游机制仍处于迷雾之中。从TCS诱导斑马鱼幼虫circRNA异常表达数据出发,这项研究对所有circRNAs的表达水平进行了层次分析,差异circRNAs,和趋势circRNAs,并确定了调节miRNA异常表达的29个关键circRNA事件。结合GO和KEGG,从相应circRNA宿主基因的功能和信号通路分析TCS暴露的影响。此外,以TCS靶向miRNA诱导生物毒性的现有文献证据为数据支撑,构建并优化了表征circRNA和miRNA之间调控关系的竞争性内源性RNA(ceRNA)网络.最后,包括circRNA在内的多个水平事件的综合不良结果路径(AOP)框架,miRNA,mRNA通路,并建立了毒性终点,以系统地阐明TCS的毒性机制。此外,从miRNA的表达水平和神经毒性等不良结局,验证了AOP框架的合理性,心脏毒性,氧化应激,和circRNA48敲低的炎症反应。本文不仅为探索miRNA调控基因表达的上游机制提供了关键的circRNA事件,而且为全面论证TCS对斑马鱼的毒性机制提供了一个AOP框架。为后续TCS的危害评估和防控提供了理论依据。
    Triclosan (TCS) is a broad-spectrum antibiotic widely used in various personal care products. Research has found that exposure to TCS can cause toxic effects on organisms including neurotoxicity, cardiotoxicity, disorders of lipid metabolism, and abnormal vascular development, and the corresponding toxic mechanisms are gradually delving into the level of abnormal expression of miRNA regulating gene expression. Although the downstream mechanism of TCS targeting miRNA abnormal expression to induce toxicity is gradually improving, its upstream mechanism is still in a fog. Starting from the abnormal expression data of circRNA in zebrafish larvae induced by TCS, this study conducted a hierarchical analysis of the expression levels of all circRNAs, differential circRNAs, and trend circRNAs, and identified 29 key circRNA events regulating miRNA abnormal expression. In combination with GO and KEGG, the effects of TCS exposure were analyzed from the function and signaling pathway of the corresponding circRNA host gene. Furthermore, based on existing literature evidence about the biological toxicity induced by TCS targeting miRNA as data support, a competing endogenous RNAs (ceRNA) network characterizing the regulatory relationship between circRNA and miRNA was constructed and optimized. Finally, a comprehensive Adverse Outcome Pathway (AOP) framework of multiple levels of events including circRNA, miRNA, mRNA, pathway, and toxicity endpoints was established to systematically elucidate the toxic mechanism of TCS. Moreover, the rationality of the AOP framework was verified from the expression level of miRNA and adverse outcomes such as neurotoxicity, cardiotoxicity, oxidative stress, and inflammatory response by knockdown of circRNA48. This paper not only provides the key circRNA events for exploring the upstream mechanism of miRNA regulating gene expression but also provides an AOP framework for comprehensively demonstrating the toxicity mechanism of TCS on zebrafish, which is a theoretical basis for subsequent hazard assessment and prevention and control of TCS.
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  • 文章类型: Journal Article
    毒理学研究已经证明了几种双酚类似物(BP)的肝毒性,一种普遍存在的内分泌干扰物。不良结果路径(AOP)的发展极大地促进了人类健康的快速风险评估。然而,新出现的BPs缺乏体外和体内数据限制了对这些合成化学品的危害评估.这里,我们的目标是开发一种新的策略,使用网络分析和机器学习模型快速预测BPs的肝毒性。考虑到BP与双酚A(BPA)的结构和功能相似性,我们首先将来自多个数据库的肝病相关基因整合到BPA-基因-表型-肝毒性网络中,并对其进行计算AOP(cAOP).通过cAOP网络和传统的机器学习方法,我们对20个新出现的BPs的肝毒性进行了评分,并在有限的实验数据下提供了新的认识,以了解BPs的结构特征如何促进生物学功能。此外,我们使用分子对接评估了新出现的BPs和ESR1之间的相互作用,并提出了一个AOP框架,其中ESR1是一个分子启动事件.总的来说,我们的研究提供了一种计算方法来预测新出现的BPs的肝毒性。
    Toxicological studies have demonstrated the hepatic toxicity of several bisphenol analogs (BPs), a prevalent type of endocrine disruptor. The development of Adverse Outcome Pathway (AOP) has substantially contributed to the rapid risk assessment for human health. However, the lack of in vitro and in vivo data for the emerging BPs has limited the hazard assessment of these synthetic chemicals. Here, we aimed to develop a new strategy to rapidly predict BPs\' hepatotoxicity using network analysis coupled with machine learning models. Considering the structural and functional similarities shared by BPs with Bisphenol A (BPA), we first integrated hepatic disease related genes from multiple databases into BPA-Gene-Phenotype-hepatic toxicity network and subjected it to the computational AOP (cAOP). Through cAOP network and conventional machine learning approaches, we scored the hepatotoxicity of 20 emerging BPs and provided new insights into how BPs\' structure features contributed to biologic functions with limited experimental data. Additionally, we assessed the interactions between emerging BPs and ESR1 using molecular docking and proposed an AOP framework wherein ESR1 was a molecular initiating event. Overall, our study provides a computational approach to predict the hepatotoxicity of emerging BPs.
