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Evaluating the Utility of the MSTI Assay in Predicting Compound Promiscuity and Cytotoxicity 评估 MSTI 分析法在预测化合物杂合性和细胞毒性方面的实用性
IF 4.1 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-09-10 DOI: 10.1021/acs.chemrestox.4c00243
Laken Kruger, Deborah K. Ngan, Tuan Xu, Li Zhang, Menghang Xia, Anton Simeonov, Ruili Huang
Nonspecific reactive chemicals often interfere with the interpretation of high-throughput assay results because of their promiscuity and/or cytotoxicity. Using a high-throughput assay to identify such compounds is necessary to efficiently rule out potential assay artifacts. The MSTI, (E)-2-(4-mercaptostyryl)-1,3,3-trimethyl-3H-indol-1-ium, assay uses a thiol-containing fluorescent probe to screen for electrophile reactivity and could potentially be used to determine nonspecific reactive compounds. The Tox21 10K compound library was previously screened against a panel of ∼80 cell-based and biochemical assays, including the biochemical MSTI assay. In this study, we compared the MSTI assay activity of the Tox21 10K compounds with their promiscuity and cytotoxicity as reflected by their activities across the Tox21 assay panel to determine: (1) if this assay is predictive of a compound’s promiscuity and cytotoxicity and (2) what chemical features create inconsistent results between the MSTI assay activity and promiscuity/cytotoxicity (false negatives and false positives). We found that the MSTI assay can predict a chemical’s promiscuity/cytotoxicity with a 0.55 sensitivity and 0.97 specificity. Out of 3,407 unique compounds evaluated, we identified 92 false positive and 227 false negative results. Several structural features such as carboxamides and alkyl halides were found to be apparent in 53% (p = 2.4 × 10–07) and 19% (p = 4.3 × 10–06) of the false positives and negatives, respectively. The results of this analysis will help identify the potential challenges of this high-throughput assay and allow researchers to identify if a compound will be cytotoxic or promiscuous in an efficient manner.
非特异性反应化学物质由于其杂交性和/或细胞毒性,往往会干扰高通量检测结果的解读。要有效排除潜在的检测假象,就必须使用高通量检测方法来鉴定此类化合物。MSTI((E)-2-(4-巯基丙烯酰基)-1,3,3-三甲基-3H-吲哚-1-鎓)检测法使用含巯基的荧光探针来筛选亲电子反应性,可用于确定非特异性反应性化合物。此前,Tox21 10K 化合物库已通过包括生化 MSTI 检测在内的 80 种细胞和生化检测方法进行了筛选。在本研究中,我们比较了 Tox21 10K 化合物的 MSTI 检测活性和它们在 Tox21 检测面板中的活性所反映的杂交性和细胞毒性,以确定:(1) 该检测是否能预测化合物的杂交性和细胞毒性;(2) 哪些化学特征会导致 MSTI 检测活性和杂交性/细胞毒性之间出现不一致的结果(假阴性和假阳性)。我们发现,MSTI 检测法能以 0.55 的灵敏度和 0.97 的特异性预测化学品的杂交性/细胞毒性。在评估的 3,407 种独特化合物中,我们发现了 92 个假阳性结果和 227 个假阴性结果。在假阳性和假阴性结果中,分别有 53% (p = 2.4 × 10-07) 和 19% (p = 4.3 × 10-06) 的化合物具有羧酰胺和烷基卤化物等结构特征。这项分析的结果将有助于确定这种高通量测定的潜在挑战,并使研究人员能够以有效的方式确定化合物是具有细胞毒性还是具有杂合性。
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引用次数: 0
Modeling the Toxicokinetics of Suspensions of Soluble Metallic Nanomaterials 可溶性金属纳米材料悬浮液的毒物动力学建模
IF 4.1 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-09-09 DOI: 10.1021/acs.chemrestox.4c00177
Guangchao Chen, Vivi Rottschäfer, Martina G. Vijver, Willie J. G. M. Peijnenburg
Proper risk assessment of the many new nanoforms (NFs) that are currently being developed and marketed is hindered by constraints in time and resources for testing their fate and (eco) toxicity profile. This problem has also been encountered in conventional chemical risk assessments, where the definition of related chemical groups can facilitate risk assessment for all class members. Whereas grouping and read-across methods are well established, such approaches are in the early stages of development for NFs. In this study, a modeling framework was developed for grouping NFs into distinct classes regarding the contribution of released ions to suspension-induced toxicity. The framework is based on combining dissolution rate constants of NFs with information about the toxicokinetics of the NFs and the dissolution products formed. The framework is exemplified for the specific case of suspension toxicity of metallic NFs (silver and copper). To this end, principles of mixture toxicity and dose–response modeling are integrated to derive threshold values for the key NF properties determining suspension toxicity: size, shape, and chemical composition. The threshold values thus derived offer a possible solution for the high-throughput screening of NFs according to their morphological and compositional properties in a regulatory context.
由于时间和资源的限制,无法对目前正在开发和销售的许多新纳米形式(NFs)的命运和(生态)毒性概况进行测试,因此无法对其进行适当的风险评估。在传统的化学品风险评估中也遇到了这个问题,相关化学品组的定义有助于对所有类别成员进行风险评估。虽然分组和交叉阅读的方法已经非常成熟,但针对无机氟化合物的此类方法还处于早期开发阶段。在本研究中,针对释放离子对悬浮诱导毒性的贡献,开发了一个将无机氟化合物分为不同类别的建模框架。该框架的基础是将无机氟化物的溶解速率常数与无机氟化物和所形成的溶解产物的毒物动力学信息相结合。该框架以金属 NF(银和铜)的悬浮毒性这一特定案例为例进行说明。为此,将混合物毒性原理与剂量反应模型相结合,推导出决定悬浮毒性的关键 NF 特性的阈值:尺寸、形状和化学成分。由此得出的阈值为在监管背景下根据 NF 的形态和组成特性对其进行高通量筛选提供了可能的解决方案。
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引用次数: 0
Metabolic Activation of 2-Methylfuran to Acetylacrolein and Its Reactivity toward Cellular Proteins 2 甲基呋喃代谢活化为乙酰丙烯醛及其对细胞蛋白质的反应性
IF 3.7 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-09-06 DOI: 10.1021/acs.chemrestox.4c0008310.1021/acs.chemrestox.4c00083
Verena Schäfer, Simone Stegmüller, Hanna Becker and Elke Richling*, 

