The liver is an ideal target for nucleic acid therapeutic applications (i.e., siRNA, gene therapy, and genome editing) due to its ability to secrete proteins into the blood. In this work, we present the first synthesis of a novel monomer derived from N-acetyl-d-galactosamine (GalNAc) and its polymerization as a facile route to create multivalent delivery vehicles with exceptional targeting efficiency to asialoglycoprotein receptors (ASGPRs) on liver hepatocytes. A series of cationic diblock GalNAc glycopolymers composed of a GalNAc-derived block of fixed length (n = 62) and cationic 2-aminoethylmethacrylamide (AEMA) blocks of varying lengths (n = 19, 33, and 80) have been synthesized and characterized. In addition, nontargeted control polymers consisting of either glucose or polyethylene glycol-derived neutral blocks with an AEMA cationic block were also created and examined. All polymeric vehicles were able to bind and encapsulate plasmids (pDNA) into polymer-pDNA complexes (polyplexes). The GalNAc-derived polyplexes were colloidally stable and maintained their size over a period of 4 h in reduced-serum cell culture media. The GalNAc-derived homopolymer effectively inhibited the uptake of Cy5-labeled asialofetuin (a natural ligand of ASGPRs) by cultured hepatocyte (HepG2) cells at lower concentrations (IC50 = 20 nM) than monomeric GalNAc (IC50 = 1 mM) and asialofetuin (IC50 = 1 μM), suggesting highly enhanced ASGPR binding due to multivalency. These polymers also showed cell type-specific gene expression in cultured cells, with higher protein expression in ASGPR-presenting HepG2 than HeLa cells, which lack the receptor. Biodistribution studies in mice show higher accumulation of pDNA and GalNAc-derived polymers in the liver compared with the glucose-derived nontargeted control. This study demonstrates the first facile synthesis of a multivalent GalNAc-derived block copolymer architecture that promotes enhanced delivery to liver and offers insights to improve targeted nanomedicines for a variety of applications.

The Sleeping Beauty transposon system, a non-viral, integrating vector that can deliver the alpha-L-iduronidase-encoding gene, is efficient in correcting mucopolysaccharidosis type I in NOD/SCID mice. However, in previous studies we failed to attain reliable long-term alpha-L-iduronidase expression in immunocompetent mice. Here, we focused on achieving sustained high-level expression in immunocompetent C57BL/6 mice. In our standard liver-directed treatment we hydrodynamically infuse mice with plasmids containing a SB transposon-encoding human alpha-L-iduronidase, along with a source of SB transposase. We sought to 1) minimize expression of the therapeutic enzyme in antigen-presenting cells, while avoiding promoter shutdown and gender bias, 2) increase transposition efficiency and 3) improve immunosuppression. By using a liver-specific promoter to drive IDUA expression, the SB100X hyperactive transposase and transient cyclophosphamide immunosuppression we achieved therapeutic-level (>100 wild-type) stabilized expression for 1 year in 50% of C57BL/6 mice. To gain insights into the causes of variability in transgene expression, we quantified the rates of alpha-L-iduronidase activity decay vis-a-vis transposition and transgene maintenance using the data obtained in this and previous studies. Our analyses showed that immune responses are the most important variable to control in order to prevent loss of transgene expression. Cumulatively, our results allow transition to pre-clinical studies of SB-mediated alpha-L-iduronidase expression and correction of mucopolysaccharidosis type I in animal models.

