首页 > 最新文献
paperpass

NAM journal最新文献

英文 中文
Advice for bad computational toxicologists. 给糟糕的计算毒理学家的建议。
Pub Date : 2025-04-28 eCollection Date: 2025-01-01 DOI: 10.1016/j.namjnl.2025.100024
Srijit Seal, Richard R Rabbit Aka Thomas Hartung

We recently gave advice for bad (traditional) toxicologists (Rabbit, 2025)but we also have advice for the new breed of computational toxicologists. So many ways to do a lousy job….

我们最近为坏的(传统的)毒理学家(Rabbit, 2025)提供了建议,但我们也为新一代的计算毒理学家提供了建议。做糟糕工作的方式有很多....
{"title":"Advice for bad computational toxicologists.","authors":"Srijit Seal, Richard R Rabbit Aka Thomas Hartung","doi":"10.1016/j.namjnl.2025.100024","DOIUrl":"10.1016/j.namjnl.2025.100024","url":null,"abstract":"<p><p>We recently gave advice for bad (traditional) toxicologists (Rabbit, 2025)but we also have advice for the new breed of computational toxicologists. So many ways to do a lousy job….</p>","PeriodicalId":520522,"journal":{"name":"NAM journal","volume":"1 ","pages":"100024"},"PeriodicalIF":0.0,"publicationDate":"2025-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13289043/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148348416","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pharmacophore modeling, 2D-QSAR, drug likeness and toxicity prediction of 2-aziridinyl- and 2,3-bis(aziridinyl)-1,4-naphthoquinonyl sulfonate and acylate derivatives as multifunctional agents for the treatment of malaria parasite, Plasmodium falciparum. 2-aziridinyl-和2,3-双(aziridinyl)-1,4-萘醌基磺酸盐和酰基酸盐衍生物作为治疗疟疾寄生虫恶性疟原虫的多功能药物的药效团模型、2D-QSAR、药物相似性和毒性预测
Pub Date : 2025-04-17 eCollection Date: 2025-01-01 DOI: 10.1016/j.namjnl.2025.100019
Emmanuel Israel Edache, Fabian Audu Ugbe, Hadiza Adamu Dawi, Adebiyi Adedayo, Ahmed Umar, Aqel Albutti

Pharmacophore modeling, QSAR, molecular docking, in silico ADME, and toxicity prediction have been conducted on 2-aziridinyl- and 2,3-bis(aziridinyl)-1,4-naphthoquinonyl sulfonate and acylate-based malaria parasite inhibitors. In this study, we aim to clarify the binding mode and drug-likeness of these derivatives. Ultimately, 63 compounds were utilized to develop a model. The model was statistically significant, exhibiting a high correlation coefficient (R² = 0.8066), a cross-validation coefficient (Q²loo = 0.7559), and an F value of 43.3149. The results from external validation also demonstrate strong predictive power (R²ext = 0.7325). In addition to passing Tropsha's test for predictive ability, the resulting model also successfully passed the Y-randomization test. The model's applicability domain (AD) was clearly defined, indicating that in the case of a new prediction, it is evident whether that prediction can be safely made. To assess the impact of the docking protocol, a co-crystallized ligand from the protein's ligand-binding domain was selected and re-docked. The results after redocking and the co-crystallized ligand were aligned, with a mean root-mean-square deviation along their lines of 1.703 Å. Using the DTM protein co-crystal ligand (PDB ID: 1MVT) as a template, the pharmacophore hypotheses were produced. A screening of PubChem databases resulted in 40 hits that passed the screening requirements for docking against the DTM receptor through the Pharmit server. The top two docked compounds having the highest binding affinities from -11.5 to -11.1 kcal/mol were selected. A further ADMET analysis showed that the selected compounds have values within the acceptable range. Molecular dynamics simulation analysis of inhibitor potentials against the malaria enzyme, compound 18 has strong inhibitory potential in treating malaria diseases. Findings from this study inform on possible ways of designing new inhibitors for malaria parasites.

对2-叠氮吡啶基-和2,3-双(叠氮吡啶基)-1,4-萘醌基磺酸盐和酰基酯基疟疾寄生虫抑制剂进行了药效团建模、QSAR、分子对接、硅ADME和毒性预测。在本研究中,我们旨在阐明这些衍生物的结合模式和药物相似性。最终,63种化合物被用来建立一个模型。模型具有较高的相关系数(R²= 0.8066)和交叉验证系数(Q²loo = 0.7559), F值为43.3149,具有统计学显著性。外部验证的结果也显示出很强的预测能力(R²ext = 0.7325)。所得到的模型除了通过了Tropsha的预测能力测试外,还成功地通过了y随机化测试。明确了模型的适用范围(AD),表明在进行新的预测时,该预测能否安全进行是显而易见的。为了评估对接方案的影响,从蛋白质的配体结合域选择一个共结晶配体并重新对接。再对接后的结果与共结晶配体对齐,均方根偏差为1.703 Å。以DTM蛋白共晶配体(PDB ID: 1MVT)为模板,提出药效团假说。PubChem数据库的筛选产生了40个通过Pharmit服务器对接DTM受体的筛选要求。在-11.5 ~ -11.1 kcal/mol范围内,选择结合亲和力最高的前两个对接化合物。进一步的ADMET分析表明,所选化合物的值在可接受范围内。对疟疾酶抑制剂电位的分子动力学模拟分析表明,化合物18在治疗疟疾疾病方面具有较强的抑制潜力。这项研究的发现为设计新的疟疾寄生虫抑制剂提供了可能的途径。
{"title":"Pharmacophore modeling, 2D-QSAR, drug likeness and toxicity prediction of 2-aziridinyl- and 2,3-bis(aziridinyl)-1,4-naphthoquinonyl sulfonate and acylate derivatives as multifunctional agents for the treatment of malaria parasite, <i>Plasmodium falciparum</i>.","authors":"Emmanuel Israel Edache, Fabian Audu Ugbe, Hadiza Adamu Dawi, Adebiyi Adedayo, Ahmed Umar, Aqel Albutti","doi":"10.1016/j.namjnl.2025.100019","DOIUrl":"10.1016/j.namjnl.2025.100019","url":null,"abstract":"<p><p>Pharmacophore modeling, QSAR, molecular docking, in silico ADME, and toxicity prediction have been conducted on 2-aziridinyl- and 2,3-bis(aziridinyl)-1,4-naphthoquinonyl sulfonate and acylate-based malaria parasite inhibitors. In this study, we aim to clarify the binding mode and drug-likeness of these derivatives. Ultimately, 63 compounds were utilized to develop a model. The model was statistically significant, exhibiting a high correlation coefficient (R² = 0.8066), a cross-validation coefficient (Q²<sub>loo</sub> = 0.7559), and an F value of 43.3149. The results from external validation also demonstrate strong predictive power (R²<sub>ext</sub> = 0.7325). In addition to passing Tropsha's test for predictive ability, the resulting model also successfully passed the Y-randomization test. The model's applicability domain (AD) was clearly defined, indicating that in the case of a new prediction, it is evident whether that prediction can be safely made. To assess the impact of the docking protocol, a co-crystallized ligand from the protein's ligand-binding domain was selected and re-docked. The results after redocking and the co-crystallized ligand were aligned, with a mean root-mean-square deviation along their lines of 1.703 Å. Using the DTM protein co-crystal ligand (PDB ID: 1MVT) as a template, the pharmacophore hypotheses were produced. A screening of PubChem databases resulted in 40 hits that passed the screening requirements for docking against the DTM receptor through the Pharmit server. The top two docked compounds having the highest binding affinities from -11.5 to -11.1 kcal/mol were selected. A further ADMET analysis showed that the selected compounds have values within the acceptable range. Molecular dynamics simulation analysis of inhibitor potentials against the malaria enzyme, compound 18 has strong inhibitory potential in treating malaria diseases. Findings from this study inform on possible ways of designing new inhibitors for malaria parasites.</p>","PeriodicalId":520522,"journal":{"name":"NAM journal","volume":"1 ","pages":"100019"},"PeriodicalIF":0.0,"publicationDate":"2025-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13289209/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148348302","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of a tool for measuring uncertainty of acute cytotoxicity results using the methodology of OECD Guidance Document 129. 开发一种工具,利用经合组织指导文件129的方法测量急性细胞毒性结果的不确定度。
Pub Date : 2025-04-14 eCollection Date: 2025-01-01 DOI: 10.1016/j.namjnl.2025.100021
Lorena de O Neves, Bruno C Garrido, José Mauro Granjeiro, Luciene B L Balottin

