1
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Zheng W, Rädler J, Sork H, Niu Z, Roudi S, Bost JP, Görgens A, Zhao Y, Mamand DR, Liang X, Wiklander OPB, Lehto T, Gupta D, Nordin JZ, El Andaloussi S. Identification of scaffold proteins for improved endogenous engineering of extracellular vesicles. Nat Commun 2023; 14:4734. [PMID: 37550290 PMCID: PMC10406850 DOI: 10.1038/s41467-023-40453-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Accepted: 07/27/2023] [Indexed: 08/09/2023] Open
Abstract
Extracellular vesicles (EVs) are gaining ground as next-generation drug delivery modalities. Genetic fusion of the protein of interest to a scaffold protein with high EV-sorting ability represents a robust cargo loading strategy. To address the paucity of such scaffold proteins, we leverage a simple and reliable assay that can distinguish intravesicular cargo proteins from surface- as well as non-vesicular proteins and compare the EV-sorting potential of 244 candidate proteins. We identify 24 proteins with conserved EV-sorting abilities across five types of producer cells. TSPAN2 and TSPAN3 emerge as lead candidates and outperform the well-studied CD63 scaffold. Importantly, these engineered EVs show promise as delivery vehicles in cell cultures and mice as demonstrated by efficient transfer of luminal cargo proteins as well as surface display of different functional entities. The discovery of these scaffolds provides a platform for EV-based engineering.
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Affiliation(s)
- Wenyi Zheng
- Division of Biomolecular and Cellular Medicine, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden
| | - Julia Rädler
- Division of Biomolecular and Cellular Medicine, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden
| | - Helena Sork
- Institute of Technology, University of Tartu, Tartu, Estonia
| | - Zheyu Niu
- Division of Biomolecular and Cellular Medicine, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden
- Department of Hepatobiliary Surgery, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Samantha Roudi
- Division of Biomolecular and Cellular Medicine, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden
| | - Jeremy P Bost
- Division of Biomolecular and Cellular Medicine, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden
| | - André Görgens
- Division of Biomolecular and Cellular Medicine, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden
- Institute for Transfusion Medicine, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Ying Zhao
- Division of Biomolecular and Cellular Medicine, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden
- Clinical Research Center, Karolinska University Hospital, Stockholm, Sweden
| | - Doste R Mamand
- Division of Biomolecular and Cellular Medicine, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden
| | - Xiuming Liang
- Division of Biomolecular and Cellular Medicine, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden
| | - Oscar P B Wiklander
- Division of Biomolecular and Cellular Medicine, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden
| | - Taavi Lehto
- Division of Biomolecular and Cellular Medicine, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden
- Institute of Technology, University of Tartu, Tartu, Estonia
| | - Dhanu Gupta
- Division of Biomolecular and Cellular Medicine, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden
| | - Joel Z Nordin
- Division of Biomolecular and Cellular Medicine, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden
| | - Samir El Andaloussi
- Division of Biomolecular and Cellular Medicine, Department of Laboratory Medicine, Karolinska Institutet, Huddinge, Sweden.