Genome editing therapies hold great promise for the cure of monogenic and other diseases; however, the application of nonviral gene delivery methods is limited by both a lack of fundamental knowledge of interactions of the gene-carrier in complex animals and biocompatibility. Herein, we characterize nonviral gene delivery vehicle formulations that are based on diblock polycations containing a hydrophilic and neutral glucose block chain extended with cationic secondary amines of three lengths, poly(methacrylamido glucopyranose-block-2-methylaminoethyl methacrylate) [P(MAG-b-MAEMt)-1, -2, -3]. These polymers were formulated with plasmid DNA to prepare polyelectrolyte complexes (polyplexes). In addition, two controls, P(EG-b-MAEMt) and P(MAEMt), were synthesized, formulated into polyplexes and the ex vivo hemocompatibility, or blood compatibility, and in vivo biodistribution of the formulations were compared to the glycopolymers. While both polymer structure and N/P (amine to phosphate) ratio were important factors affecting hemocompatibility, N/P ratio played a stronger role in determining polyplex biodistribution. P(EG-b-MAEMt) and P(MAEMt) lysed red blood cells at both high and low N/P formulations while P(MAG-b-MAEMt) did not significantly lyse cells at either formulation at short and medium polymer lengths. Conversely, P(MAG-b-MAEMt) did not affect coagulation at N/P = 5, but significantly delayed coagulation at N/P = 15. P(EG-b-MAEMt) and P(MAEMt) did not affect coagulation at either formulation. After polymer and pDNA cargo distribution was observed in vivo, P(EG-b-MAEMt) N/P = 5 and P(MAG-b-MAEMt) N/P = 5 both dissociated and deposited polymer in the liver, while pDNA cargo from P(MAG-b-MAEMt) N/P = 15 was found in the liver, lungs, and spleen. The contrast between P(MAG-b-MAEMt) at N/P = 5 and 15 demonstrates that polyplex stability in the blood can be improved with N/P ratio and potentially aid polyplex biodistribution through simply varying the formulation ratios.

Camera traps have become an extensively utilized tool in ecological research, but the manual processing of images created by a network of camera traps rapidly becomes an overwhelming task, even for small camera trap studies. We used transfer learning to create convolutional neural network (CNN) models for identification and classification. By utilizing a small dataset with an average of 275 labeled images per species class, the model was able to distinguish between species and remove false triggers. We trained the model to detect 17 object classes with individual species identification, reaching an accuracy up to 92% and an average F1 score of 85%. Previous studies have suggested the need for thousands of images of each object class to reach results comparable to those achieved by human observers; however, we show that such accuracy can be achieved with fewer images. With transfer learning and an ongoing camera trap study, a deep learning model can be successfully created by a small camera trap study. A generalizable model produced from an unbalanced class set can be utilized to extract trap events that can later be confirmed by human processors.

The non-viral, integrating Sleeping Beauty (SB) transposon system is efficient in treating systemic monogenic disease in mice, including hemophilia A and B caused by deficiency of blood clotting factors and mucopolysaccharidosis types I and VII caused by a-L-iduronidase (IDUA) and b-glucuronidase (GUSB) deficiency, respectively. Modified approaches of the hydrodynamics-based procedure to deliver transposons to the liver in dogs were recently reported. Using the transgenic canine reporter secreted alkaline phosphatase (cSEAP), transgenic protein in the plasma was demonstrated for up to 6 weeks post infusion. This study reports that immunosuppression of dogs with gadolinium chloride (GdCl 3 ) prolonged the presence of cSEAP in the circulation up to 5.5 months after a single vector infusion. Transgene expression declined gradually but appeared to stabilize after about 2 months at approximately fourfold baseline level. Durability of transgenic protein expression in the plasma was inversely associated with transient increase of liver enzymes alanine transaminase and aspartate transaminase in response to the plasmid delivery procedure, which suggests a deleterious effect of hepatocellular toxicity on transgene expression. GdCl 3 treatment was ineffective for repeat vector infusions. In parallel studies, dogs were infused with potentially therapeutic transposons. Activities of transgenic IDUA and GUSB in plasma peaked at 50-350% of wildtype, but in the absence of immunosuppression lasted only a few days. Transposition was detectable by excision assay only when the most efficient transposase, SB100X, was used. Dogs infused with transposons encoding canine clotting factor IX (cFIX) were treated with GdCl 3 and showed expression profiles similar to those in cSEAP-infused dogs, with expression peaking at 40% wt (2 lg/mL). It is concluded that GdCl 3 can support extended transgene expression after hydrodynamic introduction of SB transposons in dogs, but that alternative regimens will be required to achieve therapeutic levels of transgene products.