bioRxiv Science⌕ Search

Biology subjects

Tolar, J.

Publications and source records attributed to Tolar, J..

5 recordsLinked to original sources

Mechanistic machine learning enables interpretable and generalizable prediction of prime editing outcomes

Although prime editing (PE) can effect virtually any specified local change to genomic DNA in living systems, its efficient application currently requires extensive optimization of prime editing guide RNA (pegRNA) sequences. We present OptiPrime, a machine learning model of PE efficiency based on our current understanding of the mechanism of prime editing. OptiPrime achieves state-of-the-art accuracy on PE efficiency prediction and also enables prediction of nicking guide RNA (PE3) and dual pegRNA (twinPE) outcomes. We validated that OptiPrime has learned the determinants of mammalian mismatch repair (MMR), and is therefore well suited for nominating MMR-evasive silent edits that improve PE efficiency. We demonstrate the utility of OptiPrime in a variety of prospective therapeutic contexts, including in primary human and mouse cells. Finally, we show how OptiPrime can be used to achieve highly streamlined and efficient in vivo correction of a pathogenic mutation in the brain of a mouse model of KIF1A-associated neurological disorder.

biochemistry↗

Contribution of HMGB1 to Keratinocyte inflammation in Recessive Dystrophic Epidermolysis Bullosa

Recessive dystrophic epidermolysis bullosa (RDEB) is an inherited skin disorder characterized by fragile skin, blistering, and chronic wounds. Keratinocytes, the primary cells in the epidermis, are directly affected by persistent injury in RDEB, contributing to chronic inflammation. High mobility group box 1 (HMGB1) is elevated in the serum of individuals with RDEB. However, its role in keratinocyte inflammation remains unclear. Here, we report an increase in HMGB1 expression in keratinocytes at chronic wound sites compared to matched non-wounded skin from an RDEB individual, suggesting a potential link to local inflammation. Pharmacological inhibition of HMGB1 using inflachromene reduced lipopolysaccharide (LPS)-induced inflammatory responses in a keratinocyte cell line, supporting a role for keratinocyte-specific HMGB1 in inflammation. Surprisingly, deletion of HMGB1 alone or together with its paralogue HMGB2 did not suppress the inflammatory response to LPS. Furthermore, inflachromene still reduced inflammation in these knockout cells. This unexpected discrepancy between genetic deletion and pharmacologic inhibition points to a more complex role for HMGB1 or off-target effects of the compound. These findings suggest that HMGB1 may contribute to inflammation in keratinocytes, but its exact function needs further investigation.

molecular biology↗

Fisetin extends lifespan in a murine model of recessive dystrophic epidermolysis bullosa

Recessive Dystrophic Epidermolysis Bullosa (RDEB) is a rare genodermatosis characterized clinically by extensive inflammation, cutaneous destruction, and fibrosis that demonstrates properties similar to rapid skin aging. As tissue ages, it accumulates cellular damage and exhaustion leading to a state of senescence. Cellular senescence is an aging or disease-related phenomenon of stable exit from the cell cycle that leads to an increased inflammatory phenotype. RDEB and other EB subsets of patients need an adjunct to or alternate therapy that addresses the issues of inflammation, pain, and pruritus. Fisetin is a safe, naturally occurring compound proven to be effective at sensitizing senescent cells to cell death and ameliorating senescence-associated inflammation. In this paper, we demonstrate fisetins ability to increase survival and reduce senescent cell burden in a hypomorphic mouse model of RDEB.

molecular biology↗

Abcg2-Expressing Side Population Cells Contribute to Cardiomyocyte Renewal through Fusion

The adult mammalian heart has a limited regenerative capacity. Therefore, identification of endogenous cells and mechanisms that contribute to cardiac regeneration is essential for the development of targeted regenerative therapies. The side population (SP) phenotype enriches for stem cells throughout the body, and SP cells have been identified in the heart. We generated a novel Abcg2-driven, genetic lineage-tracing mouse model and show efficient labeling of SP cells. Labeled SP cells give rise to terminally differentiated cells in bone marrow and intestines. In the heart, we find that Abcg2-expressing SP cells contribute to cardiomyocyte labeling, which is further enhanced in response to different forms of cardiac injury. We find that cardiac SP cells fuse with preexisting cardiomyocytes, which stimulates cardiomyocyte cell cycle entry and likely proliferation, instead of directly differentiating into cardiomyocytes. Our findings provide evidence that cardiac SP cells contribute to endogenous cardiac regeneration through cardiomyocyte fusion.

cell biology↗

Rapid DNA Replication Origin Licensing Protects Stem Cell Pluripotency

Complete and robust human genome duplication requires loading MCM helicase complexes at many DNA replication origins, an essential process termed origin licensing. Licensing is restricted to G1 phase of the cell cycle, but G1 length varies widely among cell types. Using quantitative single cell analyses we found that pluripotent stem cells with naturally short G1 phases load MCM much faster than their isogenic differentiated counterparts with long G1 phases. During the earliest stages of differentiation towards all lineages, MCM loading slows concurrently with G1 lengthening, revealing developmental control of MCM loading. In contrast, ectopic Cyclin E overproduction uncouples short G1 from fast MCM loading. Rapid licensing in stem cells is caused by accumulation of the MCM loading protein, Cdt1. Prematurely slowing MCM loading in pluripotent cells not only lengthens G1 but also accelerates differentiation. Thus, rapid origin licensing is an intrinsic characteristic of stem cells that contributes to pluripotency maintenance.

cell biology↗