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2
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Bevers S, Kooijmans SAA, Van de Velde E, Evers MJW, Seghers S, Gitz-Francois JJJM, van Kronenburg NCH, Fens MHAM, Mastrobattista E, Hassler L, Sork H, Lehto T, Ahmed KE, El Andaloussi S, Fiedler K, Breckpot K, Maes M, Van Hoorick D, Bastogne T, Schiffelers RM, De Koker S. mRNA-LNP vaccines tuned for systemic immunization induce strong antitumor immunity by engaging splenic immune cells. Mol Ther 2022; 30:3078-3094. [PMID: 35821637 PMCID: PMC9273295 DOI: 10.1016/j.ymthe.2022.07.007] [Citation(s) in RCA: 35] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 06/23/2022] [Accepted: 07/09/2022] [Indexed: 12/19/2022] Open
Abstract
mRNA vaccines have recently proven to be highly effective against SARS-CoV-2. Key to their success is the lipid-based nanoparticle (LNP), which enables efficient mRNA expression and endows the vaccine with adjuvant properties that drive potent antibody responses. Effective cancer vaccines require long-lived, qualitative CD8 T cell responses instead of antibody responses. Systemic vaccination appears to be the most effective route, but necessitates adaptation of LNP composition to deliver mRNA to antigen presenting cells. Using a design-of-experiments methodology, we tailored mRNA-LNP compositions to achieve high magnitude tumor-specific CD8 T cell responses within a single round of optimization. Optimized LNP compositions resulted in enhanced mRNA uptake by multiple splenic immune cell populations. Type I interferon and phagocytes were found essential for the T cell response. Surprisingly, we also discovered a yet unidentified role of B cells in stimulating the vaccine-elicited CD8 T cell response. Optimized LNPs displayed a similar, spleen-centered biodistribution profile in non-human primates and did not trigger histopathological changes in liver and spleen, warranting their further assessment in clinical studies. Taken together, our study clarifies the relationship between nanoparticle composition and their T cell stimulatory capacity and provides novel insights into the underlying mechanisms of effective mRNA-LNP based antitumor immunotherapy.
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Affiliation(s)
- Sanne Bevers
- eTheRNA Immunotherapies, 2845 Niel, Belgium; Laboratory for Molecular and Cellular Therapy (LMCT), Free University of Brussels, 1090 Jette, Belgium
| | - Sander A A Kooijmans
- CDL Research, University Medical Center Utrecht, 3508 GA Utrecht, The Netherlands
| | | | - Martijn J W Evers
- CDL Research, University Medical Center Utrecht, 3508 GA Utrecht, The Netherlands
| | | | | | - Nicky C H van Kronenburg
- Department of Pharmaceutics, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, 3584 CG Utrecht, the Netherlands
| | - Marcel H A M Fens
- Department of Pharmaceutics, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, 3584 CG Utrecht, the Netherlands
| | - Enrico Mastrobattista
- Department of Pharmaceutics, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, 3584 CG Utrecht, the Netherlands
| | | | - Helena Sork
- Institute of Technology, University of Tartu, 50411 Tartu, Estonia
| | - Taavi Lehto
- Institute of Technology, University of Tartu, 50411 Tartu, Estonia; Department of Laboratory Medicine, Karolinksa Institutet, 141 52 Huddinge, Sweden
| | - Kariem E Ahmed
- Department of Laboratory Medicine, Karolinksa Institutet, 141 52 Huddinge, Sweden
| | - Samir El Andaloussi
- Department of Laboratory Medicine, Karolinksa Institutet, 141 52 Huddinge, Sweden
| | | | - Karine Breckpot
- Laboratory for Molecular and Cellular Therapy (LMCT), Free University of Brussels, 1090 Jette, Belgium
| | | | | | - Thierry Bastogne
- CYBERnano, 54000 Nancy, France; CRAN, Université de Lorraine, CNRS, INRIA BIGS, 54506 Vandœuvre-lès-Nancy, France
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3
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Görgens A, Corso G, Hagey DW, Jawad Wiklander R, Gustafsson MO, Felldin U, Lee Y, Bostancioglu RB, Sork H, Liang X, Zheng W, Mohammad DK, van de Wakker SI, Vader P, Zickler AM, Mamand DR, Ma L, Holme MN, Stevens MM, Wiklander OPB, El Andaloussi S. Identification of storage conditions stabilizing extracellular vesicles preparations. J Extracell Vesicles 2022; 11:e12238. [PMID: 35716060 PMCID: PMC9206228 DOI: 10.1002/jev2.12238] [Citation(s) in RCA: 64] [Impact Index Per Article: 32.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 04/23/2022] [Accepted: 05/16/2022] [Indexed: 12/31/2022] Open
Abstract
Extracellular vesicles (EVs) play a key role in many physiological and pathophysiological processes and hold great potential for therapeutic and diagnostic use. Despite significant advances within the last decade, the key issue of EV storage stability remains unresolved and under investigated. Here, we aimed to identify storage conditions stabilizing EVs and comprehensively compared the impact of various storage buffer formulations at different temperatures on EVs derived from different cellular sources for up to 2 years. EV features including concentration, diameter, surface protein profile and nucleic acid contents were assessed by complementary methods, and engineered EVs containing fluorophores or functionalized surface proteins were utilized to compare cellular uptake and ligand binding. We show that storing EVs in PBS over time leads to drastically reduced recovery particularly for pure EV samples at all temperatures tested, starting already within days. We further report that using PBS as diluent was found to result in severely reduced EV recovery rates already within minutes. Several of the tested new buffer conditions largely prevented the observed effects, the lead candidate being PBS supplemented with human albumin and trehalose (PBS-HAT). We report that PBS-HAT buffer facilitates clearly improved short-term and long-term EV preservation for samples stored at -80°C, stability throughout several freeze-thaw cycles, and drastically improved EV recovery when using a diluent for EV samples for downstream applications.
