Rapid Design, Build, Test, and Learn Techniques for Identifying and Using Nonviral Carriers

Abstract

The present disclosure relates to barcoded polymeric nanoparticles for in vivo screening and in vivo therapeutic delivery and methods therefor. More specifically, the present invention relates to polymeric nanoparticles, such as reversible addition-fragmentation chain transfer (RAFT) polymer compositions associated with polynucleotide barcodes for therapeutic delivery and high throughput in vivo screening of drug delivery nanoparticles.

Description

[Technical field]

[0001] CROSS-REFERENCE TO RELATED APPLICATIONS This application claims priority under 35 USC § 119(e) to U.S. Provisional Application No. 63 / 172,069, filed April 7, 2021, the entire disclosure of which is incorporated herein by reference.

[0002] The present disclosure relates to barcoded polymeric nanoparticles for in vivo screening and in vivo therapeutic delivery and methods therefor. More specifically, the present invention relates to polymeric nanoparticles, such as reversible addition-fragmentation chain transfer (RAFT) polymer compositions associated with polynucleotide barcodes for therapeutic delivery and high throughput in vivo screening of drug delivery nanoparticles. [Background technology]

[0003] Genetic medicines (including gene therapy, gene silencing, splicing regulators, and nuclease-based gene editing) will bring revolutionary treatments, including vaccines, infectious disease treatments, antimicrobial treatments, antiviral treatments, and most notably, genetic disease treatments. However, in vivo delivery of these genetic medicine payloads to the specific tissues and cells that need to be treated while avoiding tissues and cells that may reduce the efficacy or safety of the genetic medicine poses significant challenges. An additional challenge is the ability to deliver large genetic payloads or multiple payloads. Although adeno-associated virus (AAV) is the most widely used tool for delivering genetic medicines, AAV cannot deliver large genetic payloads or multiple payloads [such as clustered regularly interspaced palindromic short repeats (CRISPR) / Cas9 system], and these payloads may also induce unwanted immune responses, including the generation of anti-AAV antibodies, which are cell-mediated responses. Some of the immune responses caused by AAV in patients are potentially lethal immune responses.

[0004] Therapies based on the CRISPR / Cas9 system have great potential to treat many genetic diseases because of the system's ability for precise and programmable gene editing. Gene editing and repair using the CRISPR / Cas9 system has two major mechanisms, including non-homologous end joining (NHEJ), which repairs the site of break by inducing random indel mutations, and homology-directed repair (HDR), which repairs the break site based on a pre-existing template. Since pre-designed templates can be used for HDR-specific repair, therapies based on this mechanism can be tailored to cure a variety of different genetic diseases. However, a major challenge is that HDR repair requires the simultaneous delivery of CRISPR / Cas9, small guide RNA (sgRNA), and donor DNA strands to a specific location. This requirement is particularly limiting for in vivo applications, since it is currently not feasible to reliably simultaneously deliver multiple macromolecules to the same targeted location. For example, the Cas9 enzyme sequence and guide RNA complex are too large to be incorporated into AAV. Summary of the Invention [Problem to be solved by the invention]

[0005] Therefore, there is a need for an effective non-viral delivery system, including gene delivery system.Current state-of-the-art non-viral gene delivery systems, such as liposomes, have many shortcomings, such as low biocompatibility and not being easy to manipulate or function.Another concern is that such non-viral gene delivery systems are easily degraded by various enzymes as they pass through intracellular or intercellular compartments, and these systems cannot package multiple large payloads.

[0006] The present inventors have designed barcoded polymeric nanoparticle (e.g., polymers obtained from controlled living / radical polymerization, such as RAFT polymers) delivery compositions. These compositions have the advantage of being biocompatible, non-toxic, and can be programmed in many ways. For example, barcoded polymeric nanoparticle delivery compositions can be programmed with functional groups that allow for avoiding premature degradation, allowing for avoiding immune responses, and allowing intracellular imaging and controlled delivery of therapeutic genes and other therapeutic molecules. Thus, these non-viral delivery compositions can enhance the stability, safety, and / or efficacy of gene medicine payloads and other payloads by achieving immune evasion, tissue-directed intracellular delivery, and the ability to deliver large gene payloads or multiple payloads.

[0007] The present disclosure combines these non-viral delivery compositions with rapid design, build, test, and learn (DBTL) technologies that will greatly accelerate gene delivery and overcome the shortcomings that exist in limited gene delivery vehicles. In addition to hastening the translation of today's editing therapies into the clinic, it is expected that these technologies will enable the general delivery of larger and more molecularly diverse gene payloads, as well as other payloads, and continue to improve the treatment of genetic and other diseases. [Means for solving the problem]

[0008] In some embodiments, the present disclosure provides a composition comprising a non-viral delivery vehicle comprising one or more nanoparticle-forming polymers and a nucleic acid construct.

[0009] In some embodiments, the present disclosure provides a method of in vivo screening of desired polymeric nanoparticles for use as delivery vehicles, the method comprising: (a) preparing a library comprising two or more types of polymeric nanoparticles, each polymeric nanoparticle associated with a nucleic acid construct comprising a different polynucleotide barcode; (b) administering the library to an animal; (c) removing cells or tissues from the animal; (d) isolating the nucleic acid constructs from the cells or tissues of the animal; (e) detecting the nucleic acid constructs in the cells or tissues of the animal; and (f) identifying the desired polymeric nanoparticles for use as delivery vehicles.

[0010] In some aspects, the disclosure provides a method of treating a patient with a disease, the method comprising administering to the patient a polymeric nanoparticle further comprising a drug payload, such as a polynucleotide or protein payload or a small molecule therapeutic payload, identified in an in vivo screening method described herein, and treating the disease in the patient.

[0011] The following clauses and combinations thereof provide various additional exemplary aspects of the invention described herein. Various embodiments described in any other section of this patent application, including the sections entitled "Detailed Description of Exemplary Embodiments" and "Examples", may be applicable to any of the following embodiments of the invention described in the following numbered clauses.

[0012] 1. a. a non-viral delivery vehicle comprising one or more nanoparticle-forming polymers, and B. Nucleic acid constructs A composition comprising:

[0013] 2. The composition of clause 1, wherein the non-viral delivery vehicle comprises a polymeric nanoparticle.

[0014] 3. The composition of clause 1 or 2, wherein the nucleic acid construct is associated with the non-viral delivery vehicle via electrostatic interactions.

[0015] 4. The composition of any one of clauses 1-3, wherein the nucleic acid construct is associated with the non-viral delivery vehicle by electrostatic interactions between positively charged polymer segments of the one or more nanoparticle-forming polymers and negatively charged polynucleotide segments of the nucleic acid construct.

[0016] 5. The composition of any one of clauses 1-3, wherein the nucleic acid construct is associated with the non-viral delivery vehicle by a high affinity, non-covalent interaction between a biotin molecule on the 5' and / or 3' end of the nucleic acid construct and a molecule that binds to biotin on the one or more nanoparticle-forming polymers.

[0017] 6. The composition of any one of clauses 1-3, wherein the nucleic acid construct is associated with the non-viral delivery vehicle by a covalent bond between the carboxy-terminated polymer segment and the nucleic acid construct, and the nucleic acid construct comprises a primary amine at the 5' and / or 3' end.

[0018] 7. The nucleic acid construct comprises: a. two primer binding segments; and b. one or more unique polynucleotide barcodes located between the two primer binding segments The composition of any one of the preceding clauses.

[0019] 8. The composition of clause 7, wherein the primer binding segment is in the range of about 15 base pairs to about 30 base pairs in length.

[0020] 9. The composition of clause 7 or 8, wherein the primer binding segment is a universal primer binding set.

[0021] 10. The composition of any one of clauses 7-9, wherein the one or more polynucleotide barcodes comprise a unique sequence of 6-20 nucleotides in length.

[0022] 11. The composition of clause 10, wherein the polynucleotide barcode further comprises a Hamming distance of at least 2-6 bases between any two unique polynucleotide barcode sequences.

[0023] 12. The composition of any one of the preceding clauses, wherein the nucleic acid construct further comprises about 6 to about 12 random bases at the 3' end of the polynucleotide barcode.

[0024] 13. The composition of claim 12, wherein about 6 to about 12 random bases at the 3' end of the polynucleotide barcode are for bioinformatics removal of PCR duplicates.

[0025] 14. The composition of any one of the preceding clauses, wherein the nucleic acid construct is in the range of about 42 nucleotides to about 210 nucleotides in length.

[0026] 15. The composition of any one of the preceding clauses, wherein the one or more nanoparticle-forming polymers comprise monomer units compatible with controlled living / radical polymerization.

[0027] 16. The composition of any one of the preceding clauses, wherein the one or more nanoparticle-forming polymers are prepared by reversible deactivation radical polymerization, atom transfer radical polymerization (ATRP), reversible addition-fragmentation chain transfer polymerization (RAFT), iodine transfer polymerization (ITP), selenium-centered radical-mediated polymerization, telluride-mediated polymerization (TERP), stibine-mediated polymerization, or ring-opening polymerization.

[0028] 17. The composition of any one of the preceding clauses, wherein the one or more nanoparticle-forming polymers are prepared from monomers containing vinyl groups.

[0029] 18. The composition of any one of the preceding clauses, wherein the one or more nanoparticle-forming polymers are prepared using a chain transfer agent, such as an agent used in reversible addition-fragmentation chain transfer (RAFT).

[0030] 19. The nanoparticle-forming polymer or polymers are a. a first termination comprising a first capping unit derived from a first chain transfer agent in a RAFT copolymerization process; b. Covalently attached to a first reactive functional unit, having a molecular weight (M n ) a first block prepared from one or more monomer units having a molecular weight in the range of about 1 kDa to about 500 kDa and a degree of polymerization in the range of about 10 to about 2500; c. Optionally, a cyclic amine having a molecular weight (M n ) a second block prepared from one or more monomer units having a molecular weight in the range of about 1 kDa to about 500 kDa and a degree of polymerization in the range of about 20 to about 2000; and d. a second terminus comprising a second cap-forming unit derived from the first or second chain transfer agent. The composition of any one of the preceding clauses, which is a RAFT block copolymer comprising:

[0031] 20. The non-viral delivery vehicle is n 20. The composition of claim 19, having one or more of: a molecular weight of about 25 kDa to about 60 kDa; an overall degree of polymerization of about 700 to about 900; a target size of about 10 to about 60 nm; and a maximum corona-to-core ratio (CCR) of about 1.5 to about 3.5.

[0032] 21. The composition of clause 19 or 20, wherein the first block is prepared from one or more monomer units selected from the group consisting of 2-dimethylaminoethyl acrylate, 2-(diethylamino)ethyl methacrylate, 2-(diisopropylamino)ethyl methacrylate, butyl methacrylate, ethyl acrylate, propyl acrylate, (hydroxyethyl)methacrylate, and methyl methacrylate.

[0033] 22. The composition of clause 19 or 20, wherein the first block is prepared from one of 2-dimethylaminoethyl acrylate, 2-(diethylamino)ethyl methacrylate, 2-(diisopropylamino)ethyl methacrylate, butyl methacrylate, ethyl acrylate, propyl acrylate, (hydroxyethyl)methacrylate, or methyl methacrylate.

[0034] 23. The composition of any one of clauses 19-22, wherein the second block is prepared from one or more monomer units selected from the group consisting of 2-dimethylaminoethyl acrylate, 2-(diethylamino)ethyl methacrylate, 2-(diisopropylamino)ethyl methacrylate, butyl methacrylate, ethyl acrylate, propyl acrylate, (hydroxyethyl)methacrylate, and methyl methacrylate.

[0035] 24. The composition of any one of clauses 19-23, wherein the second block is a random copolymer prepared from two different monomer units each independently selected from the group consisting of 2-dimethylaminoethyl acrylate, 2-(diethylamino)ethyl methacrylate, 2-(diisopropylamino)ethyl methacrylate, butyl methacrylate, ethyl acrylate, propyl acrylate, (hydroxyethyl)methacrylate, and methyl methacrylate.

[0036] 25. The composition of any one of clauses 19-23, wherein the second block is a random copolymer prepared from three different monomer units independently selected from the group consisting of 2-dimethylaminoethyl acrylate, 2-(diethylamino)ethyl methacrylate, 2-(diisopropylamino)ethyl methacrylate, butyl methacrylate, ethyl acrylate, propyl acrylate, (hydroxyethyl)methacrylate, and methyl methacrylate.

[0037] 26. The composition of any one of clauses 19-25, wherein the second block is a random copolymer prepared from 2-dimethylaminoethyl acrylate, butyl methacrylate, and propyl acrylate; or 2-dimethylaminoethyl acrylate and butyl methacrylate; or 2-dimethylaminoethyl acrylate, butyl methacrylate, and ethyl acrylate.

[0038] 27. The composition of any one of clauses 19-26, wherein each chain transfer agent is independently selected from the group consisting of bis(carboxymethyl)trithiocarbonate, bis(2-amino-2-oxoethyl)trithiocarbonate, bis[4-(2-hydroxyethoxycarbonyl)benzyl]trithiocarbonate, 4-cyano-4-(ethylsulfanylthiocarbonyl)sulfanylpentanoic acid, 4-cyano-4-[(phenylcarbonothioyl)thio]pentanoic acid, and 4-cyano-4-[(dodecylsulfanylthiocarbonyl)sulfanyl]pentanoic acid.

[0039] 28. The first cap-forming unit has the formula

[0040] [ka] 28. The composition of any one of clauses 19-27, wherein * represents a point of covalent attachment to the first block.

[0041] 29. The second cap-forming unit has the formula

[0042] [ka] where * represents the point of covalent attachment to the second block and R is -SC2-C 12 29. The composition of any one of clauses 19-28, wherein C6H5 is alkyl or C6H5.

[0043] 30. A method for in vivo screening of desired polymeric nanoparticles for use as delivery vehicles, comprising: (a) preparing a library comprising two or more types of polymeric nanoparticles, each polymeric nanoparticle associated with a nucleic acid construct comprising a different polynucleotide barcode; (b) administering the library to an animal; (c) removing cells or tissues from the animal; (d) isolating the nucleic acid constructs from the cells or tissues of the animal; (e) detecting the nucleic acid constructs in the cells or tissues of the animal; and (f) identifying desired polymeric nanoparticles for use as delivery vehicles.