Despite the use of strict acceptance criteria in validated methods for in vitro toxicology safety non-animal methods, the evaluation of statistical uncertainties in the results and their impact on the reproducibility and reliability of these methods is limited. Technical and operational variations in intra- and inter-laboratory settings can interfere with the results, and measurement uncertainty estimations are crucial for a better understanding of the potential sources of errors and ensuring that the assays are under control. The measurement uncertainty characterizes the dispersion of values, which can be attributed to the measurement results. This study applied the Monte Carlo statistical model to calculate the measurement uncertainty for the half-maximal inhibitory concentration (IC50) of sodium dodecyl sulfate (SDS) using OECD Guidance Document 129. We focused on acute oral cytotoxicity in vitro and developed a specific tool for this purpose. The Monte Carlo method enabled the identification of the contributions to the measurement uncertainty of IC50 and their confidence intervals for the in vitro cytotoxicity assay recommended by OECD GD 129. Furthermore, the statistical tool developed in this study, although specifically applied to OECD GD 129, has the potential to be adapted and extended to other in vitro toxicological assays based on dose-response curves, thus supporting broader applications in New Approach Methodologies (NAMs) by enhancing reproducibility and confidence in alternative methods validation processes. In conclusion, this study demonstrates the effectiveness of the Monte Carlo statistical model in quantifying the measurement uncertainty of sodium dodecyl sulfate (SDS) IC50 values, with a comprehensive analysis yielding a combined IC50 of 34.6 μg/mL with a combined uncertainty of 1.21 μg/mL. These findings highlight the importance of incorporating metrological evaluations to increase the reliability of in vitro methods. By enabling more informed decision-making, this study can significantly contribute to the advancement of toxicological research and NAMs.

尽管在体外毒理学安全非动物方法的验证方法中使用了严格的接受标准,但对结果的统计不确定性及其对这些方法的可重复性和可靠性的影响的评估是有限的。实验室内部和实验室之间的技术和操作变化可能会干扰结果,测量不确定度估计对于更好地了解潜在的误差来源和确保测定在控制之下至关重要。测量不确定度表征值的分散性,这可归因于测量结果。本研究采用蒙特卡罗统计模型,根据OECD指导文件129计算十二烷基硫酸钠(SDS)的半最大抑制浓度(IC50)的测量不确定度。我们专注于急性口服体外细胞毒性,并为此目的开发了一种特定的工具。蒙特卡罗方法能够确定IC50测量不确定度的贡献及其对OECD GD 129推荐的体外细胞毒性测定的置信区间。此外,本研究开发的统计工具虽然专门应用于OECD gd129,但有可能适用并扩展到其他基于剂量-反应曲线的体外毒理学分析,从而通过提高替代方法验证过程的可重复性和信心,支持在新方法方法(NAMs)中更广泛的应用。综上所述,本研究证明了蒙特卡罗统计模型在量化十二烷基硫酸钠(SDS) IC50值的测量不确定度方面的有效性,综合分析得出的IC50值为34.6 μg/mL,不确定度为1.21 μg/mL。这些发现突出了纳入计量评估以提高体外方法可靠性的重要性。通过使更明智的决策,这项研究可以显著促进毒理学研究和NAMs的发展。
{"title":"Development of a tool for measuring uncertainty of acute cytotoxicity results using the methodology of OECD Guidance Document 129.","authors":"Lorena de O Neves, Bruno C Garrido, José Mauro Granjeiro, Luciene B L Balottin","doi":"10.1016/j.namjnl.2025.100021","DOIUrl":"10.1016/j.namjnl.2025.100021","url":null,"abstract":"<p><p>Despite the use of strict acceptance criteria in validated methods for in vitro toxicology safety non-animal methods, the evaluation of statistical uncertainties in the results and their impact on the reproducibility and reliability of these methods is limited. Technical and operational variations in intra- and inter-laboratory settings can interfere with the results, and measurement uncertainty estimations are crucial for a better understanding of the potential sources of errors and ensuring that the assays are under control. The measurement uncertainty characterizes the dispersion of values, which can be attributed to the measurement results. This study applied the Monte Carlo statistical model to calculate the measurement uncertainty for the half-maximal inhibitory concentration (IC50) of sodium dodecyl sulfate (SDS) using OECD Guidance Document 129. We focused on acute oral cytotoxicity in vitro and developed a specific tool for this purpose. The Monte Carlo method enabled the identification of the contributions to the measurement uncertainty of IC50 and their confidence intervals for the in vitro cytotoxicity assay recommended by OECD GD 129. Furthermore, the statistical tool developed in this study, although specifically applied to OECD GD 129, has the potential to be adapted and extended to other in vitro toxicological assays based on dose-response curves, thus supporting broader applications in New Approach Methodologies (NAMs) by enhancing reproducibility and confidence in alternative methods validation processes. In conclusion, this study demonstrates the effectiveness of the Monte Carlo statistical model in quantifying the measurement uncertainty of sodium dodecyl sulfate (SDS) IC50 values, with a comprehensive analysis yielding a combined IC50 of 34.6 μg/mL with a combined uncertainty of 1.21 μg/mL. These findings highlight the importance of incorporating metrological evaluations to increase the reliability of in vitro methods. By enabling more informed decision-making, this study can significantly contribute to the advancement of toxicological research and NAMs.</p>","PeriodicalId":520522,"journal":{"name":"NAM journal","volume":"1 ","pages":"100021"},"PeriodicalIF":0.0,"publicationDate":"2025-04-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13396913/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148586554","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Highlighting best practices to advance next-generation risk assessment of cosmetic ingredients. 强调推进下一代化妆品成分风险评估的最佳实践。
Pub Date : 2025-04-13 eCollection Date: 2025-01-01 DOI: 10.1016/j.namjnl.2025.100020
Eric Vaillancourt, Alaa Afdal Mohamed, Jay Ansell, Takao Ashikaga, Ahmed Ayad, Hadeel Ayman, Marize Valadares Campos, Han-Sheng Chien, Arianna Giusti, Masato Hatao, Frances Hill, Abeer Khattab, Reinhard Kreiling, Ah Young Lee, Miao Li, Pinpin Lin, Yen-Chun Lin, Victor Mencarelli, Stanley Milstein, Beta P Montemayor, Carolina Motter Catarino, Rawda Negm, Gladys Ouédraogo, Eun Jae Park, Mustafa Varçin, Tzu-Yi Yang, Yu Janet Zang, Matthew Philip Dent