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Affiliation(s)
- André Görgens
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden.,Institute for Transfusion Medicine, University Hospital Essen, University of Duisburg-Essen, Essen, Germany.,Evox Therapeutics Limited, Oxford, UK
| | - Giulia Corso
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden
| | - Daniel W Hagey
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden
| | - Rim Jawad Wiklander
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden
| | - Manuela O Gustafsson
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden
| | - Ulrika Felldin
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden
| | - Yi Lee
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden
| | - R Beklem Bostancioglu
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden
| | - Helena Sork
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden.,Institute of Technology, University of Tartu, Tartu, Estonia
| | - Xiuming Liang
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden
| | - Wenyi Zheng
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden
| | - Dara K Mohammad
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden.,College of Agricultural Engineering Sciences, Salahaddin University-Erbil, Erbil, Kurdistan Region, Iraq
| | - Simonides I van de Wakker
- Department of Cardiology, Experimental Cardiology Laboratory, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Pieter Vader
- Department of Cardiology, Experimental Cardiology Laboratory, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.,CDL Research, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Antje M Zickler
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden
| | - Doste R Mamand
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden
| | - Li Ma
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Margaret N Holme
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Molly M Stevens
- Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden.,Department of Materials, Department of Bioengineering, and Institute of Biomedical Engineering, Imperial College London, London, UK
| | - Oscar P B Wiklander
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden.,Evox Therapeutics Limited, Oxford, UK
| | - Samir El Andaloussi
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Stockholm, Sweden.,Evox Therapeutics Limited, Oxford, UK.,Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, UK
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4
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Diaz Lozano IM, Sork H, Stone VM, Eldh M, Cao X, Pernemalm M, Gabrielsson S, Flodström-Tullberg M. Proteome profiling of whole plasma and plasma-derived extracellular vesicles facilitates the detection of tissue biomarkers in the non-obese diabetic mouse. Front Endocrinol (Lausanne) 2022; 13:971313. [PMID: 36246930 PMCID: PMC9563222 DOI: 10.3389/fendo.2022.971313] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Accepted: 09/05/2022] [Indexed: 11/29/2022] Open
Abstract
The mechanism by which pancreatic beta cells are destroyed in type 1 diabetes (T1D) remains to be fully understood. Recent observations indicate that the disease may arise because of different pathobiological mechanisms (endotypes). The discovery of one or several protein biomarkers measurable in readily available liquid biopsies (e.g. blood plasma) during the pre-diabetic period may enable personalized disease interventions. Recent studies have shown that extracellular vesicles (EVs) are a source of tissue proteins in liquid biopsies. Using plasma samples collected from pre-diabetic non-obese diabetic (NOD) mice (an experimental model of T1D) we addressed if combined analysis of whole plasma samples and plasma-derived EV fractions increases the number of unique proteins identified by mass spectrometry (MS) compared to the analysis of whole plasma samples alone. LC-MS/MS analysis of plasma samples depleted of abundant proteins and subjected to peptide fractionation identified more than 2300 proteins, while the analysis of EV-enriched plasma samples identified more than 600 proteins. Of the proteins detected in EV-enriched samples, more than a third were not identified in whole plasma samples and many were classified as either tissue-enriched or of tissue-specific origin. In conclusion, parallel profiling of EV-enriched plasma fractions and whole plasma samples increases the overall proteome depth and facilitates the discovery of tissue-enriched proteins in plasma. If applied to plasma samples collected longitudinally from the NOD mouse or from models with other pathobiological mechanisms, the integrated proteome profiling scheme described herein may be useful for the discovery of new and potentially endotype specific biomarkers in T1D.
