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Bhatt U, Cucchiarini A, Luo Y, Evans CW, Mergny JL, Iyer KS, Smith NM. Preferential formation of Z-RNA over intercalated motifs in long noncoding RNA. Genome Res 2024; 34:217-230. [PMID: 38355305 PMCID: PMC10984386 DOI: 10.1101/gr.278236.123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 01/31/2024] [Indexed: 02/16/2024]
Abstract
Secondary structure is a principal determinant of lncRNA function, predominantly regarding scaffold formation and interfaces with target molecules. Noncanonical secondary structures that form in nucleic acids have known roles in regulating gene expression and include G-quadruplexes (G4s), intercalated motifs (iMs), and R-loops (RLs). In this paper, we used the computational tools G4-iM Grinder and QmRLFS-finder to predict the formation of each of these structures throughout the lncRNA transcriptome in comparison to protein-coding transcripts. The importance of the predicted structures in lncRNAs in biological contexts was assessed by combining our results with publicly available lncRNA tissue expression data followed by pathway analysis. The formation of predicted G4 (pG4) and iM (piM) structures in select lncRNA sequences was confirmed in vitro using biophysical experiments under near-physiological conditions. We find that the majority of the tested pG4s form highly stable G4 structures, and identify many previously unreported G4s in biologically important lncRNAs. In contrast, none of the piM sequences are able to form iM structures, consistent with the idea that RNA is unable to form stable iMs. Unexpectedly, these C-rich sequences instead form Z-RNA structures, which have not been previously observed in regions containing cytosine repeats and represent an interesting and underexplored target for protein-RNA interactions. Our results highlight the prevalence and potential structure-associated functions of noncanonical secondary structures in lncRNAs, and show G4 and Z-RNA structure formation in many lncRNA sequences for the first time, furthering the understanding of the structure-function relationship in lncRNAs.
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Affiliation(s)
- Uditi Bhatt
- School of Molecular Sciences, The University of Western Australia, Crawley, Western Australia 6009, Australia
| | - Anne Cucchiarini
- Laboratoire d'Optique et Biosciences, École Polytechnique, CNRS, INSERM, Institut Polytechnique de Paris, 91120 Palaiseau, France
| | - Yu Luo
- Laboratoire d'Optique et Biosciences, École Polytechnique, CNRS, INSERM, Institut Polytechnique de Paris, 91120 Palaiseau, France
| | - Cameron W Evans
- School of Molecular Sciences, The University of Western Australia, Crawley, Western Australia 6009, Australia
| | - Jean-Louis Mergny
- Laboratoire d'Optique et Biosciences, École Polytechnique, CNRS, INSERM, Institut Polytechnique de Paris, 91120 Palaiseau, France
| | - K Swaminathan Iyer
- School of Molecular Sciences, The University of Western Australia, Crawley, Western Australia 6009, Australia
| | - Nicole M Smith
- School of Molecular Sciences, The University of Western Australia, Crawley, Western Australia 6009, Australia;
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2
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Irshad IU, Sharma AK. Decoding stoichiometric protein synthesis in E. coli through translation rate parameters. BIOPHYSICAL REPORTS 2023; 3:100131. [PMID: 37789867 PMCID: PMC10542608 DOI: 10.1016/j.bpr.2023.100131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 09/11/2023] [Indexed: 10/05/2023]
Abstract
E. coli is one of the most widely used organisms for understanding the principles of cellular and molecular genetics. However, we are yet to understand the origin of several experimental observations related to the regulation of gene expression in E. coli. One of the prominent examples in this context is the proportional synthesis in multiprotein complexes where all of their obligate subunits are produced in proportion to their stoichiometry. In this work, by combining the next-generation sequencing data with the stochastic simulations of protein synthesis, we explain the origin of proportional protein synthesis in multicomponent complexes. We find that the estimated initiation rates for the translation of all subunits in those complexes are proportional to their stoichiometry. This constraint on protein synthesis kinetics enforces proportional protein synthesis without requiring any feedback mechanism. We also find that the translation initiation rates in E. coli are influenced by the coding sequence length and the enrichment of A and C nucleotides near the start codon. Thus, this study rationalizes the role of conserved and nonrandom features of genes in regulating the translation kinetics and unravels a key principle of the regulation of protein synthesis.
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Affiliation(s)
| | - Ajeet K. Sharma
- Department of Physics, Indian Institute of Technology Jammu, Jammu, India
- Department of Biosciences and Bioengineering, Indian Institute of Technology Jammu, Jammu, India
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3
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Kozisek T, Samuelson L, Hamann A, Pannier AK. Systematic comparison of nonviral gene delivery strategies for efficient co-expression of two transgenes in human mesenchymal stem cells. J Biol Eng 2023; 17:76. [PMID: 38062439 PMCID: PMC10704746 DOI: 10.1186/s13036-023-00394-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Accepted: 11/20/2023] [Indexed: 01/31/2024] Open
Abstract
BACKGROUND Human mesenchymal stem cells (hMSCs) are being researched for cell-based therapies due to a host of unique properties, however, genetic modification of hMSCs, accomplished through nonviral gene delivery, could greatly advance their therapeutic potential. Furthermore, expression of multiple transgenes in hMSCs could greatly advance their clinical significance for treatment of multifaceted diseases, as individual transgenes could be expressed that target separate pathogenic drivers of complex diseases. Expressing multiple transgenes can be accomplished by delivering multiple DNA vectors encoding for each transgene, or by delivering a single poly-cistronic vector that encodes for each transgene and accomplishes expression through either use of multiple promoters, an internal ribosome entry site (IRES), or a 2A peptide sequence. These different transgene expression strategies have been used to express multiple transgenes in various mammalian cells, however, they have not been fully evaluated in difficult-to-transfect primary cells, like hMSCs. This study systematically compared four transgene expression and delivery strategies for expression of two reporter transgenes in four donors of hMSCs from two tissue sources using lipid- and polymer-mediate transfection, as follows: (i) delivery of separate DNA vectors in separate nanoparticles; (ii) delivery of separate DNA vectors combined in the same nanoparticle; (iii) delivery of a bi-cistronic DNA vector with an IRES sequence via nanoparticles; and (iv) delivery of a bi-cistronic DNA vector with a dual 2A peptide sequence via nanoparticles. RESULTS Our results indicate that expression of two transgenes in hMSCs, independent of expression or delivery strategy, is inefficient compared to expressing a single transgene. However, delivery of separate DNA vectors complexed in the same nanoparticle, or delivery of a bi-cistronic DNA vector with a dual 2A peptide sequence, significantly increased the number of hMSCs expressing both transgenes compared to other conditions tested. CONCLUSION Separate DNA vectors delivered in the same nanoparticle and bi-cistronic DNA vectors with dual 2A peptide sequences are highly efficient at simultaneously expressing two transgenes in multiple donors of hMSCs from different tissue sources. The data presented in this work can guide the development of hMSC transfection systems for delivery of multiple transgenes, with the goal of producing clinically relevant, genetically modified hMSCs.
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Affiliation(s)
- Tyler Kozisek
- Department of Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, NE, 68583-0900, USA
| | - Luke Samuelson
- Department of Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, NE, 68583-0900, USA
| | - Andrew Hamann
- Department of Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, NE, 68583-0900, USA
| | - Angela K Pannier
- Department of Biological Systems Engineering, University of Nebraska-Lincoln, Lincoln, NE, 68583-0900, USA.
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4
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Yang W, Cao J, Cheng H, Chen L, Yu M, Chen Y, Cui X. Nanoformulations targeting immune cells for cancer therapy: mRNA therapeutics. Bioact Mater 2023; 23:438-470. [PMCID: PMC9712057 DOI: 10.1016/j.bioactmat.2022.11.014] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 11/20/2022] [Accepted: 11/22/2022] [Indexed: 12/05/2022] Open
Abstract
The approved worldwide use of two messenger RNA (mRNA) vaccines (BNT162b2 and mRNA-1273) in late 2020 has proven the remarkable success of mRNA therapeutics together with lipid nanoformulation technology in protecting people against coronaviruses during COVID-19 pandemic. This unprecedented and exciting dual strategy with nanoformulations and mRNA therapeutics in play is believed to be a promising paradigm in targeted cancer immunotherapy in future. Recent advances in nanoformulation technologies play a prominent role in adapting mRNA platform in cancer treatment. In this review, we introduce the biologic principles and advancements of mRNA technology, and chemistry fundamentals of intriguing mRNA delivery nanoformulations. We discuss the latest promising nano-mRNA therapeutics for enhanced cancer immunotherapy by modulation of targeted specific subtypes of immune cells, such as dendritic cells (DCs) at peripheral lymphoid organs for initiating mRNA cancer vaccine-mediated antigen specific immunotherapy, and DCs, natural killer (NK) cells, cytotoxic T cells, or multiple immunosuppressive immune cells at tumor microenvironment (TME) for reversing immune evasion. We highlight the clinical progress of advanced nano-mRNA therapeutics in targeted cancer therapy and provide our perspectives on future directions of this transformative integrated technology toward clinical implementation.
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Affiliation(s)
- Wei Yang
- Department of Urology, Xinhua Hospital, School of Medicine, Shanghai Jiaotong University, 1665 Kongjiang Road, Shanghai, 200092, PR China
| | - Jianwei Cao
- Department of Urology, Xinhua Hospital, School of Medicine, Shanghai Jiaotong University, 1665 Kongjiang Road, Shanghai, 200092, PR China
| | - Hui Cheng
- Materdicine Lab, School of Life Sciences, Shanghai University, Shanghai, 200444, PR China
| | - Liang Chen
- Materdicine Lab, School of Life Sciences, Shanghai University, Shanghai, 200444, PR China
| | - Meihua Yu
- Materdicine Lab, School of Life Sciences, Shanghai University, Shanghai, 200444, PR China,Corresponding author
| | - Yu Chen
- Materdicine Lab, School of Life Sciences, Shanghai University, Shanghai, 200444, PR China,Corresponding author
| | - Xingang Cui
- Department of Urology, Xinhua Hospital, School of Medicine, Shanghai Jiaotong University, 1665 Kongjiang Road, Shanghai, 200092, PR China,Corresponding author
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5
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Identification and in silico characterization of CSRP3 synonymous variants in dilated cardiomyopathy. Mol Biol Rep 2023; 50:4105-4117. [PMID: 36877346 DOI: 10.1007/s11033-023-08314-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Accepted: 01/31/2023] [Indexed: 03/07/2023]
Abstract
BACKGROUND Synonymous variations have always been ignored while studying the underlying genetic mechanisms for most of the human diseases. However, recent studies have suggested that these silent changes in the genome can alter the protein expression and folding. METHODS AND RESULTS CSRP3, which is a well-known candidate gene associated with dilated cardiomyopathy (DCM) and hypertrophic cardiomyopathy (HCM), was screened for 100 idiopathic DCM cases and 100 controls. Three synonymous variations were identified viz., c.96G > A, p.K32=; c.336G > A, p.A112=; c.354G > A, p.E118=. A comprehensive in silico analysis was performed using various web based widely accepted tools, Mfold, Codon Usage, HSF3.1 and RNA22. Mfold predicted structural changes in all the variants except c.96 G > A (p.K32=), however it predicted changes in the stability of mRNA due to all the synonymous variants. Codon bias was observed as evident by the Relative Synonymous Codon Usage and Log Ratio of Codon Usage Frequencies. The Human Splicing Finder also predicted remarkable changes in the regulatory elements in the variants c.336G > A and c.354 G > A. The miRNA target prediction using varied modes available in RNA22 revealed that 70.6% of the target sites of miRNAs in CSRP3 were altered due to variant c.336G > A while 29.41% sites were completely lost. CONCLUSION Findings of the present study suggest that synonymous variants revealed striking deviations in the structural conformation of mRNA, stability of mRNA, relative synonymous codon usage, splicing and miRNA binding sites from the wild type suggesting their possible role in the pathogenesis of DCM, either by destabilizing the mRNA structure, or codon usage bias or else altering the cis-acting regulatory elements during splicing.
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6
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Waghela IN, Mallory KL, Taylor JA, Schneider CG, Savransky T, Janse CJ, Lin PJC, Tam YK, Weissman D, Angov E. Exploring in vitro expression and immune potency in mice using mRNA encoding the Plasmodium falciparum malaria antigen, CelTOS. Front Immunol 2022; 13:1026052. [PMID: 36591298 PMCID: PMC9798330 DOI: 10.3389/fimmu.2022.1026052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Accepted: 11/18/2022] [Indexed: 12/23/2022] Open
Abstract
The secreted malarial protein, Cell-Traversal protein for Ookinetes and Sporozoites (CelTOS), is highly conserved among Plasmodium species, and plays a role in the invasion of mosquito midgut cells and hepatocytes in the vertebrate host. CelTOS was identified as a potential protective antigen based on a proteomic analysis, which showed that CelTOS stimulated significant effector T cells producing IFN-γ in peripheral blood mononuclear cells (PBMCs) from radiation attenuated sporozoite-immunized, malaria-naïve human subjects. In a rodent malaria model, recombinant full-length CelTOS protein/adjuvant combinations induced sterile protection, and in several studies, functional antibodies were produced that had hepatocyte invasion inhibition and transmission-blocking activities. Despite some encouraging results, vaccine approaches using CelTOS will require improvement before it can be considered as an effective vaccine candidate. Here, we report on the use of mRNA vaccine technology to induce humoral and cell-mediated immune responses using this antigen. Several pfceltos encoding mRNA transcripts were assessed for the impact on protein translation levels in vitro. Protein coding sequences included those to evaluate the effects of signal sequence, N-glycosylation on translation, and of nucleoside substitutions. Using in vitro transfection experiments as a pre-screen, we assessed the quality of the expressed CelTOS target relative to the homogeneity, cellular localization, and durability of expression levels. Optimized mRNA transcripts, which demonstrated highest protein expression levels in vitro were selected for encapsulation in lipid nanoparticles (LNP) and used to immunize mice to assess for both humoral and cellular cytokine responses. Our findings indicate that mRNA transcripts encoding pfceltos while potent for inducing antigen-specific cellular cytokine responses in mice, were less able to mount PfCelTOS-specific antibody responses using a two-dose regimen. An additional booster dose was needed to overcome low seroconversion rates in mice. With respect to antibody fine specificities, N-glycosylation site mutated immunogens yielded lower immune responses, particularly to the N-terminus of the molecule. While it remains unclear the impact on CelTOS antigen as immunogen, this study highlights the need to optimize antigen design for vaccine development.