[0044] 31. The method of clause 30, wherein the polymeric nanoparticle associated with the nucleic acid construct is according to any one of clauses 1 to 29.

[0045] 32. The method of clause 30 or 31, wherein the nucleic acid construct is detected by a method selected from the group consisting of polymerase chain reaction (PCR), isothermal amplification, sequencing, or a combination thereof to obtain nucleotide sequence data.

[0046] 33. The method of any one of clauses 30-32, wherein the polymer nanoparticles are loaded with a payload.

[0047] 34. The method of clause 33, wherein the payload is a luminescent molecule.

[0048] 35. The method of clause 34, wherein luminescence is used to track biodistribution or cellular uptake via imaging.

[0049] 36. The method of any one of clauses 30 to 35, wherein administration to the animal is via the intramuscular, intravenous, intraperitoneal, oral or pulmonary route.

[0050] 37. The method of any one of clauses 30-36, wherein the nucleic acid construct is isolated from cells and tissues by mixing with a first organic compound, incubating the organic phase with an aqueous phase of a cell or tissue sample, separating the organic phase from the aqueous phase, mixing the organic phase with a second organic compound, incubating the mixture, precipitating the nucleic acid construct from the mixture, removing the organic phase by evaporation, and resuspending the nucleic acid construct in an aqueous composition.

[0051] 38. The method of clause 37, wherein the organic phase comprises phenol chloroform.

[0052] 39. The method of clause 37, wherein the nucleic acid construct is separated from cationic material in the cell or tissue by titrating an aqueous composition of the nucleic acid construct to a pH greater than 7.4.

[0053] 40. The method of clause 30, wherein the nucleic acid construct is separated from the cell or tissue material by binding the nucleic acid construct to a molecule with a binding affinity for the nucleic acid construct that is greater than its binding affinity for the cell or tissue material.

[0054] 41. The method of clause 30, wherein the nucleic acid construct is separated from material in the cell or tissue via size exclusion chromatography.

[0055] 42. The method of clause 30, wherein the nucleic acid construct is separated from the cell or tissue material via dialysis or diafiltration.

[0056] 43. The method of clause 30, wherein the nucleic acid construct is separated from the cell or tissue material via filtration.

[0057] 44. The method of clause 30, wherein the nucleic acid construct is separated from the material in the cell or tissue by digesting the protein using an enzyme.

[0058] 45. The method of clause 44, wherein the enzyme is proteinase K.

[0059] 46. ​​The method of clause 30, wherein the nucleic acid construct associated with the polymeric nanoparticles is detected by first diluting the isolated nucleic acid construct at least 1000-fold, and then amplifying the nucleic acid construct by PCR using primers.

[0060] 47. The method of clause 46, wherein the primers for the PCR step are enzymatically digested prior to detection of the amplicon.

[0061] 48. The method of clause 32, wherein the nucleotide sequence data is converted into a fastQ file; the fastQ file is mapped to known polynucleotide barcodes; and the polynucleotide barcodes are enumerated.

[0062] 49. A method of treating a patient with a disease, comprising administering to the patient a polymeric nanoparticle further comprising a payload, identified in the in vivo screening method of any one of clauses 30 to 48, and treating the disease in the patient. [Brief description of the drawings]

[0063] [Figure 1] FIG. 1 is a schematic diagram showing a simplified flow diagram illustrating the DBTL cycle for developing non-viral gene delivery based on automated synthesis, high-throughput testing, and machine learning design. [Diagram 2] FIG. 2 is a schematic illustrating the automated multiplex synthesis of a large and diverse library of PNPs of various sizes, charges, and hydrophobicities to generate data for gene editing, cytotoxicity, and inflammation. [Diagram 3] Figures 3(a)-3(b) are conceptual diagrams showing the graph neural network configuration [3(a)] and zeta potential prediction from SMILES input [3(b)]. [Figure 4]FIG. 4 is an illustration of a representative example of a nucleic acid construct of the present disclosure, showing the length of the primer binding segment [base pairs (bp)] (20 bp and 21 bp in the constructs shown), polynucleotide barcode (8 bp in the constructs shown), and random sequence fragment (7 bp in the constructs shown) of the present disclosure. [Diagram 5] 5(a)-5(c) are schematic diagrams of nucleic acid construct labeling reaction methods using electrostatic loading reaction [FIG. 5(a)], avidin-streptavidin conjugation [FIG. 5(b)] and direct amidation [FIG. 5(c)]. [Figure 6] Figure 6 is an e-gel showing amplification of a nucleic acid construct electrostatically bound to polymer nanoparticles. The presence of a doublet in the sample with the nucleic acid construct confirms that the barcode was bound to the PNP. The absence of a doublet in the no-test control (NTC) confirms a positive result. [Figure 7] Figure 7 is a series of e-gels showing DNA barcode amplification from a pooled sample of 96 unique barcodes, each bound to native PNP. Each frame in the figure is one lane of a 48 channel gel electrophoresis. The first rung of each gel is a DNA ladder, with the bottom band at approximately 100 bases. The bright bands within each rung near the 100 bp mark represent amplicons derived from the barcodes. [Figure 8] Figure 8 is a gel showing DNA barcode amplification from a pooled sample of 96 unique barcodes bound to original PNPs that were extracted after spiking into culture medium of HEK-293 cells. Each frame in the figure is one lane of a 48 channel gel electrophoresis. The first rung of each gel is a DNA ladder, with the bottom band at approximately 100 bases. The bright bands within each rung near the 100 bp mark represent amplicons derived from the barcodes. [Figure 9]Figure 9 is an e-gel showing DNA barcode amplification from 10 unique PNPs with unique barcodes after spiking into HEK-293 cells. The presence of a doublet band is evidence of barcode amplification and is present in the positive control sample known to have a barcode and is not observed in the no-test control (NTC) sample of phosphate buffered saline only. [Figure 10] Figure 10 is a series of images showing that each of the 10 unique barcoded PNPs from Figure 7 was loaded onto a plasmid expressing the fluorescent TdTomato protein. The loaded PNPs were each administered to HEK-293 cells. After 48 hours, the cells were imaged by fluorescence microscopy using a Texas Red filter and the images are shown above. [Figure 11] Figures 11(a)-11(e) show flow cytometry scatter plots illustrating the cellular event distribution of HEK293T cells treated with representative PNPs carrying the td-tomato encoding fluorescent cargo plasmid [Figures 11(a)-11(c)], as well as heat maps illustrating the transfection efficiency and viability of a library of 88 different PNPs [PNP library transfection efficiency [Figure 11(d)] and PNP library viability [Figure 11(e)]]. In Figure 11(a), the area under the curve, indicated by the bar in the graph, accounts for 84.17% of the cells. [Figure 12] Figures 12(a)-12(d) show gel images of PCR amplified barcodes extracted from the indicated mouse tissues [Figures 12(a) and 12(b)]; sequencing data demonstrating the ability to detect all 96 individual barcodes from a single mouse organ, with (a) representing a low dose and (b) representing a high dose [Figure 12(c)]; and a graph illustrating the relative abundance of each barcode in a single organ [Figure 12(d)]. [Figure 13]Figure 13 is an electrophoretic gel showing bands corresponding to barcode (BC) amplicons generated from PCR performed on samples of PNP with barcodes attached at various molar ratios of PNP to BC (i.e., moles of polymer divided by moles of barcode). The presence of bands in all barcoded PNP samples confirms that barcodes can be detected by PCR on PNPs labeled with barcodes at ratios ranging from 20:1 to 10,000:1 (moles PNP:moles BC). DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS

[0064] The present invention relates to barcoded polymeric nanoparticles for in vivo screening and in vivo therapeutic delivery, and methods therefor. More specifically, the present invention relates to polymeric nanoparticles, such as controlled living / radical polymerization products, such as reversible addition-fragmentation chain transfer (RAFT) polymer compositions, associated with polynucleotide barcodes for high-throughput in vivo screening of therapeutic delivery and drug delivery nanoparticles. In one embodiment, the payload can be a 3 kB or larger nucleic acid, or any other suitable payload, such as another polynucleotide or a protein or a small molecule therapeutic or luminescent molecule.

[0065] The present invention relates to the use of barcoded polymeric nanoparticle compositions (e.g., polymeric nanoparticles obtained from controlled living / radical polymerization processes, such as RAFT copolymers) as a platform with a high degree of synchrony in structure and function, the opportunity to protect the payload from adverse reactions or degradation by the immune system, and passive cellular targeting by surface charge or particle size. These delivery systems are also amenable to computational design and have suitable routes to robust, commercial-scale manufacturing processes with higher yields and fewer purification steps than manufacturing processes for viral delivery compositions.

[0066] In one embodiment, a composition is provided that includes a polymeric nanoparticle (e.g., a polymeric nanoparticle resulting from a controlled living / radical polymerization process, such as a RAFT polymer) associated with a nucleic acid construct. In another embodiment, an in vivo screening method is provided for identifying a desired polymeric nanoparticle (e.g., a polymeric nanoparticle resulting from a controlled living / radical polymerization process, such as a RAFT polymer) associated with a nucleic acid construct for use as a delivery vehicle. In another embodiment, a method is provided for treating a patient with a disease, comprising administering to the patient a polymeric nanoparticle identified in the screening method.

[0067] In one embodiment, a method of in vivo screening for desired polymeric nanoparticles for use as delivery vehicles includes (a) preparing a library comprising two or more types of polymeric nanoparticles, each polymeric nanoparticle associated with a nucleic acid construct comprising a different polynucleotide barcode, (b) administering the library to an animal, (c) removing cells or tissues from the animal, (d) isolating the nucleic acid constructs from the cells or tissues of the animal, (e) detecting the nucleic acid constructs in the cells or tissues of the animal, and (f) identifying the desired polymeric nanoparticles for use as delivery vehicles. In various embodiments, the nucleic acid constructs can be detected, for example, by polymerase chain reaction (PCR), isothermal amplification, or sequencing of nucleic acids in the cells or tissues of the animal.

[0068] In another embodiment, a method is provided for treating a patient with a disease comprising administering to the patient a polymeric nanoparticle further comprising a drug payload, such as a polynucleotide or protein payload or a small molecule therapeutic or luminescent molecule payload, identified in an in vivo screening method, and treating the disease in the patient.

[0069] In various embodiments, any suitable route for administering the library of polymeric nanoparticles associated with nucleic acid constructs for in vivo screening or treatment of polymeric nanoparticles associated with nucleic acid constructs can be used, including parenteral administration.Suitable routes for such parenteral administration include intravenous, intraarterial, intraperitoneal, intrathecal, epidural, intraventricular, intraurethral, ​​intrasternal, intracranial, intratumoral, intramuscular and subcutaneous delivery.In one embodiment, parenteral administration means include needle (including microneedle) syringes, needle-free syringes and injection techniques.In other embodiments, oral or pulmonary administration routes can be used.

[0070] In one embodiment, the library of barcoded polymeric nanoparticles can be pooled and concentrated prior to administering the nucleic acid constructs associated with the polymeric nanoparticles to an animal. Methods for library preparation and sequencing are described in Green and Sambrook, "Molecular Cloning: A Laboratory Manual", 4th Edition, Cold Spring Harbor Laboratory Press, (2012), which is incorporated herein by reference.

[0071] In various embodiments, cell or tissue samples can be analyzed for the presence of polymeric nanoparticles associated with the nucleic acid constructs described herein. The sample can be any tissue, cell or fluid sample from an animal, or any tissue or cell sample from an animal, selected from the group consisting of urine, nasal secretion, nasal wash, inner ear fluid, airway cleaning fluid, bronchial lavage fluid, alveolar lavage fluid, cerebrospinal fluid, bone marrow aspirate, sputum, pleural fluid, synovial fluid, pericardial fluid, peritoneal fluid, saliva, tears, gastric secretion, stool, reproductive tract secretion, lymph, whole blood, serum, plasma. Exemplary tissue or cell samples include brain tissue or cells, muscle tissue or cells, skin tissue or cells, heart tissue or cells, kidney tissue or cells, stomach tissue or cells, liver tissue or cells, urinary tract tissue or cells, digestive tract tissue or cells, head and neck tissue or cells, lung tissue or cells, reproductive tract tissue or cells, pancreatic tissue or cells, or any other tissue or cell type from an animal.

[0072] In an exemplary embodiment for removing cells or tissues from an animal and isolating a nucleic acid construct from an animal cell or tissue, the nucleic acid construct is removed from the animal cell or tissue. In various embodiments, the nucleic acid construct (e.g., DNA or RNA) taken from an animal tissue or cell can be removed by disrupting the cells and isolating the nucleic acid construct from the lysate. Techniques for disrupting cells and isolating nucleic acids are well known to those skilled in the art, and the removal techniques include homogenization, such as by using bead-battering techniques. In other embodiments, the nucleic acid construct may be isolated by disrupting the cells using a detergent or solvent, such as phenol-chloroform. In another embodiment, the nucleic acid construct can be separated from the lysate by physical methods, including but not limited to centrifugation, dialysis, diafiltration, filtration, size exclusion, pressure techniques, digestion of proteins with proteinase K, or by using a material with affinity for nucleic acids, such as beads that bind nucleic acids.

[0073] In an exemplary embodiment, the nucleic acid construct is removed from the cell or tissue by treatment with a mixture of an organic phase (e.g., phenol chloroform) and an aqueous phase (e.g., water). The organic phase (e.g., phenol chloroform) is isolated and the nucleic acid construct can be precipitated by raising the pH, for example to pH 7.4. The organic phase (e.g., phenol chloroform) can be evaporated and the nucleic acid construct can be suspended in water and diluted to a concentration appropriate for PCR and / or sequencing. In one embodiment, the isolated nucleic acid construct is suspended in either water or a buffer after extensive washing.

[0074] In other embodiments, commercially available kits such as Qiagen™, Nuclisensm™, Wizard™ (Promega), QiaAmp96 DNA Extraction Kit™ and Qiacube HT™ instruments, and Promegam™ are available for isolating nucleic acid constructs. Methods for preparing nucleic acids for PCR and / or sequencing are also described in Green and Sambrook, "Molecular Cloning: A Laboratory Manual", 4th Edition, Cold Spring Harbor Laboratory Press, (2012), which is incorporated herein by reference.