Public expectations and regulatory demands have driven a paradigm shift in cosmetic ingredient safety assessment. Next-generation risk assessment (NGRA) and new approach methodologies (NAMs) provide an opportunity to implement alternative procedures which are more ethical and biologically-relevant, have the potential to become more cost-effective and time-efficient, and are at least as protective of human health as traditional, animal-based approaches. However, the sheer number and diversity of the rapidly-evolving NAMs currently available can be confusing and overwhelming to safety assessors. To successfully transition from principles to routine application, NAMs must gain acceptance within safety assessment communities. Harmonizing NAMs and establishing standardized risk assessment workflows are paramount to gaining regulatory acceptance. Consequently, the International Cooperation on Cosmetics Regulation (ICCR) has tasked a team of scientists from regulatory authorities and the cosmetic industry to define best practices which align with the ICCR principles of NGRA for cosmetic ingredients, to help advance the acceptance and use of NAMs in cosmetic safety assessment and, where applicable, regulatory decision-making.

公众的期望和监管要求推动了化妆品成分安全评估的范式转变。下一代风险评估(NGRA)和新方法方法(NAMs)为实施更具伦理性和生物学相关的替代程序提供了机会,这些程序有可能变得更具成本效益和时间效率,并且至少与传统的基于动物的方法一样保护人类健康。然而,目前可用的快速发展的名称的数量和多样性可能会使安全评估人员感到困惑和不知所措。为了成功地从原则过渡到常规应用,NAMs必须获得安全评估团体的认可。协调命名和建立标准化的风险评估工作流程对于获得监管认可至关重要。因此,国际化妆品法规合作组织(ICCR)已指派一个由监管机构和化妆品行业的科学家组成的团队,为化妆品成分制定符合ICCR NGRA原则的最佳做法,以帮助促进化妆品安全评估中NAMs的接受和使用,并在适用的情况下进行监管决策。
{"title":"Highlighting best practices to advance next-generation risk assessment of cosmetic ingredients.","authors":"Eric Vaillancourt, Alaa Afdal Mohamed, Jay Ansell, Takao Ashikaga, Ahmed Ayad, Hadeel Ayman, Marize Valadares Campos, Han-Sheng Chien, Arianna Giusti, Masato Hatao, Frances Hill, Abeer Khattab, Reinhard Kreiling, Ah Young Lee, Miao Li, Pinpin Lin, Yen-Chun Lin, Victor Mencarelli, Stanley Milstein, Beta P Montemayor, Carolina Motter Catarino, Rawda Negm, Gladys Ouédraogo, Eun Jae Park, Mustafa Varçin, Tzu-Yi Yang, Yu Janet Zang, Matthew Philip Dent","doi":"10.1016/j.namjnl.2025.100020","DOIUrl":"10.1016/j.namjnl.2025.100020","url":null,"abstract":"<p><p>Public expectations and regulatory demands have driven a paradigm shift in cosmetic ingredient safety assessment. Next-generation risk assessment (NGRA) and new approach methodologies (NAMs) provide an opportunity to implement alternative procedures which are more ethical and biologically-relevant, have the potential to become more cost-effective and time-efficient, and are at least as protective of human health as traditional, animal-based approaches. However, the sheer number and diversity of the rapidly-evolving NAMs currently available can be confusing and overwhelming to safety assessors. To successfully transition from principles to routine application, NAMs must gain acceptance within safety assessment communities. Harmonizing NAMs and establishing standardized risk assessment workflows are paramount to gaining regulatory acceptance. Consequently, the International Cooperation on Cosmetics Regulation (ICCR) has tasked a team of scientists from regulatory authorities and the cosmetic industry to define best practices which align with the ICCR principles of NGRA for cosmetic ingredients, to help advance the acceptance and use of NAMs in cosmetic safety assessment and, where applicable, regulatory decision-making.</p>","PeriodicalId":520522,"journal":{"name":"NAM journal","volume":"1 ","pages":"100020"},"PeriodicalIF":0.0,"publicationDate":"2025-04-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13288993/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148348577","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Next-generation risk assessment: Integrating in vitro data and physiologically-based pharmacokinetic (PBPK) modeling for vancomycin nephrotoxicity evaluation. 下一代风险评估:整合体外数据和基于生理的药代动力学(PBPK)模型用于万古霉素肾毒性评估。
Pub Date : 2025-04-10 eCollection Date: 2025-01-01 DOI: 10.1016/j.namjnl.2025.100018
Francisco da Silva Rezende, Leonardo Pinto, Antônio Anax Oliveira Falcão, Ana Carolina Cavalheiro Paulelli, Renata Mazaro-Costa, Natália Valadares de Moraes, Fernanda de Lima Moreira