2-Methylfuran (2-MF) is a process-related contaminant found primarily in heat-treated foods, such as coffee or canned food. The oxidative metabolic activation of 2-MF is supposed to follow the pathway established for furan, which is known to generate the highly reactive metabolite butenedial (BDA). In the case of 2-MF, generation of the BDA homologue 3-acetylacrolein (AcA) is to be expected. 2-MF metabolism to AcA was investigated in two model systems: commercial microsomal preparations and primary rat hepatocytes (pRH). To scavenge the generated 2-MF, two model nucleophils, N-acetyl-l-cysteine (AcCys) and N-α-acetyl-l-lysine (AcLys), were used, and the formation of the corresponding adducts was measured in the supernatants. The metabolic activation of 2-MF to AcA was studied using human liver microsomes as well as rat liver microsomes. Incubation of 2-MF in Supersomes allowed to identify the cytochrome P450 isoenzyme primarily responsible for 2-MF. In addition, primary rat hepatocytes were incubated with 2-MF or AcA and AcLys adduct of AcA (N-α-acetyl-l-lysine-acetylacrolein, AcLys-AcA) determined in the cell supernatants by UHPLC-MS/MS. In model experiments, AcA formed adducts with AcCys and AcLys. The structures of both adducts were characterized. For incubations in biological activating systems, CYP 2E1 was found to be a key enzyme for the conversion of 2-MF to AcA in Supersomes. When pRH were incubated with 2-MF and AcA, AcLys-AcA was detected in the cell supernatants in a time- and dose-dependent manner. The results showed that AcA was indeed formed at the cellular level. In contrast to the AcLys-AcA adduct, no N-acetyl-l-cysteine-acetylacrolein (AcCys-AcA) adduct could be detected in pRH. AcA was determined as a reactive metabolite of 2-MF in vitro, and its adduct formation with nucleophilic cellular components was evaluated. The metabolites were characterized, and AcLys-AcA was identified as potential biomarker.