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Affiliation(s)
- Ishita N. Waghela
- Malaria Biologics Branch, Walter Reed Army Institute of Research, Silver Spring, MD, United States,Parsons Corporation, Centreville, VA, United States
| | - Katherine L. Mallory
- Malaria Biologics Branch, Walter Reed Army Institute of Research, Silver Spring, MD, United States,Parsons Corporation, Centreville, VA, United States
| | - Justin A. Taylor
- Malaria Biologics Branch, Walter Reed Army Institute of Research, Silver Spring, MD, United States,The Geneva Foundation, Tacoma, WA, United States
| | - Cosette G. Schneider
- Malaria Biologics Branch, Walter Reed Army Institute of Research, Silver Spring, MD, United States,Oak Ridge Institute for Science and Education, Oak Ridge, TN, United States
| | - Tatyana Savransky
- Entomology Branch, Walter Reed Army Institute of Research, Silver Spring, MD, United States,General Dynamics Information Technology, Falls Church, VA, United States
| | - Chris J. Janse
- Parasitology, Center of Infectious Diseases, Leiden University Medical Center, Leiden, Netherlands
| | | | - Ying K. Tam
- Acuitas Therapeutics Inc., Vancouver, BC, Canada
| | - Drew Weissman
- Department of Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Evelina Angov
- Malaria Biologics Branch, Walter Reed Army Institute of Research, Silver Spring, MD, United States,*Correspondence: Evelina Angov,
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Pupo A, Fernández A, Low SH, François A, Suárez-Amarán L, Samulski RJ. AAV vectors: The Rubik's cube of human gene therapy. Mol Ther 2022; 30:3515-3541. [PMID: 36203359 PMCID: PMC9734031 DOI: 10.1016/j.ymthe.2022.09.015] [Citation(s) in RCA: 89] [Impact Index Per Article: 44.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 09/21/2022] [Accepted: 09/23/2022] [Indexed: 12/12/2022] Open
Abstract
Defective genes account for ∼80% of the total of more than 7,000 diseases known to date. Gene therapy brings the promise of a one-time treatment option that will fix the errors in patient genetic coding. Recombinant viruses are highly efficient vehicles for in vivo gene delivery. Adeno-associated virus (AAV) vectors offer unique advantages, such as tissue tropism, specificity in transduction, eliciting of a relatively low immune responses, no incorporation into the host chromosome, and long-lasting delivered gene expression, making them the most popular viral gene delivery system in clinical trials, with three AAV-based gene therapy drugs already approved by the US Food and Drug Administration (FDA) or European Medicines Agency (EMA). Despite the success of AAV vectors, their usage in particular scenarios is still limited due to remaining challenges, such as poor transduction efficiency in certain tissues, low organ specificity, pre-existing humoral immunity to AAV capsids, and vector dose-dependent toxicity in patients. In the present review, we address the different approaches to improve AAV vectors for gene therapy with a focus on AAV capsid selection and engineering, strategies to overcome anti-AAV immune response, and vector genome design, ending with a glimpse at vector production methods and the current state of recombinant AAV (rAAV) at the clinical level.
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Affiliation(s)
- Amaury Pupo
- R&D Department, Asklepios BioPharmaceutical, Inc. (AskBio), 20 T.W. Alexander, Suite 110 RTP, Durham, NC 27709, USA
| | - Audry Fernández
- R&D Department, Asklepios BioPharmaceutical, Inc. (AskBio), 20 T.W. Alexander, Suite 110 RTP, Durham, NC 27709, USA
| | - Siew Hui Low
- R&D Department, Asklepios BioPharmaceutical, Inc. (AskBio), 20 T.W. Alexander, Suite 110 RTP, Durham, NC 27709, USA
| | - Achille François
- Viralgen. Parque Tecnológico de Guipuzkoa, Edificio Kuatro, Paseo Mikeletegui, 83, 20009 San Sebastián, Spain
| | - Lester Suárez-Amarán
- R&D Department, Asklepios BioPharmaceutical, Inc. (AskBio), 20 T.W. Alexander, Suite 110 RTP, Durham, NC 27709, USA
| | - Richard Jude Samulski
- R&D Department, Asklepios BioPharmaceutical, Inc. (AskBio), 20 T.W. Alexander, Suite 110 RTP, Durham, NC 27709, USA,Department of Pharmacology, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA,Corresponding author: Richard Jude Samulski, R&D Department, Asklepios BioPharmaceutical, Inc. (AskBio), 20 T.W. Alexander, Suite 110 RTP, NC 27709, USA.
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8
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Lajevardi MS, Taheri T, Gholami E, Seyed N, Rafati S. Structural analysis of PpSP15 and PsSP9 sand fly salivary proteins designed with a self-cleavable linker as a live vaccine candidate against cutaneous leishmaniasis. Parasit Vectors 2022; 15:377. [PMID: 36261836 PMCID: PMC9580450 DOI: 10.1186/s13071-022-05437-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Accepted: 08/17/2022] [Indexed: 11/13/2022] Open
Abstract
Background Leishmania parasites are deposited in the host through sand fly bites along with sand fly saliva. Therefore, salivary proteins are promising vaccine candidates for controlling leishmaniasis. Herein, two immunogenic salivary proteins, PpSP15 from Phlebotomus papatasi and PsSP9 from Phlebotomus sergenti, were selected as vaccine candidates to be delivered by live Leishmania tarentolae as vector. The stepwise in silico protocol advantaged in this study for multi-protein design in L. tarentolae is then described in detail. Methods All possible combinations of two salivary proteins, PpSP15 and PsSP9, with or without T2A peptide were designed at the mRNA and protein levels. Then, the best combination for the vaccine candidate was selected based on mRNA and protein stability along with peptide analysis. Results At the mRNA level, the most favored secondary structure was PpSP15-T2A-PsSP9. At the protein level, the refined three-dimensional models of all combinations were structurally valid; however, local quality estimation showed that the PpSp15-T2A-PsSP9 fusion had higher stability for each amino acid position, with low root-mean-square deviation (RMSD), compared with the original proteins. In silico evaluation confirmed the PpSP15-T2A-PsSP9 combination as a good Th1-polarizing candidate in terms of high IFN-γ production and low IL-10/TGF-β ratio in response to three consecutive immunizations. Potential protein expression was then confirmed by Western blotting. Conclusions The approach presented herein is among the first studies to have privileged protein homology modeling along with mRNA analysis for logical live vaccine design-coding multi-proteins. ![]()
Supplementary Information The online version contains supplementary material available at 10.1186/s13071-022-05437-x.
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Affiliation(s)
- Mahya Sadat Lajevardi
- Department of Immunotherapy and Leishmania Vaccine Research, Pasteur Institute of Iran, Tehran, Iran.,Department of Medical Biotechnology, School of Medicine, Zanjan University of Medical Sciences, Zanjan, Iran
| | - Tahereh Taheri
- Department of Immunotherapy and Leishmania Vaccine Research, Pasteur Institute of Iran, Tehran, Iran
| | - Elham Gholami
- Department of Immunotherapy and Leishmania Vaccine Research, Pasteur Institute of Iran, Tehran, Iran
| | - Negar Seyed
- Department of Immunotherapy and Leishmania Vaccine Research, Pasteur Institute of Iran, Tehran, Iran.
| | - Sima Rafati
- Department of Immunotherapy and Leishmania Vaccine Research, Pasteur Institute of Iran, Tehran, Iran.
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Foley G, Mora A, Ross CM, Bottoms S, Sützl L, Lamprecht ML, Zaugg J, Essebier A, Balderson B, Newell R, Thomson RES, Kobe B, Barnard RT, Guddat L, Schenk G, Carsten J, Gumulya Y, Rost B, Haltrich D, Sieber V, Gillam EMJ, Bodén M. Engineering indel and substitution variants of diverse and ancient enzymes using Graphical Representation of Ancestral Sequence Predictions (GRASP). PLoS Comput Biol 2022; 18:e1010633. [PMID: 36279274 PMCID: PMC9632902 DOI: 10.1371/journal.pcbi.1010633] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2022] [Revised: 11/03/2022] [Accepted: 10/04/2022] [Indexed: 11/06/2022] Open
Abstract
Ancestral sequence reconstruction is a technique that is gaining widespread use in molecular evolution studies and protein engineering. Accurate reconstruction requires the ability to handle appropriately large numbers of sequences, as well as insertion and deletion (indel) events, but available approaches exhibit limitations. To address these limitations, we developed Graphical Representation of Ancestral Sequence Predictions (GRASP), which efficiently implements maximum likelihood methods to enable the inference of ancestors of families with more than 10,000 members. GRASP implements partial order graphs (POGs) to represent and infer insertion and deletion events across ancestors, enabling the identification of building blocks for protein engineering. To validate the capacity to engineer novel proteins from realistic data, we predicted ancestor sequences across three distinct enzyme families: glucose-methanol-choline (GMC) oxidoreductases, cytochromes P450, and dihydroxy/sugar acid dehydratases (DHAD). All tested ancestors demonstrated enzymatic activity. Our study demonstrates the ability of GRASP (1) to support large data sets over 10,000 sequences and (2) to employ insertions and deletions to identify building blocks for engineering biologically active ancestors, by exploring variation over evolutionary time.
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Affiliation(s)
- Gabriel Foley
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Ariane Mora
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Connie M. Ross
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Scott Bottoms
- Campus Straubing for Biotechnology and Sustainability, Technische Universität München, Straubing, Germany
| | - Leander Sützl
- Institut für Lebensmitteltechnologie, Universität für Bodenkultur Wien, Vienna, Austria
| | - Marnie L. Lamprecht
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Julian Zaugg
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Alexandra Essebier
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Brad Balderson
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Rhys Newell
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Raine E. S. Thomson
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Bostjan Kobe
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
- Institute for Molecular Bioscience and Australian Infectious Diseases Research Centre, The University of Queensland, Brisbane, Australia
| | - Ross T. Barnard
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Luke Guddat
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Gerhard Schenk
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
- Sustainable Minerals Institute, The University of Queensland, Brisbane, Australia
| | - Jörg Carsten
- Zentralinstitut für Katalyseforschung, Technische Universität München, Munich, Germany
| | - Yosephine Gumulya
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
| | - Burkhard Rost
- Fakultät für Informatik, Technische Universität München, Munich, Germany
| | - Dietmar Haltrich
- Institut für Lebensmitteltechnologie, Universität für Bodenkultur Wien, Vienna, Austria
| | - Volker Sieber
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
- Campus Straubing for Biotechnology and Sustainability, Technische Universität München, Straubing, Germany
- Zentralinstitut für Katalyseforschung, Technische Universität München, Munich, Germany
| | - Elizabeth M. J. Gillam
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
- * E-mail: (MB); (EMJG)
| | - Mikael Bodén
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Australia
- * E-mail: (MB); (EMJG)
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Targeted Sequencing of Cytokine-Induced PI3K-Related Genes in Ulcerative Colitis, Colorectal Cancer and Colitis-Associated Cancer. Int J Mol Sci 2022; 23:ijms231911472. [PMID: 36232773 PMCID: PMC9569582 DOI: 10.3390/ijms231911472] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 09/15/2022] [Accepted: 09/20/2022] [Indexed: 11/17/2022] Open
Abstract
Chronic relapsing inflammatory bowel disease is strongly linked to an increased risk of colitis-associated cancer (CAC). One of the well-known inflammatory carcinogenesis pathways, phosphatidylinositol 3-kinase (PI3K), was identified to be a crucial mechanism in long-standing ulcerative colitis (UC). The goal of this study was to identify somatic variants in the cytokine-induced PI3K-related genes in UC, colorectal cancer (CRC) and CAC. Thirty biopsies (n = 8 long-standing UC, n = 11 CRC, n = 8 paired normal colorectal mucosa and n = 3 CAC) were subjected to targeted sequencing on 13 PI3K-related genes using Illumina sequencing and the SureSelectXT Target Enrichment System. The Genome Analysis Toolkit was used to analyze variants, while ANNOVAR was employed to detect annotations. There were 5116 intronic, 355 exonic, 172 untranslated region (UTR) and 59 noncoding intronic variations detected across all samples. Apart from a very small number of frameshifts, the distribution of missense and synonymous variants was almost equal. We discovered changed levels of IL23R, IL12Rß1, IL12Rß2, TYK2, JAK2 and OSMR in more than 50% of the samples. The IL23R variant in the UTR region, rs10889677, was identified to be a possible variant that might potentially connect CAC with UC and CRC. Additional secondary structure prediction using RNAfold revealed that mutant structures were more unstable than wildtype structures. Further functional research on the potential variants is, therefore, highly recommended since it may provide insight on the relationship between inflammation and cancer risk in the cytokine-induced PI3K pathway.
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11
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Vinde MH, Cao D, Chesterfield RJ, Yoneyama K, Gumulya Y, Thomson RES, Matila T, Ebert BE, Beveridge CA, Vickers CE, Gillam EMJ. Ancestral sequence reconstruction of the CYP711 family reveals functional divergence in strigolactone biosynthetic enzymes associated with gene duplication events in monocot grasses. THE NEW PHYTOLOGIST 2022; 235:1900-1912. [PMID: 35644901 PMCID: PMC9544836 DOI: 10.1111/nph.18285] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Accepted: 05/09/2022] [Indexed: 06/15/2023]
Abstract
The strigolactone (SL) class of phytohormones shows broad chemical diversity, the functional importance of which remains to be fully elucidated, along with the enzymes responsible for the diversification of the SL structure. Here we explore the functional evolution of the highly conserved CYP711A P450 family, members of which catalyze several key monooxygenation reactions in the strigolactone pathway. Ancestral sequence reconstruction was utilized to infer ancestral CYP711A sequences based on a comprehensive set of extant CYP711 sequences. Eleven ancestral enzymes, corresponding to key points in the CYP711A phylogenetic tree, were resurrected and their activity was characterized towards the native substrate carlactone and the pure enantiomers of the synthetic strigolactone analogue, GR24. The ancestral and extant CYP711As tested accepted GR24 as a substrate and catalyzed several diversifying oxidation reactions on the structure. Evidence was obtained for functional divergence in the CYP711A family. The monocot group 3 ancestor, arising from gene duplication events within monocot grasses, showed both increased catalytic activity towards GR24 and high stereoselectivity towards the GR24 isomer resembling strigol-type SLs. These results are consistent with a role for CYP711As in strigolactone diversification in early land plants, which may have extended to the diversification of strigol-type SLs.