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Affiliation(s)
- Isabel M. Diaz Lozano
- Center for Infectious Medicine, Department of Medicine Huddinge, Karolinska Institutet, Karolinska University Hospital Huddinge, Stockholm, Sweden
| | - Helena Sork
- Center for Infectious Medicine, Department of Medicine Huddinge, Karolinska Institutet, Karolinska University Hospital Huddinge, Stockholm, Sweden
- Institute of Technology, University of Tartu, Tartu, Estonia
| | - Virginia M. Stone
- Center for Infectious Medicine, Department of Medicine Huddinge, Karolinska Institutet, Karolinska University Hospital Huddinge, Stockholm, Sweden
| | - Maria Eldh
- Department of Clinical Immunology and Transfusion Medicine and Division of Immunology and Allergy, Department of Medicine Solna, Karolinska University Hospital and Karolinska Institutet, Stockholm, Sweden
| | - Xiaofang Cao
- Department of Oncology and Pathology/Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
| | - Maria Pernemalm
- Department of Oncology and Pathology/Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
| | - Susanne Gabrielsson
- Department of Clinical Immunology and Transfusion Medicine and Division of Immunology and Allergy, Department of Medicine Solna, Karolinska University Hospital and Karolinska Institutet, Stockholm, Sweden
| | - Malin Flodström-Tullberg
- Center for Infectious Medicine, Department of Medicine Huddinge, Karolinska Institutet, Karolinska University Hospital Huddinge, Stockholm, Sweden
- *Correspondence: Malin Flodström-Tullberg,
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5
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Gupta D, Wiklander OPB, Görgens A, Conceição M, Corso G, Liang X, Seow Y, Balusu S, Feldin U, Bostancioglu B, Jawad R, Mamand DR, Lee YXF, Hean J, Mäger I, Roberts TC, Gustafsson M, Mohammad DK, Sork H, Backlund A, Lundin P, de Fougerolles A, Smith CIE, Wood MJA, Vandenbroucke RE, Nordin JZ, El-Andaloussi S. Amelioration of systemic inflammation via the display of two different decoy protein receptors on extracellular vesicles. Nat Biomed Eng 2021; 5:1084-1098. [PMID: 34616047 DOI: 10.1038/s41551-021-00792-z] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Accepted: 08/07/2021] [Indexed: 02/01/2023]
Abstract
Extracellular vesicles (EVs) can be functionalized to display specific protein receptors on their surface. However, surface-display technology typically labels only a small fraction of the EV population. Here, we show that the joint display of two different therapeutically relevant protein receptors on EVs can be optimized by systematically screening EV-loading protein moieties. We used cytokine-binding domains derived from tumour necrosis factor receptor 1 (TNFR1) and interleukin-6 signal transducer (IL-6ST), which can act as decoy receptors for the pro-inflammatory cytokines tumour necrosis factor alpha (TNF-α) and IL-6, respectively. We found that the genetic engineering of EV-producing cells to express oligomerized exosomal sorting domains and the N-terminal fragment of syntenin (a cytosolic adaptor of the single transmembrane domain protein syndecan) increased the display efficiency and inhibitory activity of TNFR1 and IL-6ST and facilitated their joint display on EVs. In mouse models of systemic inflammation, neuroinflammation and intestinal inflammation, EVs displaying the cytokine decoys ameliorated the disease phenotypes with higher efficacy as compared with clinically approved biopharmaceutical agents targeting the TNF-α and IL-6 pathways.
