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1.
Mol Ther Nucleic Acids ; 35(1): 102117, 2024 Mar 12.
Artigo em Inglês | MEDLINE | ID: mdl-38304729

RESUMO

Identifying therapeutic oligonucleotides that are cross-reactive to experimental animal species can dramatically accelerate the process of preclinical development and clinical translation. Here, we identify fully chemically-modified small interfering RNAs (siRNAs) that are cross-reactive to Janus kinase 1 (JAK1) in humans and a large variety of other species. We validated the identified siRNAs in silencing JAK1 in cell lines and skin tissues of multiple species. JAK1 is one of the four members of the JAK family of tyrosine kinases that mediate the signaling transduction of many inflammatory cytokine pathways. Dysregulation of these pathways is often involved in the pathogenesis of various immune disorders, and modulation of JAK family enzymes is an effective strategy in the clinic. Thus, this work may open up unprecedented opportunities for evaluating the modulation of JAK1 in many animal models of human inflammatory skin diseases. Further chemical engineering of the optimized JAK1 siRNAs may expand the utility of these compounds for treating immune disorders in additional tissues.

2.
Nat Commun ; 14(1): 7099, 2023 11 04.
Artigo em Inglês | MEDLINE | ID: mdl-37925520

RESUMO

Inhibition of Janus kinase (JAK) family enzymes is a popular strategy for treating inflammatory and autoimmune skin diseases. In the clinic, small molecule JAK inhibitors show distinct efficacy and safety profiles, likely reflecting variable selectivity for JAK subtypes. Absolute JAK subtype selectivity has not yet been achieved. Here, we rationally design small interfering RNAs (siRNAs) that offer sequence-specific gene silencing of JAK1, narrowing the spectrum of action on JAK-dependent cytokine signaling to maintain efficacy and improve safety. Our fully chemically modified siRNA supports efficient silencing of JAK1 expression in human skin explant and modulation of JAK1-dependent inflammatory signaling. A single injection into mouse skin enables five weeks of duration of effect. In a mouse model of vitiligo, local administration of the JAK1 siRNA significantly reduces skin infiltration of autoreactive CD8+ T cells and prevents epidermal depigmentation. This work establishes a path toward siRNA treatments as a new class of therapeutic modality for inflammatory and autoimmune skin diseases.


Assuntos
Inibidores de Janus Quinases , Vitiligo , Camundongos , Animais , Humanos , RNA Interferente Pequeno/genética , Linfócitos T CD8-Positivos/metabolismo , Autoimunidade/genética , Vitiligo/tratamento farmacológico , Vitiligo/genética , Janus Quinase 1/genética , Janus Quinase 1/metabolismo , RNA de Cadeia Dupla
4.
Mol Ther Nucleic Acids ; 33: 93-109, 2023 Sep 12.
Artigo em Inglês | MEDLINE | ID: mdl-37456778

RESUMO

Chemically modified small interfering RNAs (siRNAs) are promising therapeutics guiding sequence-specific silencing of disease genes. Identifying chemically modified siRNA sequences that effectively silence target genes remains challenging. Such determinations necessitate computational algorithms. Machine learning is a powerful predictive approach for tackling biological problems but typically requires datasets significantly larger than most available siRNA datasets. Here, we describe a framework applying machine learning to a small dataset (356 modified sequences) for siRNA efficacy prediction. To overcome noise and biological limitations in siRNA datasets, we apply a trichotomous, two-threshold, partitioning approach, producing several combinations of classification threshold pairs. We then test the effects of different thresholds on random forest machine learning model performance using a novel evaluation metric accounting for class imbalances. We identify thresholds yielding a model with high predictive power, outperforming a linear model generated from the same data, that was predictive upon experimental evaluation. Using a novel model feature extraction method, we observe target site base importances and base preferences consistent with our current understanding of the siRNA-mediated silencing mechanism, with the random forest providing higher resolution than the linear model. This framework applies to any classification challenge involving small biological datasets, providing an opportunity to develop high-performing design algorithms for oligonucleotide therapies.

