DNA纳米基的AlphaFold 3建模:可靠吗?

IF 8 2区 材料科学 Q1 CHEMISTRY, PHYSICAL
Mauricio Cortes, Xindi Sun, Anusha, Emile Joseph Batchelder-Schwab, Jinyue Li, Naseem Siraj, Rishab Jampana, Yuchen Zhang, Yuntian Bai, Chengde Mao
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引用次数: 0

摘要

对于DNA和其他生物分子的纳米工程来说,能够准确地预测结构是非常必要的。新推出的AlphaFold 3 (AF3)为这一目的提供了一个潜在的平台。在这项工作中,我们使用AF3模拟了一系列常用的DNA纳米基,并将AF3结构与文献中报道的实验观察结构进行了比较。对于非对称基序,AF3结构与实验观察一致;但对于对称基序,AF3结构通常与实验观察有很大不同。然而,如果在保持主链对称的同时打破DNA序列的对称性,将对称基序转化为相应的不对称基序,则可以挽救失败。这项研究表明,虽然AF3非常有用,但我们作为实验者应该谨慎使用它(就目前的情况而言)。此外,AF3还需要进一步发展,将现有的实验数据纳入到AF3的训练数据集中。在当前阶段,混合方法可能是有益的:理论建模软件计算详细的3D DNA结构,基于实验观察启发的二级DNA结构。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
AlphaFold 3 modeling of DNA nanomotifs: is it reliable?

Being able to accurately predict structures is highly desirable for nanoengineering with DNA and other biomolecules. The newly launched AlphaFold 3 (AF3) provides a potential platform for this purpose. In this work, we have used AF3 to model a list of commonly used DNA nanomotifs and compared the AF3 structures with the experimentally observed structures reported in the literature. For asymmetric motifs, AF3 structures are consistent with the experimental observations; but for symmetric motifs, AF3 structures are often substantially different from experimental observations. However, the fails can be rescued if the symmetric motifs are converted into corresponding asymmetric motifs by breaking DNA sequence symmetry while maintaining the backbone symmetry. This study suggests that while AF3 is immensely helpful, we as experimentalists should use it (as it currently stands) with caution. In addition, AF3 needs further development to incorporate the existing experimental data in the training dataset for AF3. At the current stage, a hybrid approach might be beneficial: theoretical modeling softwares calculate the detailed, 3D DNA structures based on secondary DNA structures inspired by experimental observations.

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来源期刊
Nanoscale Horizons
Nanoscale Horizons Materials Science-General Materials Science
CiteScore
16.30
自引率
1.00%
发文量
141
期刊介绍: Nanoscale Horizons stands out as a premier journal for publishing exceptionally high-quality and innovative nanoscience and nanotechnology. The emphasis lies on original research that introduces a new concept or a novel perspective (a conceptual advance), prioritizing this over reporting technological improvements. Nevertheless, outstanding articles showcasing truly groundbreaking developments, including record-breaking performance, may also find a place in the journal. Published work must be of substantial general interest to our broad and diverse readership across the nanoscience and nanotechnology community.
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