2-甲基呋喃(2-MF)是一种与加工过程有关的污染物,主要存在于咖啡或罐头食品等经过热处理的食品中。2-MF 的氧化代谢活化过程应该遵循为呋喃建立的途径,众所周知,呋喃会产生高活性代谢物丁二醛(BDA)。在 2-MF 的情况下,预计会产生 BDA 的同系物 3-乙酰丙烯醛(AcA)。我们在两个模型系统中研究了 2-MF 向 AcA 的代谢过程:商业微粒体制备物和原代大鼠肝细胞(pRH)。为了清除生成的 2-MF,使用了 N-乙酰基-l-半胱氨酸(AcCys)和 N-α-乙酰基-l-赖氨酸(AcLys)这两种亲核物模型,并测量了上清液中相应加合物的形成。利用人体肝脏微粒体和大鼠肝脏微粒体研究了 2-MF 转化为 AcA 的代谢活化过程。在超级微粒体中培养 2-MF 可以确定主要负责 2-MF 的细胞色素 P450 同工酶。此外,用 2-MF 或 AcA 培养原代大鼠肝细胞,并通过超高效液相色谱-质谱/质谱测定细胞上清液中 AcA 的 AcLys 加合物(N-α-乙酰基-赖氨酸-乙酰基丙烯醛,AcLys-AcA)。在模型实验中,AcA 与 AcCys 和 AcLys 形成了加合物。对这两种加合物的结构进行了鉴定。在生物活化系统的孵育过程中,发现 CYP 2E1 是超微体中 2-MF 转化为 AcA 的关键酶。当 pRH 与 2-MF 和 AcA 一起孵育时,在细胞上清液中检测到的 AcLys-AcA 与时间和剂量有关。结果表明,AcA 确实是在细胞水平形成的。与 AcLys-AcA 加合物相反,在 pRH 中检测不到 N-乙酰基-半胱氨酸-乙酰丙烯醛(AcCys-AcA)加合物。经测定,AcA 是 2-MF 在体外的活性代谢物,并对其与亲核细胞成分形成的加合物进行了评估。对这些代谢物进行了表征,并确定 AcLys-AcA 为潜在的生物标记物。
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引用次数: 0
Novel Dual PPAR δ/γ Partial Agonist Induces Hepatic Lipid Accumulation through Direct Binding and Inhibition of AKT1 Phosphorylation, Mediating CD36 Upregulation 新型双 PPAR δ/γ 部分激动剂通过直接结合和抑制 AKT1 磷酸化诱导肝脂质积累,从而介导 CD36 上调
IF 3.7 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-09-05 DOI: 10.1021/acs.chemrestox.4c0026810.1021/acs.chemrestox.4c00268
Xiaotong Cai, Qin Zhang, Jiwei Wang, Yingying Miao, Yuqing Sun, Ziyin Xia, Luyong Zhang*, Qinwei Yu* and Zhenzhou Jiang*, 

ZLY06 is a dual agonist of peroxisome proliferator-activated receptor (PPAR) δ/γ, showing potential therapeutic effects on metabolic syndrome. However, our research has revealed that ZLY06 exhibits hepatotoxicity in normal C57BL/6J mice, though the precise mechanism remains unclear. This study aims to investigate the manifestations and mechanisms of ZLY06-induced hepatotoxicity. We administered ZLY06 via oral gavage to C57BL/6J mice (once daily for six weeks) and monitored various indicators to preliminarily explore its hepatotoxicity. Additionally, we further investigate the specific mechanisms of ZLY06-induced hepatotoxicity using PPAR inhibitors (GW9662 and GSK0660) and the Protein kinase B (AKT) activator (SC79). Results showed that ZLY06 led to increased serum ALP, ALT and AST, as well as elevated liver index and hepatic lipid levels. There was upregulation in the gene and protein expression of lipid metabolism-related molecules Acc, Scd1, Cd36, Fabp1 and Fabp2 in hepatocytes, with Cd36 showing the most significant change. Furthermore, cotreatment with SC79 significantly reduced ZLY06-induced hepatotoxicity in AML12 cells, evidenced by decreased intracellular TG levels and downregulation of CD36 expression. Specific knockdown of CD36 also mitigated ZLY06-induced hepatotoxicity. The study found that ZLY06 may bind to AKT1, inhibiting its phosphorylation activation, with the downregulation of p-AKT1 preceding the upregulation of CD36. In summary, ZLY06 mediates the upregulation of CD36 by potentially binding to and inhibiting the phosphorylation of AKT1, leading to hepatic lipid metabolism disorder and inducing liver toxicity.

