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Pantaleón García J, Kulkarni VV, Reese TC, Wali S, Wase SJ, Zhang J, Singh R, Caetano MS, Kadara H, Moghaddam S, Johnson FM, Wang J, Wang Y, Evans S. OBIF: an omics-based interaction framework to reveal molecular drivers of synergy. NAR Genom Bioinform 2022; 4:lqac028. [PMID: 35387383 PMCID: PMC8982434 DOI: 10.1093/nargab/lqac028] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2021] [Revised: 02/28/2022] [Accepted: 03/10/2022] [Indexed: 01/08/2023] Open
Abstract
Bioactive molecule library screening may empirically identify effective combination therapies, but molecular mechanisms underlying favorable drug–drug interactions often remain unclear, precluding further rational design. In the absence of an accepted systems theory to interrogate synergistic responses, we introduce Omics-Based Interaction Framework (OBIF) to reveal molecular drivers of synergy through integration of statistical and biological interactions in synergistic biological responses. OBIF performs full factorial analysis of feature expression data from single versus dual exposures to identify molecular clusters that reveal synergy-mediating pathways, functions and regulators. As a practical demonstration, OBIF analyzed transcriptomic and proteomic data of a dyad of immunostimulatory molecules that induces synergistic protection against influenza A and revealed unanticipated NF-κB/AP-1 cooperation that is required for antiviral protection. To demonstrate generalizability, OBIF analyzed data from a diverse array of Omics platforms and experimental conditions, successfully identifying the molecular clusters driving their synergistic responses. Hence, unlike existing synergy quantification and prediction methods, OBIF is a phenotype-driven systems model that supports multiplatform interrogation of synergy mechanisms.
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Affiliation(s)
- Jezreel Pantaleón García
- Department of Pulmonary Medicine, University of Texas MD Anderson Cancer Center, HoustonTX 77030, USA
| | - Vikram V Kulkarni
- Department of Pulmonary Medicine, University of Texas MD Anderson Cancer Center, HoustonTX 77030, USA
- MD Anderson Cancer Center UT Health Graduate School of Biomedical Sciences, Houston, TX 77030, USA
| | - Tanner C Reese
- Department of Pulmonary Medicine, University of Texas MD Anderson Cancer Center, HoustonTX 77030, USA
- Rice University, Houston, TX 77005, USA
| | - Shradha Wali
- Department of Pulmonary Medicine, University of Texas MD Anderson Cancer Center, HoustonTX 77030, USA
- MD Anderson Cancer Center UT Health Graduate School of Biomedical Sciences, Houston, TX 77030, USA
| | - Saima J Wase
- Department of Pulmonary Medicine, University of Texas MD Anderson Cancer Center, HoustonTX 77030, USA
| | - Jiexin Zhang
- Department of Bioinformatics and Computational Biology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Ratnakar Singh
- Department of Thoracic, Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Comparative Biosciences, University of Illinois at Urbana-Champaign, Urbana, IL 61802, USA
| | - Mauricio S Caetano
- Department of Pulmonary Medicine, University of Texas MD Anderson Cancer Center, HoustonTX 77030, USA
| | - Humam Kadara
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Seyed Javad Moghaddam
- Department of Pulmonary Medicine, University of Texas MD Anderson Cancer Center, HoustonTX 77030, USA
- MD Anderson Cancer Center UT Health Graduate School of Biomedical Sciences, Houston, TX 77030, USA
| | - Faye M Johnson
- Department of Thoracic, Head and Neck Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jing Wang
- Department of Bioinformatics and Computational Biology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yongxing Wang
- Department of Pulmonary Medicine, University of Texas MD Anderson Cancer Center, HoustonTX 77030, USA
| | - Scott E Evans
- Department of Pulmonary Medicine, University of Texas MD Anderson Cancer Center, HoustonTX 77030, USA
- MD Anderson Cancer Center UT Health Graduate School of Biomedical Sciences, Houston, TX 77030, USA
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Ohashi S, Hashiya F, Abe H. Variety of Nucleotide Polymerase Mutants Aiming to Synthesize Modified RNA. Chembiochem 2021; 22:2398-2406. [PMID: 33822453 DOI: 10.1002/cbic.202100004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Revised: 04/01/2021] [Indexed: 01/09/2023]
Abstract
Significant efforts have been made to develop therapeutic RNA aptamers that exploit synthetic RNA to capture target molecules. However, ensuring RNA aptamers are resistant against intrinsic nucleases remains an issue and restricts their use as therapeutics. Introduction of chemical modifications to the 2' sugar moiety of RNA improves their stability effectively and can be achieved by chemical synthesis using modified phosphoramidites; however, this approach is not suitable for preparing long RNA molecules. Although recombinant nucleotide polymerases can transcribe RNA, these polymerases cannot synthesize modified RNA because they do not recognize 2' modified nucleoside triphosphates. In this review, we focus on several polymerase mutants that tolerate substrates containing modifications of the 2' sugar moiety to synthesize RNA, and the problems that must be overcome to prepare chemically modified RNA with high efficacy by in vitro transcription.