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  • 文章类型: Journal Article
    百草枯(PQ)暴露与神经毒性密切相关。然而,关于PQ的神经毒性机制的研究在毒性评估的终点方面有所不同,从而对理解PQ的早期神经毒性作用提出了巨大的挑战。在这项研究中,我们开发了一个不良结局途径(AOP),从免疫学角度研究PQ诱导的神经免疫毒性,传统毒理学方法与计算机模拟相结合。在体内,PQ可以导致小鼠大脑中的早期突触丢失,这在很大程度上被认为是小鼠行为认知损害的主要原因。在体外和体内证明突触丢失是由补体C1q/C3-CD11b通路的过度激活引起的,介导小胶质细胞吞噬功能障碍。此外,通过分子模拟对接验证了PQ与C1q的相互作用。我们的发现从神经免疫毒性的角度扩展了与PQ神经毒性相关的AOP框架,强调C1q激活是PQ诱导的神经免疫毒性的起始事件。此外,下游补体级联诱导异常小胶质细胞吞噬作用,导致突触密度降低和随后的非运动功能障碍。这些发现加深了我们对PQ的神经毒性的认识,为PQ的生态风险评估提供了理论依据。
    Paraquat (PQ) exposure is strongly associated with neurotoxicity. However, research on the neurotoxicity mechanisms of PQ varies in terms of endpoints of toxic assessment, resulting in a great challenge to understand the early neurotoxic effects of PQ. In this study, we developed an adverse outcome pathway (AOP) to investigate PQ-induced neuro-immunotoxicity from an immunological perspective, combining of traditional toxicology methods and computer simulations. In vivo, PQ can microstructurally lead to an early synaptic loss in the brain mice, which is a large degree regarded as a main reason for cognitive impairment to mice behavior. Both in vitro and in vivo demonstrated synapse loss is caused by excessive activation of the complement C1q/C3-CD11b pathway, which mediates microglial phagocytosis dysfunction. Additionally, the interaction between PQ and C1q was validated by molecular simulation docking. Our findings extend the AOP framework related to PQ neurotoxicity from a neuro-immunotoxic perspective, highlighting C1q activation as the initiating event for PQ-induced neuro-immunotoxicity. In addition, downstream complement cascades induce abnormal microglial phagocytosis, resulting in reduced synaptic density and subsequent non-motor dysfunction. These findings deepen our understanding of neurotoxicity and provide a theoretical basis for ecological risk assessment of PQ.
