Development and Application of RNA Therapeutics PDF
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Uploaded by RichBowenite3381
Brown Division of Biology and Medicine
2024
Kailene Simon, Ph.D.
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This is a presentation on the development and application of RNA therapeutics, focusing on the process of developing a new prescription drug and the considerations involved. It touches on different methodologies involved in the field and the use of biological methods for target identification and lead optimization. It was presented by Kailene Simon, Ph.D., on October 29, 2024.
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Development and Application of RNA Therapeutics Kailene Simon, Ph.D. October 29, 2024 Continuation of last week’s lecture Gene and RNA Therapeutic Development Drug Development is Risky…and Expensive The estimated a...
Development and Application of RNA Therapeutics Kailene Simon, Ph.D. October 29, 2024 Continuation of last week’s lecture Gene and RNA Therapeutic Development Drug Development is Risky…and Expensive The estimated average pre-tax industry cost per new prescription drug approval is $2 billion IND Submissi on Drug Discovery Preclinical Clinical Trials FDA Review Post-Approval Discovery In Vitro lead ID Phase 1 Phase 2 Phase 3 Provide sufficient Establish large- Pre- Target ID and validation In Vivo potency, evidence for scale Compound Screening PK/PD & MTD 20-100 100-500 1000+ FDA/EMA to verify manufacturing volunteer volunteer volunteer Hit Identification Efficacy in disease s s s safety and efficacy & models Perform Phase IV 3-6 Years 1-2 Years 6-7 Years Total 0.5 – 2 years studies for long- term effectiveness 10,000 100-250 5 clinical 1 drug molecules candidate compoun s ds One Approved Drug For every 10,000 molecules tested in biopharma… one The Drug Development Process Target Validation Lead Applicatio Target Target Hit-to- Preclinical Clinical & Screening Optimizati n& Marketing Identification Selection Lead Transition Trial Assessme on Approval nt The Drug Development Process Target Validation Lead Applicatio Target Target Hit-to- Preclinical Clinical & Screening Optimizati n& Marketing Identification Selection Lead Transition Trial Assessme on Approval nt Target selection Scientific and Medical Factors Strategic Considerations Practical Considerations The Drug Development Process Target Validation Lead Applicatio Target Target Hit-to- Preclinical Clinical & Screening Optimizati n& Marketing Identification Selection Lead Transition Trial Assessme on Approval nt Target selection Scientific and Medical Factors Strategic Considerations Practical Considerations Target sequence screening Lead identification and Lead optimization Chemical modifications and delivery systems The Drug Development Process Target Validation Lead Applicatio Target Target Hit-to- Preclinical Clinical & Screening Optimizati n& Marketing Identification Selection Lead Transition Trial Assessme on Approval nt Target selection Scientific and Medical Factors Strategic Considerations Practical Considerations Target sequence screening Lead identification and Lead optimization Chemical modifications and delivery systems Preclinical studies In vitro efficacy In vivo PK/PD, safety, toxicology, etc The Drug Development Process Target Validation Lead Applicatio Target Target Hit-to- Preclinical Clinical & Screening Optimizati n& Marketing Identification Selection Lead Transition Trial Assessme on Approval nt Target selection Scientific and Medical Factors Strategic Considerations Practical Considerations Target sequence screening Lead identification and Lead optimization Chemical modifications and delivery systems Preclinical studies In vitro efficacy In vivo PK/PD, safety, toxicology, etc Submission of an Investigational New Drug (IND) application Planning, preparation and execution of a clinical trial Post-approval marketing and safety reporting Target Selection Criteria and Considerations Target Validation Lead Applicatio Target Target Hit-to- Preclinical Clinical & Screening Optimizati n& Marketing Identification Selection Lead Transition Trial Assessme on Approval nt Scientific and Medical Factors 1. Target validation - Robust target validation is crucial to establish that modulating the target will have the desired therapeutic effect. Genetic evidence linking the target to the disease Preclinical studies showing efficacy of target modulation Biomarker research to measure target engagement 2. Druggability - The target needs to be amenable to modulation by a potential therapeutic. Presence of binding pockets (for small molecules) Cellular localization Protein structure information 3. Safety Profile - Potential safety issues related to target modulation need to be evaluated early. Assessment of target expression patterns Evaluation of on-target side effects Consideration of redundancy/compensation mechanisms Target Selection Criteria and Considerations Target Validation Lead Applicatio Target Target selection is a critical& step in Screening Target the drug discovery Hit-to- process that requires Optimizati