Nanocarrier imaging at single-cell resolution across entire mouse bodies with deep learning.
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Luo Jie, Molbay Muge, Chen Ying, Horvath Izabela, Kadletz Karoline, Kick Benjamin, Zhao Shan, Al-Maskari Rami, Singh Inderjeet, Ali Mayar, Bhatia Harsharan Singh, Minde David-Paul, Negwer Moritz, Hoeher Luciano, Calandra Gian Marco, Groschup Bernhard, Su Jinpeng, Kimna Ceren, Rong Zhouyi, Galensowske Nikolas, Todorov Mihail Ivilinov, Jeridi Denise, Ohn Tzu-Lun, Roth Stefan, Simats Alba, Singh Vikramjeet, Khalin Igor, Pan Chenchen, Arús Bernardo A, Bruns Oliver T, Zeidler Reinhard, Liesz Arthur, Protzer Ulrike, Plesnila Nikolaus, Ussar Siegfried, Hellal Farida, Paetzold Johannes, Elsner Markus, Dietz Hendrik, Erturk Ali
Аннотация
Efficient and accurate nanocarrier development for targeted drug delivery is hindered by a lack of methods to analyze its cell-level biodistribution across whole organisms. Here we present Single Cell Precision Nanocarrier Identification (SCP-Nano), an integrated experimental and deep learning pipeline to comprehensively quantify the targeting of nanocarriers throughout the whole mouse body at single-cell resolution. SCP-Nano reveals the tissue distribution patterns of lipid nanoparticles (LNPs) after different injection routes at doses as low as 0.0005 mg kg-1-far below the detection limits of conventional whole body imaging techniques. We demonstrate that intramuscularly injected LNPs carrying SARS-CoV-2 spike mRNA reach heart tissue, leading to proteome changes, suggesting immune activation and blood vessel damage. SCP-Nano generalizes to various types of nanocarriers, including liposomes, polyplexes, DNA origami and adeno-associated viruses (AAVs), revealing that an AAV2 variant transduces adipocytes throughout the body. SCP-Nano enables comprehensive three-dimensional mapping of nanocarrier distribution throughout mouse bodies with high sensitivity and should accelerate the development of precise and safe nanocarrier-based therapeutics.