Recognizing the need of implementing new approach methodologies (NAMs) in the pharmaceutical industry to establish health-based limits, this study employs an innovative strategy for deriving the permitted daily exposure (PDE) value, using vancomycin as a study case. We integrated in vitro toxicity data with physiologically based pharmacokinetic modeling-facilitated reverse dosimetry (PBPK-RD) to support setting health-based exposure limits, ensuring safety in the context of vancomycin-induced nephrotoxicity. A PBPK model for vancomycin was developed using PK-Sim v.11.3 in both rodents and humans, and its predictive performance was verified by comparing observed and simulated pharmacokinetic profiles. The PBPK-RD approach was then applied to translate in vitro concentration-response data into in vivo dose-response estimates in humans, resulting in a predicted Benchmark Dose Lower Confidence Limit (BMDL5) value of 0.01 mg/kg/day. This value served as the Point of Departure (PoD) for Permitted Daily Exposure (PDE) calculation, corrected for body weight of 50 kg and accounting for uncertainty factors (F). F1 and F2 were set to 1 due to using human data and incorporating interindividual variability within the model, respectively. F3 was set to 10 to address potential chronic exposure effects, while F4 and F5 were each set to 1, reflecting confidence in the dataset and the conservative nature of the PoD. This approach derived a PDE of 0.05 mg/day, lower than the traditionally calculated PDE (0.2 mg/day) based on the lowest clinical dose as the PoD. This study demonstrates the potential of PBPK-RD as a NAM-based strategy for refining toxicological assessments within the pharmaceutical industry.

认识到需要在制药行业实施新的方法方法(NAMs)以确定基于健康的限值,本研究采用了一种创新策略,以万古霉素为研究案例,得出允许的每日暴露量(PDE)值。我们将体外毒性数据与基于生理的药代动力学建模-促进反向剂量法(PBPK-RD)相结合,以支持设定基于健康的暴露限值,确保万古霉素引起肾毒性的安全性。利用PK-Sim v.11.3软件建立了万古霉素在啮齿动物和人体内的PBPK模型,并通过比较观察到的和模拟的药代动力学曲线验证了其预测性能。然后应用PBPK-RD方法将体外浓度-反应数据转化为人体体内剂量-反应估计值,从而预测基准剂量下限(BMDL5)值为0.01 mg/kg/天。该值作为允许每日暴露量(PDE)计算的出发点(PoD),根据体重50公斤进行校正,并考虑不确定因素(F)。由于使用了人类数据并在模型中纳入了个体间变异性,F1和F2分别被设置为1。F3设置为10,以解决潜在的慢性暴露效应,而F4和F5分别设置为1,反映了对数据集的信心和PoD的保守性。该方法得出的PDE为0.05 mg/天,低于基于最低临床剂量作为PoD的传统计算PDE (0.2 mg/天)。这项研究表明,PBPK-RD作为一种基于nams的策略,在制药工业中具有改进毒理学评估的潜力。
{"title":"Next-generation risk assessment: Integrating <i>in vitro</i> data and physiologically-based pharmacokinetic (PBPK) modeling for vancomycin nephrotoxicity evaluation.","authors":"Francisco da Silva Rezende, Leonardo Pinto, Antônio Anax Oliveira Falcão, Ana Carolina Cavalheiro Paulelli, Renata Mazaro-Costa, Natália Valadares de Moraes, Fernanda de Lima Moreira","doi":"10.1016/j.namjnl.2025.100018","DOIUrl":"10.1016/j.namjnl.2025.100018","url":null,"abstract":"<p><p>Recognizing the need of implementing new approach methodologies (NAMs) in the pharmaceutical industry to establish health-based limits, this study employs an innovative strategy for deriving the permitted daily exposure (PDE) value, using vancomycin as a study case. We integrated <i>in vitro</i> toxicity data with physiologically based pharmacokinetic modeling-facilitated reverse dosimetry (PBPK-RD) to support setting health-based exposure limits, ensuring safety in the context of vancomycin-induced nephrotoxicity. A PBPK model for vancomycin was developed using PK-Sim v.11.3 in both rodents and humans, and its predictive performance was verified by comparing observed and simulated pharmacokinetic profiles. The PBPK-RD approach was then applied to translate <i>in vitro</i> concentration-response data into <i>in vivo</i> dose-response estimates in humans, resulting in a predicted Benchmark Dose Lower Confidence Limit (BMDL<sub>5</sub>) value of 0.01 mg/kg/day. This value served as the Point of Departure (PoD) for Permitted Daily Exposure (PDE) calculation, corrected for body weight of 50 kg and accounting for uncertainty factors (F). F1 and F2 were set to 1 due to using human data and incorporating interindividual variability within the model, respectively. F3 was set to 10 to address potential chronic exposure effects, while F4 and F5 were each set to 1, reflecting confidence in the dataset and the conservative nature of the PoD. This approach derived a PDE of 0.05 mg/day, lower than the traditionally calculated PDE (0.2 mg/day) based on the lowest clinical dose as the PoD. This study demonstrates the potential of PBPK-RD as a NAM-based strategy for refining toxicological assessments within the pharmaceutical industry.</p>","PeriodicalId":520522,"journal":{"name":"NAM journal","volume":"1 ","pages":"100018"},"PeriodicalIF":0.0,"publicationDate":"2025-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13289197/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148348253","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An efficient analysis of the toxicity and mechanisms of butyryl acetylcitrate-induced erectile dysfunction based on network toxicology and molecular docking strategies. 基于网络毒理学和分子对接策略的乙酰柠檬酸丁酯诱导勃起功能障碍的毒性和机制的有效分析。
Pub Date : 2025-04-06 eCollection Date: 2025-01-01 DOI: 10.1016/j.namjnl.2025.100017
Min Zhao, Yong Niu, Qian Huang, Wenhua Li

Objective: The aim of this study is to investigate the potential molecular mechanisms underlying the induction of erectile dysfunction toxicity by Acetyl Tributyl Citrate through the application of network toxicology and molecular docking techniques.

Methods: Potential targets associated with ATBC were identified using the ChEMBL and SwissTargetPrediction databases, while potential targets related to ED were explored through Genecards, OMIM, and TTD databases. A cross-gene target network diagram for ATBC-ED was constructed using Cytoscape 3.7.2 software, and relevant targets were imported into the STRING database to establish a protein-protein interaction network. Comprehensive analyses of gene ontology and Kyoto Encyclopedia of Genes and Genomes pathways for these intersecting genes were performed utilizing DAVID database and microbioinformatics software. Among these pathways, we selected five core genes-EP300, EZH2, HDAC1, HDAC2, and SMARCA4-for molecular docking studies with Autodock.