Preclinical careful consideration Clinical n& of multiple Marketing Identification Selection Lead Transition Trial factors. Here are some key considerations for target selection Assessme on in drug discovery Approval nt Strategic Considerations 1. Novelty vs Confidence- There is often a trade-off between pursuing novel, first-in-class targets versus established target classes Level of validation/confidence in the target Potential for differentiation from existing therapies Patent landscape and freedom to operate (FTO) 2. Commercial Potential – The market opportunity & unmet medical need should be evaluated. Size of patient population Competitive landscape Pricing and reimbursement outlook 3. Organizational Fit – The target should align with the company’s capabilities and vision Therapeutic focus areas Research Expertise Portfolio strategy Target Selection Criteria and Considerations Target Validation Lead Applicatio Target Target selection is a critical& step in Screening Target the drug discovery Hit-to- process that requires Optimizati Preclinical careful consideration Clinical n& of multiple Marketing Identification Selection Lead Transition Trial factors. Here are some key considerations for target selection Assessme on in drug discovery Approval nt Practical Considerations 1. Feasibility of Drug Discovery- The likelihood of successfully developing a drug candidate needs to be assessed. Availability of screening assays and animal models Ability to achieve sufficient target coverage/occupancy Challenges in optimizing drug-like properties 2. Development Path – The clinical development strategy and regulatory pathway should be carefully considered. Availability of biomarkers for patient selection/stratification Potential for accelerated approval pathways Design of proof-of-concept studies Target Selection Criteria and Considerations Target Validation Lead Applicatio Target Target selection is a critical& step in Screening Target the drug discovery Hit-to- process that requires Optimizati Preclinical careful consideration Clinical n& of multiple Marketing Identification Selection Lead Transition Trial factors. Here are some key considerations for target selection Assessme on in drug discovery Approval nt Practical Considerations 1. Feasibility of Drug Discovery- The likelihood of successfully developing a drug candidate needs to be assessed. Availability of screening assays and animal models Ability to achieve sufficient target coverage/occupancy Challenges in optimizing drug-like properties 2. Development Path – The clinical development strategy and regulatory pathway should be carefully considered. Availability of biomarkers for patient selection/stratification Potential for accelerated approval pathways Design of proof-of-concept studies Lead Identification and Optimization Target Validation Lead Applicatio Target Target Hit-to- Preclinical Clinical & Screening Optimizati n& Marketing Identification Selection Lead Transition Trial Assessme on Approval nt Screening, Lead Identification (LI) and Lead Optimization (LO) 1. Target Identification and RNA Design - The first crucial step is identifying a suitable RNA target and designing the RNA molecule Selecting disease-relevant RNA targets through genetic studies, cell-based methods, and functional analyses Designing the RNA construct based on structural and functional insights Optimizing the RNA sequence, including codon optimization and incorporation of modified nucleotides 2. Chemical Modifications – What base and backbone modifications are necessary to accomplish the goal? Backbone mods like PS to improve nuclease resistance, or PMO to to create a steric blocking oligo Sugar mods will have a significant impact on binding and toxicity of the molecule Base mods to reduce immunogenicity (N1-methylpseudouridine) and end mods like 5’ caps to prevent degradation 3. Delivery System Development – Effective delivery is critical for success! Delivery mechanisms like LNPs and conjugation strategies like GalNAc and CPPs, etc Formulation of the drug to ensure minimal impact on delivery Optimizing delivery vehicle and ROA for the specific type of RNA and target tissue you are going after Preclinical Candidate Development Target Validation Lead Applicatio Target Target Hit-to- Preclinical Clinical & Screening Optimizati n& Marketing Identification Selection Lead Transition Trial Assessme on Approval nt Preclinical Development 1. Rigorous Preclinical Studies In vitro studies to assess efficacy and mechanism of action Animal studies to evaluate pharmacokinetics, biodistribution and safety Toxicology studies to identify potential side-effects 2. Feasibility of Manufacturing and Scale-up Development of scalable synthesis processes Ensuring consistent quality and purity of large-scale batches Implementing appropriate storage and handling protocols 3. Preparing for IND Planning and execution of all IND-enabling studies GLP-level toxicology studies Proof-of-concept in non-human primates Approval and Beyond Target Validation Lead Applicatio Target Target Hit-to- Preclinical Clinical & Screening Optimizati n& Marketing Identification