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Affiliation(s)
- Marcos H. Vinde
- Australian Institute for Bioengineering and NanotechnologyThe University of QueenslandSt LuciaQld4072Australia
- School of Chemistry and Molecular BiosciencesThe University of QueenslandSt LuciaQld4072Australia
- CSIRO Synthetic Biology Future Science PlatformCSIRO Land & Water, EcoSciences PrecinctDutton ParkBrisbaneQld4012Australia
| | - Da Cao
- School of Biological Sciences, ARC Centre of Excellence for Plant Success in Nature and AgricultureThe University of QueenslandSt LuciaQld4072Australia
| | - Rebecca J. Chesterfield
- Australian Institute for Bioengineering and NanotechnologyThe University of QueenslandSt LuciaQld4072Australia
- CSIRO Synthetic Biology Future Science PlatformCSIRO Land & Water, EcoSciences PrecinctDutton ParkBrisbaneQld4012Australia
| | - Kaori Yoneyama
- Graduate School of AgricultureEhime UniversityEhime790‐8566Japan
- Japan Science and Technology AgencyPRESTOSaitama332‐0012Japan
| | - Yosephine Gumulya
- School of Chemistry and Molecular BiosciencesThe University of QueenslandSt LuciaQld4072Australia
| | - Raine E. S. Thomson
- School of Chemistry and Molecular BiosciencesThe University of QueenslandSt LuciaQld4072Australia
| | - Tebogo Matila
- School of Chemistry and Molecular BiosciencesThe University of QueenslandSt LuciaQld4072Australia
| | - Birgitta E. Ebert
- Australian Institute for Bioengineering and NanotechnologyThe University of QueenslandSt LuciaQld4072Australia
| | - Christine A. Beveridge
- School of Biological Sciences, ARC Centre of Excellence for Plant Success in Nature and AgricultureThe University of QueenslandSt LuciaQld4072Australia
| | - Claudia E. Vickers
- Japan Science and Technology AgencyPRESTOSaitama332‐0012Japan
- ARC Centre of Excellence in Synthetic BiologyQueensland University of TechnologyBrisbaneQld4000Australia
- Griffith Institute for Drug DesignGriffith UniversityNathanBrisbaneQld4111Australia
| | - Elizabeth M. J. Gillam
- School of Chemistry and Molecular BiosciencesThe University of QueenslandSt LuciaQld4072Australia
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12
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Karaiyan P, Chang CCH, Chan ES, Tey BT, Ramanan RN, Ooi CW. In silico screening and heterologous expression of soluble dimethyl sulfide monooxygenases of microbial origin in Escherichia coli. Appl Microbiol Biotechnol 2022; 106:4523-4537. [PMID: 35713659 PMCID: PMC9259527 DOI: 10.1007/s00253-022-12008-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2022] [Revised: 05/30/2022] [Accepted: 06/01/2022] [Indexed: 11/28/2022]
Abstract
Abstract Sequence-based screening has been widely applied in the discovery of novel microbial enzymes. However, majority of the sequences in the genomic databases were annotated using computational approaches and lacks experimental characterization. Hence, the success in obtaining the functional biocatalysts with improved characteristics requires an efficient screening method that considers a wide array of factors. Recombinant expression of microbial enzymes is often hampered by the undesirable formation of inclusion body. Here, we present a systematic in silico screening method to identify the proteins expressible in soluble form and with the desired biological properties. The screening approach was adopted in the recombinant expression of dimethyl sulfide (DMS) monooxygenase in Escherichia coli. DMS monooxygenase, a two-component enzyme consisting of DmoA and DmoB subunits, was used as a model protein. The success rate of producing soluble and active DmoA is 71% (5 out of 7 genes). Interestingly, the soluble recombinant DmoA enzymes exhibited the NADH:FMN oxidoreductase activity in the absence of DmoB (second subunit), and the cofactor FMN, suggesting that DmoA is also an oxidoreductase. DmoA originated from Janthinobacterium sp. AD80 showed the maximum NADH oxidation activity (maximum reaction rate: 6.6 µM/min; specific activity: 133 µM/min/mg). This novel finding may allow DmoA to be used as an oxidoreductase biocatalyst for various industrial applications. The in silico gene screening methodology established from this study can increase the success rate of producing soluble and functional enzymes while avoiding the laborious trial and error involved in the screening of a large pool of genes available. Key points • A systematic gene screening method was demonstrated. • DmoA is also an oxidoreductase capable of oxidizing NADH and reducing FMN. • DmoA oxidizes NADH in the absence of external FMN. Supplementary Information The online version contains supplementary material available at 10.1007/s00253-022-12008-8.
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Affiliation(s)
- Prasanth Karaiyan
- Chemical Engineering Discipline, School of Engineering, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia
| | - Catherine Ching Han Chang
- Arkema Thiochemicals Sdn. Bhd., Jalan PJU 1A/7A OASIS Ara Damansara, 47301, Petaling Jaya, Selangor Darul Ehsan, Malaysia
| | - Eng-Seng Chan
- Chemical Engineering Discipline, School of Engineering, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia
| | - Beng Ti Tey
- Chemical Engineering Discipline, School of Engineering, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia.,Advanced Engineering Platform, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia
| | - Ramakrishnan Nagasundara Ramanan
- Chemical Engineering Discipline, School of Engineering, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia. .,Arkema Thiochemicals Sdn. Bhd., Jalan PJU 1A/7A OASIS Ara Damansara, 47301, Petaling Jaya, Selangor Darul Ehsan, Malaysia.
| | - Chien Wei Ooi
- Chemical Engineering Discipline, School of Engineering, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia. .,Advanced Engineering Platform, Monash University Malaysia, Jalan Lagoon Selatan, 47500, Bandar Sunway, Selangor, Malaysia.
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13
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Harris KL, Thomson RES, Gumulya Y, Foley G, Carrera-Pacheco SE, Syed P, Janosik T, Sandinge AS, Andersson S, Jurva U, Bodén M, Gillam EMJ. Ancestral sequence reconstruction of a cytochrome P450 family involved in chemical defence reveals the functional evolution of a promiscuous, xenobiotic-metabolizing enzyme in vertebrates. Mol Biol Evol 2022; 39:6593376. [PMID: 35639613 PMCID: PMC9185370 DOI: 10.1093/molbev/msac116] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
The cytochrome P450 family 1 enzymes (CYP1s) are a diverse family of hemoprotein monooxygenases, which metabolize many xenobiotics including numerous environmental carcinogens. However, their historical function and evolution remain largely unstudied. Here we investigate CYP1 evolution via the reconstruction and characterization of the vertebrate CYP1 ancestors. Younger ancestors and extant forms generally demonstrated higher activity toward typical CYP1 xenobiotic and steroid substrates than older ancestors, suggesting significant diversification away from the original CYP1 function. Caffeine metabolism appears to be a recently evolved trait of the CYP1A subfamily, observed in the mammalian CYP1A lineage, and may parallel the recent evolution of caffeine synthesis in multiple separate plant species. Likewise, the aryl hydrocarbon receptor agonist, 6-formylindolo[3,2-b]carbazole (FICZ) was metabolized to a greater extent by certain younger ancestors and extant forms, suggesting that activity toward FICZ increased in specific CYP1 evolutionary branches, a process that may have occurred in parallel to the exploitation of land where UV-exposure was higher than in aquatic environments. As observed with previous reconstructions of P450 enzymes, thermostability correlated with evolutionary age; the oldest ancestor was up to 35 °C more thermostable than the extant forms, with a 10T50 (temperature at which 50% of the hemoprotein remains intact after 10 min) of 71 °C. This robustness may have facilitated evolutionary diversification of the CYP1s by buffering the destabilizing effects of mutations that conferred novel functions, a phenomenon which may also be useful in exploiting the catalytic versatility of these ancestral enzymes for commercial application as biocatalysts.
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Affiliation(s)
- Kurt L Harris
- School of Chemistry and Molecular Biosciences, The University of Queensland, St. Lucia, Brisbane, 4072 Australia
| | - Raine E S Thomson
- School of Chemistry and Molecular Biosciences, The University of Queensland, St. Lucia, Brisbane, 4072 Australia
| | - Yosephine Gumulya
- School of Chemistry and Molecular Biosciences, The University of Queensland, St. Lucia, Brisbane, 4072 Australia
| | - Gabriel Foley
- School of Chemistry and Molecular Biosciences, The University of Queensland, St. Lucia, Brisbane, 4072 Australia
| | - Saskya E Carrera-Pacheco
- Centro de Investigación Biomédica, Facultad de Ciencias de la Salud Eugenio Espejo, Universidad UTE, Quito 170147, Ecuador
| | - Parnayan Syed
- School of Chemistry and Molecular Biosciences, The University of Queensland, St. Lucia, Brisbane, 4072 Australia
| | - Tomasz Janosik
- RISE Research Institutes of Sweden, Division Bioeconomy and Health, Chemical Process and Pharmaceutical Development, Södertälje, Sweden
| | - Ann-Sofie Sandinge
- DMPK, Early Cardiovascular, Renal and Metabolism, BioPharmaceuticals R&D, Astrazeneca, Gothenburg, Sweden
| | - Shalini Andersson
- Discovery Sciences, BioPharmaceuticals R&D, Astrazeneca, Gothenburg, Sweden
| | - Ulrik Jurva
- DMPK, Early Cardiovascular, Renal and Metabolism, BioPharmaceuticals R&D, Astrazeneca, Gothenburg, Sweden
| | - Mikael Bodén
- School of Chemistry and Molecular Biosciences, The University of Queensland, St. Lucia, Brisbane, 4072 Australia
| | - Elizabeth M J Gillam
- School of Chemistry and Molecular Biosciences, The University of Queensland, St. Lucia, Brisbane, 4072 Australia
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14
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Kwon S, Kwon M, Im S, Lee K, Lee H. mRNA vaccines: the most recent clinical applications of synthetic mRNA. Arch Pharm Res 2022; 45:245-262. [PMID: 35426547 PMCID: PMC9012156 DOI: 10.1007/s12272-022-01381-7] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Accepted: 04/05/2022] [Indexed: 12/24/2022]
Abstract
Synthetic mRNA has been considered as an emerging biotherapeutic agent for the past decades. Recently, the SARS-CoV-2 pandemic has led to the first clinical use of synthetic mRNA. mRNA vaccines showed far surpassing influences on the public as compared to other vaccine platforms such as viral vector vaccines and recombinant protein vaccines. It allowed rapid development and production of vaccines that have never been achieved in history. Synthetic mRNA, called in vitro transcribed (IVT) mRNA, is the key component of mRNA vaccines. It has several advantages over conventional gene-expressing systems such as plasmid DNA and viral vectors. It can translate proteins in the cytoplasm by structurally resembling natural mRNA and exhibit various protein expression patterns depending on how it is engineered. Another advantage is that synthetic mRNA enables fast, scalable, and cost-effective production. Therefore, starting with the mRNA vaccine, synthetic mRNA is now in the spotlight as a promising new drug development agent. In this review, we will summarize the latest IVT mRNA technology such as new mRNA structures or large-scale production. In addition, the nature of the innate immunogenicity of IVT mRNA will be discussed along with its roles in the development of vaccines. Finally, the principles of the mRNA vaccine and the future direction of synthetic mRNA will be provided.
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Affiliation(s)
- Suji Kwon
- College of Pharmacy, Graduate School of Pharmaceutical Sciences, Ewha Womans University, Seoul, 03760, Republic of Korea
| | - Minseon Kwon
- College of Pharmacy, Graduate School of Pharmaceutical Sciences, Ewha Womans University, Seoul, 03760, Republic of Korea
| | - Seongeun Im
- College of Pharmacy, Graduate School of Pharmaceutical Sciences, Ewha Womans University, Seoul, 03760, Republic of Korea
| | - Kyuri Lee
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Gyeongsang National University, Jinju, 52828, Republic of Korea.
| | - Hyukjin Lee
- College of Pharmacy, Graduate School of Pharmaceutical Sciences, Ewha Womans University, Seoul, 03760, Republic of Korea.
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15
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Lee MJ, Lee I, Wang K. Recent Advances in RNA Therapy and Its Carriers to Treat the Single-Gene Neurological Disorders. Biomedicines 2022; 10:biomedicines10010158. [PMID: 35052837 PMCID: PMC8773368 DOI: 10.3390/biomedicines10010158] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2021] [Revised: 01/07/2022] [Accepted: 01/11/2022] [Indexed: 02/07/2023] Open
Abstract
The development of new sequencing technologies in the post-genomic era has accelerated the identification of causative mutations of several single gene disorders. Advances in cell and animal models provide insights into the underlining pathogenesis, which facilitates the development and maturation of new treatment strategies. The progress in biochemistry and molecular biology has established a new class of therapeutics—the short RNAs and expressible long RNAs. The sequences of therapeutic RNAs can be optimized to enhance their stability and translatability with reduced immunogenicity. The chemically-modified RNAs can also increase their stability during intracellular trafficking. In addition, the development of safe and high efficiency carriers that preserves the integrity of therapeutic RNA molecules also accelerates the transition of RNA therapeutics into the clinic. For example, for diseases that are caused by genetic defects in a specific protein, an effective approach termed “protein replacement therapy” can provide treatment through the delivery of modified translatable mRNAs. Short interference RNAs can also be used to treat diseases caused by gain of function mutations or restore the splicing aberration defects. Here we review the applications of newly developed RNA-based therapeutics and its delivery and discuss the clinical evidence supporting the potential of RNA-based therapy in single-gene neurological disorders.
