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AI-based Prediction of Protein Corona Composition on DNA Nanostructures.

作者信息

Huzar Jared, Coreas Roxana, Landry Markita P, Tikhomirov Grigory

机构信息

Biophysics Graduate Group, University of California, Berkeley, Berkeley, CA.

Department of Chemical and Biomolecular Engineering, University of California, Berkeley, Berkeley, CA.

出版信息

bioRxiv. 2024 Aug 26:2024.08.25.609594. doi: 10.1101/2024.08.25.609594.


DOI:10.1101/2024.08.25.609594
PMID:39253427
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11383312/
Abstract

DNA nanotechnology has emerged as a powerful approach to engineering biophysical tools, therapeutics, and diagnostics because it enables the construction of designer nanoscale structures with high programmability. Based on DNA base pairing rules, nanostructure size, shape, surface functionality, and structural reconfiguration can be programmed with a degree of spatial, temporal, and energetic precision that is difficult to achieve with other methods. However, the properties and structure of DNA constructs are greatly altered due to spontaneous protein adsorption from biofluids. These adsorbed proteins, referred to as the protein corona, remain challenging to control or predict, and subsequently, their functionality and fate are difficult to engineer. To address these challenges, we prepared a library of diverse DNA nanostructures and investigated the relationship between their design features and the composition of their protein corona. We identified protein characteristics important for their adsorption to DNA nanostructures and developed a machine-learning model that predicts which proteins will be enriched on a DNA nanostructure based on the DNA structures' design features and protein properties. Our work will help to understand and program the function of DNA nanostructures for biophysical and biomedical applications.

摘要
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1937/11383312/2ce3dfd79db4/nihpp-2024.08.25.609594v1-f0006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1937/11383312/e908e28e1bd6/nihpp-2024.08.25.609594v1-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1937/11383312/eb6ba17bc295/nihpp-2024.08.25.609594v1-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1937/11383312/7413efc55825/nihpp-2024.08.25.609594v1-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1937/11383312/413af6654e60/nihpp-2024.08.25.609594v1-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1937/11383312/ec6ed09aa1d1/nihpp-2024.08.25.609594v1-f0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1937/11383312/2ce3dfd79db4/nihpp-2024.08.25.609594v1-f0006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1937/11383312/e908e28e1bd6/nihpp-2024.08.25.609594v1-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1937/11383312/eb6ba17bc295/nihpp-2024.08.25.609594v1-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1937/11383312/7413efc55825/nihpp-2024.08.25.609594v1-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1937/11383312/413af6654e60/nihpp-2024.08.25.609594v1-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1937/11383312/ec6ed09aa1d1/nihpp-2024.08.25.609594v1-f0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1937/11383312/2ce3dfd79db4/nihpp-2024.08.25.609594v1-f0006.jpg

相似文献

[1]
AI-based Prediction of Protein Corona Composition on DNA Nanostructures.

bioRxiv. 2024-8-26

[2]
AI-Based Prediction of Protein Corona Composition on DNA Nanostructures.

ACS Nano. 2025-2-4

[3]
Self-assembled Nucleic Acid Nanostructures for Biomedical Applications.

Curr Top Med Chem. 2022

[4]
Building DNA nanostructures for molecular computation, templated assembly, and biological applications.

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[5]
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[6]
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J Control Release. 2016-10-10

[7]
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[8]
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Acc Chem Res. 2025-1-21

[9]
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[10]
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本文引用的文献

[1]
Collective cell behaviors manipulated by synthetic DNA nanostructures.

Fundam Res. 2022-2-18

[2]
CD5L is a canonical component of circulatory IgM.

Proc Natl Acad Sci U S A. 2023-12-12

[3]
Confinement in Dual-Chain-Locked DNA Origami Nanocages Programs Marker-Responsive Delivery of CRISPR/Cas9 Ribonucleoproteins.

J Am Chem Soc. 2023-12-13

[4]
Accurate prediction of protein-nucleic acid complexes using RoseTTAFoldNA.

Nat Methods. 2024-1

[5]
Differential cellular responses to FDA-approved nanomedicines: an exploration of albumin-based nanocarriers and liposomes in protein corona formation.

Nanoscale. 2023-11-16

[6]
Extraordinarily Stable Hairpin-Based Biosensors for Rapid Detection of DNA Ligases.

Biosensors (Basel). 2023-9-8

[7]
Stabilizing Polymer Coatings Alter the Protein Corona of DNA Origami and Can Be Engineered to Bias the Cellular Uptake.

ACS Polym Au. 2023-6-7

[8]
Harnessing a paper-folding mechanism for reconfigurable DNA origami.

Nature. 2023-7

[9]
The protein corona from nanomedicine to environmental science.

Nat Rev Mater. 2023-3-24

[10]
The under-appreciated world of the serpin family of serine proteinase inhibitors.

EMBO Mol Med. 2023-6-7

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