Selection Lead Transition Trial Assessme on Approval nt Therapeutic Approval Process 1. Clinical Trial Phase 1 Phase 2 Phase 3 2. Application and Approval with the FDA, EMA, etc 3. Post-approval Marketing “Phase 4” marketing analysis Ongoing safety monitoring Patient support Target of Interest Informs Platform Modifications Platform Where do we want to go? Sub-cellular target localization Development Where can we go? Specific organ systems, cell Platform Modifications types Receptor-mediated, cell specific How will we get there? Cargo Modifications Oligo for target type of interest Overall MOA Target Indication 11/16/24 15 Target of Interest Informs Platform Development DELIVERY METHOD BIODISTRIBUTION ADDED Where does parent compound go? Feasibility of synthesizing an siRNA or Intracellular localization ASO conjugated to delivery method Organ systems/tissues How will a non-neutral oligo impact Bioavailability with IV delivery? biodistribution and localization? Will formulation be sufficient? IN VITRO TOXICITY TARGET INDICATION How does treatment with compound + delivery system impact How is the disease modulated? inflammatory cytokines, Where is the target located? mitochondrial function, renal What dosing regimen is required? markers of stress, etc, Use primary RPTEC & HRCEpiC cells? DEVELOPMENT OF FUTURE TARGETS Target of interest informs necessary peptide modifications NEXT TARGET INDICATION PLATFORM DEVELOPMENT Where do we want the drug to go? What delivery methods/conjugates are Where does the drug go? necessary to reach target location? INTRACELLULA COMPOUND TISSUES/CELL REQUIRED R BIOAVAILABILIT TYPES CARGO LOCALIZATION Y HOW WILL WE TARGET ROA HOW DO WE MEASURE DISEASE? SUCCESS? What type of oligo offers the best chance What key outputs are we focused on for successful target modulation? when deciding the right conjugate? PMO / ASO / siRNA Core Oligo Therapeutic Development SAFETY/TOLERABILITY (CONJUGATES) DISTRIBUTION Evaluate inflammatory (OLIGONUCLEOTIDE) cytokines, mitochondrial RNAscope analysis to determine localization of conjugated function and creatinine output Distribution RPTEC and HRCEpiC compounds Safety Nuclear vs cytoplasmic (cortical) human in vitro Target dependent renal model Compound dose response to evaluate cell viability POTENCY & SELECTIVITY DURABILITY Potency & (OLIGO) Durability (CONJUGATES/OLIGO) Develop a method for analyzing Selectivity Stability ASO/siRNA engagement Intracellular depot Creation of a tool compound Clearance kinetics Can target either cytoplasmic or nuclear transcripts Will depend upon the target(s) INTELLECTUAL being considered IP PROPERTY RPTEC – Renal Proximal Tubule Epithelial Cells (MODELs/OLIGO) HRCEpiC – Human Renal Cortical Epithelial Patents/Publications Cells Review available Bioinformati Compound development – ASO/siRNA Wet lab work data and cs literature SEQUEN SELECTI Determine Algorithm Primary/tiling Identify IC50 optimal screen for ON for potential CE determinatio oligo type sequence target sequence n for target selection engagement leads OPTIMIZATIO PLATFORM Identify Evaluate in Compare Identify potential vitro cellular potential conjugates N toxicity/poten uptake and conjugate for desired tial off-target localization leads oligo type effects Compare FEASIBILIT COMPOUN Evaluate Characterize passive conjugation / In vitro solubility and cellular complexation of D Y stability of uptake and POC conjugate + molecules localization oligo (HKG) IN VIVO POC In vivo POC Preclinical Research Activities Required Assays Assay Development Needed Screening Compound screening / In vitro (cell culture) analysis Hit identification and secondary screening mRNA quantitation Secondary cell line evaluation/IC50 determination qPCR (ΔΔCt) – 96-well plate Test individual components in relevant cell lines separately Protein quantitation Evaluate for permeability and target engagement Western blot prep – 6-well plate Reporter cell lines when necessary ELISA prep - 96-well plate RNA-Seq in primary cells to rule out off-target Ex vivo tissue samples (mouse brain) perturbations mRNA quantitation Preclinical Biochemistry mRNA extraction for qPCR (ΔΔCt) Evaluate target protein and transcript reduction in ex Protein quantitation Western blot prep in Tris or RIPA buffer vivo tissues ELISA prep PK analysis of oligo in serum/plasma, brain tissue and siRNA quantitation peripheral organs using Hybridization ELISA or M/S Capture and detection probe generation is in-process Biomarker and immune marker analysis and assay Explore option of qPCR for siRNA quant with hairpin development primer Target Sequence Selection Screening Workflow for Candidate Sequence Selection Primary Screening and Hit Secondary Screening / Lead Optimization In Identification Lead Candidate Vivo Target selection using algorithm Selection Acute tolerability Primary HTS for +/- target IC50 determination PK/PD engagement Secondary screening Potency Cell line analysis Protein analysis Duration of action Human cells Evaluation of cross-reactivity Mouse cells with NHP Good Sequence Selection Requires Correct Target Selection Target Sequence Selection Assumes