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Affiliation(s)
- Ming-Jen Lee
- Department of Neurology, National Taiwan University Hospital, Taipei 10012, Taiwan;
- Department of Medical Genetics, National Taiwan University Hospital, Taipei 10012, Taiwan
| | - Inyoul Lee
- Institute for Systems Biology, Seattle, WA 98109, USA;
| | - Kai Wang
- Institute for Systems Biology, Seattle, WA 98109, USA;
- Correspondence: ; Tel.: +1-206-732-1336
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16
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Altamura R, Doshi J, Benenson Y. Rational design and construction of multi-copy biomanufacturing islands in mammalian cells. Nucleic Acids Res 2022; 50:561-578. [PMID: 34893882 PMCID: PMC8754653 DOI: 10.1093/nar/gkab1214] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 11/21/2021] [Accepted: 11/26/2021] [Indexed: 11/14/2022] Open
Abstract
Cell line development is a critical step in the establishment of a biopharmaceutical manufacturing process. Current protocols rely on random transgene integration and amplification. Due to considerable variability in transgene integration profiles, this workflow results in laborious screening campaigns before stable producers can be identified. Alternative approaches for transgene dosage increase and integration are therefore highly desirable. In this study, we present a novel strategy for the rapid design, construction, and genomic integration of engineered multiple-copy gene constructs consisting of up to 10 gene expression cassettes. Key to this strategy is the diversification, at the sequence level, of the individual gene cassettes without altering their protein products. We show a computational workflow for coding and regulatory sequence diversification and optimization followed by experimental assembly of up to nine gene copies and a sentinel reporter on a contiguous scaffold. Transient transfections in CHO cells indicates that protein expression increases with the gene copy number on the scaffold. Further, we stably integrate these cassettes into a pre-validated genomic locus. Altogether, our findings point to the feasibility of engineering a fully mapped multi-copy recombinant protein 'production island' in a mammalian cell line with greatly reduced screening effort, improved stability, and predictable product titers.
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Affiliation(s)
- Raffaele Altamura
- Department of Biosystems Science and Engineering, ETH Zurich, Mattenstrasse 26, Basel, 4058, Switzerland
| | - Jiten Doshi
- Department of Biosystems Science and Engineering, ETH Zurich, Mattenstrasse 26, Basel, 4058, Switzerland
| | - Yaakov Benenson
- Department of Biosystems Science and Engineering, ETH Zurich, Mattenstrasse 26, Basel, 4058, Switzerland
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17
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Abstract
mRNA drugs can preempt infectious disease and treat Mendelian disorders, such as sickle cell anemia, muscular dystrophy, and cystic fibrosis, as well as autoimmunity and cancer. The three major therapeutic areas for which mRNA delivery is currently being explored are antigen production, including the COVID-19 vaccine, protein replacement therapy, and genome engineering. It was demonstrated 30 years ago that introducing in vitro transcribed mRNA intramuscularly results in detectable protein expression for specific antigens protecting against the likes of influenza and cancer. Utilizing mRNA as a therapeutic modality, however, is challenging. mRNA is large and anionic and, as a result, cannot passively diffuse across the negatively charged plasma membrane. In addition, RNases present in the bloodstream and tissues rapidly degrade mRNA, and its administration induces the innate immune response. In consequence, lipid-, polymer-, dendrimer-, and natural membrane-based mRNA drug delivery systems have been developed to deliver mRNA to target cells. Significant efforts and investments have been made to translate some of these systems into the clinic. Specifically, systemically administered lipid nanoparticles (LNPs) have delivered mRNA to the liver, and intramuscularly administered LNPs have delivered mRNA to immune cells to protect against coronavirus disease of 2019. However, clinically relevant delivery in non-liver tissues such as the spleen, lungs, heart, eye, central nervous system, and lymphatics requires improved drug delivery systems.In this Account, we provide an overview of key advances that have led us to Food and Drug Administration approval for the Pfizer/BioNTech mRNA-based vaccine against SARS-CoV-2 and Emergency Use Authorization for the Moderna mRNA-based vaccine against the same disease, and we explain how these developments will contribute to the clinical translation of mRNA therapeutics targeted outside of the liver. We first focus on the chemical modifications and sequence optimization that can improve the potency of mRNA, resulting in greatly improved pharmacokinetics. After detailing what makes an ideal mRNA payload, we review drug delivery systems used to deliver the payload into target cells. We describe efforts to reduce clearance by the liver, a key obstacle to the development of non-liver therapies. We then consider recent examples of nanoparticles that have delivered mRNA to non-liver tissues. Finally, we discuss current clinical mRNA programs, focusing on the COVID vaccines and highlighting lessons that may be applied to future mRNA drugs.
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Affiliation(s)
- David Loughrey
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, Georgia 30332, United States
| | - James E. Dahlman
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University School of Medicine, Atlanta, Georgia 30332, United States
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18
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Bhandari BK, Lim CS, Remus DM, Chen A, van Dolleweerd C, Gardner PP. Analysis of 11,430 recombinant protein production experiments reveals that protein yield is tunable by synonymous codon changes of translation initiation sites. PLoS Comput Biol 2021; 17:e1009461. [PMID: 34610008 PMCID: PMC8519471 DOI: 10.1371/journal.pcbi.1009461] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2021] [Revised: 10/15/2021] [Accepted: 09/19/2021] [Indexed: 12/16/2022] Open
Abstract
Recombinant protein production is a key process in generating proteins of interest in the pharmaceutical industry and biomedical research. However, about 50% of recombinant proteins fail to be expressed in a variety of host cells. Here we show that the accessibility of translation initiation sites modelled using the mRNA base-unpairing across the Boltzmann's ensemble significantly outperforms alternative features. This approach accurately predicts the successes or failures of expression experiments, which utilised Escherichia coli cells to express 11,430 recombinant proteins from over 189 diverse species. On this basis, we develop TIsigner that uses simulated annealing to modify up to the first nine codons of mRNAs with synonymous substitutions. We show that accessibility captures the key propensity beyond the target region (initiation sites in this case), as a modest number of synonymous changes is sufficient to tune the recombinant protein expression levels. We build a stochastic simulation model and show that higher accessibility leads to higher protein production and slower cell growth, supporting the idea of protein cost, where cell growth is constrained by protein circuits during overexpression.
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Affiliation(s)
- Bikash K. Bhandari
- Department of Biochemistry, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Chun Shen Lim
- Department of Biochemistry, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Daniela M. Remus
- Callaghan Innovation Protein Science and Engineering, University of Canterbury, Christchurch, New Zealand
| | - Augustine Chen
- Department of Biochemistry, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - Craig van Dolleweerd
- Biomolecular Interaction Center, University of Canterbury, Christchurch, New Zealand
| | - Paul P. Gardner
- Department of Biochemistry, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
- Biomolecular Interaction Center, University of Canterbury, Christchurch, New Zealand
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19
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Watts A, Sankaranarayanan S, Watts A, Raipuria RK. Optimizing protein expression in heterologous system: Strategies and tools. Meta Gene 2021. [DOI: 10.1016/j.mgene.2021.100899] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
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20
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Glover KKM, Sutherland DM, Dermody TS, Coombs KM. A Single Point Mutation, Asn 16→Lys, Dictates the Temperature-Sensitivity of the Reovirus tsG453 Mutant. Viruses 2021; 13:v13020289. [PMID: 33673179 PMCID: PMC7917769 DOI: 10.3390/v13020289] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2020] [Revised: 02/08/2021] [Accepted: 02/09/2021] [Indexed: 11/16/2022] Open
Abstract
Studies of conditionally lethal mutants can help delineate the structure-function relationships of biomolecules. Temperature-sensitive (ts) mammalian reovirus (MRV) mutants were isolated and characterized many years ago. Two of the most well-defined MRV ts mutants are tsC447, which contains mutations in the S2 gene encoding viral core protein σ2, and tsG453, which contains mutations in the S4 gene encoding major outer-capsid protein σ3. Because many MRV ts mutants, including both tsC447 and tsG453, encode multiple amino acid substitutions, the specific amino acid substitutions responsible for the ts phenotype are unknown. We used reverse genetics to recover recombinant reoviruses containing the single amino acid polymorphisms present in ts mutants tsC447 and tsG453 and assessed the recombinant viruses for temperature-sensitivity by efficiency-of-plating assays. Of the three amino acid substitutions in the tsG453 S4 gene, Asn16-Lys was solely responsible for the tsG453ts phenotype. Additionally, the mutant tsC447 Ala188-Val mutation did not induce a temperature-sensitive phenotype. This study is the first to employ reverse genetics to identify the dominant amino acid substitutions responsible for the tsC447 and tsG453 mutations and relate these substitutions to respective phenotypes. Further studies of other MRV ts mutants are warranted to define the sequence polymorphisms responsible for temperature sensitivity.
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Affiliation(s)
- Kathleen K. M. Glover
- Department of Medical Microbiology and Infectious Diseases, Room 543 Basic Medical Sciences Building, 745 Bannatyne Avenue, University of Manitoba, Winnipeg, MB R3E OJ9, Canada;
| | - Danica M. Sutherland
- Department of Pediatrics, University of Pittsburgh School of Medicine, 4401 Penn Avenue, Pittsburgh, PA 15224, USA; (D.M.S.); (T.S.D.)
- Institute of Infection, Inflammation, and Immunity, UPMC Children’s Hospital of Pittsburgh, 4401 Penn Avenue, Pittsburgh, PA 15224, USA
| | - Terence S. Dermody
- Department of Pediatrics, University of Pittsburgh School of Medicine, 4401 Penn Avenue, Pittsburgh, PA 15224, USA; (D.M.S.); (T.S.D.)
- Institute of Infection, Inflammation, and Immunity, UPMC Children’s Hospital of Pittsburgh, 4401 Penn Avenue, Pittsburgh, PA 15224, USA
- Department of Microbiology and Molecular Genetics, University of Pittsburgh School of Medicine, 4401 Penn Avenue, Pittsburgh, PA 15224, USA
| | - Kevin M. Coombs
- Department of Medical Microbiology and Infectious Diseases, Room 543 Basic Medical Sciences Building, 745 Bannatyne Avenue, University of Manitoba, Winnipeg, MB R3E OJ9, Canada;
- Manitoba Centre for Proteomics and Systems Biology, 715 McDermot Avenue, University of Manitoba, Winnipeg, MB R3E 3P4, Canada
- Correspondence: ; Tel.: +1-204-789-3976
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21
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Ben-Sasson AJ, Watson JL, Sheffler W, Johnson MC, Bittleston A, Somasundaram L, Decarreau J, Jiao F, Chen J, Mela I, Drabek AA, Jarrett SM, Blacklow SC, Kaminski CF, Hura GL, De Yoreo JJ, Ruohola-Baker H, Kollman JM, Derivery E, Baker D. Design of biologically active binary protein 2D materials. Nature 2021; 589:468-473. [PMID: 33408408 PMCID: PMC7855610 DOI: 10.1038/s41586-020-03120-8] [Citation(s) in RCA: 65] [Impact Index Per Article: 21.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2019] [Accepted: 11/06/2020] [Indexed: 02/07/2023]
Abstract
Ordered two-dimensional arrays such as S-layers1,2 and designed analogues3-5 have intrigued bioengineers6,7, but with the exception of a single lattice formed with flexible linkers8, they are constituted from just one protein component. Materials composed of two components have considerable potential advantages for modulating assembly dynamics and incorporating more complex functionality9-12. Here we describe a computational method to generate co-assembling binary layers by designing rigid interfaces between pairs of dihedral protein building blocks, and use it to design a p6m lattice. The designed array components are soluble at millimolar concentrations, but when combined at nanomolar concentrations, they rapidly assemble into nearly crystalline micrometre-scale arrays nearly identical to the computational design model in vitro and in cells without the need for a two-dimensional support. Because the material is designed from the ground up, the components can be readily functionalized and their symmetry reconfigured, enabling formation of ligand arrays with distinguishable surfaces, which we demonstrate can drive extensive receptor clustering, downstream protein recruitment and signalling. Using atomic force microscopy on supported bilayers and quantitative microscopy on living cells, we show that arrays assembled on membranes have component stoichiometry and structure similar to arrays formed in vitro, and that our material can therefore impose order onto fundamentally disordered substrates such as cell membranes. In contrast to previously characterized cell surface receptor binding assemblies such as antibodies and nanocages, which are rapidly endocytosed, we find that large arrays assembled at the cell surface suppress endocytosis in a tunable manner, with potential therapeutic relevance for extending receptor engagement and immune evasion. Our work provides a foundation for a synthetic cell biology in which multi-protein macroscale materials are designed to modulate cell responses and reshape synthetic and living systems.
