1
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Zhou X, Fillon Y, Shi X, Antia F, Zhou X, Lin A. Hydrogen Fluoride Imidazole: A Simple, Efficient, Mild, and Cost-Effective Silyl-Ether Deprotection Reagent. J Org Chem 2024; 89:15793-15807. [PMID: 39432813 DOI: 10.1021/acs.joc.4c01885] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2024]
Abstract
Despite the availability of numerous -OH silyl protection and deprotection methods, the selective cleavage of silyl ethers in highly complex molecules can still be a challenge. In this article, we present results from a full investigation of a novel, efficient, and mild desilylation protocol using HF/imidazole. Imidazole significantly enhances the desilylation reaction efficiency of HF, allowing clean and complete deprotection of TBDPS ethers in substrates containing both acid and base sensitive groups. For example, four- and five-mer oligonucleotides were efficiently deprotected where all other conditions failed. HF/imidazole is also an effective reagent for the deprotection of TIPS and TBDMS ethers. The reagent prepared using commercially available HF and imidazole maintained the same reactivity even after 4 years of storage at 4 °C. Residual reagents and byproducts can be readily removed with a simple workup; consequently, deprotection of TBDPS was successfully implemented in a 2.5 kg scale synthesis of a five-mer oligonucleotide.
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Affiliation(s)
- Xuan Zhou
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts 02142, United States
| | - Yannick Fillon
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts 02142, United States
| | - Xianglin Shi
- Leal Therapeutics, Worcester, Massachusetts 01609, United States
| | - Firoz Antia
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts 02142, United States
| | - Xiao Zhou
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts 02142, United States
| | - Angela Lin
- Department of Chemistry, Princeton University, Princeton, New Jersey 08544, United States
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2
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Arakawa H, Miura H, Quadros RM, Ohtsuka M, Gurumurthy C. Cross-contamination of CRISPR guides and other unrelated nucleotide sequences among commercial oligonucleotides. Nucleic Acids Res 2024; 52:3137-3145. [PMID: 38324466 PMCID: PMC11014326 DOI: 10.1093/nar/gkae068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 01/18/2024] [Accepted: 01/24/2024] [Indexed: 02/09/2024] Open
Abstract
Custom oligonucleotides (oligos) are widely used reagents in biomedical research. Some common applications of oligos include polymerase chain reaction (PCR), sequencing, hybridization, microarray, and library construction. The reliability of oligos in such applications depends on their purity and specificity. Here, we report that commercially available oligos are frequently contaminated with nonspecific sequences (i.e. other unrelated oligonucleotides). Most of the oligos that we designed to amplify clustered regularly interspersed palindromic repeats (CRISPR) guide sequences contained nonspecific CRISPR guides. These contaminants were detected in research-grade oligos procured from eight commercial oligo-suppliers located in three different geographic regions of the world. Deep sequencing of some of the oligos revealed a variety of contaminants. Given the wide range of applications of oligos, the impact of oligo cross-contamination varies greatly depending on the field and the experimental method. Incorporating appropriate control experiments in research design can help ensure that the quality of oligo reagents meets the intended purpose. This can also minimize risk depending on the purposes for which the oligos are used.
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Affiliation(s)
- Hiroshi Arakawa
- IFOM ETS - The AIRC Institute of Molecular Oncology, Milan, Italy
| | - Hiromi Miura
- Division of Basic Medical Science and Molecular Medicine, School of Medicine, Tokai University, Kanagawa Japan
| | - Rolen M Quadros
- Mouse Genome Engineering Core Facility, University of Nebraska Medical Center, Omaha, NE, USA
| | - Masato Ohtsuka
- Division of Basic Medical Science and Molecular Medicine, School of Medicine, Tokai University, Kanagawa Japan
- The Institute of Medical Sciences, Tokai University, Kanagawa, Japan
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3
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Obexer R, Nassir M, Moody ER, Baran PS, Lovelock SL. Modern approaches to therapeutic oligonucleotide manufacturing. Science 2024; 384:eadl4015. [PMID: 38603508 DOI: 10.1126/science.adl4015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Accepted: 02/28/2024] [Indexed: 04/13/2024]
Abstract
Therapeutic oligonucleotides are a powerful drug modality with the potential to treat many diseases. The rapidly growing number of therapies that have been approved and that are in advanced clinical trials will place unprecedented demands on our capacity to manufacture oligonucleotides at scale. Existing methods based on solid-phase phosphoramidite chemistry are limited by their scalability and sustainability, and new approaches are urgently needed to deliver the multiton quantities of oligonucleotides that are required for therapeutic applications. The chemistry community has risen to the challenge by rethinking strategies for oligonucleotide production. Advances in chemical synthesis, biocatalysis, and process engineering technologies are leading to increasingly efficient and selective routes to oligonucleotide sequences. We review these developments, along with remaining challenges and opportunities for innovations that will allow the sustainable manufacture of diverse oligonucleotide products.