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Affiliation(s)
- Dhanu Gupta
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden.
| | - Oscar P B Wiklander
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden.
| | - André Görgens
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden.,Institute for Transfusion Medicine, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | | | - Giulia Corso
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Xiuming Liang
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Yiqi Seow
- Molecular Engineering Laboratory, Institute for Bioengineering and Nanotechnology, A*STAR, Singapore, Singapore
| | - Sriram Balusu
- VIB Center for Inflammation Research, VIB, Ghent, Belgium.,Department of Biomedical Molecular Biology, Ghent University, Ghent, Belgium
| | - Ulrika Feldin
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Beklem Bostancioglu
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Rim Jawad
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Doste R Mamand
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden.,Biology Department, Cihan University-Erbil, Erbil, Iraq
| | - Yi Xin Fiona Lee
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden.,Genome Institute of Singapore, Agency for Science, Technology and Research, A*STAR, Singapore, Singapore
| | | | - Imre Mäger
- Department of Paediatrics, University of Oxford, Oxford, UK
| | - Thomas C Roberts
- Department of Paediatrics, University of Oxford, Oxford, UK.,MDUK Oxford Neuromuscular Centre, University of Oxford, Oxford, UK
| | - Manuela Gustafsson
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Dara K Mohammad
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden.,College of Agricultural Engineering Sciences, Salahaddin University-Erbil, Erbil, Iraq
| | - Helena Sork
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Alexandra Backlund
- Cardiovascular Medicine Unit, Department of Medicine, Solna, Karolinska Institute, Stockholm, Sweden
| | | | | | - C I Edvard Smith
- Department of Laboratory Medicine, Clinical Research Center, Karolinska Institutet, Karolinska University Hospital Huddinge, Huddinge, Sweden
| | - Matthew J A Wood
- Department of Paediatrics, University of Oxford, Oxford, UK.,MDUK Oxford Neuromuscular Centre, University of Oxford, Oxford, UK
| | - Roosmarijn E Vandenbroucke
- VIB Center for Inflammation Research, VIB, Ghent, Belgium.,Department of Biomedical Molecular Biology, Ghent University, Ghent, Belgium
| | - Joel Z Nordin
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden.
| | - Samir El-Andaloussi
- Biomolecular Medicine, Clinical Research Center, Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden.
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6
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Sork H, Conceicao M, Corso G, Nordin J, Lee YXF, Krjutskov K, Orzechowski Westholm J, Vader P, Pauwels M, Vandenbroucke RE, Wood MJA, EL Andaloussi S, Mäger I. Profiling of Extracellular Small RNAs Highlights a Strong Bias towards Non-Vesicular Secretion. Cells 2021; 10:1543. [PMID: 34207405 PMCID: PMC8235078 DOI: 10.3390/cells10061543] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Revised: 06/11/2021] [Accepted: 06/14/2021] [Indexed: 12/12/2022] Open
Abstract
The extracellular environment consists of a plethora of molecules, including extracellular miRNA that can be secreted in association with extracellular vesicles (EVs) or soluble protein complexes (non-EVs). Yet, interest in therapeutic short RNA carriers lies mainly in EVs, the vehicles conveying the great majority of the biological activity. Here, by overexpressing miRNA and shRNA sequences in parent cells and using size exclusion liquid chromatography (SEC) to separate the secretome into EV and non-EV fractions, we saw that >98% of overexpressed miRNA was secreted within the non-EV fraction. Furthermore, small RNA sequencing studies of native miRNA transcripts revealed that although the abundance of miRNAs in EVs, non-EVs and parent cells correlated well (R2 = 0.69-0.87), quantitatively an outstanding 96.2-99.9% of total miRNA was secreted in the non-EV fraction. Nevertheless, though EVs contained only a fraction of secreted miRNAs, these molecules were stable at 37 °C in a serum-containing environment, indicating that if sufficient miRNA loading is achieved, EVs can remain delivery-competent for a prolonged period of time. This study suggests that the passive endogenous EV loading strategy might be a relatively wasteful way of loading miRNA to EVs, and active miRNA loading approaches are needed for developing advanced EV miRNA therapies in the future.