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  • 文章类型: Journal Article
    对羟基苯甲酸酯是对羟基苯甲酸的酯,它们被用作防腐剂,被认为是安全的近一个世纪,直到最近的二十年,人们开始担心它们与癌症的关系。对羟基苯甲酸酯对不同癌细胞的转移特性的作用方式的了解仍然非常有限。在本研究中,我们研究了对羟基苯甲酸甲酯(MP)和对羟基苯甲酸丙酯(PP)对多种人类癌细胞和非癌细胞中细胞侵袭和/或迁移的影响,包括肝细胞癌细胞(HepG2),宫颈癌细胞(HeLa),乳腺癌细胞(MCF-7),和人胎盘滋养层(HTR-8/SVneo)。浓度在5-500μg/L范围内的MP和PP显着促进了四种细胞系的侵袭,最低有效浓度为5μg/LMP和PP上调基质金属蛋白酶2和9(MMP2和MMP9)的表达水平和酶活性,以及改变了四种细胞系中金属蛋白酶1和2(TIMP1和TIMP2)的组织抑制剂的表达,提示MMPs/TIMPs是对羟基苯甲酸酯诱导的细胞侵袭的潜在关键事件(KE)。p38丝裂原活化蛋白激酶(p38MAPK)和c-JunN末端蛋白激酶1/2(JNK1/2)信号通路的激活对于MP和PP促进四种细胞系的侵袭是必需的,提示MAPK信号通路在对羟基苯甲酸酯暴露的癌症或非癌细胞中作为KEs的候选信号。这项研究首次表明,这两种广泛使用的对羟基苯甲酸酯,MP和PP,通过共同的作用方式促进多种人类细胞的侵袭能力。本研究为基于通路特异性机制建立对羟基苯甲酸酯的潜在癌症相关AOP提供了证据。这有助于评估这些环境化学品的健康风险。
    Parabens are esters of p-hydroxybenzoic acid, which have been used as preservatives and considered safe for nearly a century, until the last two decades when concerns began to be raised about their association with cancers. Knowledge of the mode of action of parabens on the metastatic properties of different cancer cells is still very limited. In the present study, we investigated the effects of methylparaben (MP) and propylparaben (PP) on cell invasion and/or migration in multiple human cancerous and noncancerous cells, including hepatocellular carcinoma cells (HepG2), cervical carcinoma cells (HeLa), breast carcinoma cells (MCF-7), and human placental trophoblasts (HTR-8/SVneo). MP and PP at concentrations in a range of 5-500 μg/L significantly promoted the invasion of four cell lines, with a minimum effective concentration of 5 μg/L. MP and PP up-regulated the expression levels and enzymatic activities of matrix metalloproteinase 2 and 9 (MMP2 and MMP9), as well as altered the expression of the tissue inhibitors of metalloproteinase 1 and 2 (TIMP1 and TIMP2) in four cell lines, suggesting MMPs/TIMPs as potential key events (KEs) for paraben-induced cell invasion. Activation of the p38 mitogen-activated protein kinase (p38 MAPK) and c-Jun N-terminal protein kinases 1/2 (JNK1/2) signaling pathways was required for MP- and PP-promoted invasion of four cell lines, suggesting MAPK signaling pathways as candidates for KEs in cancer or noncancerous cells response to paraben exposure. This study showed for the first time that the two widely used parabens, MP and PP, promoted invasive capacity of multiple human cells through a common mode of action. This study provides evidence for the establishment of a potential cancer-associated AOP for parabens based on pathway-specific mechanism(s), which contributes towards assessing the health risks of these environmental chemicals.
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  • 文章类型: Journal Article
    二恶英引起的神经毒性已被认为是生活在垃圾焚烧厂附近的敏感人群的严重关切。然而,研究二恶英在人类中的细胞内神经毒性以及相应的缓解策略几乎没有研究。因此,本研究选择了一家生活垃圾焚烧厂,通过膜结构动力学模拟估计人体细胞中二恶英的比例,以表征敏感人群的神经毒性风险;并考虑AhR/ARNT二聚体蛋白与二恶英反应元件(DRE)的结合过程,构建了完整的二恶英神经毒性不良结局通路。确定了六种具有高神经毒性风险的二恶英。根据复合神经毒性风险分析,当六种二恶英联合暴露时,复合神经毒性风险最高。使用1/2部分因素实验设计饮食方案,以减轻六种二恶英和No.的复合神经毒性风险。筛选出16个组合为可有效减轻复合神经毒性风险29.52%的最佳组合。机制分析表明,在最佳饲粮方案下,AhR/ARNT二聚体蛋白与DRE的相互作用受到抑制。该研究为污染物复合毒性风险评估和毒性效应安全缓解措施提供了理论可行性和参考意义。
    The neurotoxicity induced by dioxins has been recognized as a serious concern to sensitive population living near waste incineration plants. However, investigating the intracellular neurotoxicity of dioxin in humans and the corresponding mitigation strategies has been barely studied. Thus, a domestic waste incineration plant was selected in this study to characterize the neurotoxicity risks of sensitive populations by estimating the ratio of dioxin in human cells using membrane structure dynamics simulation; and constructing a complete dioxin neurotoxicity adverse outcome pathway considering the binding process of AhR/ARNT dimer protein and dioxin response element (DRE). Six dioxins with high neurotoxicity risk were identified. According to the composite neurotoxicity risk analysis, the highest composite neurotoxicity risk appeared when the six dioxins were jointly exposed. Dietary schemes were designed using 1/2 partial factor experimental design to mitigate the composite neurotoxicity risk of six dioxins and No. 16 was screened as the optimum combination which can effectively alleviate the composite neurotoxicity risk by 29.52%. Mechanism analysis shows that the interaction between AhR/ARNT dimer protein and DRE was inhibited under the optimal dietary scheme. This study provides theoretical feasibility and reference significance for assessing composite toxicity risks of pollutants and safety mitigation measures for toxic effects.