ZLY06 是过氧化物酶体增殖激活受体(PPAR)δ/γ 的双重激动剂,对代谢综合征具有潜在的治疗作用。然而,我们的研究发现,ZLY06 对正常 C57BL/6J 小鼠具有肝毒性,但其确切机制仍不清楚。本研究旨在探讨 ZLY06 诱导肝毒性的表现和机制。我们通过给 C57BL/6J 小鼠口服 ZLY06(每天一次,连续六周)并监测其各项指标,以初步探讨其肝脏毒性。此外,我们还使用 PPAR 抑制剂(GW9662 和 GSK0660)和蛋白激酶 B(AKT)激活剂(SC79)进一步研究了 ZLY06 诱导肝毒性的具体机制。结果显示,ZLY06 导致血清 ALP、ALT 和 AST 升高,肝指数和肝脂水平升高。肝细胞中脂质代谢相关分子 Acc、Scd1、Cd36、Fabp1 和 Fabp2 的基因和蛋白表达上调,其中 Cd36 的变化最为显著。此外,与 SC79 共处理可显著减轻 ZLY06 诱导的 AML12 细胞的肝毒性,细胞内 TG 水平的降低和 CD36 表达的下调证明了这一点。特异性敲除 CD36 也减轻了 ZLY06 诱导的肝毒性。研究发现,ZLY06 可能与 AKT1 结合,抑制其磷酸化激活,p-AKT1 的下调先于 CD36 的上调。综上所述,ZLY06可能通过与AKT1结合并抑制其磷酸化来介导CD36的上调,从而导致肝脏脂质代谢紊乱并诱发肝毒性。
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引用次数: 0
Sensitive Detection of Histones and γ-H2AX by Immunoblotting: Problems and Solutions 通过免疫印迹灵敏检测组蛋白和 γ-H2AX:问题与解决方案
IF 3.7 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-09-05 DOI: 10.1021/acs.chemrestox.4c0030710.1021/acs.chemrestox.4c00307
Casey Krawic, Michal W. Luczak and Anatoly Zhitkovich*, 

Histones and their posttranslational modifications (PTMs) are critical regulators of gene expression. Differentiation, environmental stressors, xenobiotics, and major human diseases cause significant changes in histone variants and PTMs. Western blotting is the mainstay methodology for detection of histones and their PTMs in the majority of studies. Surprisingly, despite their high abundance in cells, immunoblotting of histones typically involves loading of large protein amounts that are normally used for detection of sparse cellular proteins. We systematically examined technical factors in the Western-blotting-based detection of human histones with >30 antibodies. We found that under multiple protein transfer conditions, many histone epitopes on polyvinylidene fluoride (PVDF) membranes had a very low antibody accessibility, which was dramatically increased by the addition of a simple denaturation step. Denaturation of membrane-bound proteins also enhanced the specificity of some histone antibodies. In comparison to standard PVDF membranes, the sensitivity of histone detection on standard nitrocellulose membranes was typically much higher, which was further increased by the inclusion of the same denaturation step. Optimized protocols increased by >100-times detection sensitivity for the genotoxic marker γ-H2AX with two monoclonal antibodies. The impact of denaturation and nitrocellulose use varied for different histones, but for each histone, it was generally similar for antibodies targeting N-terminal and C-terminal regions. In summary, denaturation of membrane-bound histones strongly improves their detection by Westerns, resulting in more accurate measurements and permitting analyses with small biological samples.

