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Perfluorooctanoic acid and perfluorooctane sulfonate promote osteoclastogenesis in vitro through the activation of hemichannels. 全氟辛酸和全氟辛烷磺酸通过激活半通道促进体外破骨细胞生成。
IF 6.9 2区 医学 Q1 TOXICOLOGY Pub Date : 2025-12-12 DOI: 10.1007/s00204-025-04265-z
Sijia Yang, Mengyuan Chen, Di Yang, Furong Deng, Xinbiao Guo

The current study investigated the effects of two per- and polyfluoroalkyl substances (PFASs) named perfluorooctanoic acid (PFOA) and perfluorooctane sulfonate (PFOS) on osteoclastogenesis and explored the underlying mechanisms. The primary bone marrow macrophages extracted from mice were supplied for osteoclast (OC) induction, and exposed to PFOA and PFOS at the doses of 0.25, 2.5, 25, and 75 μM during their differentiation. Real-time PCR and Western blot were used to assess the expression of OC-specific molecules and connexin 43 (Cx43). TRAP staining was performed to identify the mature OCs. Ethidium bromide uptake experiments were adopted to evaluate the hemichannel activity. For mechanism exploration, the hemichannel inhibitor, carbenoxolone (CBX), was used to incubate the cells during PFAS exposure. According to the results of our experiments, the PFASs promoted osteoclastogenesis and enhanced the Cx43 expression and hemichannel activity. After the treatment of CBX, the promoted osteoclastogenesis was significantly down-regulated, indicating the critical role of hemichannels.

本研究研究了全氟辛酸(PFOA)和全氟辛烷磺酸(PFOS)两种全氟烷基和多氟烷基物质(PFASs)对破骨细胞生成的影响,并探讨了其潜在机制。将小鼠骨髓原代巨噬细胞用于破骨细胞(OC)诱导,并分别暴露于0.25、2.5、25和75 μM剂量的PFOA和PFOS中进行分化。采用Real-time PCR和Western blot检测oc特异性分子和连接蛋白43 (Cx43)的表达。采用TRAP染色法鉴定成熟oc。采用溴化乙锭摄取实验评价其半通道活性。为了探索机制,我们使用半通道抑制剂卡贝诺洛酮(CBX)在PFAS暴露期间孵育细胞。根据我们的实验结果,PFASs促进破骨细胞的形成,增强Cx43的表达和半通道活性。CBX治疗后,促进的破骨细胞生成明显下调,表明半通道的关键作用。
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引用次数: 0
Health impacts of micro- and nanoplastics: key influencing factors, limitations, and future perspectives. 微塑料和纳米塑料对健康的影响:主要影响因素、限制和未来展望。
IF 6.9 2区 医学 Q1 TOXICOLOGY Pub Date : 2025-12-10 DOI: 10.1007/s00204-025-04259-x
Renjun Shi, Peng Xia, Xiaoxi Yang, Xue Zhang, Shihao Liu, Ruqin Shen, Hongli Tan, Yongfeng Deng, Yan Zhang

Micro- and nanoplastics (MNPs) are emerging environmental threats, with increasing evidence of their profound ecotoxicological and human health impacts. Although these findings highlight the significant toxicity of MNPs, there has been a lack of systematic discussions on the toxicological impacts from the perspective of the physicochemical properties of MNPs. This gap severely restricts in-depth exploration of their toxicity mechanisms and hinders the development of future toxicity mitigation technologies. This review synthesizes current knowledge on the health effects of MNPs, focusing on the factors influencing their toxicity, such as size, material composition, surface properties, and aging processes. We also explore how MNPs interact with environmental pollutants, accumulate in aquatic and terrestrial organisms, and accumulate in human tissues, leading to oxidative stress, inflammation, and endocrine disruption. Despite growing evidence, critical knowledge gaps remain, particularly regarding the long-term exposure effects, mechanisms of toxicity, and the impact of MNPs on vulnerable populations. We discuss limitations in current detection methods and the need for more comprehensive studies to understand the synergistic effects of MNPs in combination with other pollutants. Finally, future research directions are proposed, emphasizing the need for standardized methodologies, in-depth toxicity mechanisms, and the development of effective mitigation strategies.