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Affiliation(s)
- Helena Sork
- Department of Laboratory Medicine, Karolinska Institutet, SE-141 52 Huddinge, Sweden; (G.C.); (J.N.); (S.E.A.)
- Institute of Technology, University of Tartu, 50 411 Tartu, Estonia
| | - Mariana Conceicao
- Department of Paediatrics, University of Oxford, Oxford OX3 9DU, UK; (M.C.); (Y.X.F.L.); (M.J.W.)
| | - Giulia Corso
- Department of Laboratory Medicine, Karolinska Institutet, SE-141 52 Huddinge, Sweden; (G.C.); (J.N.); (S.E.A.)
| | - Joel Nordin
- Department of Laboratory Medicine, Karolinska Institutet, SE-141 52 Huddinge, Sweden; (G.C.); (J.N.); (S.E.A.)
- Evox Therapeutics, King Charles House, Oxford OX1 1JD, UK
| | - Yi Xin Fiona Lee
- Department of Paediatrics, University of Oxford, Oxford OX3 9DU, UK; (M.C.); (Y.X.F.L.); (M.J.W.)
| | - Kaarel Krjutskov
- Competence Centre on Health Technologies, 50 411 Tartu, Estonia;
| | - Jakub Orzechowski Westholm
- Science for Life Laboratory, Department of Biochemistry and Biophysics, National Bioinformatics Infrastructure Sweden, Stockholm University, Solna, Box 1031, SE-171 21 Stockholm, Sweden;
| | - Pieter Vader
- Department of Clinical Chemistry and Haematology, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands;
- Department of Experimental Cardiology, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands
| | - Marie Pauwels
- Barriers in Inflammation Lab, VIB Center for Inflammation Research, VIB, 9052 Ghent, Belgium; (M.P.); (R.E.V.)
- Department of Biomedical Molecular Biology, Ghent University, 9052 Ghent, Belgium
| | - Roosmarijn E. Vandenbroucke
- Barriers in Inflammation Lab, VIB Center for Inflammation Research, VIB, 9052 Ghent, Belgium; (M.P.); (R.E.V.)
- Department of Biomedical Molecular Biology, Ghent University, 9052 Ghent, Belgium
| | - Matthew JA Wood
- Department of Paediatrics, University of Oxford, Oxford OX3 9DU, UK; (M.C.); (Y.X.F.L.); (M.J.W.)
- MDUK Oxford Neuromuscular Centre, Oxford OX1 3QX, UK
| | - Samir EL Andaloussi
- Department of Laboratory Medicine, Karolinska Institutet, SE-141 52 Huddinge, Sweden; (G.C.); (J.N.); (S.E.A.)
| | - Imre Mäger
- Institute of Technology, University of Tartu, 50 411 Tartu, Estonia
- Department of Paediatrics, University of Oxford, Oxford OX3 9DU, UK; (M.C.); (Y.X.F.L.); (M.J.W.)