组蛋白及其翻译后修饰(PTM)是基因表达的关键调节因子。基因分化、环境压力、异种生物以及重大人类疾病都会导致组蛋白变体和 PTMs 发生显著变化。在大多数研究中,Western 印迹是检测组蛋白及其 PTM 的主要方法。令人惊讶的是,尽管组蛋白在细胞中含量很高,但免疫印迹法通常需要加载大量蛋白质,而这些蛋白质通常用于检测稀少的细胞蛋白质。我们用 30 种抗体系统地研究了基于 Western 印迹法检测人类组蛋白的技术因素。我们发现,在多种蛋白质转移条件下,聚偏二氟乙烯(PVDF)膜上的许多组蛋白表位的抗体亲和性很低,而通过添加一个简单的变性步骤,抗体亲和性就会显著提高。膜结合蛋白的变性也增强了某些组蛋白抗体的特异性。与标准的 PVDF 膜相比,标准硝酸纤维素膜上组蛋白检测的灵敏度通常要高得多,加入相同的变性步骤后,灵敏度进一步提高。用两种单克隆抗体检测基因毒性标记物γ-H2AX,优化后的方案将检测灵敏度提高了100倍。变性和硝酸纤维素的使用对不同组蛋白的影响各不相同,但对每种组蛋白来说,针对 N 端和 C 端区域的抗体的影响基本相似。总之,膜结合组蛋白的变性可大大提高 Westerns 检测组蛋白的能力,从而获得更准确的测量结果,并可对少量生物样本进行分析。
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引用次数: 0
Omeprazole-Associated Atypical Drug Reaction with Eosinophilia and Systemic Symptoms (DRESS) in a Patient with Positive In Vitro Diagnostic Testing to Multiple Proton Pump Inhibitors 一名对多种质子泵抑制剂的体外诊断测试呈阳性的患者出现的伴有嗜酸性粒细胞增多和全身症状的奥美拉唑相关非典型药物反应 (DRESS)
IF 3.7 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-09-04 DOI: 10.1021/acs.chemrestox.4c0022510.1021/acs.chemrestox.4c00225
Sophie Grice, Sean Hammond, Lucy Hampson, Annette Wagner and Dean J. Naisbitt*, 

Proton pump inhibitors (PPIs) are a commonly used class of drugs with a good safety profile. However, their use is associated with rare cases of severe skin reaction. Herein, we present details of a patient who developed two episodes of omeprazole-induced delayed-onset hypersensitivity (atypical drug reaction with eosinophilia and systemic symptoms [DRESS]). Lymphocytes from the patient were stimulated to proliferate and secrete cytokines and cytolytic molecules when treated with the drug. T-cell cross-reactivity was observed with structurally related PPIs. Hence, other PPIs have the potential to cause further serious immune-related adverse events in patients who present with hypersensitivity to a primary PPI.

质子泵抑制剂(PPIs)是一类常用药物,具有良好的安全性。然而,在极少数情况下,使用这些药物也会引起严重的皮肤反应。在此,我们详细介绍了一名患者两次出现奥美拉唑诱发的迟发型超敏反应(伴有嗜酸性粒细胞增多和全身症状的非典型药物反应 [DRESS])的病例。患者的淋巴细胞在接受药物治疗时受到刺激而增殖,并分泌细胞因子和细胞溶解分子。观察到 T 细胞与结构相关的 PPIs 存在交叉反应。因此,其他 PPIs 有可能在对原发性 PPIs 过敏的患者中引起更多严重的免疫相关不良事件。
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引用次数: 0
Effect of Butyrate on Food-Grade Titanium Dioxide Toxicity in Different Intestinal In Vitro Models 丁酸盐对不同肠道体外模型中食品级二氧化钛毒性的影响
IF 3.7 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-08-30 DOI: 10.1021/acs.chemrestox.4c0008610.1021/acs.chemrestox.4c00086
Janine M. Becht, Hendrik Kohlleppel, Roel P. F. Schins and Angela A. M. Kämpfer*, 

Short-chain fatty acids (SCFA) are an important energy source for colonocytes and crucial messenger molecules both locally in the intestine and systemically. Butyrate, one of the most prominent and best-studied SCFA, was demonstrated to exert anti-inflammatory effects, improve barrier integrity, enhance mucus synthesis in the intestine, and promote cell differentiation of intestinal epithelial cells in vitro. While the physiological relevance is undisputed, it remains unclear if and to what extent butyrate can influence the effects of xenobiotics, such as food-grade titanium dioxide (E171, fgTiO2), in the intestine. TiO2 has been controversially discussed for its DNA-damaging potential and banned as a food additive within the European Union (EU) since 2022. First, we used enterocyte Caco-2 monocultures to test if butyrate affects the cytotoxicity and inflammatory potential of fgTiO2 in a pristine state or following pretreatment under simulated gastric and intestinal pH conditions. We then investigated pretreated fgTiO2 in intestinal triple cultures of Caco-2, HT29-MTX-E12, and THP-1 cells in homeostatic and inflamed-like state for cytotoxicity, barrier integrity, cytokine release as well as gene expression of mucins, oxidative stress markers, and DNA repair. In Caco-2 monocultures, butyrate had an ambivalent role: pretreated but not pristine fgTiO2 induced cytotoxicity in Caco-2 cells, which was not observed in the presence of butyrate. Conversely, fgTiO2 induced the release of interleukin 8 in the presence but not in the absence of butyrate. In the advanced in vitro models, butyrate did not affect the characteristics of the healthy or inflamed states and caused negligible effects in the investigated end points following fgTiO2 exposure. Taken together, the effects of fgTiO2 strongly depend on the applied testing approach. Our findings underline the importance of the experimental setup, including the choice of in vitro model and the physiological relevance of the exposure scenario, for the hazard testing of food-grade pigments like TiO2.