微塑料和纳米塑料(MNPs)是新兴的环境威胁,越来越多的证据表明它们对生态毒理学和人类健康产生深远的影响。虽然这些发现强调了MNPs的显著毒性,但从MNPs的理化性质角度对其毒理学影响缺乏系统的讨论。这一差距严重限制了对其毒性机制的深入探索,阻碍了未来毒性缓解技术的发展。本综述综合了MNPs对健康影响的现有知识,重点介绍了影响其毒性的因素,如尺寸、材料组成、表面特性和老化过程。我们还探讨了MNPs如何与环境污染物相互作用,在水生和陆生生物中积累,并在人体组织中积累,导致氧化应激、炎症和内分泌紊乱。尽管证据越来越多,但关键的知识差距仍然存在,特别是在长期暴露效应、毒性机制以及MNPs对弱势群体的影响方面。我们讨论了当前检测方法的局限性,以及需要更全面的研究来了解MNPs与其他污染物结合的协同效应。最后,提出了未来的研究方向,强调需要标准化的方法、深入的毒性机制和制定有效的缓解策略。
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引用次数: 0
Mechanism-based new approach methodologies for in vitro detection of chemical-induced liver steatosis. 基于机制的肝脂肪变性体外检测新方法。
IF 6.9 2区 医学 Q1 TOXICOLOGY Pub Date : 2025-12-10 DOI: 10.1007/s00204-025-04235-5
Anouk Verhoeven, Julen Sanz-Serrano, Mathieu Vinken

Liver steatosis resulting from chemical exposure is a growing clinical concern, pointing to the need for early detection in chemical safety assessments. New approach methodologies (NAMs) based on adverse outcome pathway (AOPs) networks are emerging tools to assess the safety of chemicals as an alternative to animal studies. Amongst others, NAM can include a human-based in vitro system linked to a battery of complementary assays, each measuring an individual key event within the respective AOP network. These AOP-based NAMs allow to acquire mechanistic insight, while facilitating the translation of in vitro data into outcomes relevant to hazard assessment. The current review provides pragmatic guidance for developing NAMs entailing an AOP network-driven in vitro testing platform suitable for steatogenic hazard assessment of chemicals, intended for use in academic, industrial and regulatory settings. In a first part, underlying mechanisms for highly specific key events for liver steatosis are described. In a second part, a workflow is provided for the establishment of NAMs, including the selection of human-based in vitro cell models, functional in vitro assays, reference control chemicals, exposure and treatment conditions. In a third part, future perspectives for AOP-based liver steatosis risk assessment are outlined.

由化学品暴露引起的肝脏脂肪变性是一个日益引起临床关注的问题,指出在化学品安全评估中需要早期发现。基于不良结果通路(AOPs)网络的新方法方法学(NAMs)是评估化学品安全性的新兴工具,可作为动物研究的替代方法。除其他外,NAM可以包括一个基于人的体外系统,该系统与一系列互补分析相连接,每个分析都测量各自AOP网络中的单个关键事件。这些基于aop的NAMs允许获得机制洞察力,同时促进将体外数据转化为与危害评估相关的结果。目前的综述为开发NAMs提供了实用的指导,该NAMs包含一个AOP网络驱动的体外测试平台,适用于化学品的致脂肪性危害评估,旨在用于学术、工业和监管环境。在第一部分中,描述了肝脏脂肪变性的高度特异性关键事件的潜在机制。在第二部分中,提供了建立NAMs的工作流程,包括基于人的体外细胞模型的选择,体外功能测定,参比对照化学品,暴露和处理条件。第三部分概述了基于aop的肝脂肪变性风险评估的未来前景。
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引用次数: 0
New approach methodologies for metabolic disruption: a high-throughput human liver cell phospholipidosis assay. 代谢破坏的新方法方法:高通量人肝细胞磷脂病测定。
IF 6.9 2区 医学 Q1 TOXICOLOGY Pub Date : 2025-12-10 DOI: 10.1007/s00204-025-04254-2
Neele Wewer, Albert Braeuning, Dajana Lichtenstein
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引用次数: 0
SARS-CoV-2 mRNA vaccines: unresolved mechanisms of myocardial damage. SARS-CoV-2 mRNA疫苗:心肌损伤的未解机制
IF 6.9 2区 医学 Q1 TOXICOLOGY Pub Date : 2025-12-08 DOI: 10.1007/s00204-025-04252-4
Hartmut H Glossmann