[0075] Polynucleotide barcodes can be detected, for example, by using polymerase chain reaction (PCR), isothermal amplification, sequencing and / or imaging. Polymerase chain reaction (PCR) was developed to analyze nucleic acids in laboratories. PCR has evolved over the past decade into a new generation of devices and methods known as next-generation sequencing (NG). NGS offers faster detection and amplification of nucleic acids at a cheaper price. NGS devices and methods allow for rapid sequencing as nucleic acids are amplified in a massively parallel, high-throughput platform.

[0076] In exemplary embodiments, the nucleic acid constructs may be sequenced using any suitable sequencing method, including next-generation sequencing (e.g., using Illumina, ThermoFisher, or PacBio or Oxford Nanopore Technologies sequencing platforms), sequencing by synthesis, pyrosequencing, nanopore sequencing, or modifications or combinations thereof, to detect polynucleotide barcodes. In one embodiment, the sequencing may be amplicon sequencing. In another embodiment, the sequencing may be whole genome sequencing. In another embodiment, the sequencing may be exome / targeted hybridization sequencing. Additionally, methods of nucleic acid sequencing are well known to those skilled in the art and are described in Sambrook et al., "Molecular Cloning: A Laboratory Manual", Cold Spring Harbor Laboratory Press, incorporated herein by reference.

[0077] In one aspect, the nucleic acid construct can include a polynucleotide barcode, where the barcode includes a unique sequence not present in any known genome to identify the polynucleotide barcode. In another embodiment, a set of different nucleic acid constructs containing different polynucleotide barcodes (e.g., 88 or 96 different polynucleotide barcodes) can be used to allow for multiplexing of samples in a single sequencing run.

[0078] In various embodiments, the polynucleotide barcode may be about 5 to about 35 base pairs in length, about 5 to about 34 base pairs in length, about 5 to about 33 base pairs in length, about 5 to about 32 base pairs in length, about 5 to about 31 base pairs in length, about 5 to about 30 base pairs in length, about 5 to about 29 base pairs in length, about 5 to about 28 base pairs in length, about 5 to about 27 base pairs in length, about 5 to about 26 base pairs in length, about 5 to about 25 base pairs in length, about 5 to about 21 base pairs in length, about 5 to about 22 base pairs in length, about 5 to about 23 base pairs in length, about 5 to about 24 base pairs in length, about 5 to about 25 base pairs in length, about 5 to about 26 base pairs in length, about 5 to about 27 base pairs in length, about 5 to about 28 base pairs in length, about 5 to about 29 base pairs in length, about 5 to about 29 base pairs in length, about 5 to about 28 base pairs in length, about 5 to about 27 base pairs in length, about 5 to about 29 ...9 base pairs in length, about 5 to about 29 base pairs in length, about 5 to about 27 base pairs in length, about 5 to about 29 base pairs in length, about 5 to about base pairs, about 5 to about 15 base pairs in length, about 5 to about 16 base pairs in length, about 5 to about 17 base pairs in length, about 5 to about 18 base pairs in length, about 5 to about 19 base pairs in length, about 5 to about 20 base pairs in length, about 5 to 13 base pairs in length, about 5 to 14 base pairs in length, about 5 to 12 base pairs in length, about 5 to 11 base pairs in length, about 5 to 10 base pairs in length, about 5 to 9 base pairs in length, about 5 to 8 base pairs in length, about 6 to 10 base pairs in length, about 7 to 10 base pairs in length, about 8 to 10 base pairs in length, or about 6 to about 20 base pairs in length.

[0079] Various embodiments of polynucleotide barcodes are shown in Table 1 below (labeled "Polynucleotide Barcodes"). These polynucleotide barcodes can be used alone in a nucleic acid construct, or in combinations of, for example, two or more polynucleotide barcodes, three or more polynucleotide barcodes, four or more polynucleotide barcodes, etc. In embodiments in which two or more polynucleotide barcodes are used, the Hamming distance between the polynucleotide barcodes can be from about 2 to about 6 nucleotides, or any suitable number of nucleotides can form the Hamming distance, or there are no nucleotides between the polynucleotide barcodes.

[0080] Table 1 [Table 1-1] [Table 1-2]

Table 1-3

Table 1-4

Table 1-5

Table 1-6

Table 1-7

Table 1-8

Table 1-9

Table 1-10

Table 1-11

Table 1-12

[0081] In another embodiment, random sequence fragments can be linked to the 5' and / or 3' ends of the polynucleotide barcode, and the random sequence fragments can be used, for example, for bioinformatics removal of PCR duplicates. The random sequence fragments can also be used to add length to the nucleic acid construct, and can also serve as markers for bioinformatics analysis to identify the beginning or end of the polynucleotide barcode after sequencing. In another embodiment, the nucleic acid construct comprises at least a first and a second random sequence fragment, and the first random sequence fragment can be linked to the 5' end of the polynucleotide barcode, and the second random sequence fragment can be linked to the 3' end of the polynucleotide barcode. In another embodiment, one or at least one random sequence fragment is linked to the 5' and / or 3' end of the polynucleotide barcode. In one aspect, the random sequence fragments can be extended as needed to create longer nucleic acid constructs for different applications, such as whole genome sequencing, where short inserts may be lost.

[0082] In various embodiments, the random sequence fragment can be about 5 to about 18 base pairs in length, about 5 to about 19 base pairs in length, about 5 to about 20 base pairs in length, about 5 to about 13 base pairs in length, about 5 to about 14 base pairs in length, about 5 to about 15 base pairs in length, about 5 to about 16 base pairs in length, about 5 to about 17 base pairs in length, about 5 to about 9 base pairs in length, about 5 to about 10 base pairs in length, about 5 to about 11 base pairs in length, about 5 to about 12 base pairs in length, about 5 to about 8 base pairs in length, about 6 to about 10 base pairs in length, about 7 to about 10 base pairs in length, or about 8 to about 10 base pairs in length.

[0083] In another exemplary embodiment, the polynucleotide barcode may be flanked by primer binding segments (i.e., directly or indirectly linked to the polynucleotide barcode) such that the nucleic acid construct comprising the polynucleotide barcode may be amplified during polymerase chain reaction (PCR) and / or sequencing protocols. In one embodiment, the primer binding segment may be useful for binding to one or more universal primers or a universal primer set. In one exemplary embodiment, the universal primer may contain an overhang sequence that allows for binding of an index adapter for sequencing. In this embodiment, the primer may be any primer of interest. In this embodiment, the first primer binding segment may be linked at its 3' end to the 5' end of the first random sequence fragment, and the second primer binding segment may be linked at its 5' end to the 3' end of the second random sequence fragment that comprises the polynucleotide barcode between the random sequence fragments. In another embodiment, the first primer binding segment can be linked at its 3' end to the 5' end of the polynucleotide barcode and the second primer binding segment can be linked at its 5' end to the 3' end of a random sequence fragment (see FIG. 1 for an example) that is linked to the 3' end of the polynucleotide barcode. In another embodiment, the first primer binding segment can be linked at its 3' end to the 5' end of the random sequence fragment and the second primer binding segment can be linked at its 5' end to the 3' end of the polynucleotide barcode, and the polynucleotide barcode is linked at its 5' end to the 3' end of the random sequence fragment. In yet another embodiment, the first primer binding segment can be linked at its 3' end to the 5' end of the polynucleotide barcode and the second primer binding segment can be linked at its 5' end to the 3' end of the polynucleotide barcode.

[0084] In embodiments in which a primer-binding segment is included in a nucleic acid construct, the primer-binding segment may be from about 15 base pairs to about 30, from about 15 base pairs to about 29 base pairs, from about 15 base pairs to about 28 base pairs, from about 15 base pairs to about 26 base pairs, from about 15 base pairs to about 24 base pairs, from about 15 base pairs to about 22 base pairs, from about 15 base pairs to about 20 base pairs, from 16 base pairs to about 28 base pairs, from about 16 base pairs to about 26 base pairs, from about 16 base pairs to about The length of the nucleic acid may be in the range of 24 base pairs, about 16 base pairs to about 22 base pairs, about 16 base pairs to about 20 base pairs, 17 base pairs to about 28 base pairs, about 17 base pairs to about 26 base pairs, about 17 base pairs to about 24 base pairs, about 17 base pairs to about 22 base pairs, about 17 base pairs to about 20 base pairs, 18 base pairs to about 28 base pairs, about 18 base pairs to about 26 base pairs, about 18 base pairs to about 24 base pairs, about 18 base pairs to about 22 base pairs, or about 18 base pairs to about 20 base pairs.

[0085] A typical sequence of a nucleic acid construct is shown below: / 5AmMC6 / is a 5' amine modification for attachment to polymer nanoparticles. * is a phosphorothioate linkage modification for stability. A*G*A*CGTGTGCTCTTCCGATCT sequence is a 5' primer binding segment sequence. GCTACATAAT is a typical barcode polynucleotide sequence. N represents a random sequence fragment. AGATCGGAAGAGCGTCG*T*G*T is a 3' primer binding segment sequence.

[0086] / 5AmMC6 / A*G*A*CGTGTGCTCTTCCGATCTGCTACATAATNNNNNNNNNNAGATCGGAAGAGCGTCG*T*G*T In all of the various embodiments described above, the entire nucleic acid construct may be from about 30 base pairs to about 240 base pairs, from about 30 base pairs to about 230 base pairs, from about 30 base pairs to about 220 base pairs, from about 30 base pairs to about 210 base pairs, from about 30 base pairs to about 200 base pairs, from about 30 base pairs to about 190 base pairs, from about 30 base pairs to about 180 base pairs, from about 30 base pairs to about 170 base pairs, from about 30 base pairs to about 160 base pairs, from about 30 base pairs to about 150 base pairs, from about 30 base pairs to about 140 base pairs, from about 30 base pairs to about 130 base pairs, from about 30 base pairs to about 120 base pairs, from about 30 base pairs to about 110 base pairs, from about 30 base pairs to about 100 base pairs, from about 30 base pairs to about 90 base pairs, from about 30 base pairs to about 80 base pairs, from about 30 base pairs to about 70 base pairs, about 30 base pairs to about 60 base pairs, about 30 base pairs to about 50 base pairs, about 30 base pairs to about 40 base pairs, 40 base pairs to about 120 base pairs, about 40 base pairs to about 110 base pairs, about 40 base pairs to about 100 base pairs, about 40 base pairs to about 90 base pairs, about 40 base pairs to about 80 base pairs, about 40 base pairs to about 70 base pairs, about 40 base pairs to about The length may be in the range of about 60 base pairs, about 40 to about 50 base pairs, 50 to about 120 base pairs, about 50 to about 110 base pairs, about 50 to about 100 base pairs, about 50 to about 90 base pairs, about 50 to about 80 base pairs, about 50 to about 70 base pairs, about 50 to about 60 base pairs, or about 42 to about 210 base pairs.

[0087] The nucleic acid construct is associated with a polymeric nanoparticle, and typical polymeric nanoparticle to nucleic acid construct ratios range from about 20:1 to about 10,000:1, about 20:1 to about 9,000:1, about 20:1 to about 8,000:1, about 20:1 to about 7,000:1, about 20:1 to about 6,000:1, about 20:1 to about 5,000:1, about 20:1 to about 4,000:1, about 20:1 20:1 to about 3000:1, about 20:1 to about 2000:1, about 20:1 to about 1000:1, about 20:1 to about 900:1, about 20:1 to about 800:1, about 20:1 to about 700:1, about 20:1 to about 600:1, about 20:1 to about 500:1, about 20:1 to about 400:1, about 20:1 to about 300:1, about 20:1 to about 200:1, or about 20:1 to about 100:1.

[0088] In an exemplary aspect, barcoded polymeric nanoparticles may be used as delivery vehicles according to the present disclosure. In some embodiments, the non-viral delivery vehicle comprises one or more nanoparticle-forming polymers. In some embodiments, the non-viral delivery vehicle comprises polymeric nanoparticles. In some embodiments, the non-viral delivery vehicle is not lipid-based. In some embodiments, the non-viral delivery vehicle comprises polymeric nanoparticles made from a controlled living / radical polymerization process. It will be understood that the identity of the monomeric units used is not particularly limited, so long as they are compatible with controlled living / radical polymerization, such as reversible deactivation radical polymerization, atom transfer radical polymerization (ATRP), reversible addition-fragmentation chain transfer polymerization (RAFT), iodine transfer polymerization (ITP), selenium-centered radical-mediated polymerization, telluride-mediated polymerization (TERP), stibine-mediated polymerization, ring-opening polymerization, or such polymerization process. In some embodiments, the polymeric nanoparticles may be made by RAFT copolymerization to synthesize a diverse set of block copolymers and screen their ability to form complexes with payloads. In one embodiment, polymeric nanoparticles (e.g., RAFT copolymers) may be made by chemically linking the payload to the constituent polymers, such as by grafting the payload to the RAFT copolymer using a chain transfer agent and then assembling the polymer into a delivery vehicle.

[0089] In various embodiments, the payload may be combined with the polymeric nanoparticle composition using any or all of covalent bonds, electrostatic interactions, and ligand affinity interactions. In one aspect, the covalent binding method includes the use of EDC / NHS to form stable amide bonds between the payload and the polymeric nanoparticle for improved stability (both "on the shelf" and in vivo), ease of separation and extraction, and high sensitivity detection. In another exemplary aspect, the electrostatic binding method includes the use of cationic polymeric nanoparticles that electrostatically complex with the payload. In another embodiment, the ligand affinity binding includes the use of ligands such as avidin and biotin, both of which are covalently attached to the polymeric nanoparticle and the payload by EDC / NHS chemistry to produce a stable combination of the payload and the polymeric nanoparticle.

[0090] It will be understood that RAFT polymerization is generally known to those skilled in the art. Reagents, monomers and conditions suitable for RAFT polymerization that have been previously investigated can be used in the copolymers, methods and compositions described herein, such as those described in U.S. Patent Nos. 9,006,193, 9,464,300 and 9,476,063, the disclosures of each of which are incorporated by reference in their entirety.