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Affiliation(s)
- R Obexer
- Manchester Institute of Biotechnology, Department of Chemistry, University of Manchester, Manchester, UK
| | - M Nassir
- Department of Chemistry, Scripps Research, La Jolla, CA, USA
| | - E R Moody
- Manchester Institute of Biotechnology, Department of Chemistry, University of Manchester, Manchester, UK
| | - P S Baran
- Department of Chemistry, Scripps Research, La Jolla, CA, USA
| | - S L Lovelock
- Manchester Institute of Biotechnology, Department of Chemistry, University of Manchester, Manchester, UK
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4
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Zhou X, Shi X, Fillon Y, Antia F, Pickel T, Yang J, Zhang W, Delavari A, Zhang J. Simplified Oligonucleotide Phosphorus Deprotection Process with Reduced 3-(2-Cyanoethyl) Thymidine Impurities. Nucleic Acid Ther 2024; 34:83-89. [PMID: 38315742 DOI: 10.1089/nat.2023.0060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2024] Open
Abstract
Oligonucleotides have emerged as valuable new therapeutics. Presently, oligonucleotide manufacturing consists in a series of stepwise additions until the full-length product is obtained. Deprotection of the phosphorus backbone before cleavage and deprotection (C&D) by ammonolysis is necessary to control the 3-(2-cyanoethyl) thymidine (CNET) impurity. In this study, we demonstrate that the use of piperazine as a scavenger of acrylonitrile allows phosphorus deprotection and C&D to be combined in a single step. This reduces solvent consumption, processing time, and CNET levels. Additionally, we showed that substitution of piperazine for triethylamine in the phosphorus deprotection step of supported-synthesis leads to reduced reaction times and lower levels of CNET impurities.
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Affiliation(s)
- Xuan Zhou
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts, USA
| | - Xianglin Shi
- Leal Therapeutics, Worcester, Massachusetts, USA
| | - Yannick Fillon
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts, USA
| | - Firoz Antia
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts, USA
| | - Thomas Pickel
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts, USA
| | - Jing Yang
- Intellia Therapeutics, Inc., Cambridge, Massachusetts, USA
| | - William Zhang
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts, USA
| | - Armin Delavari
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts, USA
| | - Jiabao Zhang
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts, USA
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5
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Brzezinska J, Trzciński S, Strzelec J, Chmielewski MK. From CPG to hybrid support: Review on the approaches in nucleic acids synthesis in various media. Bioorg Chem 2023; 140:106806. [PMID: 37660625 DOI: 10.1016/j.bioorg.2023.106806] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Revised: 07/26/2023] [Accepted: 08/22/2023] [Indexed: 09/05/2023]
Abstract
Solid-phase synthesis is, to date, the preferred method for the manufacture of oligonucleotides, in quantities ranging from a few micrograms for research purposes to several kilograms for therapeutic or commercial use. But for large-scale oligonucleotide manufacture, scaling up and hazardous waste production pose challenges that necessitate the investigation of alternate synthetic techniques. Despite the disadvantages of glass supports, using soluble supports as a substitute presents difficulties because of their high overall yield and complex purification steps. To address these challenges, various independent approaches have been developed; however, other problems such as insufficient cycle efficiency and synthesis of oligonucleotide chains of desired length continue to exist. In this study, we present a review of the current developments, advantages, and difficulties of recently reported alternatives to supports based on controlled pore glass, and discuss the importance of a support choice to resolve issues arising during oligonucleotide synthesis.