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Affiliation(s)
- Ariel J. Ben-Sasson
- Department of Biochemistry, University of Washington,
Seattle, WA 98195, USA,Institute for Protein Design, University of Washington,
Seattle, WA 98195, USA
| | - Joseph L. Watson
- MRC Laboratory of Molecular Biology, Francis Crick Avenue,
Cambridge, UK
| | - William Sheffler
- Department of Biochemistry, University of Washington,
Seattle, WA 98195, USA,Institute for Protein Design, University of Washington,
Seattle, WA 98195, USA
| | | | - Alice Bittleston
- MRC Laboratory of Molecular Biology, Francis Crick Avenue,
Cambridge, UK
| | - Logeshwaran Somasundaram
- Institute for Stem Cell and Regenerative Medicine,
University of Washington, School of Medicine, Seattle, WA 98109, USA
| | - Justin Decarreau
- Department of Biochemistry, University of Washington,
Seattle, WA 98195, USA,Institute for Protein Design, University of Washington,
Seattle, WA 98195, USA
| | - Fang Jiao
- Department of Materials Science and Engineering, University
of Washington, Seattle, WA 98195, USA
| | - Jiajun Chen
- Department of Materials Science and Engineering, University
of Washington, Seattle, WA 98195, USA,Physical Sciences Division, Pacific Northwest National
Laboratory, Richland, WA 99352, USA
| | - Ioanna Mela
- Department of Chemical Engineering and Biotechnology,
University of Cambridge, Cambridge, UK
| | - Andrew A. Drabek
- Department of Biological Chemistry and Molecular
Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - Sanchez M. Jarrett
- Department of Biological Chemistry and Molecular
Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - Stephen C. Blacklow
- Department of Biological Chemistry and Molecular
Pharmacology, Harvard Medical School, Boston, MA 02115, USA,Department of Cancer Biology, Dana-Farber Cancer Institute,
Boston, MA 02215, USA
| | - Clemens F. Kaminski
- Department of Chemical Engineering and Biotechnology,
University of Cambridge, Cambridge, UK
| | - Greg L. Hura
- Molecular Biophysics and Integrated Bioimaging, Lawrence
Berkeley National Lab, Berkeley, CA 94720, USA
| | - James J De Yoreo
- Department of Materials Science and Engineering, University
of Washington, Seattle, WA 98195, USA,Physical Sciences Division, Pacific Northwest National
Laboratory, Richland, WA 99352, USA
| | - Hannele Ruohola-Baker
- Department of Biochemistry, University of Washington,
Seattle, WA 98195, USA,Institute for Stem Cell and Regenerative Medicine,
University of Washington, School of Medicine, Seattle, WA 98109, USA
| | - Justin M. Kollman
- Department of Biochemistry, University of Washington,
Seattle, WA 98195, USA
| | - Emmanuel Derivery
- MRC Laboratory of Molecular Biology, Francis Crick Avenue,
Cambridge, UK
| | - David Baker
- Department of Biochemistry, University of Washington,
Seattle, WA 98195, USA,Institute for Protein Design, University of Washington,
Seattle, WA 98195, USA,Howard Hughes Medical Institute, University of
Washington, Seattle, WA 98195, USA
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22
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Şen A, Kargar K, Akgün E, Pınar MÇ. Codon optimization: a mathematical programing approach. Bioinformatics 2020; 36:4012-4020. [DOI: 10.1093/bioinformatics/btaa248] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2018] [Revised: 11/25/2019] [Accepted: 04/13/2020] [Indexed: 12/11/2022] Open
Abstract
AbstractMotivationSynthesizing proteins in heterologous hosts is an important tool in biotechnology. However, the genetic code is degenerate and the codon usage is biased in many organisms. Synonymous codon changes that are customized for each host organism may have a significant effect on the level of protein expression. This effect can be measured by using metrics, such as codon adaptation index, codon pair bias, relative codon bias and relative codon pair bias. Codon optimization is designing codons that improve one or more of these objectives. Currently available algorithms and software solutions either rely on heuristics without providing optimality guarantees or are very rigid in modeling different objective functions and restrictions.ResultsWe develop an effective mixed integer linear programing (MILP) formulation, which considers multiple objectives. Our numerical study shows that this formulation can be effectively used to generate (Pareto) optimal codon designs even for very long amino acid sequences using a standard commercial solver. We also show that one can obtain designs in the efficient frontier in reasonable solution times and incorporate other complex objectives, such as mRNA secondary structures in codon design using MILP formulations.Availability and implementationhttp://alpersen.bilkent.edu.tr/codonoptimization/CodonOptimization.zip.
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Affiliation(s)
- Alper Şen
- Department of Industrial Engineering, Bilkent University, Ankara 06800, Turkey
| | - Kamyar Kargar
- Department of Industrial Engineering, Bilkent University, Ankara 06800, Turkey
| | - Esma Akgün
- Department of Management Sciences, University of Waterloo, Waterloo, ON N2L 3G1, Canada
| | - Mustafa Ç Pınar
- Department of Industrial Engineering, Bilkent University, Ankara 06800, Turkey
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23
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Linares-Fernández S, Lacroix C, Exposito JY, Verrier B. Tailoring mRNA Vaccine to Balance Innate/Adaptive Immune Response. Trends Mol Med 2020; 26:311-323. [PMID: 31699497 DOI: 10.1016/j.molmed.2019.10.002] [Citation(s) in RCA: 186] [Impact Index Per Article: 46.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2019] [Revised: 10/04/2019] [Accepted: 10/08/2019] [Indexed: 12/25/2022]
Abstract
mRNA vaccine platforms present numerous advantages, such as versatility, rapid production, and induction of cellular and humoral responses. Moreover, mRNAs have inherent adjuvant properties due to their complex interaction with pattern recognition receptors (PRRs). This recognition can be either beneficial in activating antigen-presenting cells (APCs) or detrimental by indirectly blocking mRNA translation. To decipher this Janus effect, we describe the different innate response mechanisms triggered by mRNA molecules and how each element from the 5' cap to the poly-A tail interferes with innate/adaptive immune responses. Then, we emphasize the importance of some critical steps such as production, purification, and formulation as key events to further improve the quality of immune responses and balance innate and adaptive immunity.
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Affiliation(s)
- Sergio Linares-Fernández
- Université Claude Bernard Lyon 1 - Laboratoire de Biologie Tissulaire et d'Ingénierie Thérapeutique, UMR 5305, Université Lyon 1, CNRS, IBCP, Lyon, France
| | - Céline Lacroix
- Université Claude Bernard Lyon 1 - Laboratoire de Biologie Tissulaire et d'Ingénierie Thérapeutique, UMR 5305, Université Lyon 1, CNRS, IBCP, Lyon, France
| | - Jean-Yves Exposito
- Université Claude Bernard Lyon 1 - Laboratoire de Biologie Tissulaire et d'Ingénierie Thérapeutique, UMR 5305, Université Lyon 1, CNRS, IBCP, Lyon, France
| | - Bernard Verrier
- Université Claude Bernard Lyon 1 - Laboratoire de Biologie Tissulaire et d'Ingénierie Thérapeutique, UMR 5305, Université Lyon 1, CNRS, IBCP, Lyon, France.
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24
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Stepwise optimization of recombinant protein production in Escherichia coli utilizing computational and experimental approaches. Appl Microbiol Biotechnol 2020; 104:3253-3266. [DOI: 10.1007/s00253-020-10454-w] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2019] [Revised: 01/28/2020] [Accepted: 02/07/2020] [Indexed: 12/14/2022]
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25
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Heidari S, Hamedi J, Olad G, Amani J, Rastegar Shariat Panahi M, Najafi A. Structural and functional evaluation of recombinant histidine phosphokinase NisK and response regulator NisR: in silico and experimental approach. World J Microbiol Biotechnol 2019; 35:169. [PMID: 31654140 DOI: 10.1007/s11274-019-2735-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Accepted: 09/26/2019] [Indexed: 11/29/2022]
Abstract
In the two-component system of NisRK from Lactococcus lactis, the production of nisin is affected by transmembrane NisK and activation of intracellular NisR. The transcription of nisin structural genes can be induced by derivatives of nisin. NisR activation leads to the activation of nisA/Z transcription, which encodes the nisin maturation machinery, nisin regulation and activation of the nisFEG operon to confer immunity. The aim of this study was to express the Lactococcus lactis histidine phosphokinase NisK and response regulator NisR in E. coli, and to perform activity assays and in silico analysis. In silico methods were applied to study the properties and structures of the NisK and NisR proteins, including prediction of physicochemical characteristics, secondary and tertiary structure, stability and ligand-receptor interactions.pET32a and pET28a vectors containing synthetic nisK and nisR genes were transformed into E. coli followed by IPTG induction. SDS-PAGE and western blotting methods were applied to confirm the presence and identity of the amplified proteins. Following purification, the proteins were dialyzed and then prepared for activity assay. The CAI index showed that the genes was compatible with the E. coli host and that the proteins have effective expression. Also, the mRNA prediction results suggest that there is enough mRNA stability for efficient translation in the new host. NisK and NisR recombinant proteins were expressed in E. coli with half - lives of around 10 h and were confirmed with molecular weights of 27 kDa and 69 kDa, respectively, by SDS-PAGE and western blotting. The secondary structure of the recombinant proteins as predicted by circular dichroism spectroscopy was similar to the in silico protein structures. Activity assay of recombinant NisK was performed by measuring the amount of consumed ATP according to the light produced by luciferase. Because NisK and NisR have a direct impact on each other, they have an essential role in increasing the production of nisin and they can be used in different research fields. Our results demonstrated that recombinant proteins NisK and NisR preserved their structure and function after expression.
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Affiliation(s)
- Sahar Heidari
- Applied Biotechnology Research Center, Baqiyatallah University of Medical Sciences, Vanak Sq. Molasadra St., P.O. Box 19395-5487, Tehran, Iran
| | - Javad Hamedi
- Department of Microbial Biotechnology, School of Biology, College of Science, University of Tehran, Tehran, Iran
| | - Gholamreza Olad
- Applied Biotechnology Research Center, Baqiyatallah University of Medical Sciences, Vanak Sq. Molasadra St., P.O. Box 19395-5487, Tehran, Iran.
| | - Jafar Amani
- Applied Microbiology Research Center, Systems Biology and Poisonings Institute, Baqiyatallah University of Medical Sciences, Vanak Sq. Molasadra St., P.O. Box 19395-5487, Tehran, Iran.
| | | | - Ali Najafi
- Molecular Biology Research Center, Baqiyatallah University of Medical Sciences, Tehran, Iran
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26
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Berraondo P, Martini PGV, Avila MA, Fontanellas A. Messenger RNA therapy for rare genetic metabolic diseases. Gut 2019; 68:1323-1330. [PMID: 30796097 DOI: 10.1136/gutjnl-2019-318269] [Citation(s) in RCA: 68] [Impact Index Per Article: 13.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2019] [Revised: 02/04/2019] [Accepted: 02/05/2019] [Indexed: 12/12/2022]
Abstract
Decades of intense research in molecular biology and biochemistry are fructifying in the emergence of therapeutic messenger RNAs (mRNA) as a new class of drugs. Synthetic mRNAs can be sequence optimised to improve translatability into proteins, as well as chemically modified to reduce immunogenicity and increase chemical stability using naturally occurring uridine modifications. These structural improvements, together with the development of safe and efficient vehicles that preserve mRNA integrity in circulation and allow targeted intracellular delivery, have paved the way for mRNA-based therapeutics. Indeed, mRNAs formulated into biodegradable lipid nanoparticles are currently being tested in preclinical and clinical studies for multiple diseases including cancer immunotherapy and vaccination for infectious diseases. An emerging application of mRNAs is the supplementation of proteins that are not expressed or are not functional in a regulated and tissue-specific manner. This so-called 'protein replacement therapy' could represent a solution for genetic metabolic diseases currently lacking effective treatments. Here we summarise this new class of drugs and discuss the preclinical evidence supporting the potential of liver-mediated mRNA therapy for three rare genetic conditions: methylmalonic acidaemia, acute intermittent porphyria and ornithine transcarbamylase deficiency.
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Affiliation(s)
- Pedro Berraondo
- Immunology and Immunotherapy Program, Centro de Investigación Médica Aplicada (Cima), University of Navarra, Pamplona, Navarra, Spain.,Centro de Investigación Biomédica en Red de Cáncer, CIBERonc, Instituto de Salud Carlos III, Madrid, Spain.,Instituto de Investigación Sanitaria de Navarra IdiSNA, Pamplona, Spain
| | | | - Matias A Avila
- Instituto de Investigación Sanitaria de Navarra IdiSNA, Pamplona, Spain.,Hepatology Program, CIMA, University of Navarra, Pamplona, Navarra, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas, CIBERehd, Instituto de Salud Carlos III, Madrid, Spain
| | - Antonio Fontanellas
- Instituto de Investigación Sanitaria de Navarra IdiSNA, Pamplona, Spain.,Hepatology Program, CIMA, University of Navarra, Pamplona, Navarra, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas, CIBERehd, Instituto de Salud Carlos III, Madrid, Spain
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27
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Jay K, Mitra A, Harding T, Matthes D, Van Ness B. Identification of a de novo FOXP1 mutation and incidental discovery of inherited genetic variants contributing to a case of autism spectrum disorder and epilepsy. Mol Genet Genomic Med 2019; 7:e00751. [PMID: 31111659 PMCID: PMC6625142 DOI: 10.1002/mgg3.751] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2019] [Revised: 04/08/2019] [Accepted: 04/22/2019] [Indexed: 12/15/2022] Open
Abstract
Background Autism spectrum disorder is commonly co‐diagnosed intellectual disability, language disorder, anxiety, and epilepsy, however, symptom management is difficult due to the complex genetic nature of ASD. Methods We present a next‐generation sequencing‐based case study with both de novo and inherited genetic variants and highlight the impact of structural variants on post‐translational regulation of protein expression. Since management of symptoms has classically been through pharmaceutical therapies, a pharmacogenomics screen was also utilized to determine possible drug/gene interactions. Results A de novo variant was identified within the FOXP1 3′ untranslated regulatory region using exome sequencing. Additionally, inherited variants that likely contribute to the current and potential future traits were identified within the COMT, SLC6A4, CYP2C19, and CYP2D6 genes. Conclusion This study aims to elucidate how a collection of variant genotypes could potentially impact neural development resulting in a unique phenotype including ASD and epilepsy. Each gene's contribution to neural development is assessed, and the interplay of these genotypes is discussed. The results highlight the utility of exome sequencing in conjunction with pharmacogenomics screening when evaluating possible causes of and therapeutic treatments for ASD‐related symptoms.
