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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.

Genetic Diversity of 1,845 Rhesus Macaques Improves Genetic Variation Interpretation and Identifies Disease Models

Wang et al., Nature Communications. 2024.

https://www.nature.com/articles/s41467-024-49922-6

Nonhuman primates are ideal models for certain human diseases, including retinal and neurodevelopmental disorders. Using a reverse genetics approach, researchers profiled the genetic diversity of rhesus macaque populations across eight primate research centers in the United States and uncovered rhesus macaques carrying naturally occurring pathogenic mutations. They identified more than 47,000 single-nucleotide variants in 374 genes that had been previously linked with retinal and neurodevelopmental disorders in humans. These newly identified variants can be used to study human disease pathology and to test novel treatments. Supported by ORIP (P51OD011107, P51OD011106, P40OD012217, S10OD032189), NEI, NIAID, and NIMH.

Maternal Western-Style Diet Reduces Social Engagement and Increases Idiosyncratic Behavior in Japanese Macaque Offspring

Mitchell et al., Brain, Behavior, and Immunity. 2022.

https://www.doi.org/10.1016/j.bbi.2022.07.004

Evidence points to an association between maternal obesity and risk of early-emerging neurodevelopmental disorders in offspring, yet few preclinical studies have tested for associations between maternal Western-style diet (mWSD) and offspring behavior. Using Japanese macaques, researchers found that mWSD offspring exhibited less proximity to peers and initiated fewer affiliative social behaviors. These outcomes appear to be mediated by increased maternal interleukin-12 during the third trimester of pregnancy. Additionally, mWSD offspring displayed increased idiosyncratic behavior, which was related to alterations in maternal adiposity and leptin. These findings suggest specific prevention and intervention targets for early-emerging neurodevelopmental disorder in humans. Supported by ORIP (P51OD011092), NIMH, and NICHD.

Heritability of Social Behavioral Phenotypes and Preliminary Associations with Autism Spectrum Disorder Risk Genes in Rhesus Macaques: A Whole Exome Sequencing Study

Gunter et al., Autism Research. 2022.

https://onlinelibrary.wiley.com/doi/full/10.1002/aur.2675

Investigators quantified individual variation in social interactions among juvenile rhesus macaques of both sexes using both a standard macaque ethogram (a catalogue of animal behavior over time) and a macaque-relevant modification of the human Social Responsiveness Scale to study genetic influences on key aspects of social behavior and interactions. The analyses demonstrate that various aspects of juvenile social behavior exhibit significant genetic heritability, with quantitative genetic effects similar to autism spectrum disorder (ASD) in human children. The significant genetic and sequencing data may be used to examine potential genetic associations with human ASD. Supported by ORIP (P51OD011132), NHGRI and NIMH.