5.
Mol Ther ; 31(6): 1661-1674, 2023 06 07.
Artigo em Inglês | MEDLINE | ID: mdl-37177784

RESUMO

Huntington's disease (HD) is a severe neurodegenerative disorder caused by the expansion of the CAG trinucleotide repeat tract in the huntingtin gene. Inheritance of expanded CAG repeats is needed for HD manifestation, but further somatic expansion of the repeat tract in non-dividing cells, particularly striatal neurons, hastens disease onset. Called somatic repeat expansion, this process is mediated by the mismatch repair (MMR) pathway. Among MMR components identified as modifiers of HD onset, MutS homolog 3 (MSH3) has emerged as a potentially safe and effective target for therapeutic intervention. Here, we identify a fully chemically modified short interfering RNA (siRNA) that robustly silences Msh3 in vitro and in vivo. When synthesized in a di-valent scaffold, siRNA-mediated silencing of Msh3 effectively blocked CAG-repeat expansion in the striatum of two HD mouse models without affecting tumor-associated microsatellite instability or mRNA expression of other MMR genes. Our findings establish a promising treatment approach for patients with HD and other repeat expansion diseases.


Assuntos
Doença de Huntington , Proteína 3 Homóloga a MutS , Expansão das Repetições de Trinucleotídeos , Animais , Camundongos , Corpo Estriado/metabolismo , Proteína Huntingtina/genética , Proteína Huntingtina/metabolismo , Doença de Huntington/genética , Doença de Huntington/terapia , Doença de Huntington/metabolismo , Neostriado/metabolismo , RNA de Cadeia Dupla , RNA Interferente Pequeno/genética , RNA Interferente Pequeno/metabolismo , Expansão das Repetições de Trinucleotídeos/genética , Proteína 3 Homóloga a MutS/genética
6.
Proc Natl Acad Sci U S A ; 120(11): e2219523120, 2023 03 14.
Artigo em Inglês | MEDLINE | ID: mdl-36893269

RESUMO

The continuous evolution of SARS-CoV-2 variants complicates efforts to combat the ongoing pandemic, underscoring the need for a dynamic platform for the rapid development of pan-viral variant therapeutics. Oligonucleotide therapeutics are enhancing the treatment of numerous diseases with unprecedented potency, duration of effect, and safety. Through the systematic screening of hundreds of oligonucleotide sequences, we identified fully chemically stabilized siRNAs and ASOs that target regions of the SARS-CoV-2 genome conserved in all variants of concern, including delta and omicron. We successively evaluated candidates in cellular reporter assays, followed by viral inhibition in cell culture, with eventual testing of leads for in vivo antiviral activity in the lung. Previous attempts to deliver therapeutic oligonucleotides to the lung have met with only modest success. Here, we report the development of a platform for identifying and generating potent, chemically modified multimeric siRNAs bioavailable in the lung after local intranasal and intratracheal delivery. The optimized divalent siRNAs showed robust antiviral activity in human cells and mouse models of SARS-CoV-2 infection and represent a new paradigm for antiviral therapeutic development for current and future pandemics.


Assuntos
COVID-19 , Humanos , Animais , Camundongos , RNA Interferente Pequeno/genética , COVID-19/terapia , SARS-CoV-2/genética , Antivirais/farmacologia , Antivirais/uso terapêutico , Oligonucleotídeos , Pulmão
7.
Mol Ther ; 30(8): 2709-2721, 2022 08 03.
Artigo em Inglês | MEDLINE | ID: mdl-35477658

RESUMO

Aberrant activation of interferon (IFN)-γ signaling plays a key role in several autoimmune skin diseases, including lupus erythematosus, alopecia areata, vitiligo, and lichen planus. Here, we identify fully chemically modified small interfering RNAs (siRNAs) that silence the ligand binding chain of the IFN-γ receptor (IFNGR1), for the modulation of IFN-γ signaling. Conjugating these siRNAs to docosanoic acid (DCA) enables productive delivery to all major skin cell types local to the injection site, with a single dose of injection supporting effective IFNGR1 protein reduction for at least 1 month in mice. In an ex vivo model of IFN-γ signaling, DCA-siRNA efficiently inhibits the induction of IFN-γ-inducible chemokines, CXCL9 and CXCL10, in skin biopsies from the injection site. Our data demonstrate that DCA-siRNAs can be engineered for functional gene silencing in skin and establish a path toward siRNA treatment of autoimmune skin diseases.