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Affiliation(s)
- Kristy Jay
- College of Biological Sciences, Department of Genetics, Cell Biology, and Development, University of Minnesota-Twin Cities, Minneapolis, Minnesota
| | - Amit Mitra
- Department of Drug Discovery and Development, Harrison School of Pharmacy, Auburn University, Auburn, Alabama
| | - Taylor Harding
- College of Biological Sciences, Department of Genetics, Cell Biology, and Development, University of Minnesota-Twin Cities, Minneapolis, Minnesota
| | - David Matthes
- College of Biological Sciences, Department of Biology, Teaching, and Learning, University of Minnesota-Twin Cities, Minneapolis, Minnesota
| | - Brian Van Ness
- College of Biological Sciences, Department of Genetics, Cell Biology, and Development, University of Minnesota-Twin Cities, Minneapolis, Minnesota
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28
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Mearls EB, Jackter J, Colquhoun JM, Farmer V, Matthews AJ, Murphy LS, Fenton C, Camp AH. Transcription and translation of the sigG gene is tuned for proper execution of the switch from early to late gene expression in the developing Bacillus subtilis spore. PLoS Genet 2018; 14:e1007350. [PMID: 29702640 PMCID: PMC5942855 DOI: 10.1371/journal.pgen.1007350] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2018] [Revised: 05/09/2018] [Accepted: 04/03/2018] [Indexed: 12/01/2022] Open
Abstract
A cascade of alternative sigma factors directs developmental gene expression during spore formation by the bacterium Bacillus subtilis. As the spore develops, a tightly regulated switch occurs in which the early-acting sigma factor σF is replaced by the late-acting sigma factor σG. The gene encoding σG (sigG) is transcribed by σF and by σG itself in an autoregulatory loop; yet σG activity is not detected until σF-dependent gene expression is complete. This separation in σF and σG activities has been suggested to be due at least in part to a poorly understood intercellular checkpoint pathway that delays sigG expression by σF. Here we report the results of a careful examination of sigG expression during sporulation. Unexpectedly, our findings argue against the existence of a regulatory mechanism to delay sigG transcription by σF and instead support a model in which sigG is transcribed by σF with normal timing, but at levels that are very low. This low-level expression of sigG is the consequence of several intrinsic features of the sigG regulatory and coding sequence—promoter spacing, secondary structure potential of the mRNA, and start codon identity—that dampen its transcription and translation. Especially notable is the presence of a conserved hairpin in the 5’ leader sequence of the sigG mRNA that occludes the ribosome-binding site, reducing translation by up to 4-fold. Finally, we demonstrate that misexpression of sigG from regulatory and coding sequences lacking these features triggers premature σG activity in the forespore during sporulation, as well as inappropriate σG activity during vegetative growth. Altogether, these data indicate that transcription and translation of the sigG gene is tuned to prevent vegetative expression of σG and to ensure the precise timing of the switch from σF to σG in the developing spore. Global changes in gene expression occur during normal cellular growth and development, as well as during cancer cell transformation and bacterial pathogenesis. In this study we have investigated the molecular mechanisms that drive the switch from early to late developmental gene expression during spore formation by the model bacterium Bacillus subtilis. At early times, gene expression in the developing spore is directed by the transcription factor σF; at later times σF is replaced by σG. An important, yet poorly understood aspect of this σF-to-σG transition is how σG activation is delayed until the early, σF-directed phase of gene expression is complete. Here we have carefully examined expression of the gene encoding σG, sigG, and found that its transcription and translation are ordinarily dampened by several features of its regulatory and coding sequences. Moreover, we have found that this “tuning” of sigG expression is required for proper timing of the switch to σG. These results reframe our understanding of how sigG is regulated during B. subtilis sporulation and, more broadly, advance our understanding of how global changes in gene expression can be precisely executed at the molecular/genetic level.
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MESH Headings
- Bacillus subtilis/genetics
- Bacillus subtilis/physiology
- Bacterial Proteins/biosynthesis
- Bacterial Proteins/genetics
- Gene Expression Regulation, Bacterial
- Genes, Bacterial
- Inverted Repeat Sequences
- Models, Genetic
- Nucleic Acid Conformation
- Promoter Regions, Genetic
- Protein Biosynthesis
- RNA, Bacterial/chemistry
- RNA, Bacterial/genetics
- RNA, Bacterial/metabolism
- RNA, Messenger/chemistry
- RNA, Messenger/genetics
- RNA, Messenger/metabolism
- Sigma Factor/biosynthesis
- Sigma Factor/genetics
- Signal Transduction
- Spores, Bacterial/genetics
- Spores, Bacterial/physiology
- Transcription, Genetic
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Affiliation(s)
- Elizabeth B. Mearls
- Department of Biological Sciences, Mount Holyoke College, South Hadley, MA, USA
| | - Jacquelin Jackter
- Department of Biological Sciences, Mount Holyoke College, South Hadley, MA, USA
| | | | - Veronica Farmer
- Department of Biological Sciences, Mount Holyoke College, South Hadley, MA, USA
| | - Allison J. Matthews
- Department of Biological Sciences, Mount Holyoke College, South Hadley, MA, USA
| | - Laura S. Murphy
- Department of Biological Sciences, Mount Holyoke College, South Hadley, MA, USA
| | - Colleen Fenton
- Department of Biological Sciences, Mount Holyoke College, South Hadley, MA, USA
| | - Amy H. Camp
- Department of Biological Sciences, Mount Holyoke College, South Hadley, MA, USA
- * E-mail:
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29
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Escudero JA, Nivina A, Cambray G, López-Igual R, Loot C, Mazel D. Recoding of synonymous genes to expand evolutionary landscapes requires control of secondary structure affecting translation. Biotechnol Bioeng 2018; 115:184-191. [DOI: 10.1002/bit.26450] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2017] [Revised: 08/23/2017] [Accepted: 09/08/2017] [Indexed: 11/08/2022]
Affiliation(s)
- Jose A. Escudero
- Institut Pasteur; Unité de Plasticité du Génome Bactérien; Département Génomes et Génétique; Paris France
- CNRS; UMR3525; Paris France
- Departamento de Sanidad Animal; Facultad de Veterinaria; Universidad Complutense de Madrid; Madrid Spain
- VISAVET Health Surveillance Centre; Universidad Complutense Madrid; Madrid Spain
| | - Aleksandra Nivina
- Institut Pasteur; Unité de Plasticité du Génome Bactérien; Département Génomes et Génétique; Paris France
- CNRS; UMR3525; Paris France
- Université Paris Descartes; Sorbonne Paris Cité; Paris France
| | | | - Rocío López-Igual
- Institut Pasteur; Unité de Plasticité du Génome Bactérien; Département Génomes et Génétique; Paris France
- CNRS; UMR3525; Paris France
| | - Celine Loot
- Institut Pasteur; Unité de Plasticité du Génome Bactérien; Département Génomes et Génétique; Paris France
- CNRS; UMR3525; Paris France
| | - Didier Mazel
- Institut Pasteur; Unité de Plasticité du Génome Bactérien; Département Génomes et Génétique; Paris France
- CNRS; UMR3525; Paris France
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30
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Sharma R, Matharoo K, Kapoor R, Bhanwer AJS. Association of PGC-1α gene with type 2 diabetes in three unrelated endogamous groups of North-West India (Punjab): a case-control and meta-analysis study. Mol Genet Genomics 2017; 293:317-329. [PMID: 29063962 DOI: 10.1007/s00438-017-1385-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2017] [Accepted: 10/16/2017] [Indexed: 12/19/2022]
Abstract
PGC-1α (Peroxisome proliferator-activated receptor gamma, coactivator 1 alpha) plays a key role in glucose homeostasis inside liver and muscle. The impact of six polymorphisms of PGC-1α with Type 2 Diabetes (T2D) susceptibility was evaluated on 1125 samples comprising of 554 T2D cases and 571 controls among three endogamous groups (Bania, Brahmin and Jat Sikh) of North-West India (Punjab). Single-locus analysis showed a significant differential pattern of genetic association of PGC-1α among studied groups emphasizing the role of ethnicity towards disease susceptibility. Haplotypes G-A-G-G-C-C in Bania group; G-G-G-G-C-A in Brahmin; G-A-A-G-T-C, G-G-G-G-T-C in Jat Sikh groups conferred ~ two to fivefold increased T2D risk. Intriguingly, the haplotype combination G-A-G-G-C-C provided T2D risk in Banias whereas it played a protective role in Brahmins reflecting the role of ethnic heterogeneity. In the secondary structure prediction of mRNA, slight free energy change along with structural changes was observed between the wild and variant allele of rs3736265, rs8192678 and rs2970847 loci. Meta-analyses conducted on rs8192678 and rs2970847 variants illustrated the overall effect of minor alleles providing a higher risk for the T2D development. Divergence in genetic variants and haplotype combinations associated with T2D risk among studied groups is inferred from the present dataset, which strongly highlights the combinatorial effect of diverse ethnic background of the population under study with genetics towards susceptibility to complex diseases like T2D.
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Affiliation(s)
- Rubina Sharma
- Department of Human Genetics, Guru Nanak Dev University, Amritsar, Punjab, India
| | - Kawaljit Matharoo
- Department of Human Genetics, Guru Nanak Dev University, Amritsar, Punjab, India.
| | - Rohit Kapoor
- Heart Station and Diabetes Clinic, Amritsar, India
| | - A J S Bhanwer
- Department of Human Genetics, Guru Nanak Dev University, Amritsar, Punjab, India
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Biological, immunological and functional properties of two novel multi-variant chimeric recombinant proteins of CSP antigens for vaccine development against Plasmodium vivax infection. Mol Immunol 2017; 90:158-171. [PMID: 28800475 DOI: 10.1016/j.molimm.2017.06.033] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2017] [Revised: 05/31/2017] [Accepted: 06/19/2017] [Indexed: 01/30/2023]
Abstract
The circumsporozoite protein (CSP) of the malaria parasite Plasmodium vivax is a major pre-erythrocyte vaccine candidate. The protein has a central repeat region that belongs to one of repeat families (VK210, VK247, and the P. vivax-like). In the present study, computer modelling was employed to select chimeric proteins, comprising the conserved regions and different arrangements of the repeat elements (VK210 and VK247), whose structure is similar to that of the native counterparts. DNA encoding the selected chimeras (named CS127 and CS712) were synthetically constructed based on E. coli codons, then cloned and expressed. Mouse monoclonal antibodies (mAbs; anti-Pv-210-CDC and -Pv-247-CDC), recognized the chimeric antigens in ELISA, indicating correct conformation and accessibility of the B-cell epitopes. ELISA using IgG from plasma samples collected from 221 Iranian patients with acute P. vivax showed that only 49.32% of the samples reacted to both CS127 and CS712 proteins. The dominant subclass for the two chimeras was IgG1 (48% of the positive responders, OD492=0.777±0.420 for CS127; 48.41% of the positive responders, OD492=0.862±0.423 for CS712, with no statistically significant difference P>0.05; Wilcoxon signed ranks test). Binding assays showed that both chimeric proteins bound to immobilized heparan sulphate and HepG2 hepatocyte cells in a concentration-dependent manner, saturable at 80μg/mL. Additionally, anti-CS127 and -CS712 antibodies raised in mice recognized the native protein on the surface of P. vivax sporozoite with high intensity, confirming the presence of common epitopes between the recombinant forms and the native proteins. In summary, despite structural differences at the molecular level, the expression levels of both chimeras were satisfactory, and their conformational structure retained biological function, thus supporting their potential for use in the development of vivax-based vaccine.
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32
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Ferizi M, Aneja MK, Balmayor ER, Badieyan ZS, Mykhaylyk O, Rudolph C, Plank C. Human cellular CYBA UTR sequences increase mRNA translation without affecting the half-life of recombinant RNA transcripts. Sci Rep 2016; 6:39149. [PMID: 27974853 PMCID: PMC5156912 DOI: 10.1038/srep39149] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2016] [Accepted: 11/18/2016] [Indexed: 12/24/2022] Open
Abstract
Modified nucleotide chemistries that increase the half-life (T1/2) of transfected recombinant mRNA and the use of non-native 5'- and 3'-untranslated region (UTR) sequences that enhance protein translation are advancing the prospects of transcript therapy. To this end, a set of UTR sequences that are present in mRNAs with long cellular T1/2 were synthesized and cloned as five different recombinant sequence set combinations as upstream 5'-UTR and/or downstream 3'-UTR regions flanking a reporter gene. Initial screening in two different cell systems in vitro revealed that cytochrome b-245 alpha chain (CYBA) combinations performed the best among all other UTR combinations and were characterized in detail. The presence or absence of CYBA UTRs had no impact on the mRNA stability of transfected mRNAs, but appeared to enhance the productivity of transfected transcripts based on the measurement of mRNA and protein levels in cells. When CYBA UTRs were fused to human bone morphogenetic protein 2 (hBMP2) coding sequence, the recombinant mRNA transcripts upon transfection produced higher levels of protein as compared to control transcripts. Moreover, transfection of human adipose mesenchymal stem cells with recombinant hBMP2-CYBA UTR transcripts induced bone differentiation demonstrating the osteogenic and therapeutic potential for transcript therapy based on hybrid UTR designs.
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Affiliation(s)
- Mehrije Ferizi
- Institute of Molecular Immunology- Experimental Oncology, Klinikum rechts der Isar, Technische Universität München, Munich, 81675, Germany
- Ethris GmbH, Planegg, 82152, Germany
| | | | - Elizabeth R. Balmayor
- Experimental Trauma Surgery, Klinikum rechts der Isar, Technische Universität München, Munich, 81675, Germany
| | - Zohreh Sadat Badieyan
- Institute of Molecular Immunology- Experimental Oncology, Klinikum rechts der Isar, Technische Universität München, Munich, 81675, Germany
| | - Olga Mykhaylyk
- Institute of Molecular Immunology- Experimental Oncology, Klinikum rechts der Isar, Technische Universität München, Munich, 81675, Germany
- Ethris GmbH, Planegg, 82152, Germany
| | | | - Christian Plank
- Institute of Molecular Immunology- Experimental Oncology, Klinikum rechts der Isar, Technische Universität München, Munich, 81675, Germany
- Ethris GmbH, Planegg, 82152, Germany
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Zucchelli S, Patrucco L, Persichetti F, Gustincich S, Cotella D. Engineering Translation in Mammalian Cell Factories to Increase Protein Yield: The Unexpected Use of Long Non-Coding SINEUP RNAs. Comput Struct Biotechnol J 2016; 14:404-410. [PMID: 27872686 PMCID: PMC5107644 DOI: 10.1016/j.csbj.2016.10.004] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2016] [Revised: 10/21/2016] [Accepted: 10/24/2016] [Indexed: 12/26/2022] Open
Abstract
Mammalian cells are an indispensable tool for the production of recombinant proteins in contexts where function depends on post-translational modifications. Among them, Chinese Hamster Ovary (CHO) cells are the primary factories for the production of therapeutic proteins, including monoclonal antibodies (MAbs). To improve expression and stability, several methodologies have been adopted, including methods based on media formulation, selective pressure and cell- or vector engineering. This review presents current approaches aimed at improving mammalian cell factories that are based on the enhancement of translation. Among well-established techniques (codon optimization and improvement of mRNA secondary structure), we describe SINEUPs, a family of antisense long non-coding RNAs that are able to increase translation of partially overlapping protein-coding mRNAs. By exploiting their modular structure, SINEUP molecules can be designed to target virtually any mRNA of interest, and thus to increase the production of secreted proteins. Thus, synthetic SINEUPs represent a new versatile tool to improve the production of secreted proteins in biomanufacturing processes.