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Affiliation(s)
- Sana Ohashi
- Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, Aichi, 464-8602, Japan
| | - Fumitaka Hashiya
- Research Center for Material Science, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, Aichi, 464-8602, Japan
| | - Hiroshi Abe
- Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, Aichi, 464-8602, Japan
- Research Center for Material Science, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, Aichi, 464-8602, Japan
- CREST, Japan Science and Technology Agency, 7, Gobancho, Chiyoda-ku, Tokyo, 102-0076, Japan
- Institute for Glyco-core Research (iGCORE), Nagoya University, Furo-cho, Chikusa-ku, Nagoya, Aichi, 464-8602, Japan
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Jauze L, Monteillet L, Mithieux G, Rajas F, Ronzitti G. Challenges of Gene Therapy for the Treatment of Glycogen Storage Diseases Type I and Type III. Hum Gene Ther 2019; 30:1263-1273. [PMID: 31319709 DOI: 10.1089/hum.2019.102] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Glycogen storage diseases (GSDs) type I (GSDI) and type III (GSDIII), the most frequent hepatic GSDs, are due to defects in glycogen metabolism, mainly in the liver. In addition to hypoglycemia and liver pathology, renal, myeloid, or muscle complications affect GSDI and GSDIII patients. Currently, patient management is based on dietary treatment preventing severe hypoglycemia and increasing the lifespan of patients. However, most of the patients develop long-term pathologies. In the past years, gene therapy for GSDI has generated proof of concept for hepatic GSDs. This resulted in a recent clinical trial of adeno-associated virus (AAV)-based gene replacement for GSDIa. However, the current limitations of AAV-mediated gene transfer still represent a challenge for successful gene therapy in GSDI and GSDIII. Indeed, transgene loss over time was observed in GSDI liver, possibly due to the degeneration of hepatocytes underlying the physiopathology of both GSDI and GSDIII and leading to hepatic tumor development. Moreover, multitissue targeting requires high vector doses to target nonpermissive tissues such as muscle and kidney. Interestingly, recent pharmacological interventions or dietary regimen aiming at the amelioration of the hepatocyte abnormalities before the administration of gene therapy demonstrated improved efficacy in GSDs. In this review, we describe the advances in gene therapy and the limitations to be overcome to achieve efficient and safe gene transfer in GSDs.
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Affiliation(s)
- Louisa Jauze
- INTEGRARE, Genethon, Inserm, Université d'Evry, Université Paris-Saclay, Evry, France.,Institut National de la Santé et de la Recherche Médicale, U1213, Lyon, France.,Université de Lyon, Lyon, France.,Université Lyon I, Villeurbanne, France
| | - Laure Monteillet
- Institut National de la Santé et de la Recherche Médicale, U1213, Lyon, France.,Université de Lyon, Lyon, France.,Université Lyon I, Villeurbanne, France
| | - Gilles Mithieux
- Institut National de la Santé et de la Recherche Médicale, U1213, Lyon, France.,Université de Lyon, Lyon, France.,Université Lyon I, Villeurbanne, France
| | - Fabienne Rajas
- Institut National de la Santé et de la Recherche Médicale, U1213, Lyon, France.,Université de Lyon, Lyon, France.,Université Lyon I, Villeurbanne, France
| | - Giuseppe Ronzitti
- INTEGRARE, Genethon, Inserm, Université d'Evry, Université Paris-Saclay, Evry, France
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Kang HR, Waskowicz L, Seifts AM, Landau DJ, Young SP, Koeberl DD. Bezafibrate Enhances AAV Vector-Mediated Genome Editing in Glycogen Storage Disease Type Ia. MOLECULAR THERAPY-METHODS & CLINICAL DEVELOPMENT 2019; 13:265-273. [PMID: 30859111 PMCID: PMC6395830 DOI: 10.1016/j.omtm.2019.02.002] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/30/2019] [Accepted: 02/06/2019] [Indexed: 01/06/2023]
Abstract
Glycogen storage disease type Ia (GSD Ia) is a rare inherited disease caused by mutations in the glucose-6-phosphatase (G6Pase) catalytic subunit gene (G6PC). Absence of G6Pase causes life-threatening hypoglycemia and long-term complications because of the accumulations of metabolic intermediates. Bezafibrate, a pan-peroxisome proliferator-activated receptor (PPAR) agonist, was administered in the context of genome editing with a zinc-finger nuclease-containing vector (AAV-ZFN) and a G6Pase donor vector (AAV-RoG6P). Bezafibrate treatment increased survival and decreased liver size (liver/body mass, p < 0.05) in combination with genome editing. Blood glucose has higher (p < 0.05) after 4 h of fasting, and liver glycogen accumulation (p < 0.05) was lower in association with higher G6Pase activity (p < 0.05). Furthermore, bezafibrate-treated mice had increased numbers of G6PC transgenes (p < 0.05) and higher ZFN activity (p < 0.01) in the liver compared with controls. PPAR-α expression was increased and PPAR-γ expression was decreased in bezafibrate-treated mice. Therefore, bezafibrate improved hepatocellular abnormalities and increased the transduction efficiency of AAV vector-mediated genome editing in liver, whereas higher expression of G6Pase corrected molecular signaling in GSD Ia. Taken together, bezafibrate shows promise as a drug for increasing AAV vector-mediated genome editing.
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Affiliation(s)
- Hye-Ri Kang
- Division of Medical Genetics, Department of Pediatrics, Duke University Medical Center, Durham, NC 27710, USA
| | - Lauren Waskowicz
- Division of Medical Genetics, Department of Pediatrics, Duke University Medical Center, Durham, NC 27710, USA
| | - Andrea M. Seifts
- Division of Medical Genetics, Department of Pediatrics, Duke University Medical Center, Durham, NC 27710, USA
| | - Dustin J. Landau
- Division of Medical Genetics, Department of Pediatrics, Duke University Medical Center, Durham, NC 27710, USA
| | - Sarah P. Young
- Division of Medical Genetics, Department of Pediatrics, Duke University Medical Center, Durham, NC 27710, USA
| | - Dwight D. Koeberl
- Division of Medical Genetics, Department of Pediatrics, Duke University Medical Center, Durham, NC 27710, USA
- Corresponding author: Dwight D. Koeberl, Division of Medical Genetics, Department of Pediatrics, Duke University Medical Center, Box 103856, Durham, NC 27710, USA.
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