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利用单分子离心技术解析分子异质性。

Resolving Molecular Heterogeneity with Single-Molecule Centrifugation.

机构信息

Program in Cellular and Molecular Medicine, Boston Children's Hospital, Boston, Massachusetts 02115, United States.

Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, Massachusetts 02115, United States.

出版信息

J Am Chem Soc. 2023 Feb 15;145(6):3276-3282. doi: 10.1021/jacs.2c11450. Epub 2023 Jan 30.

Abstract

For many classes of biomolecules, population-level heterogeneity is an essential aspect of biological function─from antibodies produced by the immune system to post-translationally modified proteins that regulate cellular processes. However, heterogeneity is difficult to fully characterize for multiple reasons: (i) single-molecule approaches are needed to avoid information lost by ensemble-level averaging, (ii) sufficient statistics must be gathered on both a per-molecule and per-population level, and (iii) a suitable analysis framework is required to make sense of a potentially limited number of intrinsically noisy measurements. Here, we introduce an approach that overcomes these difficulties by combining three techniques: a DNA nanoswitch construct to repeatedly interrogate the same molecule, a benchtop centrifuge force microscope (CFM) to obtain thousands of statistics in a highly parallel manner, and a Bayesian nonparametric (BNP) inference method to resolve separate subpopulations with distinct kinetics. We apply this approach to characterize commercially available antibodies and find that polyclonal antibody from rabbit serum is well-modeled by a mixture of three subpopulations. Our results show how combining a spatially and temporally multiplexed nanoswitch-CFM assay with BNP analysis can help resolve complex biomolecular interactions in heterogeneous samples.

摘要

对于许多类生物分子来说,群体水平的异质性是其生物学功能的一个重要方面,从免疫系统产生的抗体到调节细胞过程的翻译后修饰蛋白都是如此。然而,由于以下多种原因,异质性很难被全面描述:(i) 为避免通过整体平均化而丢失信息,需要采用单分子方法;(ii) 必须在单分子和群体水平上收集足够的统计数据;(iii) 需要一个合适的分析框架,以便从可能数量有限的固有噪声测量中得出有意义的结果。在这里,我们介绍了一种方法,通过结合三种技术克服了这些困难:一种 DNA 纳米开关结构,可重复检测同一个分子;一种台式离心力显微镜 (CFM),可高度并行地获得数千个统计数据;以及一种贝叶斯非参数 (BNP) 推断方法,用于解析具有不同动力学的单独亚群。我们将这种方法应用于商业化抗体的表征,并发现来自兔血清的多克隆抗体可以很好地由三个亚群的混合物建模。我们的结果表明,如何将空间和时间复用的纳米开关-CFM 测定与 BNP 分析相结合,可以帮助解析异质样本中的复杂生物分子相互作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2103/9936575/ccc875e4bd93/ja2c11450_0001.jpg

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