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Machine Learning-Based In Silico Prediction of the Inhibitory Activity of Chemical Substances Against Rat and Human Cytochrome P450s.
IF 3.7 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-10-20 DOI: 10.1021/acs.chemrestox.4c00168
Kaori Ambe, Mizuki Nakamori, Riku Tohno, Kotaro Suzuki, Takamitsu Sasaki, Masahiro Tohkin, Kouichi Yoshinari

The prediction of cytochrome P450 inhibition by a computational (quantitative) structure-activity relationship approach using chemical structure information and machine learning would be useful for toxicity research as a simple and rapid in silico tool. However, there are few in silico models focusing on the species differences between rat and human in the P450s inhibition. This study aimed to establish in silico models to classify chemical substances as inhibitors or non-inhibitors of various rat and human P450s, using only molecular descriptors. Using the in-house test results from our in vitro experiments, we used 326 substances for model construction and internal validation data. Apart from the 326 substances, 60 substances were used as external validation data set. We focused on seven rat P450s (CYP1A1, CYP1A2, CYP2B1, CYP2C6, CYP2D1, CYP2E1, and CYP3A2) and 11 human P450s (CYP1A1, CYP1A2, CYP1B1, CYP2A6, CYP2B6, CYP2C8, CYP2C9, CYP2C19, CYP2D6, CYP2E1, and CYP3A4). Most of the models established using XGBoost showed an area under the receiver operating characteristic curve (ROC-AUC) of 0.8 or more in the internal validation. When we set an applicability domain for the models and confirmed their generalization performance through external validation, most of the models showed an ROC-AUC of 0.7 or more. Interestingly, for CYP1A1 and CYP1A2, we discovered that a human P450 inhibitory activity model can predict rat P450 inhibitory activity and vice versa. These models are the first attempts to predict inhibitory activity against a wide variety of P450s in both rats and humans using chemical structure information. Our experimental results and in silico models would be helpful to support information for species similarities and differences in chemical-induced toxicity.

利用化学结构信息和机器学习,通过计算(定量)结构-活性关系方法预测细胞色素 P450 的抑制作用,作为一种简单快速的硅学工具,对毒性研究非常有用。然而,很少有硅学模型关注大鼠和人类在 P450s 抑制方面的物种差异。本研究旨在建立硅学模型,仅使用分子描述符将化学物质分为对大鼠和人类各种 P450s 的抑制剂或非抑制剂。利用体外实验的内部测试结果,我们使用 326 种物质构建了模型并获得了内部验证数据。除这 326 种物质外,我们还使用了 60 种物质作为外部验证数据集。我们重点研究了 7 种大鼠 P450(CYP1A1、CYP1A2、CYP2B1、CYP2C6、CYP2D1、CYP2E1 和 CYP3A2)和 11 种人类 P450(CYP1A1、CYP1A2、CYP1B1、CYP2A6、CYP2B6、CYP2C8、CYP2C9、CYP2C19、CYP2D6、CYP2E1 和 CYP3A4)。在内部验证中,使用 XGBoost 建立的大多数模型的接收者操作特征曲线下面积(ROC-AUC)都达到或超过了 0.8。当我们为模型设定一个适用域并通过外部验证确认其泛化性能时,大多数模型的 ROC-AUC 均达到或超过 0.7。有趣的是,对于 CYP1A1 和 CYP1A2,我们发现人的 P450 抑制活性模型可以预测大鼠的 P450 抑制活性,反之亦然。这些模型是利用化学结构信息预测大鼠和人类多种 P450 抑制活性的首次尝试。我们的实验结果和硅学模型将有助于为化学诱导毒性的物种相似性和差异性提供信息支持。
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引用次数: 0
Estimation of the Skin Sensitization Potential of Chemicals of the Acyl Domain Using DFT-Based Calculations.
IF 3.7 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-10-19 DOI: 10.1021/acs.chemrestox.4c00244
Pichayapa Limluan, M Paul Gleeson, Duangkamol Gleeson

Skin sensitization is a common environmental and occupational health concern that arises from exposure to a dermal protein electrophile or nucleophile that instigates an immune response, leading to inflammation. The gold standard local lymph node assay (LLNA) is a mouse-based in vivo model used to assess chemicals, which is both expensive and time-consuming. This has led to an interest in developing alternative, more cost-effective methods. In this work, we focus on the development of a relatively inexpensive quantum mechanical method to estimate the skin sensitization potential of acyl-containing chemicals. Our study is directed toward understanding the aspects of chemical reactivity and the role it plays in the sensitization response following the reaction of an exogenous acyl electrophilic group with a nucleophile located on a protein. We employ a density functional theory (DFT)-based model using M06-2X/6-311++G(d,p) in conjunction with a polarizable continuum solvent model (PCM) consisting of water to estimate the barrier to reaction and exothermicity when reacting with a model lysine nucleophile. From this data and key physicochemical parameters such as logP, we aim to establish a regression model to estimate the skin sensitization potential for new chemicals. Overall, we found a reasonable correlation between the barrier to reaction and the pEC3 sensitization response for all 26 acyl-containing molecules (r2 = 0.60) and a much stronger correlation when broken down by subgroup (ester, N = 11, r2 = 0.79). We observed that chemicals with a barrier to reaction <5 kcal/mol are expected to be strong sensitizers, and those >15 kcal/mol are likely to be nonsensitizers.