短链脂肪酸(SCFA)是结肠细胞的重要能量来源,也是肠道局部和全身的重要信使分子。丁酸是最突出、研究最深入的 SCFA 之一,已被证实具有抗炎作用、改善屏障完整性、增强肠道粘液合成以及促进肠上皮细胞体外分化。虽然丁酸盐的生理相关性毋庸置疑,但它能否以及在多大程度上影响食品级二氧化钛(E171,fgTiO2)等异种生物在肠道中的作用仍不清楚。二氧化钛因其DNA损伤潜力而备受争议,欧盟自2022年起禁止将其作为食品添加剂。首先,我们使用肠细胞 Caco-2 单培养物来测试丁酸盐是否会影响原始状态或在模拟胃肠 pH 条件下预处理后的 fgTiO2 的细胞毒性和炎症潜力。然后,我们在Caco-2、HT29-MTX-E12和THP-1细胞的肠道三重培养物中对预处理后的氧化镁进行了细胞毒性、屏障完整性、细胞因子释放以及粘蛋白、氧化应激标记物和DNA修复基因表达方面的研究。在 Caco-2 单培养基中,丁酸盐的作用是矛盾的:预处理过的 fgTiO2 会诱导 Caco-2 细胞产生细胞毒性,而未处理过的 fgTiO2 则不会。相反,在有丁酸盐存在而没有丁酸盐存在的情况下,fgTiO2 能诱导白细胞介素 8 的释放。在先进的体外模型中,丁酸盐不会影响健康或炎症状态的特征,而且在接触二氧化钛酸镁后对调查终点的影响可以忽略不计。综上所述,氧化镁的影响在很大程度上取决于所采用的测试方法。我们的研究结果凸显了实验设置的重要性,包括体外模型的选择和暴露情景的生理相关性,这对二氧化钛等食品级颜料的危害测试至关重要。
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引用次数: 0
Triphenyl Phosphate Alters Methyltransferase Expression and Induces Genome-Wide Aberrant DNA Methylation in Zebrafish Larvae 磷酸三苯酯改变甲基转移酶的表达并诱导斑马鱼幼体基因组DNA甲基化异常
IF 3.7 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-08-29 DOI: 10.1021/acs.chemrestox.4c0022310.1021/acs.chemrestox.4c00223
Chander K. Negi*, Lucie Bláhová, Audrey Phan, Lola Bajard and Ludek Blaha, 

Emerging environmental contaminants, organophosphate flame retardants (OPFRs), pose significant threats to ecosystems and human health. Despite numerous studies reporting the toxic effects of OPFRs, research on their epigenetic alterations remains limited. In this study, we investigated the effects of exposure to 2-ethylhexyl diphenyl phosphate (EHDPP), tricresyl phosphate (TMPP), and triphenyl phosphate (TPHP) on DNA methylation patterns during zebrafish embryonic development. We assessed general toxicity and morphological changes, measured global DNA methylation and hydroxymethylation levels, and evaluated DNA methyltransferase (DNMT) enzyme activity, as well as mRNA expression of DNMTs and ten-eleven translocation (TET) methylcytosine dioxygenase genes. Additionally, we analyzed genome-wide methylation patterns in zebrafish larvae using reduced-representation bisulfite sequencing. Our morphological assessment revealed no general toxicity, but a statistically significant yet subtle decrease in body length following exposure to TMPP and EHDPP, along with a reduction in head height after TPHP exposure, was observed. Eye diameter and head width were unaffected by any of the OPFRs. There were no significant changes in global DNA methylation levels in any exposure group, and TMPP showed no clear effect on DNMT expression. However, EHDPP significantly decreased only DNMT1 expression, while TPHP exposure reduced the expression of several DNMT orthologues and TETs in zebrafish larvae, leading to genome-wide aberrant DNA methylation. Differential methylation occurred primarily in introns (43%) and intergenic regions (37%), with 9% and 10% occurring in exons and promoter regions, respectively. Pathway enrichment analysis of differentially methylated region-associated genes indicated that TPHP exposure enhanced several biological and molecular functions corresponding to metabolism and neurological development. KEGG enrichment analysis further revealed TPHP-mediated potential effects on several signaling pathways including TGFβ, cytokine, and insulin signaling. This study identifies specific changes in DNA methylation in zebrafish larvae after TPHP exposure and brings novel insights into the epigenetic mode of action of TPHP.