[0091] Chain transfer agents (CTAs) useful in the context of the present disclosure are known to those skilled in the art. The identity of the CTA is not particularly limited. It will be understood that the chain transfer step that forms the basis of RAFT polymerization involves the reversible transfer of a functional chain end group [generally a thiocarbonylthio group, ZC(=S)SR] between the chain and the propagating radical. The overall process consists of the insertion of a monomer between the R- and ZC(=S)S- groups of the RAFT agent (CTA), which groups form the majority of the α- and ω-end groups of the resulting polymer chain. Suitable CTAs for use in the context of the present disclosure include, but are not limited to, trithiocarbonates (Z=S-alkyl), dithiobenzoates (Z=Ph), dithiocarbamates (Z=N-alkyl), xanthates (Z=O-alkyl), etc. [see Sebastien Perrier, Macromolecules 2017 50 (19), 7433-7447]. In some embodiments, RAFT copolymerization may be accomplished using a chain transfer agent (CTA) containing one or more terminal carboxy groups to yield a carboxy-terminated polymer with an available terminus for attachment to a payload by the methods described above. In this embodiment, when the resulting mono- or di-carboxy terminated polymer is dispersed in a buffer at low pH (e.g., below pH 6), both ends of the polymer are exposed and available for labeling by EDC / NHS chemistry. In this embodiment, when the polymer is transferred to physiological pH (approximately pH 7), the core block self-assembles, encapsulating the payload within the hydrophobic core, which is released and exposed upon acidification in the endosomal compartment of the cell. In some embodiments, the first or second chain transfer agent is selected from the group consisting of bis(carboxymethyl)trithiocarbonate, bis(2-amino-2-oxoethyl)trithiocarbonate, bis[4-(2-hydroxyethoxycarbonyl)benzyl]trithiocarbonate, 4-cyano-4-(ethylsulfanylthiocarbonyl)sulfanylpentanoic acid, 4-cyano-4-[(phenylcarbonothioyl)thio]pentanoic acid, and 4-cyano-4-[(dodecylsulfanylthiocarbonyl) sulfanyl]pentanoic acid, 4-cyano-4-(thiobenzoylthio)pentanoic acid, 2-cyano-2-propylbenzodithioate, cyanomethyl methyl(phenyl)carbamodithioate, 2-cyano-2-propyldodecyltrithiocarbonate, 2-(dodecylthiocarbonothioylthio)-2-methylpropionic acid, cyanomethyldodecyltrithiocarbonate, 2-cyano-2-propyl 4-cyanobenzodithioate, and the like.

[0092] It will be understood that the RAFT polymers useful in the context of the present disclosure can be of various polymer compositions. For example, the RAFT polymers useful in the context of the present disclosure can be random block polymers comprising a single polymer block, or diblock RAFT copolymers comprising two polymer blocks, or triblock RAFT copolymers comprising three polymer blocks, or additional numbers of blocks can be used. Those skilled in the art will readily recognize that the preparation of block polymers by RAFT polymerization is known to those skilled in the art, and such polymerization processes can be applied to the present disclosure [see Goby, et. al., Nat. Commun. 4:2505 doi: 10.1038 / ncomms3505 (2013)].

[0093] In some embodiments, the RAFT copolymers prepared herein have the following structure: CTACap - [Block 1] m -[Block 2] n -CTACap where each CTACap is a capping unit derived from a chain transfer agent used in the process of preparing the RAFT copolymer. The CTAs used in the preparation of each of block 1 and block 2 can be the same or different. In some embodiments, the CTAs used in the preparation of each of block 1 and block 2 are the same (e.g., macroCTA). In some embodiments, the CTAs used in the preparation of each of block 1 and block 2 are different. In some embodiments, the CTAs used in the preparation of one or both of block 1 and block 2 include functional groups for covalently attaching a biomolecule, drug or label to the RAFT copolymer. In some embodiments, the covalent attachment can be by ester or amide bond. In some embodiments, the covalent attachment can be by EDC-NHS chemistry. In some embodiments, the first capping unit is represented by the formula

[0094] [ka] where * represents the point of covalent attachment to the first block. In some embodiments, the second capping unit has the formula

[0095] [ka] where * represents the point of covalent attachment to the second block and R is -SC2-C 12 Alkyl or C6H5.

[0096] In some embodiments, the RAFT copolymer can be associated with DNA molecules, particularly the nucleic acid constructs of the present disclosure, through several methods including electrostatic interactions, high affinity, non-covalent bonds, avidin-streptavidin conjugation, or by direct covalent bonds, for example, amide bonds. In some embodiments, the RAFT copolymer can be associated with DNA molecules, particularly the nucleic acid constructs of the present disclosure, through electrostatic interactions that complex with biomolecules. In some embodiments, the RAFT copolymer can be associated with DNA molecules, particularly the nucleic acid constructs of the present disclosure, through electrostatic interactions that complex with biomolecules. In some embodiments, the RAFT copolymer can be associated with DNA molecules, particularly the nucleic acid constructs of the present disclosure, through high affinity, non-covalent bonds, avidin-streptavidin conjugation. In some embodiments, the RAFT copolymer can be associated with DNA molecules, particularly the nucleic acid constructs of the present disclosure, through direct covalent bonds, for example, amide bonds.

[0097] As shown in Figures 5(a)-5(e), the PNPs described herein can be associated with the nucleic acid constructs of the present disclosure via electrostatic interactions, avidin-streptavidin conjugation, or by direct covalent attachment. Briefly, as shown in Figures 5(a)-5(e), the labels provided in the figures are as follows: 001. A polymeric nanoparticle (PNP) with a positively charged corona in the case of electrostatic loading. 002. A nucleic acid construct with a negative charge due to a phosphate group. 003. An electrostatically loaded PNP-nucleic acid construct complex. 004. A carboxylate group on the terminal end of a polymer chain within the corona of the PNP. 005. A primary amine group on the 5' end of an amine-terminated nucleic acid construct. 006. A phosphate group on the 3' end of a nucleic acid construct. 007. An amide bond formed in a direct amidation reaction between an amine-terminated nucleic acid construct and a carboxylate-terminated PNP. 008. Primary amines on biotin-binding proteins such as avidin. 010. Amide bonds formed between carboxylate groups on the terminal ends of polymer chains in the corona of PNPs and primary amines on biotin-binding proteins such as avidin. 011. Nucleic acid constructs containing a biotin functional group at the 5' end. 012. Electrostatic coupling reaction that occurs when positively charged PNPs are mixed with negatively charged nucleic acid constructs. 013. Direct amidation reaction carried out via an EDA-NHC reaction between carboxylate groups on the terminal ends of polymer chains in the corona of PNPs and primary amines on amine-terminated nucleic acid constructs. 014. Direct amidation reaction carried out via an EDA-NHC reaction between carboxylate groups on the terminal ends of polymer chains in the corona of PNPs and primary amines on biotin-binding proteins such as avidin. 015. Coupling of biotin on the 5' end of the nucleic acid construct with avidin conjugated to the carboxylate terminus on the corona of the PNP.

[0098] In some embodiments, each of block 1 and block 2 may include one or more monomer units polymerized using a RAFT polymerization process. It will be understood that the identity of the monomer units is not particularly limited, so long as the monomer units used are compatible with controlled living / radical polymerization, such as reversible deactivation radical polymerization, atom transfer radical polymerization (ATRP), reversible addition-fragmentation chain transfer polymerization (RAFT), iodine transfer polymerization (ITP), selenium-centered radical-mediated polymerization, telluride-mediated polymerization (TERP), stibine-mediated polymerization, ring-opening polymerization, or such polymerization processes. Suitable monomer units include, but are not limited to, 2-dimethylaminoethyl acrylate (DMAEMA), 2-(diethylamino)ethyl methacrylate (DEAEMA), 2-(diisopropylamino)ethyl methacrylate (DPAEMA), butyl methacrylate (BMA), ethyl acrylate (EAA), propyl acrylate (PAA), (hydroxyethyl)methacrylate (HEMA), methyl methacrylate (MMA), acrylic acid (AA), acetoacetanilide (AAA), 4-aminobenzonitrile (ABN), 9-anthracenylmethyl acrylate (ACMA), 9-anthracenylmethyl methacrylate (ACMMA), aminoethyl methacrylate (AEM), 2-(2-aminoethylamino)ethyl methacrylate (AEAEMA), 4-(2-acryloyloxyethyl) methacrylate (ACMA), 4-(2-aminoethylamino)ethyl methacrylate (AEM), 4-(2-aminoethylamino)ethyl methacrylate (AEAEMA), 4-(2-aminoethylamino)ethyl methacrylate (AEM ... 2-hydroxybenzophenone (AEHBP), 2-aminoethyl methacrylate (AEMA), N-(2-aminoethyl) methacrylamide (AEMAA), 3-amino-2-hydroxypropyl methacrylate (AEAHPMA), 3-aminopropyl methacrylamide (AHPMA), allyl methacrylate (ALMA), acrylamide (AM), amidoamine (AMA), 3-methacrylamido-3-methylbutanoic acid (AMBA), 2-allyloxybenzaldehyde (AOBA), [2-(acryloyloxy)ethyl]trimethylammonium chloride (AOETMA), 3-(acryloyloxy)-2-hydroxypropyl methacrylate (AOHOPMA), 4-aminophenethyl alcohol (APA), N-(3-aminopropyl) methacrylamide (APMA),5-(3-(amino)-propoxy)-2-nitrobenzyl methacrylate (APNBMA), N-[N'-(2-aminoethyl)-2-aminoethyl]aspartamide [Asp(DET)], 2-azidoethyl methacrylate (AzEMA), 2,2'-bithiophene (2-2-BTP), t-butyl acrylate (BA), bromoacetaldehyde diethyl acetal (BAADA), N-(t-BOC-aminopropyl) methacrylamide (BAPMAA), t-butyl 2-bromoacrylate (BBA), 4-butylbenzoyl chloride (BBC), 1,3-butadiene (BD), 2-butyl-2-ethyl-1,3-propanediol (BEPD), di-t-butyliminodiacetate (BIDA), 3-(bromomethyl)-5-((trimethylsilyl)ethynyl)benzenesulfonyl fluoride (BMTMSEBS), 2-(benzyloxy)ethanol (BOE), 4-t-butoxystyrene (BOS), branched polyethyleneimine (BPEI), 3-bromo-5-((trimethylsilyl)ethynyl)benzenesulfonyl fluoride (BTMSEBS), ε-caproic acid Prolactone (CAP), carboxybetaine methacrylate (CBMA), 2-cyanoethyl N,N-diisopropyl chlorophosphoramidite (CEDPCPP), N-cyclohexylmaleimide (CHMI), 3-chloro-2-hydroxypropyl methacrylate (CHPMA), dodecyl acrylate (DA), N,N-diallylacrylamide (DAA), diallylmethylamine (DAMA), diallyldimethylammonium chloride (DADMAC), 2,5-diaminopyridine (DAP), 5,5'-dibromo-4,4'- Didodecyl-2,2'-bithiophene (DBDDBT), 5,5'-dibromo-4,4'-ditetradecyl-2,2'-bithiophene (DBDTBT), 2,5-dibromo-3-hexylthiophene (DBHTP), dichloromethylvinylsilane (DCMVS), 2-(diethylamino)ethanethiol hydrochloride (DEAET), 2-(diethylamino)ethyl methacrylate (DEAEMA), diethyloxalpropionate (DEOP), DL-lactide (DLL), N,N-dimethylamino-2-ethyl methacrylate (DMA),N-[3-(N,N-dimethylamino)propyl]-methacrylamide (DMAPMA), [2-(methacryloyloxy)ethyl]dimethyl-(3-sulfopropyl)ammonium hydroxide (DMAPS), N,N'-dimethylbutylamine (DMBA), N,N'-dimethylethanolamine (DMEA), N,N-dimethylamino-2-ethyl acrylate or 2-(dimethylamino)ethyl acrylate (DMAEA), 1-(dimethylamino)pyrrole (DMAP), 4,5-dimethoxy-2-nitrobenzyl alcohol (DMO NBA), 3,4-dimethoxythiophene (DMOT), 1,2-dimyristoyl-sn-glycero-3-phosphocholine (DMPC), 2-deoxy-2-methacrylamidoglucopyranose (DOMAAG), 1,2-dioleoyl-sn-glycero-3-phosphocholine (DOPC), 1,2-dioleoyl-sn-glycero-3-phosphoethanolamine (DOPE), 1,4,7,10-tetraazacyclododecane-1,4,7,10-tetraacetic acid (DOTA), 1,2-dioleoyl-3-trimethylammoniumpropane (DOTAP), 1,2 -Diphytanoyl-sn-glycero-3-phosphoethanolamine (DPyPE), 3-dodecylthiophene (3-DT), N-[2-(2-pyridyldithio)]ethyl methacrylamide (DTEMA), ethyl acrylate (EAA), ethyl 2-(bromomethyl)acrylate (EBMA), ethyl 1-cyano-1-cyclopropanecarboxylate (ECCPC), 3,4-ethylenedioxythiophene (EDOT), ethylene glycol dimethacrylate (EGDMA), ethylene glycol phenyl ether acrylate (EGPEA), Ethyl methacrylate (EMA), 3-(fluorosulfonyl)-5-((trimethylsilyl)ethynyl)benzoic acid (3FTMSEBA), 3-formyl-5-((trimethylsilyl)ethynyl)benzenesulfonyl fluoride (3FTMSEBS), 4-formyl-2-((trimethylsilyl)ethynyl)benzenesulfonyl fluoride (4FTMSEBS), 5-fluoro-2,3-thiophenedicarboxaldehyde (5FTPDCA), N-acetyl-D-galactose (GalNAc), N-acetyl-D-glucose (GlcNAc),Glycidyl methacrylate (GMA), glycosylphosphatidylinositol (GPI), 5,7-hexadecadiynoic acid (HDDA), 2-hydroxyethyl methacrylate (HEMA), 1,1,1,3,3,3-hexafluoroisopropyl acrylate (HFIPA), 1,1,4,7,10,10-hexamethyltriethylenetetramine (HMTETA), 4-hydroxybutyl acrylate (HOBA), 2-(4-hydroxyphenylazo)benzoic acid (HPABA), 2,2,3,3,4,4,4-heptafluorobutyl acrylate acrylate (HPFBA), N-(2-hydroxypropyl)-methacrylamide (HPMA), 2,2,3,4,4,4-hexafluorobutyl acrylate (HXFBA), isobornyl acrylate (IBA), 4-iodobenzoyl chloride (IBC), isobornyl methacrylate (IBMA), N-(isobutoxymethyl)acrylamide (IBMAA), isodecyl acrylate (IDA), maleic anhydride (MA), [2-(methacryloyloxy)ethyl]trimethylammonium chloride (MAETMA), methacryloyl-L-lysine (MAL), methacryloxysuccinimide (MAS), methacrylamide trehalose (MAT), methyl heptadecanoate (MHD), 1-methyl-1H-indole-3-carbaldehyde (MICA), 2-N-methylmaleimide (MMI), methyl-5-norbornene-2,3-dicarboxylic anhydride (MNDCA), methoxyethyl methacrylate (MOEMA), 2-(2-methoxyethoxy)ethyl methacrylate (MOEOEMA), 3-methyl-3-oxetanemethanol (MOM), 2-methacryloyloxyethyl phosphatase (2-methacryloyloxyethyl phosphatase) Methyl 4-vinylbenzoate (MVB), 2-naphthyl acrylate (NA), N-(acryloxy)succinimide (NAS), o-nitrobenzyl methacrylate (NBMA), N-hydroxysuccinimide (NHS), N-(methacryloxy)succinimide methacrylate (NHSMA), N-isopropylacrylamide (NIPAM), 2-naphthyl methacrylate (NMA), N-(methacryloyloxy)succinimide (NMS), N-(n-octadecyl)acrylamide (NODAA),4-Nitro-N-propylbenzylamine hydrochloride (NPBAHC), oligoethylene glycol methacrylate (OEGMA), oligoethyleneimine (OEI), 3-phenylthiophene (3-PTP), poly(N-methyl 4-vinylpyridine iodide) (P4VPQ), poly(2-aminoethyl methacrylamide) (PAEMA), N-(N'-{N''-[N'''-(2-aminoethyl)-2-aminoethyl]-2-aminoethyl}-2-aminoethyl)-aspartamide [Asp(TEP)], 4-pentenoic anhydride (PAN), pentabromo pentabromobenzyl acrylate (PBBA), pentabromobenzyl methacrylate (PBBMA), pentabromophenyl acrylate (PBPA), pentabromophenyl methacrylate (PBPMA), poly(ε-caprolactone) (PCL), trans-2-phenylcyclopropyl isocyanate (PCPI), 1,5-pentanediol (PD), 2-phenyl-1,3-dioxane-5-ol (PDO), pyridyl disulfide ethyl methacrylate (PDSEMA), poly(ethylene glycol) (PEG), poly(ethylene glycol) acrylonitrile (ACAC), Poly(ethylene glycol) methyl ether methacrylate (PEGMEMA, poly(ethylene glycol) ethyl ether methacrylate (PEGEEMA), poly(ethylene glycol) methacrylate (PEGMA), pentaethylenehexamine (PEHA), poly(ethyleneimine) (PEI), pentaerythritol tetraacrylate (PETA), pentafluorophenyl (PFP), pentafluorophenyl acrylate (PFPA), pentafluorophenyl methacrylate (PFPMA), poly(glutamine) acid) (PGA), poly(glycoamidoamine) (PGAA), poly(glycidylbutylamine) (PGBA), poly(glycidyl methacrylate) functionalized with ethanolamine (PGEA), poly(glycidyl methacrylate) (PGMA), poly(N-(2-hydroxypropyl) methacrylamide) (PHPMA), poly(lactic acid) (PLA), poly(L-glutamic acid) (PLG), poly(lactic-co-glycolic acid) (PLGA), poly(L-lysine) (PLL), poly(L-lactic acid) (PLLA), poly(lauryl methacrylate) (PLMA),Poly(methacrylic acid) (PMAA), poly-(2-deoxy-2-methacrylamidoglucopyranose) (PMAG), poly-(methyl methacrylate) (PMMA), poly(2-methacryloyloxyethyl phosphorylcholine) (PMPC), poly[N-(3-(methacryloylamino)propyl)-N,N-dimethyl-N-(3-sulfopropyl)ammonium hydroxide] (PMPD), poly(n-butyl acrylate, Poly(n-butyl methacrylate) (PnBA), poly(n-isopropylacrylamide) (PNIPAM), poly(oligoethylene glycol methacrylate) (POEGMA), poly(propylene glycol) (PPG), poly(propylene imine) (PPI), 3,4-propylenedioxythiophene (ProDOT), poly(styrene) (PS), poly(sodium 4-styrenesulfonate) (PSS), poly(tributyl-(4-vinylbenzyl)phosphonium chloride) (PTBP), poly(triethyl-(4-vinyl Poly((vinylbenzyl)phosphonium chloride) (PTEP), poly((2-trimethylamino)ethyl methacrylate chloride) (PTMAEMA), poly((vinylbenzyl)trimethylammonium) (PVBTMA), poly(2-vinyl-4,4-dimethylazlactone) (PVDMA), poly(N-ethyl-4-vinylpyridinium bromide) (PVP), quaternized poly-DMAEMA (QPDMAEMA), sulfobetaine methacrylate (SBMA), 3-sulfopropyl methacrylate potassium salt (SPMAP), thiocholesterol (TC), thio Phen-2,5-diboronic acid bis(pinacol) ester (TDABP), triethylene glycol dimethacrylate (TEGDMA), trifluoroethylene (TFE), 2,2,2-trifluoroethyl acrylate (TFEA), 2,2,2-trifluoroethyl methacrylate (TFEMA), tetrahydrofurfuryl acrylate (THFA), triallyl isocyanurate (TIC), trimethylene carbonate (TMC), 4,4'-trimethylenedipiperidine (TMDP), trimethylolpropane tris(3-mercaptopropionate ) (TMPTMP), (trimethylsilyl) methacrylate (TMSMA), triphenylcarbenium pentachlorostannate (TPCPCS), 3-vinylbenzaldehyde (3VBA), 4-vinylpyridinium chloride (4VP), vinyl acrylate (VA), vinyl acetate (VAT), 4-vinylbenzoic acid (VBA), (vinylbenzyl) trimethylammonium chloride (VBTAC), 1-vinylimidazole (VI), 1-vinyl-2-pyrrolidone (VP), m-xylylenediamine (XDA), zinc stearate (ZS), etc.