Results: Ultimately, we identified 59 potential targets associated with ATBC exposure and ED. Subsequent optimization using STRING and Cytoscape software highlighted the top 20 core targets including EP300, EZH2, HDAC1, HDAC2, and SMARCA4. The core targets induced by ATBC in relation to ED are primarily enriched in processes involving chromatin remodeling; negative regulation of RNA polymerase II transcription; nuclear-cytoplasmic transport; chromatin binding; as well as thyroid hormone signaling pathway interactions. Molecular docking confirmed a high binding affinity between ATBC and these core targets.

Conclusion: In summary, these findings suggest that ATBC may induce erectile dysfunction by modulating chromatin remodeling processes along with negative regulation of RNA polymerase II transcription as well as thyroid hormone signaling pathways.

目的:应用网络毒理学和分子对接技术,探讨乙酰柠檬酸三丁酯诱导勃起功能障碍毒性的潜在分子机制。方法:使用ChEMBL和SwissTargetPrediction数据库确定与ATBC相关的潜在靶点,通过Genecards、OMIM和TTD数据库探索与ED相关的潜在靶点。利用Cytoscape 3.7.2软件构建ATBC-ED的跨基因靶点网络图,并将相关靶点导入STRING数据库,建立蛋白-蛋白相互作用网络。利用DAVID数据库和微生物信息学软件对这些交叉基因进行了基因本体和京都基因与基因组百科全书路径的综合分析。在这些通路中,我们选择了5个核心基因——ep300、EZH2、HDAC1、HDAC2和smarca4进行与Autodock的分子对接研究。结果:最终,我们确定了59个与ATBC暴露和ED相关的潜在靶点。随后使用STRING和Cytoscape软件进行优化,突出了前20个核心靶点,包括EP300、EZH2、HDAC1、HDAC2和SMARCA4。ATBC诱导的与ED相关的核心靶点主要富集在染色质重塑过程中;RNA聚合酶II转录负调控;nuclear-cytoplasmic运输;染色质绑定;以及甲状腺激素信号通路的相互作用。分子对接证实了ATBC与这些核心靶点之间的高结合亲和力。结论:综上所述,这些发现表明ATBC可能通过调节染色质重塑过程以及RNA聚合酶II转录和甲状腺激素信号通路的负调控来诱导勃起功能障碍。
{"title":"An efficient analysis of the toxicity and mechanisms of butyryl acetylcitrate-induced erectile dysfunction based on network toxicology and molecular docking strategies.","authors":"Min Zhao, Yong Niu, Qian Huang, Wenhua Li","doi":"10.1016/j.namjnl.2025.100017","DOIUrl":"10.1016/j.namjnl.2025.100017","url":null,"abstract":"<p><strong>Objective: </strong>The aim of this study is to investigate the potential molecular mechanisms underlying the induction of erectile dysfunction toxicity by Acetyl Tributyl Citrate through the application of network toxicology and molecular docking techniques.</p><p><strong>Methods: </strong>Potential targets associated with ATBC were identified using the ChEMBL and SwissTargetPrediction databases, while potential targets related to ED were explored through Genecards, OMIM, and TTD databases. A cross-gene target network diagram for ATBC-ED was constructed using Cytoscape 3.7.2 software, and relevant targets were imported into the STRING database to establish a protein-protein interaction network. Comprehensive analyses of gene ontology and Kyoto Encyclopedia of Genes and Genomes pathways for these intersecting genes were performed utilizing DAVID database and microbioinformatics software. Among these pathways, we selected five core genes-EP300, EZH2, HDAC1, HDAC2, and SMARCA4-for molecular docking studies with Autodock.</p><p><strong>Results: </strong>Ultimately, we identified 59 potential targets associated with ATBC exposure and ED. Subsequent optimization using STRING and Cytoscape software highlighted the top 20 core targets including EP300, EZH2, HDAC1, HDAC2, and SMARCA4. The core targets induced by ATBC in relation to ED are primarily enriched in processes involving chromatin remodeling; negative regulation of RNA polymerase II transcription; nuclear-cytoplasmic transport; chromatin binding; as well as thyroid hormone signaling pathway interactions. Molecular docking confirmed a high binding affinity between ATBC and these core targets.</p><p><strong>Conclusion: </strong>In summary, these findings suggest that ATBC may induce erectile dysfunction by modulating chromatin remodeling processes along with negative regulation of RNA polymerase II transcription as well as thyroid hormone signaling pathways.</p>","PeriodicalId":520522,"journal":{"name":"NAM journal","volume":"1 ","pages":"100017"},"PeriodicalIF":0.0,"publicationDate":"2025-04-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13289195/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148348494","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Qualification of the human Reconstructed Intestine Micronuclei Cytome assay for site-of-contact genotoxic hazard identification. 人重构肠微核细胞组测定接触点遗传毒性危害鉴定的鉴定。
Pub Date : 2025-03-28 eCollection Date: 2025-01-01 DOI: 10.1016/j.namjnl.2025.100015
Hui Kheng Lim, Christopher Owen Hughes, Timothy Landry, Choon Wee Joseph Tan, Seyoum Ayehunie, Benjamin Paul Chapman Smith

While valuable for hazard identification, in vitro genotoxicity tests that are conducted in 2D monolayer cell cultures possess limitations to accurately envisage in vivo outcomes and may result in unnecessary follow-up in vivo studies. One limitation is their relevance to actual human exposure and the assessment of genotoxicity in tissues representative of "sites-of-first-contact" with genotoxic agents. The revised OECD testing guidelines had emphasized the need for considering site-of-first-contact effect when carrying out genotoxic hazard investigations. To date, only in vivo studies can adequately address the oral/gastrointestinal route of exposure and there exists no validated in vitro assay for ingestible substances. Previously, we described the development of a new human Reconstructed Intestine Micronuclei Cytome (RICyt) assay using EpiIntestinal™ microtissues for site-of-contact genotoxic hazard identification of orally ingested materials. The human small intestine is where approximately 90 % of the digestion and adsorption of food occurs and a major exposure site of ingested genotoxicants, thus a key site for evaluation. Here, we have investigated on the qualification of the RICyt assay in genotoxic hazard identification. The assay platform was challenged with a training set of 16 test materials which include standard reference genotoxins, non-genotoxins and food relevant substances with various mode of actions. The overall RICyt accuracy was 93.3 % with sensitivity of 83.3 % and specificity of 100 %. Majority of the test materials were correctly identified though yielded one false negative (KBrO3) and one equivocal outcome (EUG). MCT, a known genotoxin, with no known effect on the GI tract, did not induce significant MN, showcasing the ability of the assay to detect tissue specific genotoxicity. These results emphasize that the RICyt assay is promising in vitro tool for genotoxic hazard identification of orally ingested substances.