Myopericarditis requiring emergency care or hospitalization after COVID-19 mRNA vaccination occurs most frequently in adolescent males. In the acute phase, vaccine-associated heart inflammation is characterized by elevated cardiac biomarkers (troponin, B-type natriuretic peptide), electrocardiographic abnormalities, abnormal cardiac magnetic resonance imaging, elevated interleukins and chemokines, expansion of activated cytotoxic T lymphocytes, and monocyte dysregulation. This adverse event may occur one or two days after the first injection but is far more frequent after the second, suggesting contributions from trained innate immunity and/or cumulative dose effects. A recent mouse study in this journal reported dramatic increases in both cardiac biomarkers two days after the second dose of lipid nanoparticles (LNPs) containing mRNA coding for the Omicron spike, despite absence of histopathological heart damage at 14 days-even after intravenous administration. Here, these findings are discussed in the context of human observations and additional mouse experiments. I propose that endothelial cells (ECs) of the myocardial microvasculature are a preferred off-target for LNPs because of the unique features of myocardial anatomy and perfusion. Endothelial injury via toll-like receptor 4 (TLR4) activation by ionizable lipids and/or endosomal rupture may represent an initiating step ("endothelitis"), followed by recognition of spike-derived peptides presented by ECs to activated monocytes and T lymphocytes. The potential role of the Wuhan spike protein in establishing a trained innate immunity phenotype, and species differences in TLR sensitivity, are considered.

接种COVID-19 mRNA疫苗后需要急诊或住院治疗的心包炎最常见于青春期男性。在急性期,疫苗相关心脏炎症的特征是心脏生物标志物(肌钙蛋白、b型利钠肽)升高、心电图异常、心脏磁共振成像异常、白细胞介素和趋化因子升高、活化的细胞毒性T淋巴细胞扩增和单核细胞失调。这种不良事件可能发生在第一次注射后1或2天,但在第二次注射后发生的频率要高得多,这表明这可能与训练有素的先天免疫和/或累积剂量效应有关。最近在该杂志上发表的一项小鼠研究报告称,在第二次服用含有编码Omicron峰mRNA的脂质纳米颗粒(LNPs)两天后,两种心脏生物标志物显著增加,尽管在第14天没有出现组织病理学上的心脏损伤——即使在静脉注射后也是如此。在这里,这些发现是在人类观察和其他小鼠实验的背景下讨论的。我认为,由于心肌解剖和灌注的独特特征,心肌微血管内皮细胞(ECs)是LNPs首选的脱靶细胞。通过电离脂质和/或内体破裂激活toll样受体4 (TLR4)引起的内皮损伤可能是一个初始步骤(“内皮炎”),随后内皮细胞向活化的单核细胞和T淋巴细胞识别尖刺衍生肽。武汉刺突蛋白在建立训练先天免疫表型中的潜在作用,以及TLR敏感性的物种差异。
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引用次数: 0
Cross-ancestry meta-analysis identifies a GSTP1 variant in the polycyclic aromatic hydrocarbons metabolism-related pathway contributing to colorectal cancer susceptibility. 跨祖先荟萃分析发现,在多环芳烃代谢相关途径中,GSTP1变异与结直肠癌易感性有关。
IF 6.9 2区 医学 Q1 TOXICOLOGY Pub Date : 2025-12-08 DOI: 10.1007/s00204-025-04256-0
Wei Wang, Huiqin Li, Lei Gao, Bingxin Liu, Silu Chen, Hongsheng Ji, Xiao Liu, Jin Wei, Junyi Xin, Mulong Du