[0099] In some embodiments, the monomer units used to make block 1 and / or block 2 of the RAFT copolymers described herein are selected from the group consisting of 2-(dimethylamino)ethyl acrylate (DMAEEA), 2-(diethylamino)ethyl methacrylate (DEAEEA), 2-(diisopropylamino)ethyl methacrylate (DIEAMA), butyl methacrylate (BMA), ethyl acrylate (EAA), propyl acrylate (PAA), (hydroxyethyl)methacrylate, and methyl methacrylate (MMA).

[0100] In some embodiments, the RAFT copolymers provided herein have the formula: CTACap-[(B1M1) m-B1M2-B1M3- (B1M2) -m-B1M1-B1M3- (B1M3) -m- B1M1-B1M2] m -[(B2M1) n-B2M2-B2M3- (B2M2) -n-B2M1-B2M3- (B2M3) -n-B2M1-B2M2 ] n -CTACap It can be described by:

[0101] For example, a RAFT copolymer described herein having one monomer in block 1 of 25 units and three different monomers in block 2 having an average monomer unit ratio of 20:10:5 for a total of n35 units can be represented by the general formula CTACap-[B1M1] 25 -[(B2M1) 20 -(B2M2) 10 -(B2M3)5]-CTACap It can be described by:

[0102] It will be further understood that polymers prepared using RAFT polymerization are random polymers having a distribution of units and therefore molecular weights. Thus, the cartoon representation of block 2 in the above example is a random copolymer containing 35 monomer units of B2M1, B2M2 and B2M3 in the ratios set forth above.

[0103] In another exemplary embodiment, the polymeric nanoparticle composition can be coated with one or more polymers to protect the composition from an immune response or enhance endosomal escape. In one embodiment, the one or more polymers include polyethylene glycol. In another embodiment, the one or more polymers include polyethylene glycol poly-L-lysine. In yet another embodiment, the one or more polymers include polyethyleneimine. In a further embodiment, the one or more polymers include polyethylene glycol poly-L-lysine and polyethyleneimine.

[0104] It will be appreciated that tailoring the parameters and properties of the RAFT copolymers described herein can be advantageous for their use in the compositions and methods described herein. Thus, methods of preparing RAFT copolymers, either alone or in the library format described herein, can provide specific parameters and properties of the RAFT copolymers.

[0105] In some embodiments, the RAFT block polymers described herein have an overall molecular weight (M n ) (i.e., the sum of all blocks) in the range of about 1 kDa to about 1000 kDa, or about 2 kDa to about 500 kDa, or about 2 kDa to about 160 kDa; an overall degree of polymerization in the range of about 10 to about 3500, or about 20 to about 2500, or about 30 to about 900; a size in the range of about 10 nm to about 10,000 nm; and a maximum corona-to-core ratio (CCR) of about 1 to about 4. In some embodiments, the overall molecular weight (M n) is in the range of about 30 kDa to about 120 kDa, about 40 kDa to about 110 kDa, about 50 kDa to about 100 kDa, about 60 kDa to about 90 kDa, about 40 kDa to about 80 kDa, and about 40 kDa to about 60 kDa. In some embodiments, the overall degree of polymerization is in the range of about 40 to about 850, about 60 to about 800, about 100 to about 700, about 200 to about 600, or about 300 to about 500. In some embodiments, the size ranges from about 10 nm to about 10,000 nm, or about 20 nm to about 5,000 nm, or about 50 nm to about 3,000 nm, or about 20 nm to about 1,000 nm, or about 50 nm to about 1,000 nm, or about 30 nm to about 500 nm, or about 200 nm to about 2,000 nm, or about 100 nm to about 0,500 nm, or about 100 nm to about 500 nm, or about 10 nm to about 50 nm, about 15 nm to about 45 nm, about 20 nm to about 40 nm, or about 25 nm to about 35 nm. In some embodiments, the maximum corona-to-core ratio (CCR) is less than 4, or less than 3, about 1 to about 3.8, about 1.2 to about 3.5, about 1.5 to about 3, about 1.5 to about 2.5, or about 1 to about 2.

[0106] In some embodiments, the first block may be prepared from one or more monomer units and has a molecular weight (M n ) in the range of about 1 kDa to about 500 kDa, or about 10 kDa to about 200 kDa, or about 10 kDa to about 160 kDa, or about 1 kDa to about 80 kDa, and a degree of polymerization in the range of about 10 to about 3500, or about 10 to about 2500, or about 20 to about 2000, or about 50 to about 1200, or about 50 to about 1000. n) may range from about 1 kDa to about 500 kDa, or from about 2 kDa to about 400 kDa, or from about 5 kDa to about 200 kDa, or from about 10 kDa to about 160 kDa, or from about 15 kDa to about 100 kDa, or from about 25 kDa to about 60 kDa, or from about 30 kDa to about 55 kDa, from about 30 kDa to about 50 kDa, or from about 30 kDa to about 40 kDa, etc. In some embodiments, the degree of polymerization of the first block is in the range of about 30 to about 350, about 50 to about 300, about 70 to about 250, about 80 to about 240, about 100 to about 200, etc.

[0107] In some embodiments, the second block may be prepared from one or more monomer units and has a molecular weight (M n ) of about 1 kDa to about 500 kDa, or about 10 kDa to about 200 kDa, or about 10 kDa to about 160 kDa, or about 1 kDa to about 80 kDa, and a degree of polymerization of about 10 to about 3500, or about 10 to about 2500, or about 20 to about 2000, or about 50 to about 1200, or about 50 to about 1000. In some embodiments, the molecular weight (M n ) is in the range of about 10 kDa to about 70 kDa, about 15 kDa to about 65 kDa, about 20 kDa to about 60 kDa, about 25 kDa to about 55 kDa, about 30 kDa to about 50 kDa, about 35 kDa to about 45 kDa, about 5 kDa to about 15 kDa, etc. In some embodiments, the degree of polymerization of the second block is in the range of about 3 to about 2500; or about 20 to about 2000, or about 30 to about 1500, or about 40 to about 1200, or about 10 to about 500, or about 12 to about 450, or about 20 to about 400, or about 25 to about 350, or about 50 to about 300, or about 100 to about 250, or about 150 to about 200, or about 5 to about 50, or about 5 to about 20, etc.

[0108] In some embodiments, the third, fourth or subsequent blocks may be prepared from one or more monomer units, each having a molecular weight (M n) from about 1 kDa to about 500 kDa, or from about 10 kDa to about 200 kDa, or from about 10 kDa to about 160 kDa, or from about 1 kDa to about 80 kDa, and a degree of polymerization from about 10 to about 3500, or from about 10 to about 2500, or from about 20 to about 2000, or from about 50 to about 1200, or from about 50 to about 1000. In some embodiments, the molecular weight, (M n ) is in the range of about 10 kDa to about 70 kDa, about 15 kDa to about 65 kDa, about 20 kDa to about 60 kDa, about 25 kDa to about 55 kDa, about 30 kDa to about 50 kDa, about 35 kDa to about 45 kDa, about 5 kDa to about 15 kDa, etc. In some embodiments, the degree of polymerization of the third, fourth or subsequent blocks ranges from about 3 to about 2500; or from about 20 to about 2000, or from about 30 to about 1500, or from about 40 to about 1200, or from about 10 to about 500, or from about 12 to about 450, or from about 20 to about 400, or from about 25 to about 350, or from about 50 to about 300, or from about 100 to about 250, or from about 150 to about 200, or from about 5 to about 50, or from about 5 to about 20, etc.

[0109] In some embodiments, a single chain transfer agent may be used in the RAFT polymerization process in the context of the present disclosure. In some embodiments, in the case of a block polymer having two or more blocks, one or more chain transfer agents may be used in the RAFT polymerization process in the context of the present disclosure. In some embodiments, in the case of a block polymer having two blocks, a first chain transfer agent and a second chain transfer agent (which may be the same or different) may be used in each step of the RAFT polymerization process in the context of the present disclosure. In some embodiments, in the case of a block polymer having three blocks, a first chain transfer agent, a second chain transfer agent and a third chain transfer agent (which may be the same or different) may be used in each step of the RAFT polymerization process in the context of the present disclosure.