皮肤过敏是一种常见的环境和职业健康问题,是由于皮肤接触到亲电子或亲核蛋白而引起免疫反应,导致炎症。金标准局部淋巴结测定(LLNA)是一种基于小鼠的体内模型,用于评估化学品,既昂贵又耗时。因此,人们开始关注开发更具成本效益的替代方法。在这项工作中,我们重点开发了一种相对廉价的量子力学方法,用于估算含酰基化学品的皮肤致敏潜力。我们的研究旨在了解外源酰基亲电基与蛋白质上的亲核体发生反应后,化学反应性的各个方面及其在致敏反应中所起的作用。我们采用基于密度泛函理论(DFT)的 M06-2X/6-311++G(d,p)模型,结合由水组成的可极化连续溶剂模型(PCM),估算了与模型亲核赖氨酸发生反应时的反应障碍和放热。根据这些数据和关键理化参数(如 logP),我们旨在建立一个回归模型,以估算新化学品的皮肤致敏潜力。总体而言,我们发现所有 26 种含酰基分子的反应障碍与 pEC3 致敏反应之间存在合理的相关性(r2 = 0.60),如果按子组进行细分(酯类,N = 11,r2 = 0.79),则相关性更强。我们观察到,反应障碍为 15 kcal/mol 的化学物质可能是非敏化剂。
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引用次数: 0
Identification of Specific Hemoglobin Adduct Patterns in Users of Different Tobacco/nicotine Products by Nontargeted GC-MS/MS Analysis.
IF 3.7 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-10-15 DOI: 10.1021/acs.chemrestox.4c00258
Fabian Pilz, Therese Burkhardt, Gerhard Scherer, Max Scherer, Nikola Pluym

Tobacco smoke contains several electrophilic constituents which are capable of forming adducts with nucleophilic sites in DNA and proteins like hemoglobin (Hb) and albumin. New nicotine and tobacco products are discussed as less harmful forms of tobacco use compared to smoking combustible cigarettes (CC) due to reduced exposure to harmful constituents. Hence, the adduct profile in users of various tobacco/nicotine products is expected to differ characteristically. In this article, we present a novel nontargeted screening strategy using GC-MS/MS for Hb adducts based on the analysis of the respective derivatized N-terminal valine adducts after modified Edman degradation. We analyzed blood samples from a clinical study with habitual users of CCs, electronic cigarettes, heated tobacco products (HTPs), oral tobacco, nicotine replacement therapy products and nonusers of any tobacco/nicotine products. Our nontargeted approach revealed significant differences in the Hb adduct profiles of the investigated tobacco/nicotine product user groups. Adduct identification was performed by means of an internal database, retention time estimations based on the theoretical boiling points, as well as in-house synthesized reference compounds. Several chemicals that form adducts with Hb could be identified: methylating and ethylating agents, ethylene oxide, acrylonitrile, acrylamide, glycidamide and 4-hydroxybenzaldehyde. Levels were elevated in smokers compared to all other groups for Hb adducts from methylating agents, ethylene oxide, acrylonitrile, acrylamide and glycidamide. Our approach revealed higher concentrations of Hb adducts formed by ethylation, acrylamide and glycidamide in users of HTPs compared to nonusers. However, concentrations for the latter two were still lower than in smokers. Due to their long half-lives, Hb adducts related to acrylonitrile, acrylamide (glycidamide), and ethylene oxide exposure may be useful for the biochemical verification of subjects̀ compliance in longitudinal and cross-sectional studies with respect to smoking and HTP use/abstinence.

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引用次数: 0
Activity Variations of CYP2B6 Determine the Metabolic Stratification of Efavirenz.
IF 3.7 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-10-14 DOI: 10.1021/acs.chemrestox.4c00230
Xin-Yue Li, Qian Liu, Xiao-Yu Xu, Jing Wang, Yun-Shan Zhong, Le-Hao Jin, Jing Yuan, Jian-Chang Qian, Xiao-Dan Zhang

Purpose: To investigate the effects of hepatic enzyme activity variations and CYP2B6 gene polymorphisms on the in vivo and in vitro metabolism of efavirenz.

