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细胞中基于深度学习的快速DNA-PAINT成像

Deep learning-enabled fast DNA-PAINT imaging in cells.

作者信息

Zhu Min, Zhang Luhao, Jin Luhong, Chen Yunyue, Yang Haixu, Ji Baohua, Xu Yingke

机构信息

Department of Biomedical Engineering, Key Laboratory of Biomedical Engineering of Ministry of Education, State Key Laboratory of Extreme Photonics and Instrumentation, Zhejiang Provincial Key Laboratory of Cardio-Cerebral Vascular Detection Technology and Medicinal Effectiveness Appraisal, Zhejiang Provincial Key Laboratory of Traditional Chinese Medicine for Clinical Evaluation and Translational Research, Zhejiang University, Hangzhou 310027, China.

Binjiang Institute of Zhejiang University, Hangzhou 310053, China.

出版信息

Biophys Rep. 2023 Aug 31;9(4):177-187. doi: 10.52601/bpr.2023.230014.

DOI:10.52601/bpr.2023.230014
PMID:38516619
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10951475/
Abstract

DNA-based point accumulation in nanoscale topography (DNA-PAINT) is a well-established technique for single-molecule localization microscopy (SMLM), enabling resolution of up to a few nanometers. Traditionally, DNA-PAINT involves the utilization of tens of thousands of single-molecule fluorescent images to generate a single super-resolution image. This process can be time-consuming, which makes it unfeasible for many researchers. Here, we propose a simplified DNA-PAINT labeling method and a deep learning-enabled fast DNA-PAINT imaging strategy for subcellular structures, such as microtubules. By employing our method, super-resolution reconstruction can be achieved with only one-tenth of the raw data previously needed, along with the option of acquiring the widefield image. As a result, DNA-PAINT imaging is significantly accelerated, making it more accessible to a wider range of biological researchers.

摘要

基于DNA的纳米级形貌点积累技术(DNA-PAINT)是一种成熟的单分子定位显微镜技术(SMLM),能够实现高达几纳米的分辨率。传统上,DNA-PAINT需要利用数以万计的单分子荧光图像来生成单个超分辨率图像。这个过程可能很耗时,这使得许多研究人员无法实现。在这里,我们提出了一种简化的DNA-PAINT标记方法和一种基于深度学习的快速DNA-PAINT成像策略,用于亚细胞结构,如微管。通过采用我们的方法,仅需以前所需原始数据的十分之一就可以实现超分辨率重建,同时还可以获取宽场图像。因此,DNA-PAINT成像显著加速,使更广泛的生物学研究人员更容易使用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/36f5/10951475/d8faf795d45d/br-9-4-177-3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/36f5/10951475/06a46f1690c0/br-9-4-177-1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/36f5/10951475/cae8145afead/br-9-4-177-2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/36f5/10951475/d8faf795d45d/br-9-4-177-3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/36f5/10951475/06a46f1690c0/br-9-4-177-1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/36f5/10951475/cae8145afead/br-9-4-177-2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/36f5/10951475/d8faf795d45d/br-9-4-177-3.jpg

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引用本文的文献

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本文引用的文献

1
Beyond DNA: new probes for PAINT super-resolution microscopy.超越 DNA:用于 PAINT 超分辨率显微镜的新探针。
Chem Commun (Camb). 2023 Jul 4;59(54):8332-8342. doi: 10.1039/d3cc00757j.
2
Resolution doubling in light-sheet microscopy via oblique plane structured illumination.利用斜平面结构照明实现光片显微镜的分辨率倍增。
Nat Methods. 2022 Nov;19(11):1419-1426. doi: 10.1038/s41592-022-01635-8. Epub 2022 Oct 24.
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Event-triggered STED imaging.事件触发的 STED 成像。
Nat Methods. 2022 Oct;19(10):1268-1275. doi: 10.1038/s41592-022-01588-y. Epub 2022 Sep 8.
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DNA-PAINT Imaging Accelerated by Machine Learning.机器学习加速的DNA-PAINT成像
Front Chem. 2022 May 10;10:864701. doi: 10.3389/fchem.2022.864701. eCollection 2022.
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Fluorogenic DNA-PAINT for faster, low-background super-resolution imaging.荧光 DNA-PAINT 用于更快、背景更低的超分辨率成像。
Nat Methods. 2022 May;19(5):554-559. doi: 10.1038/s41592-022-01464-9. Epub 2022 May 2.
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Fluorescence lifetime DNA-PAINT for multiplexed super-resolution imaging of cells.荧光寿命 DNA-PAINT 用于细胞的多重超分辨率成像。
Commun Biol. 2022 Jan 11;5(1):38. doi: 10.1038/s42003-021-02976-4.
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Deep learning enables structured illumination microscopy with low light levels and enhanced speed.深度学习使结构光照明显微镜能够在低光水平和增强的速度下工作。
Nat Commun. 2020 Apr 22;11(1):1934. doi: 10.1038/s41467-020-15784-x.
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Super-resolution imaging reveals the evolution of higher-order chromatin folding in early carcinogenesis.超分辨率成像揭示了早期癌变中高级染色质折叠的演变。
Nat Commun. 2020 Apr 20;11(1):1899. doi: 10.1038/s41467-020-15718-7.
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3D ATAC-PALM: super-resolution imaging of the accessible genome.3D ATAC-PALM:可及基因组的超高分辨率成像。
Nat Methods. 2020 Apr;17(4):430-436. doi: 10.1038/s41592-020-0775-2. Epub 2020 Mar 16.
10
High-Speed Super-Resolution Imaging Using Protein-Assisted DNA-PAINT.基于蛋白辅助 DNA-PAINT 的高速超分辨率成像
Nano Lett. 2020 Apr 8;20(4):2264-2270. doi: 10.1021/acs.nanolett.9b04277. Epub 2020 Mar 20.