Unhealthy diets (e.g., higher red meat consumption) and tobacco exposure are major risk factors for colorectal cancer (CRC), contributing the toxic substances exposure of polycyclic aromatic hydrocarbons (PAHs). However, the genetic regulation of PAHs metabolism-related genes involved in CRC susceptibility remains unexplored. To address this gap, we performed a meta-analysis using cross-ancestry genome-wide data, including East Asian populations (Chinese: Ncase = 1150, Ncontrol = 1342; Japanese: Ncase = 6692, Ncontrol = 27,178) and European (Ncase = 78,473, Ncontrol = 107,143) to evaluate the genetic association of 47 PAHs-metabolism-related genes with CRC risk. Expression patterns were derived from Nanjing ColoRectal Cancer cohort (NJCRC) and public datasets, including a total of 828 bulk RNA-Seq samples, 62 samples for cell-type-specific expression samples, and 50 paired protein validation samples. Finally, we observed that rs7927381 C > T in GSTP1 was associated with reduced CRC risk (odds ratio (OR) = 0.94, 95% confidence interval (CI) = 0.92-0.96, P = 1.90 × 10-7). Intriguingly, it downregulated the GSTP1 expression specifically in plasmablast cells. This effect may be attributed to its location in the DNA-hypersensitive regulatory region with enhancer and promoter activity, which could alter transcription factor binding. Notably, both GSTP1 mRNA and protein level were upregulated in CRC tissues, suggesting its elevation may influence PAHs metabolism through the oxidative phosphorylation and ribosome biological processes, promoting carcinogenesis. In conclusion, we identified GSTP1 rs7927381 as a cross-ancestry genetic variant affecting CRC risk through influencing PAHs metabolizing, offering new insights into the genetic mechanisms underlying CRC.

不健康的饮食(例如,大量食用红肉)和接触烟草是结直肠癌(CRC)的主要危险因素,导致接触有毒物质多环芳烃(PAHs)。然而,参与结直肠癌易感性的多环芳烃代谢相关基因的遗传调控仍未被探索。为了解决这一差距,我们使用跨祖先全基因组数据进行了荟萃分析,包括东亚人群(中国人:Ncase = 1150, Ncontrol = 1342;日本人:Ncase = 6692, Ncontrol = 27,178)和欧洲人(Ncase = 78,473, Ncontrol = 107,143),以评估47个多环烃代谢相关基因与结直肠癌风险的遗传关系。表达模式来源于南京结直肠癌队列(NJCRC)和公共数据集,包括总共828个散装RNA-Seq样本,62个细胞类型特异性表达样本和50个配对蛋白验证样本。最后,我们观察到GSTP1中rs7927381 C > T与降低CRC风险相关(优势比(OR) = 0.94, 95%可信区间(CI) = 0.92-0.96, P = 1.90 × 10-7)。有趣的是,它特异性下调了GSTP1在质母细胞中的表达。这种作用可能归因于它位于具有增强子和启动子活性的dna超敏感调控区,这可能改变转录因子的结合。值得注意的是,GSTP1 mRNA和蛋白水平在结直肠癌组织中均上调,提示其升高可能通过氧化磷酸化和核糖体生物学过程影响多环芳烃代谢,促进癌变。总之,我们确定GSTP1 rs7927381是通过影响多环芳烃代谢影响结直肠癌风险的跨祖先遗传变异,为结直肠癌的遗传机制提供了新的见解。
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引用次数: 0
In-vivo toxicokinetics of chromium in human blood and urine after intravenous injection of chromate. 静脉注射铬酸盐后人体血液和尿液中铬的体内毒性动力学。
IF 6.9 2区 医学 Q1 TOXICOLOGY Pub Date : 2025-12-08 DOI: 10.1007/s00204-025-04247-1
Sonja Kilo, Anna Wolfschmidt, Florian Tobias Nickel, Andrea Kaifie, Thomas Göen, Hans Drexler