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Affiliation(s)
- Silvia Zucchelli
- Department of Health Sciences, Università del Piemonte Orientale, Novara, Italy; Area of Neuroscience, SISSA, Trieste, Italy
| | - Laura Patrucco
- Department of Health Sciences, Università del Piemonte Orientale, Novara, Italy
| | | | - Stefano Gustincich
- Area of Neuroscience, SISSA, Trieste, Italy; Department of Neuroscience and Brain Technologies, Italian Institute of Technology (IIT), Genova, Italy
| | - Diego Cotella
- Department of Health Sciences, Università del Piemonte Orientale, Novara, Italy
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Barrett CL, Li TJX, Reidys CM. RNA Secondary Structures Having a Compatible Sequence of Certain Nucleotide Ratios. J Comput Biol 2016; 23:857-873. [PMID: 27322662 DOI: 10.1089/cmb.2016.0049] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Given a random RNA secondary structure, S, we study RNA sequences having fixed ratios of nucleotides that are compatible with S. We perform this analysis for RNA secondary structures subject to various base-pairing rules and minimum arc- and stack-length restrictions. Our main result reads as follows: in the simplex of nucleotide ratios, there exists a convex region, in which, in the limit of long sequences, a random structure asymptotically almost surely (a.a.s.) has compatible sequence with these ratios and outside of which a.a.s. a random structure has no such compatible sequence. We localize this region for RNA secondary structures subject to various base-pairing rules and minimum arc- and stack-length restrictions. In particular, for GC-sequences (GC denoting the nucleotides guanine and cytosine, respectively) having a ratio of G nucleotides smaller than 1/3, a random RNA secondary structure without any minimum arc- and stack-length restrictions has a.a.s. no such compatible sequence. For sequences having a ratio of G nucleotides larger than 1/3, a random RNA secondary structure has a.a.s. such compatible sequences. We discuss our results in the context of various families of RNA structures.
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Affiliation(s)
| | - Thomas J X Li
- Biocomplexity Institute of Virginia Tech , Blacksburg, Virginia
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Critical reflections on synthetic gene design for recombinant protein expression. Curr Opin Struct Biol 2016; 38:155-62. [DOI: 10.1016/j.sbi.2016.07.004] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2016] [Revised: 06/29/2016] [Accepted: 07/06/2016] [Indexed: 11/17/2022]
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Karkhah A, Amani J. A potent multivalent vaccine for modulation of immune system in atherosclerosis: an in silico approach. Clin Exp Vaccine Res 2016; 5:50-9. [PMID: 26866024 PMCID: PMC4742599 DOI: 10.7774/cevr.2016.5.1.50] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2015] [Revised: 10/22/2015] [Accepted: 11/05/2015] [Indexed: 11/25/2022] Open
Abstract
Purpose Atherosclerosis is classically defined as an immune-mediated disease characterized by accumulation of low-density lipoprotein cholesterol over intima in medium sized and large arteries. Recent studies have demonstrated that both innate and adaptive immune responses are involved in atherosclerosis. In addition, experimental and human models have recognized many autoantigens in pathophysiology of this disease. Oxidized low-density lipoproteins, β2 glycoprotein I (β-2-GPI), and heat shock protein 60 (HSP60) are the best studied of them which can represent promising approach to design worthwhile vaccines for modulation of atherosclerosis. Materials and Methods In silico approaches are the best tools for design and evaluation of the vaccines before initiating the experimental study. In this study, we identified immunogenic epitopes of HSP60, ApoB-100, and β-2-GPI as major antigens to construct a chimeric protein through bioinformatics tools. Additionally, we have evaluated physico-chemical properties, structures, stability, MHC binding properties, humoral and cellular immune responses, and allergenicity of this chimeric protein by means of bioinformatics tools and servers. Results Validation results indicated that 89.1% residues locate in favorite or additional allowed region of Ramachandran plot. Also, based on Ramachandran plot analysis this protein could be classified as a stable fusion protein. In addition, the epitopes in the chimeric protein had strong potential to induce both the B-cell and T-cell mediated immune responses. Conclusion Our results supported that this chimeric vaccine could be effectively utilized as a multivalent vaccine for prevention and modulation of atherosclerosis.
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Affiliation(s)
- Ahmad Karkhah
- Cellular and Molecular Biology Research Center, Student Research Committee, School of Medicine, Babol University of Medical Sciences, Babol, Iran
| | - Jafar Amani
- Applied Microbiology Research Center, Baqiyatallah University of Medical Sciences, Tehran, Iran
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The Art of Gene Redesign and Recombinant Protein Production: Approaches and Perspectives. TOPICS IN MEDICINAL CHEMISTRY 2016. [DOI: 10.1007/7355_2016_2] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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Terai G, Kamegai S, Asai K. CDSfold: an algorithm for designing a protein-coding sequence with the most stable secondary structure. Bioinformatics 2015; 32:828-34. [DOI: 10.1093/bioinformatics/btv678] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2015] [Accepted: 11/12/2015] [Indexed: 11/13/2022] Open
Abstract
Abstract
Motivation: An important problem in synthetic biology is to design a nucleotide sequence of an mRNA that confers a desirable expression level of a target protein. The secondary structure of protein-coding sequences (CDSs) is one potential factor that could have both positive and negative effects on protein production. To elucidate the role of secondary structure in CDSs, algorithms for manipulating secondary structure should be developed.
Results: We developed an algorithm for designing a CDS with the most stable secondary structure among all possible ones translated into the same protein, and implemented it as the program CDSfold. The algorithm runs the Zuker algorithm under the constraint of a given amino acid sequence. The time and space complexity is O(L3) and O(L2), respectively, where L is the length of the CDS to be designed. Although our algorithm is slower than the original Zuker algorithm, it could design a relatively long (2.7-kb) CDS in approximately 1 h.
Availability and implementation: The CDSfold program is freely available for non-commercial users as stand-alone and web-based software from http://cdsfold.trahed.jp/cdsfold/.
Contacts: terai-goro@aist.go.jp or asai@k.u-tokyo.ac.jp
Supplementary information: Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Goro Terai
- National Institute of Advanced Industrial Science and Technology (AIST), Koto-ku, Tokyo 135-0064, Japan,
- INTEC Inc., Koto-ku, Tokyo 136-8637, Japan and
| | - Satoshi Kamegai
- National Institute of Advanced Industrial Science and Technology (AIST), Koto-ku, Tokyo 135-0064, Japan,
- INTEC Inc., Koto-ku, Tokyo 136-8637, Japan and
| | - Kiyoshi Asai
- National Institute of Advanced Industrial Science and Technology (AIST), Koto-ku, Tokyo 135-0064, Japan,
- Graduate School of Frontier Sciences, University of Tokyo, Kashiwa 277-8562, Japan
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Loomis KH, Kirschman JL, Bhosle S, Bellamkonda RV, Santangelo PJ. Strategies for modulating innate immune activation and protein production of in vitro transcribed mRNAs. J Mater Chem B 2015; 4:1619-1632. [PMID: 32263015 DOI: 10.1039/c5tb01753j] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Synthetic mRNA has recently shown great potential as a tool for genetic introduction of proteins. Its utility as a gene carrier has been demonstrated in several studies for both the introduction of therapeutic proteins and subunit vaccines. At one point, synthetic mRNA was believed to be too immunogenic and labile for pharmaceutical purposes. However, the development of several strategies have enabled mRNA technology to overcome these challenges, including incorporation of modified nucleotides, codon optimization of the coding region, incorporation of untranslated regions into the mRNA, and the use of delivery vehicles. While these approaches have been shown to enhance performance of some mRNA constructs, gene-to-gene variation and low efficiency of mRNA protein production are still significant hurdles. Further mechanistic understanding of how these strategies affect protein production and innate immune activation is needed for the widespread adoption for both therapeutic and vaccine applications. This review highlights key studies involved in the development of strategies employed to increase protein expression and control the immunogenicity of synthetic mRNA. Areas in the literature where improved understanding is needed will also be discussed.
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Affiliation(s)
- Kristin H Loomis
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, USA.
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Khorshidi S, Zomorodipour A, Behmanesh M, Vatandoost J, Bos MHA. Functional expression of the human coagulation factor IX using heterologous signal peptide and propeptide sequences in mammalian cell line. Biotechnol Lett 2015; 37:1773-81. [PMID: 26105559 DOI: 10.1007/s10529-015-1868-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2015] [Accepted: 05/21/2015] [Indexed: 11/28/2022]
Abstract
OBJECTIVE To study the functions of pre-pro leader peptides of the human and porcine prothrombins on the human FIX (hFIX) expression. RESULTS In silico analysis predicted higher secretion efficiencies for the prothrombins-derived signal peptides, in comparison with the native hFIX signal peptide. Replacements of the hFIX pre-pro sequence with those of the two prothrombins, led to increased levels of transcription of the chimeric transgenes, as compared to the native clone. This was in consistent with the lower minimum free energies, calculated for the recombinant transcripts, based on their secondary structures. Evaluation of secretion efficiency revealed that the highest and lowest FIX secretions belong to signal peptides derived from porcine' prothrombin and hFIX, respectively. Coagulation activities of the FIX expressed from chimeric variants could be increased up to tenfold, relative to the native clone. CONCLUSION The feasibility of a leader-peptide replacement for the improvement of both transcription and post-transcriptional processes is described that can be relevant for production the vitamin-K dependent proteins.
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Affiliation(s)
- Shohreh Khorshidi
- Department of Molecular Genetics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
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Sakaguchi M, Watanabe M, Kinoshita R, Kaku H, Ueki H, Futami J, Murata H, Inoue Y, Li SA, Huang P, Putranto EW, Ruma IMW, Nasu Y, Kumon H, Huh NH. Dramatic increase in expression of a transgene by insertion of promoters downstream of the cargo gene. Mol Biotechnol 2015; 56:621-30. [PMID: 24526517 PMCID: PMC4067539 DOI: 10.1007/s12033-014-9738-0] [Citation(s) in RCA: 49] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
For expression of genes in mammalian cells, various vectors have been developed using promoters including CMV, EF-1α, and CAG promoters and have been widely used. However, such expression vectors sometimes fail to attain sufficient expression levels depending on the nature of cargo genes and/or on host cell types. In the present study, we aimed to develop a potent promoter system that enables high expression levels of cargo genes ubiquitously in many different cell types. We found that insertion of an additional promoter downstream of a cargo gene greatly enhanced the expression levels. Among the constructs we tested, C-TSC cassette (C: CMV-RU5′ located upstream; TSC: another promoter unit composed of triple tandem promoters, hTERT, SV40, and CMV, located downstream of the cDNA plus a polyadenylation signal) had the most potent capability, showing far higher efficiency than that of potent conventional vector systems. The results indicate that the new expression system is useful for production of recombinant proteins in mammalian cells and for application as a gene therapeutic measure.
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Affiliation(s)
- Masakiyo Sakaguchi
- Department of Cell Biology, Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama University, Okayama, 700-8558, Japan,
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Delfani S, Imani Fooladi AA, Mobarez AM, Emaneini M, Amani J, Sedighian H. In silico analysis for identifying potential vaccine candidates against Staphylococcus aureus. Clin Exp Vaccine Res 2015; 4:99-106. [PMID: 25649548 PMCID: PMC4313115 DOI: 10.7774/cevr.2015.4.1.99] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2014] [Revised: 10/24/2014] [Accepted: 10/27/2014] [Indexed: 01/08/2023] Open
Abstract
Purpose Staphylococcus aureus is one of the most important causes of nosocomial and community-acquired infections. The increasing incidence of multiple antibiotic-resistant S. aureus strains and the emergence of vancomycin resistant S. aureus strains have placed renewed interest on alternative means of prevention and control of infection. S. aureus produces a variety of virulence factors, so a multi-subunit vaccine will be more successful for preventing S. aureus infections than a mono-subunit vaccine. Materials and Methods We selected three important virulence factors of S. aureus, clumping factor A (ClfA), iron-regulated surface determinant (IsdB), and gamma hemolysin (Hlg) that are potential candidates for vaccine development. We designed synthetic genes encoding the clfA, isdB, and hlg and used bioinformatics tools to predict structure of the synthetic construct and its stabilities. VaxiJen analysis of the protein showed a high antigenicity. Linear and conformational B-cell epitopes were identified. Results The proteins encoded by these genes were useful as vaccine candidates against S. aureus infections. Conclusion In silico tools are highly suited to study, design, and evaluate vaccine strategies.
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Affiliation(s)
- Somayeh Delfani
- Department of Bacteriology, Faculty of Medical Sciences, Tarbiat Modares University, Tehran, Iran
| | - Abbas Ali Imani Fooladi
- Applied Microbiology Research Center, Baqiyatallah University of Medical Sciences, Tehran, Iran
| | - Ashraf Mohabati Mobarez
- Department of Bacteriology, Faculty of Medical Sciences, Tarbiat Modares University, Tehran, Iran
| | - Mohammad Emaneini
- Department of Microbiology, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Jafar Amani
- Applied Microbiology Research Center, Baqiyatallah University of Medical Sciences, Tehran, Iran
| | - Hamid Sedighian
- Applied Microbiology Research Center, Baqiyatallah University of Medical Sciences, Tehran, Iran
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mRNA secondary structure engineering of Thermobifida fusca endoglucanase (Cel6A) for enhanced expression in Escherichia coli. World J Microbiol Biotechnol 2015; 31:499-506. [PMID: 25617066 DOI: 10.1007/s11274-015-1806-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2014] [Accepted: 01/19/2015] [Indexed: 01/21/2023]
Abstract
The sequence and structure of mRNA plays an important role in solubility and expression of the translated protein. To divulge the role of mRNA secondary structure and its thermodynamics in the expression level of the recombinant endoglucanase in Escherichia coli, 5'-end of the mRNA was thermodynamically optimized. Molecular engineering was done by introducing two silent synonymous mutations at positions +5 (UCU with UCC) and +7 (UUC with UUU) of the 5'-end of mRNA to relieve hybridization with ribosomal binding site. Two variants of glycoside hydrolase family six endoglucanase, wild type (cel6A.wt) and mutant (cel6A.mut) from Thermobifida fusca were expressed and characterized in E. coli using T7 promoter-based expression vector; pET22b(+). Enhanced expression level of engineered construct (Cel6A.mut) with ∆G = -2.7 kcal mol(-1)was observed. It showed up to ~45 % higher expression as compared to the wild type construct (Cel6A.wt) having ∆G = -7.8 kcal mol(-1) and ~25 % expression to the total cell proteins. Heterologous protein was purified by heating the recombinant E. coli BL21 (DE3) CodonPlus at 60 °C. The optimum pH for enzyme activity was six and optimum temperature was 60 °C. Maximum activity was observed 4.5 Umg(-1) on CMC. Hydrolytic activity was also observed on insoluble substrates, i.e. RAC (2.8 Umg(-1)), alkali treated bagass (1.7 Umg(-1)), filter paper (1.2 Umg(-1)) and BMCC (0.3 Umg(-1)). Metal ions affect endoglucanase activity in different ways. Only Fe(2+) exhibited 20.8 % stimulatory effects on enzyme activity. Enzyme activity was profoundly inhibited by Hg2(+) (91.8 %).