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  • 文章类型: Journal Article
    对羟基苯甲酸酯广泛用作食品和个人护理产品中的抗菌防腐剂。关于对羟基苯甲酸酯对发育和繁殖的毒性作用方式的知识仍然非常有限。本研究试图通过评估对羟基苯甲酸甲酯(MP)的作用来建立发育和生殖相关的不良结局途径(AOP)。对羟基苯甲酸乙酯(EP),对羟基苯甲酸丙酯(PP)和对羟基苯甲酸丁酯(BP)对促性腺激素的生物合成,是发育和繁殖的关键激素。MP和BP以浓度依赖的方式显着上调垂体促性腺激素细胞中卵泡刺激素(FSH)和黄体生成素(LH)的mRNA和蛋白水平。促性腺激素释放激素受体(GnRHR)的激活是由BP诱导的促性腺激素生物合成所必需的,但不是MP。分子对接数据进一步证明BP与人GnRHR的结合效率高于MP,提示GnRHR是BP诱导的促性腺激素产生的潜在分子主动事件(MIE)。发现L型电压门控钙通道(VGCC)是促性腺激素细胞对MP和BP暴露的反应中MIE的另一个候选者。随后,MP和BP诱导的GnRHR和L型VGCCs途径激活需要钙依赖性激活细胞外信号调节激酶1(ERK1)和ERK2。总之,MP和BP通过与细胞大分子GnRHR的相互作用促进促性腺激素的生物合成,L型VGCC,和随后的关键事件ERK1/2。这是首次报道对羟基苯甲酸酯对促性腺激素生物合成的直接干扰,并建立了基于途径特异性机制的潜在AOP,这有助于有效筛选具有发育和生殖健康风险的环境化学品。
    Parabens are widely used as antibacterial preservatives in foods and personal care products. The knowledge about the modes of toxic action of parabens on development and reproduction remain very limited. The present study attempted to establish a development and reproduction-associated adverse outcome pathway (AOP) by evaluating the effects of methylparaben (MP), ethylparaben (EP), propylparaben (PP) and butylparaben (BP) on the biosynthesis of gonadotropins, which are key hormones for development and reproduction. MP and BP significantly upregulated the mRNA and protein levels of follicle stimulating hormone (FSH) and luteinizing hormone (LH) in pituitary gonadotropic cells in a concentration-dependent manner. Activation of gonadotropin-releasing hormone receptor (GnRHR) was required for gonadotropin biosynthesis induced by BP, but not MP. Molecular docking data further demonstrated the higher binding efficiency of BP to human GnRHR than that of MP, suggesting GnRHR as a potential molecular initiative event (MIE) for BP-induced gonadotropin production. L-type voltage-gated calcium channels (VGCCs) were found to be another candidate for MIE in gonadotropic cells response to both MP and BP exposure. The calcium-dependent activation of extracellular signal-regulated kinase 1 (ERK1) and ERK2 was subsequently required for MP- and BP-induced activation of GnRHR and L-type VGCCs pathways. In summary, MP and BP promoted gonadotropin biosynthesis through their interactions with cellular macromolecules GnRHR, L-type VGCCs, and subsequent key event ERK1/2. This is the first study to report the direct interference of parabens with gonadotropin biosynthesis and establish a potential AOP based on pathway-specific mechanism, which contributes to the effective screening of environmental chemicals with developmental and reproductive health risks.
