从序列特征可以预测反义寡核苷酸脑室内注射小鼠脑后的急性神经毒性。

IF 4 2区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Nucleic acid therapeutics Pub Date : 2022-06-01 Epub Date: 2022-02-14 DOI:10.1089/nat.2021.0071
Peter H Hagedorn, Jeffrey M Brown, Amy Easton, Maria Pierdomenico, Kelli Jones, Richard E Olson, Stephen E Mercer, Dong Li, James Loy, Anja M Høg, Marianne L Jensen, Martin Gill, Angela M Cacace
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引用次数: 16

摘要

反义寡核苷酸是一种较新的治疗方式,其安全性评价仍是一个发展中的研究领域。我们观察到一些寡核苷酸在小鼠脑室内(ICV)给药后可产生急性、非杂交依赖的神经行为副作用。在本研究中,我们采用体外、体内和生物信息学相结合的方法来确定一种序列设计算法,该算法可以减少在小鼠中合成和测试的急性毒性分子的数量。我们发现,测量神经元细胞中自发钙振荡的细胞分析可以预测ICV给药后的行为副作用,并可能为这些观察结果提供机制解释。我们确定序列特征是过度代表或代表性不足的寡核苷酸导致这些钙振荡的减少。5个信息量最大的序列特征的加权线性组合预测ICV给药结果的准确率>80%。由此,我们开发了一种生物信息学工具,可以识别具有可接受的急性神经毒性潜力的寡核苷酸设计,从而减少进入药物发现管道的有毒分子的数量。我们确定的信息性序列特征也提示了未来药物化学工作的重点领域。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Acute Neurotoxicity of Antisense Oligonucleotides After Intracerebroventricular Injection Into Mouse Brain Can Be Predicted from Sequence Features.

Antisense oligonucleotides are a relatively new therapeutic modality and safety evaluation is still a developing area of research. We have observed that some oligonucleotides can produce acute, nonhybridization dependent, neurobehavioral side effects after intracerebroventricular (ICV) dosing in mice. In this study, we use a combination of in vitro, in vivo, and bioinformatics approaches to identify a sequence design algorithm, which can reduce the number of acutely toxic molecules synthesized and tested in mice. We find a cellular assay measuring spontaneous calcium oscillations in neuronal cells can predict the behavioral side effects after ICV dosing, and may provide a mechanistic explanation for these observations. We identify sequence features that are overrepresented or underrepresented among oligonucleotides causing these reductions in calcium oscillations. A weighted linear combination of the five most informative sequence features predicts the outcome of ICV dosing with >80% accuracy. From this, we develop a bioinformatics tool that allows oligonucleotide designs with acceptable acute neurotoxic potential to be identified, thereby reducing the number of toxic molecules entering drug discovery pipelines. The informative sequence features we identified also suggest areas in which to focus future medicinal chemistry efforts.

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来源期刊
Nucleic acid therapeutics
Nucleic acid therapeutics BIOCHEMISTRY & MOLECULAR BIOLOGY-CHEMISTRY, MEDICINAL
CiteScore
7.60
自引率
7.50%
发文量
47
审稿时长
>12 weeks
期刊介绍: Nucleic Acid Therapeutics is the leading journal in its field focusing on cutting-edge basic research, therapeutic applications, and drug development using nucleic acids or related compounds to alter gene expression. The Journal examines many new approaches for using nucleic acids as therapeutic agents or in modifying nucleic acids for therapeutic purposes including: oligonucleotides, gene modification, aptamers, RNA nanoparticles, and ribozymes.
期刊最新文献
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