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Systematic Multi-trait AAV Capsid Engineering for Efficient Gene Delivery
Eid et al., Nature Communications. 2024.
https://doi.org/10.1038/s41467-024-50555-y
Engineering novel functions into proteins while retaining desired traits is a key challenge for developers of viral vectors, antibodies, and inhibitors of medical and industrial value. In this study, investigators developed Fit4Function, a generalizable machine learning (ML) approach for systematically engineering multi-trait adeno-associated virus (AAV) capsids. Fit4Function was used to generate reproducible screening data from a capsid library that samples the entire manufacturable sequence space. The Fit4Function data were used to train accurate sequence-to-function models, which were combined to develop a library of capsid candidates. Compared to AAV9, top candidates from the Fit4Function capsid library exhibited comparable production yields; more efficient murine liver transduction; up to 1,000-fold greater human hepatocyte transduction; and increased enrichment in a screen for liver transduction in macaques. The Fit4Function strategy enables prediction of peptide-modified AAV capsid traits across species and is a critical step toward assembling an ML atlas that predicts AAV capsid performance across dozens of traits. Supported by ORIP (P51OD011107, U42OD027094), NIDDK, NIMH, and NINDS.
Simian Immunodeficiency Virus Infection Mediated Changes in Jejunum and Peripheral SARS-CoV-2 Receptor ACE2 and Associated Proteins or Genes in Rhesus Macaques
Boby et al., Frontiers in Immunology. 2022.
https://www.doi.org/10.3389/fimmu.2022.835686
Recent studies suggest that people with HIV—particularly those not receiving antiretroviral therapy or those with low CD4 cell counts—are at increased risk of severe illness from SARS‑CoV-2 coinfection. Angiotensin-converting enzyme 2 (ACE2), the cellular receptor for SARS-CoV-2, is likely to play an important role in modulating physiological and pathological events during HIV infection. In this study, the researchers used a rhesus macaque model to characterize the expression profiles of ACE2, other renin-angiotensin system (RAS)–associated genes (AGTR1/2, ADAM17, and TMPRSS2), and inflammatory cytokines (IL-1β, IL-6, and TNF‑α) in the jejunum and lung during simian immunodeficiency virus (SIV) infection. SIV infection was associated with multiple changes in gene expression, including downregulation of ACE2, which could lead to loss of gut homeostasis. Further studies could provide insight on the role of RAS-associated proteins during HIV and SARS-CoV-2 co-infection. Supported by ORIP (P51OD011104) and NIDDK.