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限制单细胞蛋白质组学中蛋白质泄漏的影响。

Limiting the impact of protein leakage in single-cell proteomics.

作者信息

Leduc Andrew, Xu Yanxin, Shipkovenska Gergana, Dou Zhixun, Slavov Nikolai

机构信息

Departments of Bioengineering, Biology, Chemistry and Chemical Biology, Single Cell Proteomics Center, Northeastern University, Boston, MA 02115, USA.

Center for Regenerative Medicine, Massachusetts General Hospital, Boston, MA, USA.

出版信息

bioRxiv. 2024 Jul 27:2024.07.26.605378. doi: 10.1101/2024.07.26.605378.

Abstract

Limiting artifacts during sample preparation can significantly increase data quality in single-cell proteomics experiments. Towards this goal, we characterize the impact of protein leakage by analyzing thousands of primary single cells that were prepared either fresh immediately after dissociation or cryopreserved and prepared at a later date. We directly identify permeabilized cells and use the data to define a signature for protein leakage. We use this signature to build a classifier for identifying damaged cells that performs accurately across cell types and species.

摘要

在单细胞蛋白质组学实验中,限制样品制备过程中的假象可显著提高数据质量。为实现这一目标,我们通过分析数千个原代单细胞来表征蛋白质泄漏的影响,这些单细胞要么在解离后立即新鲜制备,要么冷冻保存并在之后制备。我们直接识别通透化细胞,并利用这些数据定义蛋白质泄漏的特征。我们使用该特征构建一个用于识别受损细胞的分类器,该分类器在不同细胞类型和物种中均能准确发挥作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e742/11291177/aa43dcd44da5/nihpp-2024.07.26.605378v1-f0001.jpg

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