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  • 文章类型: Journal Article
    新兴研究暗示细颗粒物(PM2.5)及其有机成分(OCs)是非吸烟者肺癌进展的紧急危险因素。建立不良结局通路(AOP)导向的非靶向鉴定方法,本研究旨在探讨燃煤地区的PM2.5暴露是否促进肺肿瘤转移,以及我们如何识别其有效的OCs以支持区域PM2.5污染的可追溯性和控制。首先,我们使用裸鼠肺癌模型进行PM2.5暴露,发现暴露显著促进肺组织中A549-Luc细胞的血源性转移和不良结局(AOs),关键事件(KE)包括上皮-间质转化(EMT)标志物表达的变化,如抑制E-cad和增加Fib的表达。随后,使用AOs和KEs作为不利结果总监,我们根据体外模型和非靶向分析确定了总共35种候选化学品.其中,磷酸三丁酯(C12H27O4P),2-溴十八烷(C14H29Br),癸酸甲酯(C11H22O2)对AOs的贡献更大。最后,我们阐明了这些OCs与EMT激活转录因子(EMT-ATFs)之间的相互作用作为分子起始事件(MIE),以支持上述鉴定策略的可行性.本研究更新了一个新的框架,用于识别PM2.5中促进肿瘤转移的OCs,并提供了可靠的数据,用于筛查在污染地区需要优先控制的化学物质,从而导致更高的肺癌风险。
    Emerging studies implicate fine particulate matter (PM2.5) and its organic components (OCs) as urgent hazard factors for lung cancer progression in nonsmokers. Establishing the adverse outcome pathway (AOP)-directed nontargeted identification method, this study aimed to explore whether PM2.5 exposure in coal-burning areas promoted lung tumor metastasis and how we identify its effective OCs to support traceability and control of regional PM2.5 pollution. First, we used a nude mouse model of lung cancer for PM2.5 exposure and found that the exposure significantly promoted the hematogenous metastases of A549-Luc cells in lung tissues and the adverse outcomes (AOs), with key events (KEs) including the changed expression of epithelial-mesenchymal transition (EMT) markers, such as suppression of E-cad and increased expression of Fib. Subsequently, using AOs and KEs as adverse outcome directors, we identified a total of 35 candidate chemicals based on the in vitro model and nontargeted analysis. Among them, tributyl phosphate (C12H27O4P), 2-bromotetradecane (C14H29Br), and methyl decanoate (C11H22O2) made greater contributions to the AOs. Finally, we clarified the interactions between these OCs and EMT-activating transcription factors (EMT-ATFs) as the molecular initiation event (MIE) to support the feasibility of the above identification strategy. The present study updates a new framework for identifying tumor metastasis-promoting OCs in PM2.5 and provides solid data for screening out chemicals that need priority control in polluted areas posing higher lung cancer risk.
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  • 文章类型: Journal Article
    农药由于其广泛使用,通过各种途径进入土壤和水环境,对环境造成极大的危害。除草剂和杀虫剂是具有长期生物毒性和生物蓄积性的常见农药,会伤害人体.不良结果途径(AOP)的概念涉及在分子和细胞水平上系统分析化学混合物对健康相关指标的反应水平。AOP与化学污染物的结构相关,毒性分子起始事件和生物毒性的不良结果,为毒性测试提供新的模型,预测,和污染物的评估。因此,典型的农药,包括敌草快(DIQ),氰嗪(CYA),dipterex(DIP),丙氧磷(PRO),以典型农药和OXA为研究对象,探讨其对蛋白核小球藻的联合毒性(C.乳突核)及其不良结果途径(AOP)。通过直接均分射线(EquRay)方法和均匀设计射线(UD-Ray)方法设计了农药的混合系统。通过时间依赖性微孔板毒性分析(t-MTA)方法系统地研究了单一农药及其混合物的毒性作用。通过浓度添加模型(CA)和与CA模型的偏差(dCA)分析了其混合物的相互作用。毒性数据显示出良好的浓度-效应关系;五种农药的毒性不同,顺序为CYA>DIQ>OXA>PRO>DIP。二进制,三元和四元混合体系表现出拮抗作用,而五元混合物系统表现出累加效应。农药的AOP研究表明,绿藻细胞中过氧化物的过度积累导致抗逆性下降,抑制藻类细胞中叶绿素和蛋白质的合成,细胞结构的破坏,最终导致藻类细胞死亡。
    Pesticides due to their extensive use have entered the soil and water environment through various pathways, causing great harm to the environment. Herbicides and insecticides are common pesticides with long-term biological toxicity and bioaccumulation, which can harm the human body. The concept of the adverse outcome pathway (AOP) involves systematically analyzing the response levels of chemical mixtures to health-related indicators at the molecular and cellular levels. The AOP correlates the structures