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Affiliation(s)
- Jolanta Brzezinska
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, Noskowskiego 12/14, 61-704 Poznan, Poland
| | - Stanisław Trzciński
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, Noskowskiego 12/14, 61-704 Poznan, Poland
| | - Joanna Strzelec
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, Noskowskiego 12/14, 61-704 Poznan, Poland
| | - Marcin K Chmielewski
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, Noskowskiego 12/14, 61-704 Poznan, Poland; FutureSynthesis sp. z o.o., ul. Rubież 46B, 61-612 Poznan, Poland.
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6
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Kumar S, Arora A, Kumar R, Senapati NN, Singh BK. Recent advances in synthesis of sugar and nucleoside coumarin conjugates and their biological impact. Carbohydr Res 2023; 530:108857. [PMID: 37343455 DOI: 10.1016/j.carres.2023.108857] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 05/27/2023] [Accepted: 05/29/2023] [Indexed: 06/23/2023]
Abstract
Naturally occurring coumarin and sugar molecules have a diverse range of applications along with superior biocompatibility. Coumarin, a member of the benzopyrone family, exhibits a wide spectrum of medicinal properties, such as anti-coagulant, anti-bacterial, anti-tumor, anti-oxidant, anti-cancer, anti-inflammatory and anti-viral activities. The sugar moiety functions as the central scaffold for the synthesis of complex molecules, attributing to their excellent biocompatibility, well-defined stereochemistry, benign nature and outstanding aqueous solubility. When the coumarin moiety is conjugated with the sugar or nucleoside molecule, the resulting conjugates exhibit significant biological properties. Due to the remarkable growth of such bioconjugates in the field of science over the last decade, owing to their future prospect as a potential bioactive core, an update to this area is very much needed. The present review focusses on the synthesis, characterization and the various therapeutic applications of coumarin conjugates, i.e., sugar and nucleoside coumarin conjugates along with their perspective for future research.
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Affiliation(s)
- Sumit Kumar
- Bioorganic Laboratory, Department of Chemistry, University of Delhi, Delhi, 110007, India; Department of Chemistry and Environmental Science, Medgar Evers College, City University of New York, Brooklyn, NY, 11225, USA
| | - Aditi Arora
- Bioorganic Laboratory, Department of Chemistry, University of Delhi, Delhi, 110007, India
| | - Rajesh Kumar
- P.G. Department of Chemistry, R.D.S College, B.R.A. Bihar University, Muzaffarpur, 842002, India.
| | | | - Brajendra K Singh
- Bioorganic Laboratory, Department of Chemistry, University of Delhi, Delhi, 110007, India.
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7
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Guan B, Yan W, Stolee JA. Trace analysis of dimethoxytrityl alcohol (DMT-OH) in oligonucleotide matrices using liquid chromatography coupled with tandem mass spectrometry. ANALYTICAL METHODS : ADVANCING METHODS AND APPLICATIONS 2023; 15:1054-1061. [PMID: 36722996 DOI: 10.1039/d2ay02020c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
A liquid chromatography (LC) method with ultraviolet (UV) and tandem mass spectrometry (MS/MS) detection was developed to quantify dimethoxytrityl alcohol (DMT-OH), a small molecule byproduct generated during the detritylation reaction in oligonucleotide synthesis. The pros and cons of quantification via multiple analytical methods including LC coupled with UV, selected ion monitoring (SIM), and multiple reaction monitoring (MRM) were evaluated. The MRM method was ultimately selected for further qualification and exhibited good linearity (R2 = 0.997 from 0.5 to 64 ng mL-1), accuracy (recoveries ranging 75-90% with ≤ 2% RSD), repeatability (<5% RSD), and sensitivity (LOQ of 1.6 ng mL-1). The MRM method was further applied to analyze DMT-OH in various oligonucleotide intermediates and drug substances. Similar MRM methods for six other small molecule impurities (aniline, benzamide, isobutyramide, 2-phenylacetamide, succinamide, and uny-CTP) as well as their application are also presented.