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7
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Blanter M, Sork H, Tuomela S, Flodström-Tullberg M. Genetic and Environmental Interaction in Type 1 Diabetes: a Relationship Between Genetic Risk Alleles and Molecular Traits of Enterovirus Infection? Curr Diab Rep 2019; 19:82. [PMID: 31401790 PMCID: PMC6689284 DOI: 10.1007/s11892-019-1192-8] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
PURPOSE OF REVIEW We provide an overview of the current knowledge regarding the natural history of human type 1 diabetes (T1D) and the documented associations between virus infections (in particular the enteroviruses) and disease development. We review studies that examine whether T1D-specific risk alleles in genes involved in the function of the immune system can alter susceptibility to virus infections or affect the magnitude of the host antiviral response. We also highlight where the major gaps in our knowledge exist and consider possible implications that new insights gained from the discussed gene-environment interaction studies may bring. RECENT FINDINGS A commonality between several of the studied T1D risk variants studied is their role in modulating the host immune response to viral infection. Generally, little support exists indicating that the risk variants increase susceptibility to infection and moreover, they usually appear to predispose the immune system towards a hyper-reactive state, decrease the risk of infection, and/or favor the establishment of viral persistence. In conclusion, although the current number of studies is limited, this type of research can provide important insights into the mechanisms that are central to disease pathogenesis and further describe how genetic and environmental factors jointly influence the risk of T1D development. The latter may provide genetic markers that could be used for patient stratification and for the selection of method(s) for disease prevention.
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Affiliation(s)
- Marfa Blanter
- 0000 0000 9241 5705grid.24381.3cCenter for Infectious Medicine, Department of Medicine Huddinge, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
- 0000 0001 0668 7884grid.5596.fLaboratory of Molecular Immunology, Department of Microbiology and Immunology, Rega Institute for Medical Research, University of Leuven, Leuven, EU Belgium
| | - Helena Sork
- 0000 0000 9241 5705grid.24381.3cCenter for Infectious Medicine, Department of Medicine Huddinge, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Soile Tuomela
- 0000 0000 9241 5705grid.24381.3cCenter for Infectious Medicine, Department of Medicine Huddinge, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Malin Flodström-Tullberg
- 0000 0000 9241 5705grid.24381.3cCenter for Infectious Medicine, Department of Medicine Huddinge, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
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8
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Coenen-Stass AML, Sork H, Gatto S, Godfrey C, Bhomra A, Krjutškov K, Hart JR, Westholm JO, O'Donovan L, Roos A, Lochmüller H, Puri PL, El Andaloussi S, Wood MJA, Roberts TC. Comprehensive RNA-Sequencing Analysis in Serum and Muscle Reveals Novel Small RNA Signatures with Biomarker Potential for DMD. Mol Ther Nucleic Acids 2018; 13:1-15. [PMID: 30219269 PMCID: PMC6140421 DOI: 10.1016/j.omtn.2018.08.005] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/18/2017] [Revised: 08/13/2018] [Accepted: 08/13/2018] [Indexed: 01/03/2023]
Abstract
Extracellular small RNAs (sRNAs), including microRNAs (miRNAs), are promising biomarkers for diseases such as Duchenne muscular dystrophy (DMD), although their biological relevance is largely unknown. To investigate the relationship between intracellular and extracellular sRNA levels on a global scale, we performed sRNA sequencing in four muscle types and serum from wild-type, dystrophic mdx, and mdx mice in which dystrophin protein expression was restored by exon skipping. Differentially abundant sRNAs were identified in serum (mapping to miRNA, small nuclear RNA [snRNA], and PIWI-interacting RNA [piRNA] loci). One novel candidate biomarker, miR-483, was increased in both mdx serum and muscle, and also elevated in DMD patient sera. Dystrophin restoration induced global shifts in miRNA (including miR-483) and snRNA-fragment abundance toward wild-type levels. Specific serum piRNA-like sRNAs also responded to exon skipping therapy. Absolute miRNA expression in muscle was positively correlated with abundance in the circulation, although multiple highly expressed miRNAs in muscle were not elevated in mdx serum, suggesting that both passive and selective release mechanisms contribute to serum miRNA levels. In conclusion, this study has revealed new insights into the sRNA biology of dystrophin deficiency and identified novel DMD biomarkers.