of chemical pollutants, toxic molecular initiation events and adverse outcomes of biological toxicity, providing a new model for toxicity testing, prediction, and evaluation of pollutants. Therefore, typical pesticides including diquat (DIQ), cyanazine (CYA), dipterex (DIP), propoxur (PRO), and oxamyl (OXA) were selected as research objects to explore the combined toxicity of typical pesticides on Chlorella pyrenoidosa (C. pyrenoidosa) and their adverse outcome pathways (AOPs). The mixture systems of pesticides were designed by the direct equipartition ray (EquRay) method and uniform design ray (UD-Ray) method. The toxic effects of single pesticides and their mixtures were systematically investigated by the time-dependent microplate toxicity analysis (t-MTA) method. The interactions of their mixtures were analyzed by the concentration addition model (CA) and the deviation from the CA model (dCA). The toxicity data showed a good concentration-effect relationship; the toxicities of five pesticides were different and the order was CYA > DIQ > OXA > PRO > DIP. Binary, ternary and quaternary mixture systems exhibited antagonism, while quinary mixture systems exhibited an additive effect. The AOP of pesticides showed that an excessive accumulation of peroxide in green algae cells led to a decline in stress resistance, inhibition of the synthesis of chlorophyll and protein in algal cells, destruction of the cellular structure, and eventually led to algal cell death.
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  • 文章类型: Journal Article
    通常在生物组织中检测到称为5-HT再摄取抑制剂(5-HT-RI)的抗抑郁药物,并导致严重的不良健康影响。同源性建模用于表征功能(功效和抗性),并使用不良结局途径来表征其对人类健康的干扰(嗅觉毒性,神经毒性,和肠道微生物干扰)。利用卷积神经网络与门控循环单元(CNN-GRU)深度学习方法,构建了5-HT-RI功能和人体健康干扰效应选择性的小样本数据综合模型。具有2SE的架构,320个神经元节点和6倍交叉验证显示最佳适用性。结果表明,所构建模型的置信区间达到90%,表明该模型具有可靠的预测能力和泛化能力。基于CNN-GRU深度学习模型,七种综合效应较弱的高优先级化学品,包括D-VEN,(1R,4S)-SER,S-FLX,CTP,S-CTP,NEF,VEN,被筛选。基于分子三维结构信息,构建了综合效应三维定量构效关系(3D-QSAR)模型,以证实构建的5-HT-RI高优先级化学品控制列表的可靠性。用基于分子动力学方法的计算值排序和基于CNN-GRU深度学习模型的预测值排序进行分析,我们发现三种方法的一致性在85%以上。此外,通过分析灵敏度,分子静电势,综合效应CNN-GRU深度学习模型的极表面积,以及3D-QSAR模型的静电场,我们发现五个关键特征(DM,Qyy,Qxz,I,和BP),分子电负性,极性显著影响5-HT-RI的高优先级。在这项研究中,为5-HT-RI等新兴污染物的功能和人体健康干扰风险评估提供了合理可靠的预测工具,并探讨了理论方法。
    The antidepressant drug known as 5-HT reuptake inhibitor (5-HT-RI) was commonly detected in biological tissues and result in significant adverse health effects. Homology modeling was used to characterize the functionalities (efficacy and resistance), and the adverse outcome pathway was used to characterize its human health interferences (olfactory toxicity, neurotoxicity, and gut microbial interference). The convolutional neural network coupled with the gated recurrent unit (CNN-GRU) deep learning method was used to construct a comprehensive model of 5-HT-RI functionality and human health interference effects selectivity with small sample data. The architecture with 2 SE, 320 neuronal nodes and 6-folds cross-validation showed the best applicability. The results showed that the confidence interval of the constructed model reached 90 % indicating that the model had reliable prediction ability and generalization ability. Based on the CNN-GRU deep learning model, seven high-priority chemicals with a weak comprehensive effect, including D-VEN, (1R,4S)-SER, S-FLX, CTP, S-CTP, NEF, and VEN, were screened. Based on the