Although intoxication with hexavalent chromium [Cr(VI)] compounds can be fatal to humans, reliable data on chromium toxicokinetics are largely missing. We report on a rare case of intravenous Cr(VI) poisoning and its impact on the scientific understanding of chromium toxicokinetics and red blood cells' (RBCs') lifespan in the human body. The approximate amount of injected chromium was between 0.33 and 0.66 g. Laboratory findings were collected over a half-year period from the time of injection. We monitored kidney function, liver function, RBC parameters, and chromium concentration in RBCs, plasma, and urine. In all samples, the total chromium concentration was quantified by inductively coupled plasma-mass spectrometry. By injecting Cr(VI) into his vein, the patient inadvertently labeled all his RBCs with chromium. This gave us the unique opportunity to calculate the RBC lifespan rather than just to estimate it. Based on RBC breakdown rates, the average lifespan was calculated to be 111 days, and the maximum lifespan to be 141.4 days. At about 24 weeks post-injection, the RBC chromium concentration approached background-exposure values, whereas chromium in plasma reached a plateau considerably higher than the reference value. These results confirm that there is a long-term storage compartment for chromium in the human body, which releases chromium into plasma but leaves the RBC chromium concentration unaffected. Therefore, this singular case of Cr(VI) poisoning provides us with the long-awaited scientific proof that chromium in the RBC fraction is a specific monitoring parameter for exposure to the carcinogen Cr(VI) in occupational and environmental settings.

虽然六价铬[Cr(VI)]化合物中毒对人类可能是致命的,但关于铬中毒动力学的可靠数据在很大程度上是缺失的。我们报告了一例罕见的静脉注射铬(VI)中毒病例及其对人体铬毒性动力学和红细胞寿命的科学认识的影响。铬的注入量约为0.33 ~ 0.66 g。在注射后半年的时间内收集实验室结果。我们监测肾功能、肝功能、红细胞参数以及红细胞、血浆和尿液中的铬浓度。所有样品的总铬浓度采用电感耦合等离子体质谱法测定。通过向静脉注射铬(VI),患者无意中将所有红细胞标记为铬。这给了我们一个独特的机会来计算红细胞的寿命,而不仅仅是估计它。根据红细胞分解率,计算出平均寿命为111天,最大寿命为141.4天。注射后约24周,红细胞铬浓度接近背景暴露值,而血浆铬浓度达到平台值,远高于参考值。这些结果证实,铬在人体内有一个长期的储存室,它将铬释放到血浆中,但红细胞铬浓度不受影响。因此,这一单一的Cr(VI)中毒病例为我们提供了期待已久的科学证据,即红细胞分数中的铬是在职业和环境环境中暴露于致癌物Cr(VI)的特定监测参数。
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引用次数: 0
Pheochromocytoma in rats: a weak link in the assessment of talc carcinogenicity? 大鼠嗜铬细胞瘤:滑石粉致癌性评估的薄弱环节?
IF 6.9 2区 医学 Q1 TOXICOLOGY Pub Date : 2025-12-08 DOI: 10.1007/s00204-025-04253-3
Andrey A Korchevskiy