虽然对危险识别很有价值,但在二维单层细胞培养中进行的体外遗传毒性试验在准确设想体内结果方面存在局限性,并可能导致不必要的体内后续研究。一个限制是它们与实际人体接触和基因毒性评估的相关性,这些组织代表了基因毒性物质的“首次接触点”。经修订的经合发组织测试准则强调,在进行基因毒性危害调查时,需要考虑到首次接触地点的影响。迄今为止,只有体内研究可以充分解决口服/胃肠道暴露途径,并且没有有效的可摄入物质的体外测定。在此之前,我们描述了一种新的人类重建肠微核细胞组(RICyt)检测方法的发展,该方法使用EpiIntestinal™微组织用于口腔摄入物质的接触点遗传毒性危害鉴定。人体小肠是大约90%的食物消化和吸附发生的地方,也是摄入基因毒物的主要暴露部位,因此是评估的关键部位。本文对RICyt法在遗传毒性危害鉴定中的合格性进行了探讨。该检测平台受到了16种测试材料的挑战,其中包括标准参考基因毒素、非基因毒素和具有各种作用模式的食品相关物质。总体RICyt准确率为93.3%,敏感性为83.3%,特异性为100%。大多数测试材料被正确识别,尽管产生了一个假阴性(KBrO3)和一个模棱两可的结果(EUG)。MCT是一种已知的基因毒素,对胃肠道没有已知的影响,没有引起显著的MN,显示了该试验检测组织特异性遗传毒性的能力。这些结果强调RICyt法是一种很有前途的体外遗传毒性鉴定工具。
{"title":"Qualification of the human Reconstructed Intestine Micronuclei Cytome assay for site-of-contact genotoxic hazard identification.","authors":"Hui Kheng Lim, Christopher Owen Hughes, Timothy Landry, Choon Wee Joseph Tan, Seyoum Ayehunie, Benjamin Paul Chapman Smith","doi":"10.1016/j.namjnl.2025.100015","DOIUrl":"10.1016/j.namjnl.2025.100015","url":null,"abstract":"<p><p>While valuable for hazard identification, <i>in vitro</i> genotoxicity tests that are conducted in 2D monolayer cell cultures possess limitations to accurately envisage <i>in vivo</i> outcomes and may result in unnecessary follow-up <i>in vivo</i> studies. One limitation is their relevance to actual human exposure and the assessment of genotoxicity in tissues representative of \"sites-of-first-contact\" with genotoxic agents. The revised OECD testing guidelines had emphasized the need for considering site-of-first-contact effect when carrying out genotoxic hazard investigations. To date, only <i>in vivo</i> studies can adequately address the oral/gastrointestinal route of exposure and there exists no validated <i>in vitro</i> assay for ingestible substances. Previously, we described the development of a new human Reconstructed Intestine Micronuclei Cytome (RICyt) assay using EpiIntestinal™ microtissues for site-of-contact genotoxic hazard identification of orally ingested materials. The human small intestine is where approximately 90 % of the digestion and adsorption of food occurs and a major exposure site of ingested genotoxicants, thus a key site for evaluation. Here, we have investigated on the qualification of the RICyt assay in genotoxic hazard identification. The assay platform was challenged with a training set of 16 test materials which include standard reference genotoxins, non-genotoxins and food relevant substances with various mode of actions. The overall RICyt accuracy was 93.3 % with sensitivity of 83.3 % and specificity of 100 %. Majority of the test materials were correctly identified though yielded one false negative (KBrO<sub>3</sub>) and one equivocal outcome (EUG). MCT, a known genotoxin, with no known effect on the GI tract, did not induce significant MN, showcasing the ability of the assay to detect tissue specific genotoxicity. These results emphasize that the RICyt assay is promising <i>in vitro</i> tool for genotoxic hazard identification of orally ingested substances.</p>","PeriodicalId":520522,"journal":{"name":"NAM journal","volume":"1 ","pages":"100015"},"PeriodicalIF":0.0,"publicationDate":"2025-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13289030/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148348427","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advancing quantitative hazard banding using expanded probabilistic reference doses and high-throughput screening data for preliminary hazard assessment. 利用扩大的概率参考剂量和用于初步危害评估的高通量筛选数据推进定量危害分级。
Pub Date : 2025-03-05 eCollection Date: 2025-01-01 DOI: 10.1016/j.namjnl.2025.100014
Yu-Syuan Luo, Yu-Jia Yeh

Data unavailability in health reference values poses a significant challenge in chemical risk assessment. Hazard banding (HB) offers a practical solution by categorizing chemicals into bands that represent increasing levels of health hazard. However, the strength and validity of these bands are often based on health-based guidance values from small sample sizes due to data scarcity. This study aims to develop quantitative hazard bandings using an expanded dataset of probabilistic reference dose values (pRfD) and endocrine-related quantitative high-throughput screening (qHTS) data. We hypothesize that quantitative hazard bandings can accurately reflect chemical hazards' nature and severity. pRfD values (n = 10,145) and oral equivalent doses (OEDs) from qHTS data (n = 3,520) were categorized into quintiles to derive five hazard bands (HBpRfD and HBqHTS_endo). We evaluated the relationships between the assigned hazard bands and GHS health statements using heatmap and correlation analyses. Our findings suggest that HBpRfD effectively captures the inherent severity of chemical hazards, while HBqHTS_endo shows lower confidence in hazard characterization. Despite challenges with the discordance between animal toxicity data and qHTS data, integrating in vitro mechanistic evidence with animal data may improve predictive accuracy for higher-tier toxicity endpoints.