Access to Sequence Generator Target mRNA variant selection Create an alignment file of human mRNA variants in SnapGene/Geneious to identify any obvious discrepancies/differences; eliminate any redundant variants Start with National Center for Biotechnology Information (NCBI) to identify your target’s gene Different accession numbers indicate different molecule types NCBI Resourc es Adapted from: Chapter 18, The Reference Sequence (RefSeq) Database, The NCBI Handbook, McEntyre J, Ostell J, editors. Bethesda (MD): National Center for Biotechnology Information (US); 2002 Alpha-synuclein (SNCA) Alpha-synuclein (α-syn) is a 140 amino acid protein abundant and ubiquitously found in multiple brain regions such as the striatum, hippocampus, olfactory bulb, neocortex, thalamus and cerebellum It plays a key role in regulating neurotransmission and is involved in many functions, including neurotransmitter release, synaptic vesicle trafficking, membrane stabilization, dopamine release, & protein-protein interactions. Aggregation of a-synuclein is a major pathological driver of neurodegenerative diseases Dementia with Lewy bodies (DLB): Synuclein-related neuroinflammation. Lewy bodies contain high concentrations of nitrated a-synuclein, which is exacerbated by oxidative stress. Multiple system atrophy (MSA): Synuclein-related neuroinflammation Parkinson's disease: Gradual loss of nerve cells, causing symptoms like tremors, slowed movement, balance difficulties, & limb stiffness Organelle dysfunction (a, purple boxes), defects in inter-organelle contacts Nature Medicine (Nat Med) ISSN 1546- (b, blue box) and dysfunctional organelle dynamics (c, green box) have all 170X (online) ISSN 1078-8956 (print) been implicated in α-syn toxicity. SNCA – Human Genomic Structure NCBI Gene ID 6622 NCBI Graphical Lege 9 transcripts annotated in NCBI nd NM_000345 selected based on exon inclusion; long isoform 6 exons, 3177 nt Additional 3’UTR encodes the full length 140 amino acid, 14.5 kDa protein heterogeneity Target Sequence Selection Assumes Access to Sequence Generator Target mRNA variant selection Create an alignment file of human mRNA variants in SnapGene/Geneious to identify any obvious discrepancies/differences; eliminate any redundant variants Start with National Center for Biotechnology Information (NCBI) to identify your target’s gene Verify Ensembl transcripts of interest, particularly if anything is enriched in your target tissue Ensembl provides annotated genome information, primarily for vertebrates https://useast.ensembl.org/info/website/index.html Compare exon composition Decide whether your chosen accession number/variant for algorithm input should be more inclusive or more focused Determine whether any mutational variants can be eliminated from consideration (i.e. rare splice variants, etc) Run a literature search for most commonly occurring variants If no specific mutation has been identified as a target, use most encompassing sequence Any common (> 1%?) disease-associated SNPs that might be enriched in the target patient population? Plan to reflect in screening cell lines (check the Human Protein Atlas) Medical Genetics a NCBI Resourc nd Human Variatio es n SNCA 3’UTR – Multiple Polyadenylation Sites At least 8 polyadenylation sites in 3’ UTR Literature suggests that the sites at 528-553 nt in the 3’UTR (1254 nt in the transcript) are the most prevalent in human tissues including brain Sotiriou, PMID 19540308 Marchese, PMID 29149290 Tseng, PMID 31338105 An expressed sequence tag (EST) is a short sub- sequence of a cDNA sequence. ESTs are a tool to help identify gene transcripts. They helped advance gene sequence identification in many cases. Sotiriou, PMID 19540308 Target Sequence Selection Assumes Access to Sequence Generator Target mRNA variant selection Cross-reactivity evaluation Transcript align Look for intraspecies cross-reactivity among human variants of interest ment Specifically look for XR with rodent (mouse and/or rat depending on the needs of in vivo toxicology) and NHP Run algorithm with the mouse sequence to look for hot spots for the purpose of an isotype control if no cross-reactive hits can be found Sequence selection for screening Identify top ~200 human sequences (assuming primary screen will be done in triplicate) Top 100 based on scoring from algorithm Top 100 when algorithm is sorted for cross-reactivity with mouse Run screen with the ~200 (maximum) sequences and proceed accordingly Oligonucleotide Design “Algorithm” Experimental data Gene Target Functional Non-functional sequences sequences mRNA sequence Machine learning Algorithm 45 nt “walk” “Positional Weight Matrix” Get a score Homology between species: Homology within human: Indicating Sense and antisense Mouse Homology % GC Runs of bases Hits2gID likelihood of sequences Rat to miRNAs? Hits2Accessions success NHP Rank order the outputs Art Secondary structure predictions Science Filter and select desired number of ASOs/siRNAs Tedium Confirm that selected sequences don’t overlap with SNPs 30 Workflow for In Vitro Screening and Hit Identification Tile Around IC50 IC50 Conjugatio “Hot Determinat