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Affiliation(s)
- Bing Guan
- Biogen Inc., Cambridge, Massachusetts, USA
| | - Wuming Yan
- Biogen Inc., Cambridge, Massachusetts, USA
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8
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Convenient Synthesis of Triphenylphosphine Sulfide from Sulfur and Triphenylphosphine. CLEAN TECHNOLOGIES 2022. [DOI: 10.3390/cleantechnol4020013] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Elemental sulfur (S8) was found to react very rapidly (<1 min) with a stoichiometric amount of triphenylphosphine at rt in sufficient amount of solvent (0.2–0.5 mL of solvent/1 mmol of PPh3). Compared to the previously described methods, the present procedure constitute excellent access to triphenylphosphine sulfide.
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9
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Laraman FJ, Fisk H, Whittaker DTE, Cherryman JH, Diorazio LJ. Investigating the Activation Kinetics of Phosphoramidites for Oligonucleotide Synthesis. Org Process Res Dev 2022. [DOI: 10.1021/acs.oprd.1c00195] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Fiona J. Laraman
- Chemical Development, Pharmaceutical Technology & Development, Operations, AstraZeneca, Macclesfield SK10 2NA, U.K
| | - Heidi Fisk
- Chemical Development, Pharmaceutical Technology & Development, Operations, AstraZeneca, Macclesfield SK10 2NA, U.K
| | - David T. E. Whittaker
- Early Chemical Development, Pharmaceutical Sciences, BioPharmaceuticals R&D, AstraZeneca, Macclesfield SK10 2NA, U.K
| | - Janette H. Cherryman
- Chemical Development, Pharmaceutical Technology & Development, Operations, AstraZeneca, Macclesfield SK10 2NA, U.K
| | - Louis J. Diorazio
- Chemical Development, Pharmaceutical Technology & Development, Operations, AstraZeneca, Macclesfield SK10 2NA, U.K
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10
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Zhou X, Kiesman WF, Yan W, Jiang H, Antia FD, Yang J, Fillon YA, Xiao L, Shi X. Development of Kilogram-Scale Convergent Liquid-Phase Synthesis of Oligonucleotides. J Org Chem 2021; 87:2087-2110. [PMID: 34807599 DOI: 10.1021/acs.joc.1c01756] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Oligonucleotide drugs show promise to treat diseases afflicting millions of people. To address the need to manufacture large quantities of oligonucleotide therapeutics, the novel convergent liquid-phase synthesis has been developed for an 18-mer oligonucleotide drug candidate. Fragments containing tetra- and pentamers were synthesized and assembled into the 18-mer without column chromatography, which had a similar impurity profile to material made by standard solid-phase oligonucleotide synthesis. Two of the fragments have been synthesized at ∼3 kg/batch sizes and four additional tetra- and pentamer fragments were synthesized at >300-g scale, and a 34-mer was assembled from the fragments. Critical impurities are controlled in the fragment syntheses to provide oligonucleotides of purities suitable for clinical use after applying standard full-length product purification process. Impurity control in the assembly steps demonstrated the potential to eliminate chromatography of full-length oligonucleotides, which should enhance scalability and reduce the environmental impact of the process. The convergent assembly and telescoping of reactions made the long synthesis (>60 reactions) practical by reducing production time, material loss, and chances for impurity generation.