This Letter to the Editor addresses the recent step by the International Agency for Research on Cancer (IARC) to reclassify pure talc from Group 2B "Possibly carcinogenic to humans" to Group 2A "Probably carcinogenic to humans". This change was made by IARC not based on any new data, but by reassessing previous studies, including an inhalation study on rats and mice performed in the 1980s under the auspices of the National Toxicology Program (NTP). The NTP study, however, found evidence of tumorigenicity in rats only, but not in mice. This contradicts the toxicological principle of "at least two species" for extrapolating carcinogenicity status from animals to humans. Benign and malignant pheochromocytoma, a rare condition identified in the adrenal medulla of rats in multiple NTP studies, played a special role in the IARC talc reclassification, being evaluated as the "unusual" finding requiring a precautionary approach. The Letter argues that combined benign, malignant, and complex pheochromocytoma in rats is irrelevant for the assessment of talc carcinogenicity in humans. However, with the exclusion of pheochromocytoma argumentation, the need for talc reclassification appears to be highly questionable.

这封致编辑的信涉及国际癌症研究机构(IARC)最近将纯滑石粉从2B类“可能对人类致癌”重新分类为2A类“可能对人类致癌”。IARC做出这一改变不是基于任何新的数据,而是通过重新评估以前的研究,包括20世纪80年代在国家毒理学计划(NTP)主持下对大鼠和小鼠进行的吸入研究。然而,国家毒理学计划的研究仅在大鼠中发现了致瘤性的证据,而在小鼠中没有。这与“至少两个物种”的毒理学原则相矛盾,以推断从动物到人类的致癌性状态。良性和恶性嗜铬细胞瘤是在多个NTP研究中发现的大鼠肾上腺髓质的罕见疾病,在IARC滑石粉重新分类中发挥了特殊作用,被评估为需要采取预防措施的“不寻常”发现。该信函认为,大鼠中合并的良性、恶性和复杂嗜铬细胞瘤与评估滑石粉对人类的致癌性无关。然而,排除嗜铬细胞瘤的论证,滑石重新分类的需要似乎是非常值得怀疑的。
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引用次数: 0
Scorpion venom as a molecular treasure: emerging bioactive compounds and translational therapeutic insights. 作为分子宝藏的蝎子毒液:新兴的生物活性化合物和转化治疗的见解。
IF 6.9 2区 医学 Q1 TOXICOLOGY Pub Date : 2025-12-08 DOI: 10.1007/s00204-025-04251-5
Ritu Dahiya, Kanika Goyal, Kalicharan Sharma, Aruna Rawat, Vinita Sharma, Pooja Mathur

Scorpion venom contains a diverse array of bioactive compounds, including peptides, proteins, enzymes, and alkaloids, which hold significant medicinal potential despite their toxicity due to interactions with voltage-gated sodium, potassium, and calcium channels affecting the autonomic nervous system. A comprehensive study analyzing literature from esteemed scientific databases (2000-2025) evaluates the structural and functional properties of these venom components. Enzymes and proteins exhibit anticancer properties through apoptosis induction, angiogenesis inhibition, and immune modulation, while ion channel modulators show promise in treating neurological disorders, pain, and cardiac arrhythmias. Antimicrobial peptides demonstrate high efficacy against multidrug-resistant (MDR) bacteria. Certain alkaloids also offer antioxidant and immunoregulatory benefits. A pioneering study on advanced nano-systems derived from scorpion venom has highlighted their potential to enhance drug delivery and therapeutic efficacy. Translational promise is further supported by advancements in recombinant expression, structure-activity relationship investigations, and innovative delivery strategies, despite challenges such as toxicity and stability. Scorpion venom thus represents a rich source of compounds with significant medicinal and biological applications.