molecular three-dimensional structure information, a comprehensive-effect three-dimensional quantitative structure-activity relationship (3D-QSAR) model was constructed to confirm the reliability of the constructed control list of 5-HT-RI high-priority chemicals. Analysis with the ranking of calculated values based on the molecular dynamics method and predicted values based on the CNN-GRU deep learning model, we found that the consistency of the three methods was above 85 %. Additionally, by analyzing the sensitivity, molecular electrostatic potential, polar surface area of the comprehensive-effect CNN-GRU deep learning model, and the electrostatic field of the 3D-QSAR models, we found that the significant effects of five key characteristics (DM, Qyy, Qxz, I, and BP), molecular electronegativity, and polarity significantly affected the high-priority degree of 5-HT-RI. In this study, we provided reasonable and reliable prediction tools and discussed theoretical methods for the risk assessment of functionality and human health interference of emerging pollutants such as 5-HT-RI.
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  • 文章类型: Meta-Analysis
    微塑料(MPs)和纳米塑料(NPs)的雄性生殖毒性已引起人们的极大关注,但是潜在的机制仍然支离破碎。本综述对39项相关研究进行了不良结局通路(AOP)分析和荟萃分析。通过AOP分析揭示MPs/NPs诱导的男性生殖毒性的因果关系,并通过荟萃分析量化毒性作用。在AOP框架中,增加的活性氧(ROS)是分子启动事件(MIE),这在不同级别触发了几个关键事件(KE)。在细胞层面,KEs包括氧化应激,线粒体功能障碍,精子DNA损伤,内质网应激,睾丸细胞凋亡和自噬,抑制类固醇生成酶和类固醇生成急性调节蛋白的表达,下丘脑-垂体-睾丸(HPT)轴中断,和肠道微生物群的改变。这些KEs进一步诱导睾酮的减少,受损的血-睾丸屏障(BTB),睾丸炎症,和组织/器官水平的精子生成受损。最终,精子质量或数量下降被注意到并通过荟萃分析证明,这表明MPs/NPs导致精子浓度下降599万/毫升,精子活力14.62%,精子活力为23.56%,同时导致精子异常率增加10.65%。总的来说,这是哺乳动物中第一个针对MPs/NPs介导的雄性生殖毒性的AOP。将荟萃分析创新地整合到AOP分析中增加了结果的严格性。
    The male reproductive toxicity of microplastics (MPs) and nanoplastics (NPs) has attracted great attention, but the latent mechanisms remain fragmented. This review performed the adverse outcome pathway (AOP) analysis and meta-analysis in 39 relevant studies, with the AOP analysis to reveal the cause-and-effect relationships of MPs/NPs-induced male reproductive toxicity and the meta-analysis to quantify the toxic effects. In the AOP framework, increased reactive oxygen species (ROS) is the molecular initiating event (MIE), which triggered several key events (KEs) at different levels. At the cellular level, the KEs included oxidative stress, mitochondrial dysfunction, sperm DNA damage, endoplasmic reticulum stress, apoptosis and autophagy of testicular cells, repressed expression of steroidogenic enzymes and steroidogenic acute regulatory protein, disrupted hypothalamic-pituitary-testicular (HPT) axis, and gut microbiota alteration. These KEs further induced the reduction of testosterone, impaired blood-testis barrier (BTB), testicular inflammation, and impaired spermatogenesis at tissue/organ levels. Ultimately, decreased sperm quality or quantity was noted and proved by meta-analysis, which demonstrated that MPs/NPs led to a decrease of 5.99 million/mL in sperm concentration, 14.62% in sperm motility, and 23.56% in sperm viability, while causing an increase of 10.65% in sperm abnormality rate. Overall, this is the first AOP for MPs/NPs-mediated male reproductive toxicity in mammals. The innovative integration of meta-analysis into the AOP analysis increases the rigorism of the results.
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