缺乏健康参考值方面的数据对化学品风险评估构成重大挑战。危害分级(HB)提供了一种切实可行的解决办法,将化学品按代表对健康危害程度增加的等级分类。然而,由于数据稀缺,这些波段的强度和有效性往往基于来自小样本量的基于健康的指导值。本研究旨在利用概率参考剂量值(pRfD)和内分泌相关定量高通量筛选(qHTS)数据的扩展数据集建立定量危害分级。我们假设定量的危害分级可以准确地反映化学危害的性质和严重程度。将来自qHTS数据的pRfD值(n = 10,145)和口服等效剂量(OEDs) (n = 3,520)分为五分位数,得出五个危险带(HBpRfD和HBqHTS_endo)。我们使用热图和相关分析评估了指定危险带与GHS健康声明之间的关系。我们的研究结果表明,HBpRfD有效地捕获了化学危害的固有严重性,而HBqHTS_endo在危害表征方面的置信度较低。尽管动物毒性数据和qHTS数据之间存在不一致的挑战,但将体外机制证据与动物数据相结合可能会提高更高级别毒性终点的预测准确性。
{"title":"Advancing quantitative hazard banding using expanded probabilistic reference doses and high-throughput screening data for preliminary hazard assessment.","authors":"Yu-Syuan Luo, Yu-Jia Yeh","doi":"10.1016/j.namjnl.2025.100014","DOIUrl":"10.1016/j.namjnl.2025.100014","url":null,"abstract":"<p><p>Data unavailability in health reference values poses a significant challenge in chemical risk assessment. Hazard banding (HB) offers a practical solution by categorizing chemicals into bands that represent increasing levels of health hazard. However, the strength and validity of these bands are often based on health-based guidance values from small sample sizes due to data scarcity. This study aims to develop quantitative hazard bandings using an expanded dataset of probabilistic reference dose values (pRfD) and endocrine-related quantitative high-throughput screening (qHTS) data. We hypothesize that quantitative hazard bandings can accurately reflect chemical hazards' nature and severity. pRfD values (<i>n</i> = 10,145) and oral equivalent doses (OEDs) from qHTS data (<i>n</i> = 3,520) were categorized into quintiles to derive five hazard bands (HB<sub>pRfD</sub> and HB<sub>qHTS_endo</sub>). We evaluated the relationships between the assigned hazard bands and GHS health statements using heatmap and correlation analyses. Our findings suggest that HB<sub>pRfD</sub> effectively captures the inherent severity of chemical hazards, while HB<sub>qHTS_endo</sub> shows lower confidence in hazard characterization. Despite challenges with the discordance between animal toxicity data and qHTS data, integrating in vitro mechanistic evidence with animal data may improve predictive accuracy for higher-tier toxicity endpoints.</p>","PeriodicalId":520522,"journal":{"name":"NAM journal","volume":"1 ","pages":"100014"},"PeriodicalIF":0.0,"publicationDate":"2025-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13289199/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148348442","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Balancing chemical safety and animal welfare considerations in the application of new approach methodologies for chemical safety assessment. 在应用化学品安全评估的新方法时平衡化学品安全和动物福利的考虑。
Pub Date : 2025-03-01 eCollection Date: 2025-01-01 DOI: 10.1016/j.namjnl.2025.100013
Aleksandra Čavoški, Laura Holden, Leonie Mueller, Robert Lee

Despite some considerable advancement in developing different forms of new approach methodologies (NAMs) to assess the risk of chemicals, there is still limited progress in their application for regulatory purposes in the European Union (EU). Distinct divisions exist between non-governmental organisations (NGOs) with an animal welfare agenda, and those focusing on environmental protection. The conflicting views on NAMs held by these NGOs are a point of concern for policy makers in particular. This report gathers and reviews the perspectives of selected animal welfare and environmental NGO representatives who responded to our small-scale, anonymous online survey. The responses were analysed to identify areas where there is some space to accommodate the views of both groups. There exists strong consensus on the question of whether EU chemical legislation on risk assessment is sufficiently well adapted to incorporate new approach methodologies. Both NGO groups do acknowledge the merit of scientific advances to aid decision making, albeit with the cautious need to ensure that the information to truly determine the safe use of chemicals is available. Broad consensus was identified: i) for the need of a more precise definition of NAMs by making reference to using NAMs in specific contexts; ii) acknowledging that existing processes are not adequate to validate new approach methodologies; and iii) that there remain clear barriers to the regulatory deployment of NAMs. Finally, moderate consensus was identified for the question of whether animals are an effective and appropriate surrogate to assess the impact chemicals have on environmental health, with both groups acknowledging, to an extent, that animal tests in this context can be useful indicators and NAMs could assist in identifying further effects in complex systems. Understanding these areas of common ground will benefit future policy decision-making related to the acceptance of NAMs in chemical safety assessments.

尽管在开发不同形式的新方法方法(NAMs)以评估化学品风险方面取得了相当大的进展,但在欧洲联盟(欧盟)将其应用于监管目的方面的进展仍然有限。关注动物福利的非政府组织和关注环境保护的非政府组织之间存在明显的分歧。这些非政府组织对namnams的不同看法尤其引起了决策者的关注。本报告收集并回顾了一些动物福利和环保NGO代表的观点,他们对我们的小规模匿名在线调查做出了回应。对这些答复进行了分析,以确定在哪些方面有一些空间来容纳两组人的观点。关于欧盟关于风险评估的化学品立法是否充分适应纳入新的方法方法的问题,存在着强烈的共识。这两个非政府组织都承认科学进步在帮助决策方面的价值,尽管需要谨慎地确保真正确定化学品安全使用的信息是可用的。各方达成了广泛共识:i)需要更精确地定义命名国,参考在特定情况下使用命名国;Ii)承认现有的过程不足以验证新的方法方法;iii)对NAMs的监管部署仍然存在明显障碍。最后,对于动物是否是评估化学品对环境健康影响的有效和适当的替代品的问题,双方达成了适度的共识,双方都在一定程度上承认,在这种情况下,动物试验可以是有用的指标,NAMs可以帮助确定复杂系统中的进一步影响。了解这些共同基础领域将有利于未来在化学品安全评估中接受NAMs的相关政策决策。
{"title":"Balancing chemical safety and animal welfare considerations in the application of new approach methodologies for chemical safety assessment.","authors":"Aleksandra Čavoški, Laura Holden, Leonie Mueller, Robert Lee","doi":"10.1016/j.namjnl.2025.100013","DOIUrl":"10.1016/j.namjnl.2025.100013","url":null,"abstract":"<p><p>Despite some considerable advancement in developing different forms of new approach methodologies (NAMs) to assess the risk of chemicals, there is still limited progress in their application for regulatory purposes in the European Union (EU). Distinct divisions exist between non-governmental organisations (NGOs) with an animal welfare agenda, and those focusing on environmental protection. The conflicting views on NAMs held by these NGOs are a point of concern for policy makers in particular. This report gathers and reviews the perspectives of selected animal welfare and environmental NGO representatives who responded to our small-scale, anonymous online survey. The responses were analysed to identify areas where there is some space to accommodate the views of both groups. There exists strong consensus on the question of whether EU chemical legislation on risk assessment is sufficiently well adapted to incorporate new approach methodologies. Both NGO groups do acknowledge the merit of scientific advances to aid decision making, albeit with the cautious need to ensure that the information to truly determine the safe use of chemicals is available. Broad consensus was identified: i) for the need of a more precise definition of NAMs by making reference to using NAMs in specific contexts; ii) acknowledging that existing processes are not adequate to validate new approach methodologies; and iii) that there remain clear barriers to the regulatory deployment of NAMs. Finally, moderate consensus was identified for the question of whether animals are an effective and appropriate surrogate to assess the impact chemicals have on environmental health, with both groups acknowledging, to an extent, that animal tests in this context can be useful indicators and NAMs could assist in identifying further effects in complex systems. Understanding these areas of common ground will benefit future policy decision-making related to the acceptance of NAMs in chemical safety assessments.</p>","PeriodicalId":520522,"journal":{"name":"NAM journal","volume":"1 ","pages":"100013"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13289033/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148348556","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
AI-driven parametrization of Michaelis-Menten maximal velocity: Advancing in silico new approach methodologies (NAMs). 人工智能驱动的Michaelis-Menten最大速度参数化:先进的计算机新方法方法(NAMs)。
Pub Date : 2025-02-14 eCollection Date: 2025-01-01 DOI: 10.1016/j.namjnl.2025.100012
Achilleas Karakoltzidis, Spyros P Karakitsios, Dimosthenis Α Sarigiannis