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Affiliation(s)
- Xuan Zhou
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts 02142, United States
| | - William F Kiesman
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts 02142, United States
| | - Wuming Yan
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts 02142, United States
| | - Hong Jiang
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts 02142, United States
| | - Firoz D Antia
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts 02142, United States
| | - Jing Yang
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts 02142, United States
| | - Yannick A Fillon
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts 02142, United States
| | - Li Xiao
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts 02142, United States
| | - Xianglin Shi
- Oligonucleotide Process Development, Biogen, Cambridge, Massachusetts 02142, United States
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11
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Guo X, Stolee JA, Fillon YA, Zou L. Trace-Level Determination of Acrylonitrile Generated in the Manufacturing Process of Oligonucleotides by Static Headspace Gas Chromatography with an Electron Impact(+) Mass Detector. Org Process Res Dev 2021. [DOI: 10.1021/acs.oprd.0c00527] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Affiliation(s)
- Xun Guo
- Analytical Development, Biogen Inc., Cambridge, Massachusetts 02142, United States
| | - Jessica A. Stolee
- Analytical Development, Biogen Inc., Cambridge, Massachusetts 02142, United States
| | - Yannick A. Fillon
- Antisense Oligonucleotide Development, Biogen Inc., Cambridge, Massachusetts 02142, United States
| | - Lanfang Zou
- Analytical Development, Biogen Inc., Cambridge, Massachusetts 02142, United States
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12
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McElderry JD, Hill D, Schmitt E, Su X, Stolee J. In-line Phosphoramidite Identification by FTIR to Support Real-Time Oligonucleotide Sequence Confirmation. Org Process Res Dev 2021. [DOI: 10.1021/acs.oprd.0c00479] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
| | - Daniel Hill
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
| | - Elliott Schmitt
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
| | - Xiaoye Su
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
| | - Jessica Stolee
- Biogen Inc., 225 Binney Street, Cambridge, MA 02142, United States
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13
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Andrews BI, Antia FD, Brueggemeier SB, Diorazio LJ, Koenig SG, Kopach ME, Lee H, Olbrich M, Watson AL. Sustainability Challenges and Opportunities in Oligonucleotide Manufacturing. J Org Chem 2020; 86:49-61. [PMID: 33253568 PMCID: PMC8154579 DOI: 10.1021/acs.joc.0c02291] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
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With a renewed and growing interest
in therapeutic oligonucleotides
across the pharmaceutical industry, pressure is increasing on drug
developers to take more seriously the sustainability ramifications
of this modality. With 12 oligonucleotide drugs reaching the market
to date and hundreds more in clinical trials and preclinical development,
the current state of the art in oligonucleotide production poses a
waste and cost burden to manufacturers. Legacy technologies make use
of large volumes of hazardous reagents and solvents, as well as energy-intensive
processes in synthesis, purification, and isolation. In 2016, the
American Chemical Society (ACS) Green Chemistry Institute Pharmaceutical
Roundtable (GCIPR) identified the development of greener processes
for oligonucleotide Active Pharmaceutical Ingredients (APIs) as a
critical unmet need. As a result, the Roundtable formed a focus team
with the remit of identifying green chemistry and engineering improvements
that would make oligonucleotide production more sustainable. In this
Perspective, we summarize the present challenges in oligonucleotide
synthesis, purification, and isolation; highlight potential solutions;
and encourage synergies between academia; contract research, development
and manufacturing organizations; and the pharmaceutical industry.
A critical part of our assessment includes Process Mass Intensity
(PMI) data from multiple companies to provide preliminary baseline
metrics for current oligonucleotide manufacturing processes.
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Affiliation(s)
- Benjamin I Andrews
- Chemical Development, GlaxoSmithKline, Stevenage SG1 2NY, United Kingdom
| | - Firoz D Antia
- Biogen, Inc., Cambridge, Massachusetts 02142, United States
| | | | - Louis J Diorazio
- Chemical Development, Pharmaceutical Technology & Development, Operations, AstraZeneca, Macclesfield SK10 4TF, United Kingdom
| | - Stefan G Koenig
- Genentech, Inc., A Member of the Roche Group, South San Francisco, California 94080, United States
| | - Michael E Kopach
- Eli Lilly and Company, 1400 West Raymond Street, Indianapolis, Indiana 46285, United States
| | - Heewon Lee
- Boehringer Ingelheim Pharmaceuticals Inc., Ridgefield, Connecticut 06877, United States
| | | | - Anna L Watson
- Chemical Development, Pharmaceutical Technology & Development, Operations, AstraZeneca, Macclesfield SK10 4TF, United Kingdom
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14
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Aali E, Shokuhi Rad A, Esfahanian M. Computational investigation of the strategy of DNA/RNA stabilization through the study of the conjugation of an oligonucleotide with silver and gold nanoparticles. Appl Organomet Chem 2020. [DOI: 10.1002/aoc.5690] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Affiliation(s)
- Elahe Aali
- Department of Chemical Engineering, Qaemshahr Branch Islamic Azad University Qaemshahr Iran
| | - Ali Shokuhi Rad
- Department of Chemical Engineering, Qaemshahr Branch Islamic Azad University Qaemshahr Iran
| | - Mehri Esfahanian
- Department of Chemical Engineering, Qaemshahr Branch Islamic Azad University Qaemshahr Iran
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