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Ragionieri L, Vitorino R, Frommlet J, Oliveira JL, Gaspar P, Ribas de Pouplana L, Santos MAS, Moura GR. Improving the accuracy of recombinant protein production through integration of bioinformatics, statistical and mass spectrometry methodologies. FEBS J 2015; 282:769-87. [DOI: 10.1111/febs.13181] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2014] [Revised: 10/09/2014] [Accepted: 12/16/2014] [Indexed: 02/05/2023]
Affiliation(s)
- Lapo Ragionieri
- RNA and Genome Biology Laboratories; Department of Biology/Health Sciences; Centro de Estudos do Ambiente e do Mar iBiMED; University of Aveiro; Portugal
| | - Rui Vitorino
- Department of Chemistry; University of Aveiro; Portugal
| | - Joerg Frommlet
- Department of Biology and Centro de Estudos do Ambiente e do Mar; University of Aveiro; Portugal
| | - José L. Oliveira
- Department of Electronics; Telecommunications and Informatics and Instituto de Engenharia Electrónica e Telemática de Aveiro; University of Aveiro; Portugal
| | - Paulo Gaspar
- Department of Electronics; Telecommunications and Informatics and Instituto de Engenharia Electrónica e Telemática de Aveiro; University of Aveiro; Portugal
| | - Lluís Ribas de Pouplana
- Institute for Research in Biomedicine; Barcelona Spain
- Catalan Institution for Research and Advanced Studies; Barcelona Spain
| | - Manuel A. Silva Santos
- RNA and Genome Biology Laboratories; Department of Biology/Health Sciences; Centro de Estudos do Ambiente e do Mar iBiMED; University of Aveiro; Portugal
| | - Gabriela Ribeiro Moura
- RNA and Genome Biology Laboratories; Department of Biology/Health Sciences; Centro de Estudos do Ambiente e do Mar iBiMED; University of Aveiro; Portugal
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Gupta Y, Witte M, Möller S, Ludwig RJ, Restle T, Zillikens D, Ibrahim SM. ptRNApred: computational identification and classification of post-transcriptional RNA. Nucleic Acids Res 2014; 42:e167. [PMID: 25303994 PMCID: PMC4267668 DOI: 10.1093/nar/gku918] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
UNLABELLED Non-coding RNAs (ncRNAs) are known to play important functional roles in the cell. However, their identification and recognition in genomic sequences remains challenging. In silico methods, such as classification tools, offer a fast and reliable way for such screening and multiple classifiers have already been developed to predict well-defined subfamilies of RNA. So far, however, out of all the ncRNAs, only tRNA, miRNA and snoRNA can be predicted with a satisfying sensitivity and specificity. We here present ptRNApred, a tool to detect and classify subclasses of non-coding RNA that are involved in the regulation of post-transcriptional modifications or DNA replication, which we here call post-transcriptional RNA (ptRNA). It (i) detects RNA sequences coding for post-transcriptional RNA from the genomic sequence with an overall sensitivity of 91% and a specificity of 94% and (ii) predicts ptRNA-subclasses that exist in eukaryotes: snRNA, snoRNA, RNase P, RNase MRP, Y RNA or telomerase RNA. AVAILABILITY The ptRNApred software is open for public use on http://www.ptrnapred.org/.
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Affiliation(s)
- Yask Gupta
- Department of Dermatology, University of Lübeck, 23538 Lübeck, Germany
| | - Mareike Witte
- Department of Dermatology, University of Lübeck, 23538 Lübeck, Germany
| | - Steffen Möller
- Department of Dermatology, University of Lübeck, 23538 Lübeck, Germany
| | - Ralf J Ludwig
- Department of Dermatology, University of Lübeck, 23538 Lübeck, Germany
| | - Tobias Restle
- Institute for Molecular Medicine, University of Lübeck, 23538 Lübeck, Germany
| | - Detlef Zillikens
- Department of Dermatology, University of Lübeck, 23538 Lübeck, Germany
| | - Saleh M Ibrahim
- Department of Dermatology, University of Lübeck, 23538 Lübeck, Germany
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Gould N, Hendy O, Papamichail D. Computational tools and algorithms for designing customized synthetic genes. Front Bioeng Biotechnol 2014; 2:41. [PMID: 25340050 PMCID: PMC4186344 DOI: 10.3389/fbioe.2014.00041] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2014] [Accepted: 09/16/2014] [Indexed: 11/13/2022] Open
Abstract
Advances in DNA synthesis have enabled the construction of artificial genes, gene circuits, and genomes of bacterial scale. Freedom in de novo design of synthetic constructs provides significant power in studying the impact of mutations in sequence features, and verifying hypotheses on the functional information that is encoded in nucleic and amino acids. To aid this goal, a large number of software tools of variable sophistication have been implemented, enabling the design of synthetic genes for sequence optimization based on rationally defined properties. The first generation of tools dealt predominantly with singular objectives such as codon usage optimization and unique restriction site incorporation. Recent years have seen the emergence of sequence design tools that aim to evolve sequences toward combinations of objectives. The design of optimal protein-coding sequences adhering to multiple objectives is computationally hard, and most tools rely on heuristics to sample the vast sequence design space. In this review, we study some of the algorithmic issues behind gene optimization and the approaches that different tools have adopted to redesign genes and optimize desired coding features. We utilize test cases to demonstrate the efficiency of each approach, as well as identify their strengths and limitations.
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Affiliation(s)
- Nathan Gould
- Department of Computer Science, The College of New Jersey , Ewing, NJ , USA
| | - Oliver Hendy
- Department of Biology, The College of New Jersey , Ewing, NJ , USA
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Andreeßen B, Johanningmeier B, Burbank J, Steinbüchel A. Influence of the operon structure on poly(3-hydroxypropionate) synthesis in Shimwellia blattae. Appl Microbiol Biotechnol 2014; 98:7409-22. [PMID: 24859521 DOI: 10.1007/s00253-014-5804-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2014] [Revised: 04/11/2014] [Accepted: 05/01/2014] [Indexed: 01/17/2023]
Abstract
Glycerol has become a cheap and abundant carbon source due to biodiesel production at a large scale, and it is available for several biotechnological applications. We recently established poly(3-hydroxypropionate) [poly(3HP)] synthesis in a recombinant Shimwellia blattae strain (Heinrich et al. Appl Environ Microbiol 79:3582-3589, 2013). The major drawbacks of the current strains are (i) low poly(3HP) yields, (ii) low plasmid stability and (iii) insufficient conversion rates. In this study, we demonstrated the influence of alterations of the operon structure, consisting of 1,3-propanediol dehydrogenase (dhaT) and aldehyde dehydrogenase (aldD) of Pseudomonas putida KT2442, propionate:coenzyme A (propionate-CoA) transferase (pct) of Clostridium propionicum X2 and polyhydroxyalkanoate (PHA) synthase (phaC1) of Ralstonia eutropha H16. It was shown that S. blattae ATCC33430/pBBR1MCS-2::dhaT::pct::aldD::phaC1 synthesized up to 14.5 % (wtPHA/wtCDW) in a 2-L fed-batch fermentation process. Furthermore, we overcame the problem of plasmid losses during the fermentation period by engineering a carbon source-dependent plasmid addiction system in a triose phosphate isomerase knockout mutant. An assumed poly(3-hydroxyalkanoic acid) degrading activity of the lipase/esterase YbfF could not be confirmed.
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Affiliation(s)
- Björn Andreeßen
- Institut für Molekulare Mikrobiologie und Biotechnologie, Westfälische Wilhelms-Universität Münster, Corrensstraße 3, 48149, Münster, Germany
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Liu X, Deng R, Wang J, Wang X. COStar: A D-star Lite-based dynamic search algorithm for codon optimization. J Theor Biol 2014; 344:19-30. [DOI: 10.1016/j.jtbi.2013.11.022] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2013] [Revised: 11/24/2013] [Accepted: 11/26/2013] [Indexed: 01/29/2023]
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Guimaraes JC, Rocha M, Arkin AP, Cambray G. D-Tailor: automated analysis and design of DNA sequences. ACTA ACUST UNITED AC 2014; 30:1087-1094. [PMID: 24398007 PMCID: PMC3982154 DOI: 10.1093/bioinformatics/btt742] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2013] [Accepted: 12/17/2013] [Indexed: 11/30/2022]
Abstract
Motivation: Current advances in DNA synthesis, cloning and sequencing technologies afford high-throughput implementation of artificial sequences into living cells. However, flexible computational tools for multi-objective sequence design are lacking, limiting the potential of these technologies. Results: We developed DNA-Tailor (D-Tailor), a fully extendable software framework, for property-based design of synthetic DNA sequences. D-Tailor permits the seamless integration of multiple sequence analysis tools into a generic Monte Carlo simulation that evolves sequences toward any combination of rationally defined properties. As proof of principle, we show that D-Tailor is capable of designing sequence libraries comprising all possible combinations among three different sequence properties influencing translation efficiency in Escherichia coli. The capacity to design artificial sequences that systematically sample any given parameter space should support the implementation of more rigorous experimental designs. Availability: Source code is available for download at https://sourceforge.net/projects/dtailor/ Contact:aparkin@lbl.gov or cambray.guillaume@gmail.com Supplementary information:Supplementary data are available at Bioinformatics online (D-Tailor Tutorial).
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Affiliation(s)
- Joao C Guimaraes
- Department of Bioengineering, California Institute for Quantitative Biosciences, University of California, Berkeley, CA, 94720, USA, Computer Science and Technology Center, School of Engineering, University of Minho, Campus de Gualtar, Braga, Portugal and Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA Department of Bioengineering, California Institute for Quantitative Biosciences, University of California, Berkeley, CA, 94720, USA, Computer Science and Technology Center, School of Engineering, University of Minho, Campus de Gualtar, Braga, Portugal and Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA Department of Bioengineering, California Institute for Quantitative Biosciences, University of California, Berkeley, CA, 94720, USA, Computer Science and Technology Center, School of Engineering, University of Minho, Campus de Gualtar, Braga, Portugal and Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Miguel Rocha
- Department of Bioengineering, California Institute for Quantitative Biosciences, University of California, Berkeley, CA, 94720, USA, Computer Science and Technology Center, School of Engineering, University of Minho, Campus de Gualtar, Braga, Portugal and Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Adam P Arkin
- Department of Bioengineering, California Institute for Quantitative Biosciences, University of California, Berkeley, CA, 94720, USA, Computer Science and Technology Center, School of Engineering, University of Minho, Campus de Gualtar, Braga, Portugal and Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA Department of Bioengineering, California Institute for Quantitative Biosciences, University of California, Berkeley, CA, 94720, USA, Computer Science and Technology Center, School of Engineering, University of Minho, Campus de Gualtar, Braga, Portugal and Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA Department of Bioengineering, California Institute for Quantitative Biosciences, University of California, Berkeley, CA, 94720, USA, Computer Science and Technology Center, School of Engineering, University of Minho, Campus de Gualtar, Braga, Portugal and Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Guillaume Cambray
- Department of Bioengineering, California Institute for Quantitative Biosciences, University of California, Berkeley, CA, 94720, USA, Computer Science and Technology Center, School of Engineering, University of Minho, Campus de Gualtar, Braga, Portugal and Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
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Sheng L, Xiong M, Li C, Meng X. Reversing multidrug-resistant by RNA interference through silencing MDR1 gene in human hepatocellular carcinoma cells subline Bel-7402/ADM. Pathol Oncol Res 2013; 20:541-8. [PMID: 24327315 DOI: 10.1007/s12253-013-9726-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2013] [Accepted: 11/12/2013] [Indexed: 10/25/2022]
Abstract
Multidrug resistance (MDR) in hepatocellular carcinoma (HC) significantly impedes the effect of chemotherapy and is considered as a primary reason leading to its recurrences and metastasis. The aim of present study was to explore new molecular targets for the reversal of MDR in HC by screening the adriamycin (ADM)-induced, human MDR-resistant HC cell subline Bel-7402/ADM. Small interfering RNAs (siRNAs) of four (MDR1si326, MDR1si1513, MDR1si2631 and MDR1si3071) targeting MDR1 were designed and transfected into Bel-7402/ADM cell strains. The experiments involved the following: mRNA expression of MDR1 gene by RT-PCR, P-glycoprotein (P-gp) expression by Western blot, intracellular ADM accumulation flow cytometry, and IC50 of ADM by a cytotoxic MTT assay. Four siRNAs reversed MDR in HC mediated by MDR1 to varying degrees. The expression level of MDR1 mRNA in cells of MDR1si326 or MDR1si2631 group (0.190 ± 0.038 or 0.171 ± 0.011) was more decreased. The expression level of P-gp in cells of MDR1si326 group was the lowest. The accumulation of ADM in cells of MDR1si326 or MDR1si2631 group (77.0 ± 3.5 or 75.4 ± 2.9) was more increased. The IC50 of cells to ADM was lowest in MDR1si326 group (11.32 ± 0.69 mg/L). Compared with other three siRNAs, MDR1si326 performed the optimal reversal effect of drug resistance in human HC Bel-7402/ADM.
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Affiliation(s)
- Long Sheng
- Department of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, China,
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