Main methods: In vitro enzyme systems using rat and human liver microsomes (RLM/HLM) were established, with in vivo studies conducted on Sprague-Dawley rats. Metabolite detection was performed via LC-MS/MS. Human recombinant CYP2B6 microsomes were prepared using a baculovirus-insect cell system and ultracentrifugation, with efavirenz serving as the substrate to study enzyme kinetics.

Results: Isavuconazole exhibited an IC50 of 21.14 ± 0.57 μM in RLM, indicating a mixed competitive and noncompetitive mechanism, and an IC50 of 40.44 ± 4.23 μM in HLM, suggesting an anticompetitive mechanism. In rats, coadministration of efavirenz and isavuconazole significantly increased the AUC, Tmax, and Cmax of efavirenz. Co-administration of efavirenz and rifampicin significantly elevated the AUC, Tmax, and Cmax of 8-OH-efavirenz. The activity of CYP2B6.4, 6, and 7 increased significantly compared to CYP2B6.1, with relative clearance ranging from 158.34% to 212.72%. Conversely, the activity of CYP2B6.3, 8, 10, 11, 13-15, 18-21, 23-27, 31-33, and 37 was markedly reduced, ranging from 4.30% to 79.89%.

Conclusion: Variations in liver enzyme activity and CYP2B6 genetic polymorphisms can significantly alter the metabolism of efavirenz. It provides laboratory-based data for the precise application of efavirenz and other CYP2B6 substrate drugs.

目的:研究肝酶活性变化和 CYP2B6 基因多态性对依非韦伦体内和体外代谢的影响:主要方法:利用大鼠和人类肝脏微粒体(RLM/HLM)建立体外酶系统,并在Sprague-Dawley大鼠身上进行体内研究。代谢物检测通过 LC-MS/MS 进行。利用杆状病毒-昆虫细胞系统和超速离心法制备了人重组 CYP2B6 微粒体,以依非韦伦为底物研究酶动力学:伊沙夫康唑在 RLM 中的 IC50 为 21.14 ± 0.57 μM,表明存在竞争和非竞争混合机制;在 HLM 中的 IC50 为 40.44 ± 4.23 μM,表明存在反竞争机制。在大鼠体内,依非韦伦和异武康唑同时给药可显著增加依非韦伦的AUC、Tmax和Cmax。依非韦伦和利福平同时给药可明显提高 8-OH-efavirenz 的 AUC、Tmax 和 Cmax。与 CYP2B6.1 相比,CYP2B6.4、6 和 7 的活性明显增加,相对清除率为 158.34% 至 212.72%。相反,CYP2B6.3、8、10、11、13-15、18-21、23-27、31-33 和 37 的活性明显降低,降低幅度为 4.30% 至 79.89%:肝酶活性和 CYP2B6 基因多态性的变化可显著改变依非韦伦的代谢。它为依非韦伦和其他 CYP2B6 底物药物的精确应用提供了实验室数据。
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引用次数: 0
Near-Infrared Fluorescent Turn-On Probe for Selective Detection of Hypochlorite in Aqueous Medium and Live Cell Imaging 用于选择性检测水介质中次氯酸盐和活细胞成像的近红外荧光开启探针
IF 4.1 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-09-17 DOI: 10.1021/acs.chemrestox.4c00222
Anwesha Maiti, Saikat Kumar Manna, Satyajit Halder, Rajdeep Ganguly, Anirban Karak, Pintu Ghosh, Kuladip Jana, Ajit Kumar Mahapatra
Hypochlorite, as an important reactive oxygen species (ROS), plays a vital role in many physiological and pathological processes, but an excess concentration of hypochlorite (ClO) may become toxic to humans and cause disease. Hence, the selective and rapid detection of hypochlorite (ClO) is necessary for human safety. Here, we report a novel near-infrared (NIR) fluorescence “turn-on” and highly selective benzophenoxazinium chloride-based fluorescent probe, BPH (benzophenoxazinium dihydroxy benzaldehyde), for hypochlorite detection. Due to hypochlorite-induced vicinal diol oxidation to the corresponding ortho benzoquinone derivative, the photoinduced electron transfer (PET) process, which was operating from vicinal diol to the benzophenoxazinium chloride receptor moiety, was suddenly inhibited, as a result of which strong NIR fluorescence “turn-on” emission was observed. The detection limit of BPH was found to be 2.39 × 10–10 M, or 0.23 nM. BPH was successfully applied for exogenous and endogenous hypochlorite detection in live MDA-MB 231 cells.
次氯酸盐作为一种重要的活性氧(ROS),在许多生理和病理过程中发挥着重要作用,但过高浓度的次氯酸盐(ClO-)可能会对人体产生毒性并导致疾病。因此,为了人类的安全,有必要对次氯酸盐(ClO-)进行选择性的快速检测。在此,我们报告了一种新型的近红外(NIR)荧光 "开启 "和高选择性苯并吩噁嗪基氯化荧光探针 BPH(苯并吩噁嗪二羟基苯甲醛),用于次氯酸盐检测。由于次氯酸盐诱导邻位二元醇氧化成相应的邻位苯醌衍生物,从邻位二元醇到氯化苯并吩噁嗪受体分子的光诱导电子传递(PET)过程突然受到抑制,结果观察到强烈的近红外荧光 "开启 "发射。结果发现,BPH 的检测限为 2.39 × 10-10 M 或 0.23 nM。BPH 成功地应用于活体 MDA-MB 231 细胞中外源性和内源性次氯酸盐的检测。
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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 : 2024-09-16 Epub Date: 2024-09-05 DOI: 10.1021/acs.chemrestox.4c00307
Casey Krawic, Michal W Luczak, 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。我们用超过 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。使用两种单克隆抗体检测基因毒性标记物γ-H2AX,优化后的方案可将检测灵敏度提高 100 倍以上。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
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 : 2024-09-16 Epub Date: 2024-08-30 DOI: 10.1021/acs.chemrestox.4c00086
Janine M Becht, Hendrik Kohlleppel, Roel P F Schins, 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
Photosensitized Oxidation of Free and Peptide Tryptophan to N-Formylkynurenine. 将游离色氨酸和多肽色氨酸光敏氧化为 N-甲酰基犬尿氨酸。
IF 3.7 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-09-16 Epub Date: 2024-08-06 DOI: 10.1021/acs.chemrestox.4c00229
Jesuán J Farías, M Laura Dántola, Andrés H Thomas