Assuntos
Quimiocina CXCL10 , Dermatopatias , Animais , Quimiocina CXCL10/genética , Quimiocina CXCL10/metabolismo , Interferon gama/metabolismo , Camundongos , Interferência de RNA , RNA Interferente Pequeno/genética
8.
Nucleic Acids Res ; 46(20): 10905-10916, 2018 11 16.
Artigo em Inglês | MEDLINE | ID: mdl-30169779

RESUMO

Progress in oligonucleotide chemistry has produced a shift in the nature of siRNA used, from formulated, minimally modified siRNAs, to unformulated, heavily modified siRNA conjugates. The introduction of extensive chemical modifications is essential for conjugate-mediated delivery. Modifications have a significant impact on siRNA efficacy through interference with recognition and processing by RNAi enzymatic machinery, severely restricting the sequence space available for siRNA design. Many algorithms available publicly can successfully predict the activity of non-modified siRNAs, but the efficiency of the algorithms for designing heavily modified siRNAs has never been systematically evaluated experimentally. Here we screened 356 cholesterol-conjugated siRNAs with extensive modifications and developed a linear regression-based algorithm that effectively predicts siRNA activity using two independent datasets. We further demonstrate that predictive determinants for modified and non-modified siRNAs differ substantially. The algorithm developed from the non-modified siRNAs dataset has no predictive power for modified siRNAs and vice versa. In the context of heavily modified siRNAs, the introduction of chemical asymmetry fully eliminates the requirement for thermodynamic bias, the major determinant for non-modified siRNA efficacy. Finally, we demonstrate that in addition to the sequence of the target site, the accessibility of the neighboring 3' region significantly contributes to siRNA efficacy.


Assuntos
Colesterol/química , Interferência de RNA , Processamento Pós-Transcricional do RNA , RNA Interferente Pequeno/genética , Sequência de Bases , Regulação da Expressão Gênica , Células HeLa , Humanos , Peptídeos e Proteínas de Sinalização Intracelular/genética , Peptídeos e Proteínas de Sinalização Intracelular/metabolismo , Oligodesoxirribonucleotídeos Antissenso/administração & dosagem , Oligodesoxirribonucleotídeos Antissenso/genética , Proteínas Serina-Treonina Quinases/genética , Proteínas Serina-Treonina Quinases/metabolismo , RNA Interferente Pequeno/administração & dosagem , RNA Interferente Pequeno/química , Homologia de Sequência do Ácido Nucleico , Termodinâmica
9.
J Biol Chem ; 291(12): 6304-15, 2016 Mar 18.
Artigo em Inglês | MEDLINE | ID: mdl-26786106

RESUMO

A type 3 secretion system is used by many bacterial pathogens to inject proteins into eukaryotic cells. Pathogens insert a translocon complex into the target eukaryotic membrane by secreting two proteins known as translocators. How these translocators form a translocon in the lipid bilayer and why both proteins are required remains elusive. Pseudomonas aeruginosa translocators PopB and PopD insert pores into membranes forming homo- or hetero-complexes of undetermined stoichiometry. Single-molecule fluorescence photobleaching experiments revealed that PopD formed mostly hexameric structures in membranes, whereas PopB displayed a bi-modal distribution with 6 and 12 subunits peaks. However, individually the proteins are not functional for effector translocation. We have found that when added together, the translocators formed distinct hetero-complexes containing 8 PopB and 8 PopD molecules. Thus, the interaction between PopB and PopD guide the assembly of a unique hetero-oligomer in membranes.


Assuntos
Antígenos de Bactérias/química , Proteínas de Bactérias/química , Pseudomonas aeruginosa , Sistemas de Secreção Tipo III/química , Antígenos de Bactérias/fisiologia , Proteínas de Bactérias/fisiologia , Membrana Celular/metabolismo , Células HeLa , Humanos , Bicamadas Lipídicas/química , Ligação Proteica , Multimerização Proteica , Sistemas de Secreção Tipo III/fisiologia
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