[0110] It will be appreciated that a variety of solvents may be used in the RAFT polymerization process steps and purification steps described herein. Suitable solvents include, but are not limited to, 2-chloroethanol, acetic acid (glacial), acetone, acetonitrile, acetophenone, aniline, benzaldehyde, benzyl acetate, carbon disulfide, cyclohexane, cyclohexanol, di(ethylene glycol), di(propylene glycol), diacetone alcohol, diethyl ether, dimethyl sulfoxide, ethanol, ethyl acetate, ethylene glycol, formaldehyde (37% solution), formamide, formic acid, formic acid (96%), hexane isobutanol, isopropanol, isopropyl acetate, isopropyl ether, m-cresol, methanol, methyl acetate, methyl ethyl ketone, mineral oil, N,N-dimethylformamide, n-butanol, n-octane, n-propanol, propylene glycol, pyridine, t-butanol, tetrahydrofuran, trifluoroacetic acid, water, and the like, and combinations thereof.

[0111] In some embodiments, the one or more nanoparticle-forming polymers are a. a first termination comprising a first capping unit derived from a first chain transfer agent in a RAFT copolymerization process; b. Covalently attached to a first reactive functional unit, having a molecular weight (M n ) a first block prepared from one or more monomer units having a molecular weight in the range of about 1 kDa to about 500 kDa and a degree of polymerization in the range of about 10 to about 2500; c. Optionally, a cyclic amine having a molecular weight (M n ) a second block prepared from one or more monomer units having a molecular weight in the range of about 1 kDa to about 500 kDa and a degree of polymerization in the range of about 10 to about 2500; d. Optionally, covalently attached to the first and / or second block, a molecular weight (M n ) a third block prepared from one or more monomer units having a molecular weight in the range of about 1 kDa to about 500 kDa and a degree of polymerization in the range of about 10 to about 2500; e. Optionally, covalently attached to the first, second and / or third block, n ) a fourth block prepared from one or more monomer units having a molecular weight in the range of about 1 kDa to about 500 kDa and a degree of polymerization in the range of about 10 to about 2500; f. Optionally, covalently attached to the first, second, third and / or fourth block, n ) a fifth block prepared from one or more monomer units having a molecular weight in the range of about 1 kDa to about 500 kDa and a degree of polymerization in the range of about 10 to about 2500; and g. a second terminus comprising a second cap-forming unit derived from a first, second, third, or fourth chain transfer agent; is a RAFT block copolymer comprising:

[0112] Exemplary payloads for the polymeric nanoparticles described herein can include any one or combination of compositions selected from the group including: nucleic acids (e.g., DNA or RNA), pDNA, oligodeoxyribonucleic acid (ODN), dsDNA, ssDNA, antisense oligonucleotides, antisense RNA, siRNA, messenger RNA, guide RNA (e.g., small guide RNA), ribonucleoproteins, donor DNA strands used in the CRISPR / Cas9 system, and enzymes such as CRISPR-associated enzymes, e.g., Cas9, ZFNs, custom-designed homing endonucleases, enzymes used in other gene editing systems such as the TALENS system, other gene editing endonucleases, and reverse transcriptases.

[0113] In another aspect, the present disclosure uses machine learning models to rapidly identify the best candidates. In an exemplary embodiment, a graph neural network (GNN) is used in this process. A polymer can be characterized at three scales: monomer, block, and full polymer. Monomers combine to form blocks, and blocks combine to form full polymers. Polymer properties depend on the polymer's features at all three scales. The relationship between monomers, blocks, and polymers can be captured in a directed graph. Information can then be shared between nodes in the graph to create a numerical representation of the full polymer at all three scales: monomer, block, and polymer. These numerical representations can then be used in a neural network to predict the polymer's properties. The use of GNNs for predicting polymer properties in an exemplary embodiment provides two main benefits: first, the graph can model the polymer's features at all three scales that are important for accurate prediction; second, the graph provides a flexible modeling structure that can accommodate several polymer structures.

[0114] The machine learning model is first trained on a combination of public and preliminary testing data, and supplemented with the large-scale dataset described above. An exemplary embodiment includes a three-loop deep learning cycle to accelerate high-throughput characterization and screening of PNPs. The three deep learning loops characterize the physical properties, in vitro biological activity, and in vivo biological activity of the PNPs, respectively. Each loop utilizes a GNN deep learning model (see FIG. 3a) to characterize candidate PNPs. The GNN takes in simplified molecular-input line-entry system (SMILES) strings that define monomers as inputs (nodes of the graph), and the edges of the graph define the relationships between the monomers and how they combine to form the PNPs. The edges of the graph allow additional information about the polymer (e.g., monomer ratios and degree of polymerization) to be incorporated into the GNN.

[0115] The currently disclosed configuration presents at least three inherent advantages. First, the deep learning model does not rely on polymer fingerprints. Rather, the deep learning model will learn appropriate numerical embeddings from SMILES strings. Second, the graph gives the model flexibility to easily represent various families of PNPs. Third, the use of SMILES strings as inputs allows the limited training data set to be augmented with enumerated SMILES strings, increasing the amount of available training data and improving model performance. Testing of this GNN configuration showed superior ability to predict zeta potential (see FIG. 3b), a defining characteristic of non-viral gene delivery vehicles. Once trained, these deep learning models will be used to prioritize the synthesis and characterization of candidate PNPs that meet the requirements for bioactivity in a high throughput system. Iterative data can be used to fine-tune the model in an active learning cycle, thereby improving future performance.

[0116] In some embodiments, data augmentation may be performed to artificially increase the size and diversity of data used to train the machine learning model (resulting in increased model performance). Deep learning models require relatively large datasets for training and may overfit to small datasets. As mentioned above, GNNs take SMILES strings that define monomers as input. Monomers (polymer building blocks) have a single standard SMILES string, but also have multiple alternative SMILES string representations. SMILES enumeration can be performed to generate these alternative forms from the standard SMILES string, thus increasing the size of the training dataset many times. Neural network models can then leverage the increased data size and representation diversity to improve performance.

[0117] In other embodiments, modified Transformer models (rather than GNNs) may be used to predict polymer properties (thus rapidly identifying the best candidates for non-viral carriers for delivering base-editing proteins in other applications). The modified Transformer models leverage the relative position information of the inputs to create numerical embeddings for the monomer string inputs. These numerical embeddings can then be used in deep learning and statistical models for predicting polymer properties. Furthermore, the Transformer models are more computationally efficient compared to many other deep learning configurations that can process sequential data. The original Transformer configuration consists of an encoding and decoding configuration. The encoder takes in an input sequence of data and outputs a high-dimensional embedding, while the decoder takes in the high-dimensional embedding as an input and attempts to predict the original or similar sequence input to the encoder. The present disclosure does not require the prediction of sequential outputs, so only the encoding portion of the Transformer is used to predict polymer properties, both physically and in vitro / in vivo.

[0118] In yet another aspect, the exemplary embodiment of the present disclosure allows the selection of the best candidates for PNP-mediated delivery of SOD1-targeting CBE in mouse models of ALS.These best candidates can then be used to carry out functional gene editing tests in microglial cell lines that stably express EGFP or SOD1.Furthermore, the efficacy and safety of PNP-mediated CBE delivery can be evaluated in the G93A-SOD1 mouse model of ALS.The previous success of CBE base editing in slowing the progression of ALS in mice indicates that CBE base editing may also lead to clinical translation of novel ALS gene editing therapies.

[0119] Although certain exemplary embodiments have been described in detail in the drawings and the foregoing description, it is understood that such illustrations and descriptions are to be regarded as exemplary in nature and not restrictive, that only exemplary embodiments have been shown and described, and that all changes and modifications that fall within the spirit of the present disclosure are desired to be protected. There are several advantages of the present disclosure that arise from the various features of the apparatus, system and method described herein. It is noted that another embodiment of the apparatus, system and method of the present disclosure may not include all of the features described, but may include at least some of the benefits of the advantages of such features. Those skilled in the art may easily devise their own implementation of the apparatus, system and method that incorporates one or more of the features of the present disclosure. EXAMPLES

[0120] [Example 1]

[0121] Barcode Design The nucleic acid constructs used in this example contain a unique portion comprising 8-10 nucleotides in the center of the polynucleotide, which was further limited by a requirement of a Hamming distance of at least 3 bases from any other barcodes to be pooled. Directly at the 3' end of the barcode, a random 7-10 bases are included for bioinformatics removal of PCR duplicates. This central sequence is flanked by universal primer annealing sites that contain overhangs for the addition of index adapters during sequencing library preparation. Figure 4 shows representative examples of these barcodes. These nucleic acid constructs were designed with a biotin or amine functionality at the 5' end. [Example 2]

[0122] Polymer nanoparticle synthesis Diblock copolymers were synthesized as described in PCT349529 (21477779.1) using reversible addition-fragmentation chain transfer (RAFT) polymerization with the reagents and amounts listed in Table 2. Block 1 reagents were combined in a round-bottom flask, purged with argon, and heated to 60° C. for 6 hours using a heating mantle. The reaction product was purified using four pentane:ether 80:20 precipitation wash and centrifugation cycles and dried in vacuum. Block 1 product was used as the macroRAFT agent for block 2, and the calculated reagent volumes (calculated based on theoretical molecular weight information for block 1) were combined in a round-bottom for the block 2 reaction. The reaction mixture was purged with argon before heating at 60° C. for 24 hours. The reaction product was purified using the same purification process and dried in vacuum. The resulting polymer was dialyzed in deionized water for 4 days with multiple water changes each day. Finally, the dialyzed material was lyophilized for 4 days and stored at room temperature for use in experiments.

[0123] Table 2. Reagents and amounts used to synthesize barcoded PNPs [Table 2-1] [Table 2-2] [Example 3]

[0124] Composition Example 1 (CE1): Electrostatic Attachment of Nucleic Acid Constructs (Containing DNA Barcodes) to Polymer Nanoparticles RAFT copolymers were synthesized according to the method above and the reagents listed in Table 2. The polymer was dispersed in phosphate buffered saline at a concentration of approximately 5 mg / mL. For electrostatic loading (Figure 5a), the nucleic acid construct (according to the design shown in Figure 4 including the polynucleotide barcode) was dissolved in Tris-EDTA buffer at a concentration of approximately 100 μM (approximately 1.9 mg / mL). These stock solutions were mixed together with PBS to make solutions with final concentrations of 0.05 mg / mL polymer and 0.00389 mg / mL nucleic acid construct. They were incubated at room temperature for at least 30 minutes to allow the positively charged polymer to bind to the negatively charged nucleic acid construct. The samples were transferred to amicon ultra-4 centrifuge tubes (MWCO 30 kDa, maximum 3.5 mL / tube) and centrifuged at 4000 x g for 15 minutes to remove any unbound nucleic acid construct. The filtrate (containing unbound nucleic acid construct) was discarded and sterile PBS was added to the remainder to a final concentration of 0.05 mg / mL polymer and 0.00389 mg / mL nucleic acid construct. The electrostatically bound nucleic acid construct was amplified by PCR using primers designed to bind to the universal primer binding segment on the nucleic acid construct. Amplicons were detected by gel electrophoresis through an agarose gel. The presence of a double band in a lane (Figure 6) indicates the presence of an amplicon and indicates that the nucleic acid construct is bound to PNP. [Example 4]

[0125] Composition Example 2 (CE2): Nucleic Acid Construct Conjugation to PNP via Avidin-Biotin Linkage RAFT copolymers made using CTAs containing at least one carboxy-terminated group were further functionalized with avidin (Figure 5b). The RAFT copolymer was transferred into MES buffer at approximately 12 mg / mL. The sample was sonicated for 30 minutes. EDC and sulfo-NHS reagents were added to the polymer at molar ratios of 10:1 and 25:1 of the reagents to PNP, respectively. The sample was incubated at room temperature for at least 10 minutes to allow the reaction to occur. The reaction volume was filtered by centrifugation at approximately 3000 x g for approximately 15 minutes through a 30 kDa molecular weight cut-off membrane. The filtrate was discarded and the retentate was reconstituted to 10 mg / mL polymer by adding sterile PBS. Avidin (36.9 mg) was added to the reaction and incubated at room temperature for 15 minutes. The sample was transferred to an amicon ultra-4 centrifuge tube (MWCO 30 kDa) (maximum 3.5 mL / tube) and centrifuged at 4000 x g for 15 minutes. The filtrate was discarded and sterile PBS was added to the residue to a final concentration of 8 mg / mL polymer. The nucleic acid constructs containing biotin attached to the 5' end were added to the avidin-functionalized polymer at a molar ratio of 10 moles polymer to 1 mole nucleic acid construct. The samples were incubated for at least 15 minutes. The samples were transferred to amicon ultra-4 centrifuge tubes (MWCO 30 kDa, max 3.5 mL / tube) and centrifuged at 4000×g for 15 minutes to remove any unbound nucleic acid constructs. The filtrate (containing unbound nucleic acid constructs) was discarded and sterile PBS was added to the residue to a final concentration of 8 mg / mL polymer. The conjugated nucleic acid constructs were amplified by PCR using primers designed to bind to the universal primer binding segment on the nucleic acid construct. The amplicons were detected by gel electrophoresis through an agarose gel. The presence of a double band in a lane (Figure 6 and Figure 7) indicates the presence of an amplicon and indicates that the nucleic acid construct is bound to PNP.

[0126] To test the range of PNP to barcode ratios that can be used to embody PNPs labeled with nucleic acid constructs, the above method was used to attach nucleic acid constructs to PNPs using avidin-biotin linkages (Figure 5a) with PNP to nucleic acid construct ratios ranging from as low as 20:1 to as high as 10,000:1 (molar polymer to molar nucleic acid construct). Figure 13 shows gel electrophoresis graphs with bands corresponding to nucleic acid construct amplicons resulting from PCR reactions on nucleic acid constructs with these various PNP to nucleic acid construct ratios, indicating that this ratio is within the range that can be used to embody nucleic acid construct PNP compositions.

[0127] Using an avidin-biotin conjugation method, 96 unique barcodes were attached to 96 aliquots of the polymer described in Table 2, generating 96 aliquots of the same polymer with a unique barcode attached to the population of nanoparticles in each aliquot. These 96 aliquots were pooled by combining volumetrically equivalent amounts of the aliquots in a single vial, generating a dispersion of 96 unique populations of barcoded PNPs, where all populations contained polymeric micelles formed from the polymer described in Table 2 and unique barcodes from the population of 96 unique barcodes.