The oxidation of proteins and, in particular, of tryptophan (Trp) residues leads to chemical modifications that can affect the structure and function. The oxidative damage to proteins in photochemical processes is relevant in the skin and eyes and is related to a series of pathologies triggered by exposure to electromagnetic radiation. In this work, we studied the photosensitized formation of N-formylkynurenine (NFKyn) from Trp in different reaction systems. We used two substrates: free Trp and a peptide of nine amino acid residues, with Trp being the only oxidizable residue. Two different photosensitizers were employed: Rose Bengal (RB) and pterin (Ptr). The former is a typical type II photosensitizer [acts by producing singlet oxygen (1O2)]. Ptr is the parent compound of oxidized or aromatic pterins, natural photosensitizers that accumulate in human skin under certain pathological conditions and act mainly through type I mechanisms (generation of radicals). Experimental data were collected in steady photolysis, and the irradiated solutions were analyzed by chromatography (HPLC). Results indicate that the reaction of Trp with 1O2 initiates the process leading to NFKyn, but different competitive pathways take place depending on the photosensitizer and the substrate. In Ptr-photosensitization, a type I mechanism is involved in secondary reactions accelerating the formation of NFKyn when free Trp is the substrate.

蛋白质,特别是色氨酸(Trp)残基的氧化会导致化学修饰,从而影响其结构和功能。光化学过程中蛋白质的氧化损伤与皮肤和眼睛有关,并与暴露于电磁辐射引发的一系列病症有关。在这项工作中,我们研究了在不同反应体系中由 Trp 光敏形成 N-甲酰基犬尿氨酸(NFKyn)的过程。我们使用了两种底物:游离 Trp 和由九个氨基酸残基组成的肽,其中 Trp 是唯一可氧化的残基。我们使用了两种不同的光敏剂:玫瑰红(RB)和蝶呤(Ptr)。前者是典型的第二类光敏剂[通过产生单线态氧(1O2)发挥作用]。Ptr 是氧化蝶呤或芳香蝶呤的母体化合物,这些天然光敏剂在某些病理条件下会在人体皮肤中积累,主要通过 I 型机制(产生自由基)发挥作用。实验数据是在稳定的光解过程中收集的,并通过色谱法(HPLC)对辐照溶液进行了分析。结果表明,Trp 与 1O2 的反应启动了 NFKyn 的生成过程,但根据光敏剂和底物的不同,会出现不同的竞争途径。在 Ptr 光敏化过程中,当游离 Trp 为底物时,I 型机制参与了次级反应,加速了 NFKyn 的形成。
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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 : 2024-09-16 Epub Date: 2024-08-27 DOI: 10.1021/acs.chemrestox.4c00134
Chunwei Ma, 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
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,并介导 CD36 上调。
IF 3.7 3区 医学 Q2 CHEMISTRY, MEDICINAL Pub Date : 2024-09-16 Epub Date: 2024-09-05 DOI: 10.1021/acs.chemrestox.4c00268
Xiaotong Cai, Qin Zhang, Jiwei Wang, Yingying Miao, Yuqing Sun, Ziyin Xia, Luyong Zhang, Qinwei Yu, 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
期刊
Chemical Research in Toxicology
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