Fragment-based drug nanoaggregation reveals drivers of self-assembly

Drug nanoaggregates are particles that can deleteriously cause false positive results during drug screening efforts, but alternatively, they may be used to improve pharmacokinetics when developed for drug delivery purposes. The structural features of molecules that drive nanoaggregate formation rema...

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Published in:Nature communications Vol. 14; no. 1; p. 8340
Main Authors: Chen, Chen, Wu, You, Wang, Shih-Ting, Berisha, Naxhije, Manzari, Mandana T., Vogt, Kristen, Gang, Oleg, Heller, Daniel A.
Format: Journal Article
Language:English
Published: London Nature Publishing Group UK 14-12-2023
Nature Publishing Group
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Summary:Drug nanoaggregates are particles that can deleteriously cause false positive results during drug screening efforts, but alternatively, they may be used to improve pharmacokinetics when developed for drug delivery purposes. The structural features of molecules that drive nanoaggregate formation remain elusive, however, and the prediction of intracellular aggregation and rational design of nanoaggregate-based carriers are still challenging. We investigate nanoaggregate self-assembly mechanisms using small molecule fragments to identify the critical molecular forces that contribute to self-assembly. We find that aromatic groups and hydrogen bond acceptors/donors are essential for nanoaggregate formation, suggesting that both π-π stacking and hydrogen bonding are drivers of nanoaggregation. We apply structure-assembly-relationship analysis to the drug sorafenib and discover that nanoaggregate formation can be predicted entirely using drug fragment substructures. We also find that drug nanoaggregates are stabilized in an amorphous core-shell structure. These findings demonstrate that rational design can address intracellular aggregation and pharmacologic/delivery challenges in conventional and fragment-based drug development processes. Drug nanoaggregates could be used to improve drug pharmacokinetics when developed for drug delivery, however, the structural features of molecules that drive nanoaggregate formation remain elusive. Here, the authors investigate nanoaggregate self-assembly mechanisms using small molecule fragments to identify the critical molecular forces that contribute to self-assembly, namely aromatic groups and hydrogen bond acceptors/donors.
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SC0012704; AC02-05CH11231; SC0008772; KP1605010; S10 OD012331; R01-DK129299; R01-NS116353; R01-NS122987; 1752506; 1746886; R01-CA215719; P30-CA008748; GC230452; GM115327; GM136640
BNL-225496-2024-JAAM
National Institutes of Health (NIH)
USDOE Office of Science (SC), Biological and Environmental Research (BER)
USDOE Office of Science (SC), Basic Energy Sciences (BES). Scientific User Facilities (SUF)
National Science Foundation (NSF)
USDOE Laboratory Directed Research and Development (LDRD) Program
American Cancer Society (ACS)
ISSN:2041-1723
2041-1723
DOI:10.1038/s41467-023-43560-0