The development of mechanistic systems biology models necessitates the utilization of numerous kinetic parameters once the enzymatic mode of action has been identified. Simultaneously, wet lab experimentation is associated with particularly high costs, does not adhere to principles of reducing the number of animal tests, and is a time-consuming procedure. Alternatively, an artificial intelligence-based method is proposed that utilizes enzyme amino acid structures as input data. This method combines NLP techniques with molecular fingerprints of the catalysed reaction to determine Michaelis-Menten maximal velocities (V max). The molecular fingerprints employed include RCDK standard fingerprints (1024 bits), MACCS keys (166 bits), PubChem fingerprints (881 bits), and E-States fingerprints (79 bits). These were integrated to produce reaction fingerprints. The data entries were sourced from SABIO RK, providing a concrete framework to support training procedures. After the data preprocessing stage, the dataset was randomly split into the training set (70 %), validation set (10 %), and test set (20 %) ensuring unique amino acid sequences for each subset. The data points with structures similar to the ones used to train the model as well as uncommon reactions were employed to further test the model. The developed models were optimized during the training procedure to predict V max values efficiently and reliably. Utilizing a fully connected neural network, these models can be applied to all organisms. Amino acid proportions of enzymes were also tested resulting in an unreliable predictor for the V max value. During testing, the model demonstrated better performance on known structures compared to unseen data. In the given use case, the model trained solely on enzyme representations achieved an R-squared of 0.45 on unseen data and 0.70 on known structures. When enzyme representations were integrated with RCDK fingerprints, the model achieved an R-squared of 0.46 on unseen data and 0.62 on known structures.

一旦确定了酶的作用方式,机械系统生物学模型的发展就需要利用许多动力学参数。同时,湿实验室实验成本特别高,不遵守减少动物试验数量的原则,而且是一个耗时的过程。或者,提出了一种基于人工智能的方法,该方法利用酶氨基酸结构作为输入数据。该方法结合NLP技术和催化反应的分子指纹图谱来测定Michaelis-Menten最大速度(vmax)。采用的分子指纹包括RCDK标准指纹(1024位)、MACCS密钥指纹(166位)、PubChem指纹(881位)和E-States指纹(79位)。这些被整合在一起产生反应指纹。数据条目来自SABIO RK,为支持培训程序提供了具体框架。在数据预处理阶段之后,数据集被随机分成训练集(70%)、验证集(10%)和测试集(20%),确保每个子集的氨基酸序列都是唯一的。使用与训练模型结构相似的数据点以及不常见的反应来进一步测试模型。在训练过程中对所建立的模型进行了优化,有效、可靠地预测了vmax值。利用完全连接的神经网络,这些模型可以应用于所有生物体。酶的氨基酸比例也进行了测试,导致对vmax值的预测不可靠。在测试过程中,与未知数据相比,该模型在已知结构上表现出更好的性能。在给定的用例中,仅在酶表示上训练的模型在未见数据上的r平方为0.45,在已知结构上的r平方为0.70。当酶表征与RCDK指纹相结合时,该模型在未见数据上的r平方为0.46,在已知结构上的r平方为0.62。
{"title":"AI-driven parametrization of Michaelis-Menten maximal velocity: Advancing in silico new approach methodologies (NAMs).","authors":"Achilleas Karakoltzidis, Spyros P Karakitsios, Dimosthenis Α Sarigiannis","doi":"10.1016/j.namjnl.2025.100012","DOIUrl":"10.1016/j.namjnl.2025.100012","url":null,"abstract":"<p><p>The development of mechanistic systems biology models necessitates the utilization of numerous kinetic parameters once the enzymatic mode of action has been identified. Simultaneously, wet lab experimentation is associated with particularly high costs, does not adhere to principles of reducing the number of animal tests, and is a time-consuming procedure. Alternatively, an artificial intelligence-based method is proposed that utilizes enzyme amino acid structures as input data. This method combines NLP techniques with molecular fingerprints of the catalysed reaction to determine Michaelis-Menten maximal velocities (<i>V</i> <sub>max</sub>). The molecular fingerprints employed include RCDK standard fingerprints (1024 bits), MACCS keys (166 bits), PubChem fingerprints (881 bits), and E-States fingerprints (79 bits). These were integrated to produce reaction fingerprints. The data entries were sourced from SABIO RK, providing a concrete framework to support training procedures. After the data preprocessing stage, the dataset was randomly split into the training set (70 %), validation set (10 %), and test set (20 %) ensuring unique amino acid sequences for each subset. The data points with structures similar to the ones used to train the model as well as uncommon reactions were employed to further test the model. The developed models were optimized during the training procedure to predict <i>V</i> <sub>max</sub> values efficiently and reliably. Utilizing a fully connected neural network, these models can be applied to all organisms. Amino acid proportions of enzymes were also tested resulting in an unreliable predictor for the <i>V</i> <sub>max</sub> value. During testing, the model demonstrated better performance on known structures compared to unseen data. In the given use case, the model trained solely on enzyme representations achieved an <i>R</i>-squared of 0.45 on unseen data and 0.70 on known structures. When enzyme representations were integrated with RCDK fingerprints, the model achieved an <i>R-squared</i> of 0.46 on unseen data and 0.62 on known structures.</p>","PeriodicalId":520522,"journal":{"name":"NAM journal","volume":"1 ","pages":"100012"},"PeriodicalIF":0.0,"publicationDate":"2025-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13289207/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148348479","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
NAM journal
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
﹀
mjeditor
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1