[0128] Pooled samples of avidin-biotin conjugated nucleic acid construct-PNP were spiked into HEK-293T cells. Cells were seeded in 96-well plates at 20,000 cells per well in 100 μL of medium and allowed to adhere overnight. 24 hours after seeding, pooled samples of PNP with 96 unique barcodes were added to each well at a dose of approximately 0.024 mg / mL PNP and placed in an incubator at 37° C. overnight. The next day, barcodes were extracted from the samples using a QIAamp 96 DNA extraction kit and a Qiacube HT instrument according to the manufacturer's protocol. The conjugated barcodes were amplified by PCR using primers designed to bind to the universal primer binding sequence on the barcode. Amplicons were detected by gel electrophoresis through an agarose gel. The presence of a double band in a lane (FIG. 8) indicates the presence of an amplicon and indicates that the nucleic acid construct is bound to the PNP.

[0129] Pooled samples of PNPs containing 96 unique barcodes conjugated via avidin-biotin linkage were administered to mice (using the in vivo screening protocol described below). 24 hours after dosing, mice were sacrificed and tissues were analyzed for the presence of barcoded PNPs. PCR was used to amplify barcodes in tissue samples, and Agilent fragment analysis was used to detect the presence of nucleic acid construct-PNPs, with dark bands matching the positive control being indicative of the presence of nucleic acid construct-PNPs (Figure 12a). This experiment embodied the ability to label PNPs with unique nucleic acid constructs, administer them to mice, and then detect their biodistribution by PCR. Deep sequencing technology was further used to identify all 96 unique barcodes in liver tissue. Library preparation, sequencing, and sequence analysis were performed as follows. All 96 unique barcodes were detected in a countable and distinguishable manner (Figures 12c and 12d). This demonstrates that the composition not only allows for the detection of uniquely barcoded PNPs in mouse tissues 24 hours after dosing, but also allows for quantitative discrimination of each uniquely barcoded PNP from all other uniquely barcoded PNPs in the animal's tissues. [Example 5]

[0130] Preparation of RAFT copolymers for polymer nanoparticle libraries Briefly, block 1 reagents (monomer, chain transfer agent, initiator, and solvent) were combined in the wells of a polypropylene 96-well U-bottom microplate (Greiner Bio-One), polypropylene 96-well cluster tube (Corning), polypropylene Eppendorf microcentrifuge tube (Sigma-Aldrich), or polypropylene 50 mL or 15 mL conical tube (VWR) and placed in a VWR 1400E Sheldon vacuum oven. A 20 mL glass vial was filled with approximately 10-15 mL of solvent (e.g., dimethylformamide) and the vial was placed in the oven to provide a source of atmospheric saturation. The oven was purged with argon at approximately 3 L / min for approximately 45 minutes and heated to 60°C-75°C for 6-24 hours. Upon reaction completion, acetone was added to the well or tube to prevent solidification of the polymer, and the well or tube was sealed and left at room temperature overnight. The next day, the reaction product solution was transferred to a 1.5 mL Eppendorf tube (if necessary) and purified by at least three precipitation wash and centrifugation cycles using an appropriate purification solvent solution (e.g., 80:20 pentane:ether, isopropyl alcohol, methanol, etc.) and dried in vacuum. Block 1 products were used as macroRAFT agents for Block 2, and calculated reagent volumes (calculated based on theoretical or actual molecular weight information for Block 1) were combined in polypropylene 96-well U-bottom microplates (Greiner Bio-One), polypropylene 96-well cluster tubes (Corning), polypropylene Eppendorf microcentrifuge tubes (Sigma-Aldrich), or polypropylene 50 mL or 15 mL conical tubes (VWR) for the Block 2 reaction. The reaction mixture was placed in an argon-purged VWR 1400E Sheldon vacuum oven at approximately 3 L / min for approximately 45 minutes before heating to 60°C-75°C for 6-24 hours. The reaction products were purified using the same purification process used for the Block 1 library material and dried in vacuum.The resulting polymers were resuspended in either acetone or chloroform, aliquoted as required for experimental use (these transfer solvents were evaporated prior to material use), and stored dry at room temperature or dissolved in deionized water, frozen, and lyophilized prior to experimental use. Sizes were measured using a Wyatt Technology DynaPro Plate Reader III. Molecular weights of block 1 materials were measured using a DynaPro Plate Reader III. Nanoparticle sizes above the molar mass capability threshold of the DynaPro Plate Reader III prevented measurement of block 2 molecular weights for these polymer libraries. All molecular weights of the high throughput polymer libraries were measured using weighted average molecular weight (M. w )

[0131] A summary of the reagents, amounts and reaction conditions used for the synthesis of block 1 and block 2 of the experimental PNP library of 96 PNPs are shown below in Tables 3 and 4, respectively. PNPs 22, 61 and 89-96 were used as the 10 unique PNPs for the HEK cell studies. PNPs 1-88 were used as the unique PNPs for the flow cytometry studies. Table 3 Abbreviations: ACVA, 4,4'-azobis(4-cyanovaleric acid); AIBN (azobisisobutyronitrile); BMA (butyl methacrylate); CTP, 4-cyano-4-(thiobenzoylthio)pentanoic acid; DMAEMA, dimethylaminoethyl methacrylate; DMF, N,N-dimethylformamide; ECT, 4-cyano-4-[(ethylsulfanylthiocarbonyl)sulfanyl]pentanoic acid; MMA, methyl methacrylate. Table 4 Abbreviations: ACVA, 4,4'-azobis(4-cyanovaleric acid); AIBN, azobisisobutyronitrile; BMA, butyl methacrylate; CTP, 4-cyano-4-(thiobenzoylthio)pentanoic acid; DMAEMA, dimethylaminoethyl methacrylate; DMF, N,N-dimethylformamide; ECT, 4-cyano-4-[(ethylsulfanylthiocarbonyl)sulfanyl]pentanoic acid; HEMA, 2-hydroxyethyl methacrylate; MMA, methyl methacrylate. Table 5 Abbreviations: PDI, polydispersity index.

[0132] Static light scattering (SLS) and dynamic light scattering (DLS) measurements to determine the molar mass and PNP size (e.g., diameter) of Block 1 were determined using a DynaPro Plate Reader III from Wyatt Technology. Data collection and processing were performed with DYNAMICS software. SLS and DLS data were obtained under the following conditions: Solvent: Water Temperature: 25℃ Sample volume: 200μL Data collection settings: 5 samples taken for 5 seconds each

[0133] Table 3. Summary of Block 1 reagents and reaction conditions used for pilot PNP libraries. [Table 3-1] [Table 3-2] [Table 3-3] [Table 3-4]

[0134] Table 4. Summary of Block 2 reagents and reaction conditions used for pilot PNP libraries. [Table 4-1] [Table 4-2] [Table 4-3] [Table 4-4] [Table 4-5] [Table 4-6] [Table 4-7] [Table 4-8] [Table 4-9] [Table 4-10] [Table 4-11]

[0135] Table 5. Summary of pilot PNP library characterization data [Table 5-1] [Table 5-2] [Example 6]

[0136] Composition Example 3 (CE3): Nucleic Acid Construct Conjugation for Direct Amidation of PNP with Amine-Terminated Nucleic Acid Constructs RAFT copolymers made using CTAs containing at least one carboxy-terminated group were further functionalized with amine-terminated DNA barcodes. RAFT copolymers were transferred into MES buffer at approximately 12 mg / mL. Samples were sonicated for 30 minutes. EDC and sulfo-NHS reagents were added to the polymer at molar ratios of 10:1 and 25:1, respectively, of the reagents to PNP. Samples were incubated at room temperature for at least 10 minutes to allow the reaction to occur. The reaction volume was filtered by centrifugation at approximately 3000×g for approximately 15 minutes through a 30 kDa molecular weight cutoff membrane. The filtrate was discarded and the retentate was reconstituted to 10 mg / mL polymer by adding sterile PBS. A nucleic acid construct containing a primary amine group attached to the 5′ end was added to the polymer and the sample was incubated for at least 15 minutes. The samples were transferred to amicon ultra-4 centrifuge tubes (MWCO 30 kDa, max 3.5 mL / tube) and centrifuged at 4000×g for 15 min to remove any unbound nucleic acid construct. The filtrate (containing unbound nucleic acid construct) was discarded and sterile PBS was added to the remainder to a final concentration of 8 mg / mL polymer. The conjugated barcodes were amplified by PCR using primers designed to bind to the primer-binding segments on the nucleic acid construct. Amplicons were detected by gel electrophoresis through an agarose gel. The presence of a double band in a lane (FIG. 9) indicates the presence of an amplicon and indicates that the nucleic acid construct is bound to PNP.

[0137] Using the direct amidation method, 10 unique barcodes were attached to 10 unique PNPs. The 10 unique PNPs were prepared with the reagents shown in Example 5.

[0138] Ten unique DNA barcodes were then attached to each PNP using a direct amidation method, resulting in a unique label for each. The nucleic acid construct-PNPs were loaded with pDNA encoding the expression of tdTomato red fluorescent protein and then used to treat HEK-293T cells with approximately 0.024 mg / mL PNPs 24 hours after seeding at 20,000 cells per well in a 96-well plate. The cells were allowed to incubate for an additional 48 hours, at which time the expression of the payload was observed by fluorescence microscopy using a Texas Red filter set (Figure 10). As shown by the red fluorescent images, this provides evidence that the nucleic acid construct-PNPs are capable of being taken up into mammalian cells and delivering the payload.

[0139] A direct amidation method was then used to attach 88 unique barcodes to 88 unique PNPs. 88 unique PNPs were prepared with the reagents shown in Example 5. Amidation method was then used to attach 88 unique DNA barcodes to each PNP, resulting in each unique label. The nucleic acid construct-PNPs were loaded with pDNA encoding the expression of tdTomato red fluorescent protein and then used to treat HEK-293T cells with approximately 0.024 mg / mL PNP 24 hours after seeding at 20,000 cells per well in a 96-well plate. The cells were allowed to incubate for an additional 48 hours, at which time the expression of the payload was measured by flow cytometry using a Cytoflex (Figure 11(a)-Figure 11(c)). This provided evidence that some of the nucleic acid construct-PNPs could be taken up by mammalian cells. Live / Dead staining using Zombie dye was also performed on the cells and cell viability was measured by flow cytometry [Figure 11(d)-(e)], showing that the cytotoxicity of PNPs was relatively low, with cell viability numbers greater than 75% for the majority of PNPs. [Example 7]

[0140] Methods for screening nucleic acid constructs-PNPs in vitro and in vivo Pooled samples of polymeric nanoparticles made by the recipe in Table 2 with 96 unique barcodes attached via avidin-biotin linkage were used to measure in vitro cellular uptake and cytotoxicity in HEK293T cells and in vivo biodistribution in mice. Nucleic acid construct-PNPs were formulated in sterile saline and stored at 4°C for up to one month prior to in vivo dosing. Cellular uptake efficiency and cytotoxicity were evaluated in vitro using HEK293T cells with 0.024 mg / mL PNP at pDNA treatment concentrations of 250 ng or 150 ng / well. Cellular uptake was demonstrated by fluorescence microscopy. Animals were assigned to dose groups using a stratified randomization program designed to maintain similar group mean weights by sex. Animals received control or test article by single bolus tail vein intravenous injection administration. Doses tested ranged from 0 to 150 mg / kg, with adverse clinical events observed in 35% of animals at 150 mg / kg. Blood and tissues were collected from all animals and flash frozen in liquid nitrogen. [Example 8]

[0141] Extraction of nucleic acid construct-PNPs from in vitro biological samples. 10-20 mg of tissue is placed in Tris-EDTA lysis buffer and homogenized using the TissueLyser bead-breaking system and 5 mm stainless steel beads. Homogenization is performed at 25 Hz for 5-7 min intervals until the solution is homogenous in appearance. Proteinase K is then added to the lysate to digest proteins and incubated at 55°C for 2-4 h in a Thermomixer. DNA is extracted from the tissue lysate using a QIAamp 96 DNA extraction kit and a Qiacube HT instrument according to the manufacturer's protocol. Concentration and purity of the isolated samples are determined using a NanoDrop. [Example 9]

[0142] PCR amplification of polynucleotide barcodes in nucleic acid constructs Amplicons are generated from the extracted nucleic acid constructs using polymerase chain reaction. PCR is performed using a single set of universal primers that anneal to the universal amplification site on the barcodes, thereby amplifying all unique barcodes within a sample in a single reaction. Positive amplification of barcodes within a sample is determined using electrophoresis (agarose gel or bioanalyzer) and is indicated by the presence of an approximately 120 bp band. [Example 10]

[0143] Library preparation and sequencing of nucleic acid constructs. Sequencing libraries are prepared from the amplicons generated during the first stage PCR amplification. The universal primer also contains an overhang sequence that allows for binding of index adapters for sequencing. Illumina Unique Dual Indexes are annealed to the PCR amplicon overhangs. The individual indexed libraries are then pooled in equal amounts and purified using the NucleoSpin Gel and PCR Cleanup Kit according to the manufacturer's protocol. The molar concentration of the final sequencing library is determined using a Qubit dsDNA High Sensitivity Assay kit and a Qubit Fluorometer. Libraries are spiked with 2% PhiX, diluted to 1.8 pM, and loaded onto a High Output 300 cycle NextSeq sequencing cartridge. Paired-end sequencing is performed using a NextSeq550 instrument. [Example 11]

[0144] Sequence analysis and bioinformatics The merged reads from each sample ID are demultiplexed into PE FASTQ files and merged into a single file. The merged reads are processed to identify those containing both 5' and 3' flanking adapters. The trimmed reads are then de-counted by selecting sequences containing the correct barcode length. Barcode counts are generated from the selected and de-counted sequences and tagged as whether they are spiked or random. The barcode counts are then normalized to the number of FASTQ reads in the sample.

[0145] Hypothetical Example By way of example, in an exemplary embodiment, the presently disclosed rapid DBTL technology can be used to develop gene therapy for a form of amyotrophic lateral sclerosis (ALS) caused by the toxicity of gain-of-function mutations in superoxide dismutase 1 (SOD1). This gene therapy can involve delivering CRISPR-based editing proteins via non-viral gene delivery vehicles to inactivate the production of mutant SOD1 protein in microglia, a cell type that modulates disease progression but remains difficult to efficiently transduce virally. This allows for safe and efficient therapeutic "surprise" editing for ALS.

