Selected Grantee Publications
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- 4 results found
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- Artificial Intelligence/Machine Learning
- Preservation
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.
Conduction-Dominated Cryomesh for Organism Vitrification
Guo et al., Advanced Science. 2024.
https://pubmed.ncbi.nlm.nih.gov/38018294/
Vitrification-based cryopreservation via cryomesh is a promising approach for maintaining biodiversity, health care, and sustainable food production via long-term preservation of biological systems. Here, researchers conducted a series of experiments aimed at optimizing the cooling and rewarming rates of cryomesh to increase the viability of various cryopreserved biosystems. They found that vitrification was significantly improved by increasing thermal conductivity, reducing mesh wire diameter and pore size, and minimizing the nitrogen vapor barrier of the conduction-dominated cryomesh. Cooling rates increased twofold to tenfold in a variety of biosystems. The conduction-dominated cryomesh improved the cryopreservation outcomes of coral larvae, Drosophila embryos, and zebrafish embryos by vitrification. These findings suggest that the conduction-dominated cryomesh can improve vitrification in such biosystems for biorepositories, agriculture and aquaculture, and research. Supported by ORIP (R24OD028444, R21OD028758, R24OD034063, R21OD028214), NIDDK, and NIGMS.
Orthotopic Transplantation of the Full-Length Porcine Intestine After Normothermic Machine Perfusion
Abraham et al., Transplantation Direct. 2022.
https://www.doi.org/10.1097/TXD.0000000000001390
Successful intestinal transplantation currently is hindered by graft injury that occurs during procurement and storage, which contributes to postoperative sepsis and allograft rejection. Improved graft preservation could expand transplantable graft numbers and enhance post-transplant outcomes. Superior transplant outcomes recently have been demonstrated in clinical trials using machine perfusion to preserve the liver. The investigators report the development and optimization of machine perfusion preservation of small intestine and successful transplantation of intestinal allografts in a porcine model. Supported by ORIP (K01OD019911), NIAID, and NIDDK.
Rapid Joule Heating Improves Vitrification Based Cryopreservation
Zhan et al., Nature Communications. 2022.
https://www.doi.org/10.1038/s41467-022-33546-9
Cryopreservation by vitrification is an effective approach for long-term preservation of biosystems, but effective vitrification often requires high concentrations of cryoprotective agent (CPA), which can be toxic. The investigators described a joule heating–based platform technology for rapid rewarming of biosystems, which allows the use of low concentrations of CPA. They demonstrated the success of this platform in cryopreservation of three model systems: adherent cells, Drosophila melanogaster embryos, and rat kidney slices with low CPA concentrations. This work provides a general solution to cryopreserve a broad spectrum of cells, tissues, organs, and organisms. Supported by ORIP (R21OD028758), NIDDK, NHLBI, and NIGMS.