新出现的环境污染物有机磷阻燃剂(OPFRs)对生态系统和人类健康构成了严重威胁。尽管有大量研究报告了 OPFRs 的毒性影响,但有关其表观遗传学改变的研究仍然有限。在这项研究中,我们调查了暴露于 2-乙基己基二苯基磷酸酯(EHDPP)、磷酸三甲苯酯(TMPP)和磷酸三苯酯(TPHP)对斑马鱼胚胎发育过程中 DNA 甲基化模式的影响。我们评估了一般毒性和形态变化,测量了整体 DNA 甲基化和羟甲基化水平,评估了 DNA 甲基转移酶(DNMT)的酶活性以及 DNMT 和十-十一转位(TET)甲基胞嘧啶二氧酶基因的 mRNA 表达。此外,我们还利用还原代表亚硫酸氢盐测序技术分析了斑马鱼幼体的全基因组甲基化模式。我们的形态学评估显示,斑马鱼没有普遍的毒性,但在接触 TMPP 和 EHDPP 后,体长出现了统计学意义上的显著而细微的下降,而在接触 TPHP 后,头高也有所下降。眼睛直径和头部宽度未受到任何 OPFR 的影响。任何暴露组的整体 DNA 甲基化水平都没有明显变化,TMPP 对 DNMT 的表达也没有明显影响。然而,EHDPP 只显著降低了 DNMT1 的表达,而 TPHP 暴露则降低了斑马鱼幼体中多个 DNMT 同源物和 TET 的表达,导致全基因组 DNA 甲基化异常。差异甲基化主要发生在内含子(43%)和基因间区(37%),外显子和启动子区分别为 9% 和 10%。对不同甲基化区域相关基因的通路富集分析表明,接触 TPHP 会增强与新陈代谢和神经系统发育相关的一些生物和分子功能。KEGG富集分析进一步揭示了TPHP介导的对包括TGFβ、细胞因子和胰岛素信号转导在内的几种信号通路的潜在影响。这项研究确定了暴露于 TPHP 后斑马鱼幼体 DNA 甲基化的特定变化,并对 TPHP 的表观遗传作用模式提出了新的见解。
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引用次数: 0
Prediction of Cytochrome P450 Substrates Using the Explainable Multitask Deep Learning Models 利用可解释多任务深度学习模型预测细胞色素 P450 底物
IF 3.7 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-08-28 DOI: 10.1021/acs.chemrestox.4c0019910.1021/acs.chemrestox.4c00199
Jiaojiao Fang, Yan Tang, Changda Gong, Zejun Huang, Yanjun Feng, Guixia Liu, Yun Tang and Weihua Li*, 

Cytochromes P450 (P450s or CYPs) are the most important phase I metabolic enzymes in the human body and are responsible for metabolizing ∼75% of the clinically used drugs. P450-mediated metabolism is also closely associated with the formation of toxic metabolites and drug–drug interactions. Therefore, it is of high importance to predict if a compound is the substrate of a given P450 in the early stage of drug development. In this study, we built the multitask learning models to simultaneously predict the substrates of five major drug-metabolizing P450 enzymes, namely, CYP3A4, 2C9, 2C19, 2D6, and 1A2, based on the collected substrate data sets. Compared to the single-task model and conventional machine learning models, the multitask fingerprints and graph neural networks model achieved superior performance with the average AUC values of 90.8% on the test set. Notably, the multitask model demonstrated its good performance on the small amount of substrate data sets such as CYP1A2, 2C9, and 2C19. In addition, the Shapley additive explanation and the attention mechanism were used to reveal specific substructures associated with P450 substrates, which were further confirmed and complemented by the substructure mining tool and the literature.