[0146] A typical disease that can be treated by the methods described herein is ALS. ALS is a rapidly progressing, paralytic and always fatal disorder characterized by selective loss of motor neurons in the spinal cord and brain. Although ALS is mostly sporadic, dominantly inherited mutations in SOD1, a ubiquitously expressed metalloenzyme that normally converts superoxide anion to oxygen and hydrogen peroxide, account for up to 20% of all inherited or familial ALS cases. Base editing is a recently emerged gene editing modality that can introduce targeted single base substitutions in DNA without the requirement of double-strand breaks (DSBs). Base editing consists of the fusion of a catalytically impaired Cas9 nuclease mutant with a nucleobase deaminase enzyme known as Cas9 nickase. This example harnesses the power of base editing, specifically cytidine base editing (CBE), to catalyze a C>T base transition in a CGA, CAG or CAA triplet in the target gene sequence, creating an in-frame stop codon that triggers degradation of the target mRNA by nonsense-mediated decay, a surveillance mechanism used by cells to prevent the formation of truncated proteins. Using this method, SOD1 is inactivated in a manner that does not require DSBs and does not utilize the stochastic and mutagenic NHEJ repair pathways, thus overcoming two of the major constraints facing the clinical implementation of CRISPR-Cas9 for ALS. Thus, while first generation CRISPR has been thought of as the "cut and paste" of gene editing, base editing allows for precise single base edits into the genome and is considered an "eraser and pencil" function that opens new mechanisms for revolutionizing ALS treatment. However, innovation in gene delivery has significantly lagged innovation in the technology of gene editing itself. Thus, efficient delivery of base editing systems to specific cell types implicated in driving ALS progression remains a key limitation preventing safe and effective implementation for treating the disorder. The use of non-viral delivery vehicles will address many of these limitations.

[0147] In this example, the rapid DBTL technique can be used for automated high-throughput synthesis of diverse polymeric nanoparticle libraries, in vitro and in vivo parallel screening of the barcoded libraries, and to analyze large data sets for rapid iteration and to predict new libraries, allowing iteration with hundreds of diverse polymeric nanoparticle candidates. Figure 1 shows a simplified flow diagram illustrating the DBTL cycle for developing non-viral gene delivery based on automated synthesis, high-throughput testing, and machine learning design.

[0148] Hypothetical Example In one embodiment, a library of hundreds of polymeric nanoparticles (PNPs) encapsulating CBE mRNA can be screened in a high-throughput in vitro and in vivo platform. In an exemplary embodiment, over 500 PNPs are synthesized, uniquely labeled, and tracked by DNA barcoding. A highly versatile PNP platform based on reversible addition-fragmentation chain transfer (RAFT) polymerization will be used due to its flexibility, reproducibility, and scalability. See K. Sims et al., "Rigor and reproducibility in polymer nanoparticle synthesis and characterization," Rsc Advances 2020, 10 (5), 2513-2518 (incorporated herein by reference). As shown in FIG. 2, the RAFT polymerization platform can be used to generate highly monodisperse PNPs with a variety of sizes, charges, and chemical configurations. PNPs can be functionalized to attach cell-penetrating peptides, thereby enabling higher levels of functionality and protection for both vehicles and cargo. In some embodiments, PNPs may be labeled with quantum dots and other biomarkers via avidin-biotin conjugation. See A. Duong et al., "Scalable, Semicontinuous Production of Micelles Encapsulating Nanoparticles via Electrospray," Langmuir 2014, 30 (14), 3939-3948, incorporated herein by reference. This combination of a microglial non-viral delivery vehicle and a base editing payload is highly innovative, as it has the potential to provide a new therapy for ALS. Furthermore, the DBTL technology disclosed herein can be generalized to allow the creation of advanced non-viral delivery vehicles that can be utilized for other cell types related to ALS.

[0149] After library synthesis, as described above, these PNPs can then be rapidly tested in vitro in microglial cell lines for toxicity, inflammation and mRNA delivery efficiency by GFP expression. In parallel, biodistribution and toxicity of the entire library can be assessed using loaded nanoparticles delivered to the cerebrospinal fluid (CSF) of the G93A-SOD1 mouse model of ALS by intrathecal injection, using bioluminescent luciferase-encoding mRNA that can be tracked by an in vitro imaging system (IVIS). This screening should yield three large data sets, including particle physical characteristics, in vitro bioactivity, and in vivo biodistribution and toxicity, which together will generate the basis for informed design of a novel non-viral delivery vehicle library that will be synthesized in the second iteration. This novel library can then be tested for functional gene editing assays in microglial cell lines modified to express mutant SOD1 proteins. The PNPs are designed to inactivate GFP and SOD1, and can be loaded with mRNA encoding the CBE that is detected by fluorometry and sequencing.

Claims

1. a. a non-viral delivery vehicle comprising one or more nanoparticle-forming polymers; and b. Nucleic Acid Constructs A composition comprising:

2. The composition of claim 1 , wherein the non-viral delivery vehicle comprises a polymeric nanoparticle.

3. The nucleic acid construct comprises: (i) is associated with the non-viral delivery vehicle via electrostatic interactions; (ii) is associated with the non-viral delivery vehicle by electrostatic interactions between positively charged polymer segments of the one or more nanoparticle-forming polymers and negatively charged polynucleotide segments of the nucleic acid construct; (iii) is associated with the non-viral delivery vehicle by a high affinity, non-covalent interaction between a biotin molecule on the 5' and / or 3' end of the nucleic acid construct and a molecule that binds to biotin on the one or more nanoparticle-forming polymers; or (iv) associated with the non-viral delivery vehicle by a covalent bond between the carboxy-terminated polymer segment and a nucleic acid construct, the nucleic acid construct comprising a primary amine at the 5' and / or 3' end; The composition of claim 1.

4. The nucleic acid construct comprises: a. two primer binding segments; and b. One or more unique polynucleotide barcodes located between the two primer binding segments. wherein the primer binding segments preferably (i) range from about 15 base pairs to about 30 base pairs in length, and / or (ii) are a universal primer binding set, and optionally, the one or more polynucleotide barcodes comprise a unique sequence of 6-20 nucleotides in length, and preferably the polynucleotide barcodes further comprise a Hamming distance of at least 2-6 bases between any two unique polynucleotide barcode sequences. The composition of claim 1. (i) the nucleic acid construct further comprises about 6 to about 12 random bases at the 3' end of the polynucleotide barcode, preferably the about 6 to about 12 random bases at the 3' end of the polynucleotide barcode are for bioinformatics removal of PCR duplicates; and / or (ii) the nucleic acid construct ranges from about 42 nucleotides to about 210 nucleotides in length; The composition of claim 3. (i) the one or more nanoparticle-forming polymers comprise monomer units compatible with controlled living / radical polymerization; (ii) the one or more nanoparticle-forming polymers are prepared by reversible deactivation radical polymerization, atom transfer radical polymerization (ATRP), reversible addition-fragmentation chain transfer polymerization (RAFT), iodine transfer polymerization (ITP), selenium-centered radical-mediated polymerization, telluride-mediated polymerization (TERP), stibine-mediated polymerization or ring-opening polymerization; (iii) the one or more nanoparticle-forming polymers are prepared from monomers containing vinyl groups; (iv) the nanoparticle-forming polymer or polymers are prepared using chain transfer agents, such as those used in reversible addition-fragmentation chain transfer (RAFT); or (v) the one or more nanoparticle-forming polymers are a. a first termination comprising a first capping unit derived from a first chain transfer agent in a RAFT copolymerization process; b. a first block prepared from one or more monomer units covalently bonded to a first reactive functional unit and having a molecular weight (M n ) ranging from about 1 kDa to about 200 kDa and a degree of polymerization ranging from about 10 to about 2500; c. optionally, a second block covalently attached to the first block and prepared from one or more monomer units having a molecular weight (M n ) ranging from about 1 kDa to about 200 kDa and a degree of polymerization ranging from about 20 to about 2000; and d. a second terminus comprising a second capping unit derived from the first or second chain transfer agent; is a RAFT block copolymer comprising Preferably, the non-viral delivery vehicle has one or more of an overall molecular weight (M n ) in the range of about 25 kDa to about 60 kDa, an overall degree of polymerization in the range of about 700 to about 900, a target size in the range of about 10 to about 60 nm, and a maximum corona-to-core ratio (CCR) of about 1.5 to about 3.5; The composition of claim 1.

7. (I) (i) the first block is prepared from one or more monomer units selected from the group consisting of 2-dimethylaminoethyl acrylate, 2-(diethylamino)ethyl methacrylate, 2-(diisopropylamino)ethyl methacrylate, butyl methacrylate, ethyl acrylate, propyl acrylate, (hydroxyethyl) methacrylate, and methyl methacrylate, or (ii) the first block is prepared from one of 2-dimethylaminoethyl acrylate, 2-(diethylamino)ethyl methacrylate, 2-(diisopropylamino)ethyl methacrylate, butyl methacrylate, ethyl acrylate, propyl acrylate, (hydroxyethyl) methacrylate, or methyl methacrylate, and / or (II) (i) the second block is prepared from one or more monomer units selected from the group consisting of 2-dimethylaminoethyl acrylate, 2-(diethylamino)ethyl methacrylate, 2-(diisopropylamino)ethyl methacrylate, butyl methacrylate, ethyl acrylate, propyl acrylate, (hydroxyethyl)methacrylate, and methyl methacrylate; (ii) the second block is prepared from two different monomer units each independently selected from the group consisting of 2-dimethylaminoethyl acrylate, 2-(diethylamino)ethyl methacrylate, 2-(diisopropylamino)ethyl methacrylate, butyl methacrylate, ethyl acrylate, propyl acrylate, (hydroxyethyl)methacrylate, and methyl methacrylate; (iii) the second block is a random copolymer prepared from three different monomer units each independently selected from the group consisting of 2-dimethylaminoethyl acrylate, 2-(diethylamino)ethyl methacrylate, 2-(diisopropylamino)ethyl methacrylate, butyl methacrylate, ethyl acrylate, propyl acrylate, (hydroxyethyl)methacrylate, and methyl methacrylate; or (iv) the second block is a random copolymer prepared from 2-dimethylaminoethyl acrylate, butyl methacrylate, and propyl acrylate; or 2-dimethylaminoethyl acrylate and butyl methacrylate; or 2-dimethylaminoethyl acrylate, butyl methacrylate, and ethyl acrylate. The composition of claim 6.

8. (i) each chain transfer agent is independently selected from the group consisting of bis(carboxymethyl) trithiocarbonate, bis(2-amino-2-oxoethyl) trithiocarbonate, bis[4-(2-hydroxyethoxycarbonyl)benzyl] trithiocarbonate, 4-cyano-4-(ethylsulfanylthiocarbonyl)sulfanylpentanoic acid, 4-cyano-4-[(phenylcarbonothioyl)thio]pentanoic acid, and 4-cyano-4-[(dodecylsulfanylthiocarbonyl)sulfanyl]pentanoic acid; and / or (ii) the first cap-forming unit has the formula 【Chemistry 1】 where * represents the point of covalent attachment to the first block; and / or (iii) the second capping unit is represented by the formula 【Chemistry 2】 where * represents the point of covalent attachment to the second block and R is -SC 2 -C 12 alkyl or C 6 H 5 ; 6. A composition according to claim 6(iv).

9. 10. A method for in vivo screening of desired polymeric nanoparticles for use as delivery vehicles, comprising: (a) preparing a library comprising two or more types of polymeric nanoparticles, each polymeric nanoparticle associated with a nucleic acid construct comprising a different polynucleotide barcode; (b) administering the library to an animal; (c) removing cells or tissues from the animal; (d) isolating the nucleic acid constructs from the cells or tissues of the animal; (e) detecting the nucleic acid constructs in the cells or tissues of the animal; and (f) identifying desired polymeric nanoparticles for use as delivery vehicles, preferably wherein the polymeric nanoparticles associated with the nucleic acid constructs are those described in claim 1.

10. (i) to obtain nucleotide sequence data, the nucleic acid constructs are detected by a method selected from the group consisting of polymerase chain reaction (PCR), isothermal amplification, sequencing or a combination thereof, and preferably the nucleotide sequence data is converted into a fastQ file; the fastQ file is mapped to known polynucleotide barcodes and the polynucleotide barcodes are enumerated; and / or (ii) Administration to the animal is via intramuscular, intravenous, intraperitoneal, oral or pulmonary routes; 10. The method of claim 9.

11. 10. The method of claim 9, wherein the polymeric nanoparticles are loaded with a payload, preferably the payload is a luminescent molecule, preferably using luminescence to track biodistribution or cellular uptake via imaging.

12. 10. The method of claim 9, wherein the nucleic acid constructs are isolated from cells and tissues by mixing with a first organic compound, incubating the organic phase with an aqueous phase of a cell or tissue sample, separating the organic phase from the aqueous phase, mixing the organic phase with a second organic compound, incubating the mixture, precipitating the nucleic acid constructs from the mixture, removing the organic phase by evaporation, and resuspending the nucleic acid constructs in an aqueous composition, preferably wherein the organic phase comprises phenol chloroform, and / or preferably wherein the nucleic acid constructs are separated from cationic material in the cells or tissues by titrating an aqueous composition of the nucleic acid constructs to a pH greater than 7.

4.

13. (i) the nucleic acid construct is separated from the cell or tissue material by binding the nucleic acid construct to a molecule with a binding affinity for the nucleic acid construct that is greater than the binding affinity for the cell or tissue material. (ii) the nucleic acid construct is separated from the cell or tissue material via size exclusion chromatography; (iii) the nucleic acid construct is separated from cellular or tissue material via dialysis or diafiltration; (iv) the nucleic acid construct is separated from cellular or tissue material via filtration; or (v) the nucleic acid construct is separated from material in the cell or tissue by digesting proteins using an enzyme, preferably the enzyme is proteinase K; 10. The method of claim 9.

14. The method of claim 9, wherein the nucleic acid construct associated with the polymeric nanoparticles is detected by first diluting the isolated nucleic acid construct by at least 1000 times and then amplifying the nucleic acid construct by PCR using primers, preferably the primers for the PCR step are enzymatically digested prior to detection of the amplicon.

15. A polymeric nanoparticle identified in the in vivo screening method of claim 9 for use in a method of treating a disease in a patient, wherein the polymeric nanoparticle further comprises a payload.

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