蝎子毒液含有多种生物活性化合物,包括多肽、蛋白质、酶和生物碱,尽管它们与影响自主神经系统的电压门控钠、钾和钙通道相互作用而具有毒性,但仍具有重要的药用潜力。一项综合研究分析了来自受人尊敬的科学数据库(2000-2025)的文献,评估了这些毒液成分的结构和功能特性。酶和蛋白质通过诱导细胞凋亡、抑制血管生成和免疫调节表现出抗癌特性,而离子通道调节剂在治疗神经系统疾病、疼痛和心律失常方面表现出前景。抗菌肽对耐多药(MDR)细菌有很高的疗效。某些生物碱还具有抗氧化和免疫调节作用。一项从蝎子毒液中提取的先进纳米系统的开创性研究强调了它们在增强药物传递和治疗功效方面的潜力。尽管存在毒性和稳定性等挑战,但重组表达、结构-活性关系研究和创新给药策略的进步进一步支持了转化前景。因此,蝎子毒液代表了具有重要药用和生物应用的化合物的丰富来源。
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引用次数: 0
Projection-based molecular feature maps for CNN-driven nephrotoxicity prediction. 基于投影的分子特征图用于cnn驱动的肾毒性预测。
IF 6.9 2区 医学 Q1 TOXICOLOGY Pub Date : 2025-12-08 DOI: 10.1007/s00204-025-04234-6
Muhammad Zafar Irshad Khan, Jia-Nan Ren, Hong-Yu-Xiang Ye, Cheng Cao, Xiao-Bi Liu, Jian-Zhong Chen

The development of reliable predictive models for nephrotoxic agents remains a critical challenge in drug development, given safety concerns associated with kidney toxicity. Conventional molecular descriptors generally fail to capture essential spatial and electronic features necessary for accurate nephrotoxicity prediction, underscoring the need for novel descriptor approaches. This study presents a novel projection-based method for nephrotoxicity prediction by converting chemical structures into 2D maps for deep learning via 3D spatial transformation to enhance both feature representation and model performance. Both Mollweide and Equirectangular projections were utilized to transform 3D molecular geometries into optimized 2D representations. The 2D molecular maps incorporated three key molecular properties to display the information of atom-based projections showing atomic positions and identities, electrostatic projections visualizing charge distribution, and vdW projections illustrating molecular steric potentials. The Mollweide projection based on atom color demonstrated superior predictive performance, achieving 83% predictive accuracy with an AUC of 0.86, establishing it as the most effective CNN model. The electrostatic and vdW projections transformed atomic spatial data into electrostatically and sterically informative maps, enabling more nuanced molecular pattern recognition and enhanced representation. The reliability of the model was validated through different methods, including independent verification on test set combined with five-fold cross validation as well as comparisons with traditional descriptor-based models using the benchmarking method. Our findings demonstrate that projection-based molecular representations show strong potential for nephrotoxicity screening, opening new possibilities for toxicology prediction and drug safety advancement.

考虑到与肾毒性相关的安全性问题,开发可靠的肾毒性药物预测模型仍然是药物开发中的一个关键挑战。传统的分子描述符通常不能捕捉准确肾毒性预测所必需的基本空间和电子特征,强调需要新的描述符方法。本研究提出了一种新的基于投影的肾毒性预测方法,通过三维空间变换将化学结构转换为二维图进行深度学习,以增强特征表示和模型性能。Mollweide和等矩形投影都被用于将3D分子几何形状转换为优化的2D表示。二维分子图包含三个关键的分子性质,以显示原子基投影显示原子的位置和身份,静电投影显示电荷分布,vdW投影显示分子的空间位势。基于原子颜色的Mollweide投影显示出优越的预测性能,预测准确率达到83%,AUC为0.86,是最有效的CNN模型。静电和vdW投影将原子空间数据转换为静电和立体信息地图,从而实现更细致的分子模式识别和增强的表示。通过不同的方法验证模型的可靠性,包括结合五重交叉验证的测试集独立验证,以及使用基准测试方法与传统的基于描述符的模型进行比较。我们的研究结果表明,基于投影的分子表征在肾毒性筛选方面具有强大的潜力,为毒理学预测和药物安全性改进开辟了新的可能性。
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引用次数: 0
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Archives of Toxicology
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