细胞色素 P450(P450s 或 CYPs)是人体内最重要的 I 期代谢酶,负责代谢 75% 的临床用药。P450 介导的代谢还与有毒代谢物的形成和药物间相互作用密切相关。因此,在药物开发的早期阶段预测化合物是否为特定 P450 的底物具有非常重要的意义。在本研究中,我们建立了多任务学习模型,根据收集到的底物数据集同时预测五种主要药物代谢 P450 酶(即 CYP3A4、2C9、2C19、2D6 和 1A2)的底物。与单任务模型和传统的机器学习模型相比,多任务指纹图谱和图神经网络模型的性能更优越,在测试集上的平均 AUC 值达到 90.8%。值得注意的是,多任务模型在 CYP1A2、2C9 和 2C19 等少量底物数据集上表现出了良好的性能。此外,夏普利加法解释和注意力机制被用来揭示与 P450 底物相关的特定亚结构,这些亚结构通过亚结构挖掘工具和文献得到了进一步的证实和补充。
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引用次数: 0
Toward an Explainable Large Language Model for the Automatic Identification of the Drug-Induced Liver Injury Literature 为自动识别药物性肝损伤文献建立可解释的大型语言模型
IF 3.7 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-08-27 DOI: 10.1021/acs.chemrestox.4c0013410.1021/acs.chemrestox.4c00134
Chunwei Ma*,  and , Russell D. Wolfinger, 

Drug-induced liver injury (DILI) stands as a significant concern in drug safety, representing the primary cause of acute liver failure. Identifying the scientific literature related to DILI is crucial for monitoring, investigating, and conducting meta-analyses of drug safety issues. Given the intricate and often obscure nature of drug interactions, simple keyword searching can be insufficient for the exhaustive retrieval of the DILI-relevant literature. Manual curation of DILI-related publications demands pharmaceutical expertise and is susceptible to errors, severely limiting throughput. Despite numerous efforts utilizing cutting-edge natural language processing and deep learning techniques to automatically identify the DILI-related literature, their performance remains suboptimal for real-world applications in clinical research and regulatory contexts. In the past year, large language models (LLMs) such as ChatGPT and its open-source counterpart LLaMA have achieved groundbreaking progress in natural language understanding and question answering, paving the way for the automated, high-throughput identification of the DILI-related literature and subsequent analysis. Leveraging a large-scale public dataset comprising 14 203 training publications from the CAMDA 2022 literature AI challenge, we have developed what we believe to be the first LLM specialized in DILI analysis based on LLaMA-2. In comparison with other smaller language models such as BERT, GPT, and their variants, LLaMA-2 exhibits an enhanced out-of-fold accuracy of 97.19% and area under the ROC curve of 0.9947 using 3-fold cross-validation on the training set. Despite LLMs’ initial design for dialogue systems, our study illustrates their successful adaptation into accurate classifiers for automated identification of the DILI-related literature from vast collections of documents. This work is a step toward unleashing the potential of LLMs in the context of regulatory science and facilitating the regulatory review process.

药物性肝损伤(DILI)是药物安全的一个重要问题,是急性肝功能衰竭的主要原因。识别与 DILI 相关的科学文献对于监测、调查和进行药物安全性问题的荟萃分析至关重要。鉴于药物相互作用错综复杂且往往晦涩难懂,简单的关键字搜索可能不足以详尽检索与 DILI 相关的文献。人工整理与 DILI 相关的出版物需要制药方面的专业知识,而且容易出错,严重限制了工作效率。尽管利用尖端的自然语言处理和深度学习技术自动识别 DILI 相关文献的工作层出不穷,但这些技术的性能在临床研究和监管背景下的实际应用中仍不尽如人意。在过去的一年里,大型语言模型(LLM),如 ChatGPT 及其开源模型 LLaMA,在自然语言理解和问题解答方面取得了突破性进展,为自动、高通量识别 DILI 相关文献及后续分析铺平了道路。利用由 CAMDA 2022 文献 AI 挑战赛的 14 203 篇训练出版物组成的大规模公共数据集,我们开发出了基于 LLaMA-2 的首个专门用于 DILI 分析的 LLM。与其他小型语言模型(如 BERT、GPT 及其变体)相比,LLaMA-2 在训练集上使用 3 倍交叉验证,显示出更高的折外准确率(97.19%)和 ROC 曲线下面积(0.9947)。尽管 LLM 最初是为对话系统设计的,但我们的研究表明,LLM 成功地适应了从大量文件中自动识别 DILI 相关文献的精确分类器。这项工作是朝着释放 LLMs 在监管科学方面的潜力和促进监管审查过程迈出的一步。
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引用次数: 0
期刊
Chemical Research in Toxicology
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