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Affiliation(s)
- Anna M L Coenen-Stass
- Department of Physiology, Anatomy and Genetics, University of Oxford, South Parks Road, Oxford OX1 3QX, UK
| | - Helena Sork
- Department of Laboratory Medicine, Karolinska Institutet, Huddinge 141 86, Sweden
| | - Sole Gatto
- Development, Aging and Regeneration Program, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA 92037, USA
| | - Caroline Godfrey
- Department of Physiology, Anatomy and Genetics, University of Oxford, South Parks Road, Oxford OX1 3QX, UK
| | - Amarjit Bhomra
- Department of Physiology, Anatomy and Genetics, University of Oxford, South Parks Road, Oxford OX1 3QX, UK
| | - Kaarel Krjutškov
- Department of Biosciences and Nutrition, Center for Innovative Medicine, Karolinska Institutet, Huddinge 141 83, Sweden; Competence Centre on Health Technologies, Tartu 50410, Estonia
| | - Jonathan R Hart
- Department of Molecular and Experimental Medicine, The Scripps Research Institute, 10550 N. Torrey Pines Road, La Jolla, CA 92037, USA
| | - Jakub O Westholm
- Science for Life Laboratory, Department of Biochemistry and Biophysics, Stockholm University, 17121 Solna, Sweden
| | - Liz O'Donovan
- Medical Research Council, Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, UK
| | - Andreas Roos
- The John Walton Muscular Dystrophy Research Centre, MRC Centre for Neuromuscular Diseases, Institute of Genetic Medicine, Newcastle University, Central Parkway, Newcastle upon Tyne NE1 3BZ, UK; Biomedical Research Department, Leibniz-Institute für Analytische Wissenschaften-ISAS-e.V., Otto-Hahn-Strasse 6b, 44227 Dortmund, Germany
| | - Hanns Lochmüller
- The John Walton Muscular Dystrophy Research Centre, MRC Centre for Neuromuscular Diseases, Institute of Genetic Medicine, Newcastle University, Central Parkway, Newcastle upon Tyne NE1 3BZ, UK; Department of Neuropediatrics and Muscle Disorders, Medical Center-University of Freiburg, Faculty of Medicine, Freiburg, Germany; Centro Nacional de Análisis Genómico (CNAG-CRG), Center for Genomic Regulation, Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
| | - Pier Lorenzo Puri
- Development, Aging and Regeneration Program, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA 92037, USA; IRCCS Fondazione Santa Lucia, Rome, Italy
| | - Samir El Andaloussi
- Department of Physiology, Anatomy and Genetics, University of Oxford, South Parks Road, Oxford OX1 3QX, UK; Department of Laboratory Medicine, Karolinska Institutet, Huddinge 141 86, Sweden
| | - Matthew J A Wood
- Department of Physiology, Anatomy and Genetics, University of Oxford, South Parks Road, Oxford OX1 3QX, UK.
| | - Thomas C Roberts
- Department of Physiology, Anatomy and Genetics, University of Oxford, South Parks Road, Oxford OX1 3QX, UK; Development, Aging and Regeneration Program, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA 92037, USA.
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9
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Wiklander OPB, Nordin JZ, O'Loughlin A, Gustafsson Y, Corso G, Mäger I, Vader P, Lee Y, Sork H, Seow Y, Heldring N, Alvarez-Erviti L, Smith CIE, Le Blanc K, Macchiarini P, Jungebluth P, Wood MJA, Andaloussi SE. Extracellular vesicle in vivo biodistribution is determined by cell source, route of administration and targeting. J Extracell Vesicles 2015; 4:26316. [PMID: 25899407 PMCID: PMC4405624 DOI: 10.3402/jev.v4.26316] [Citation(s) in RCA: 967] [Impact Index Per Article: 107.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2014] [Revised: 03/17/2015] [Accepted: 03/19/2015] [Indexed: 12/13/2022] Open
Abstract
Extracellular vesicles (EVs) have emerged as important mediators of intercellular communication in a diverse range of biological processes. For future therapeutic applications and for EV biology research in general, understanding the in vivo fate of EVs is of utmost importance. Here we studied biodistribution of EVs in mice after systemic delivery. EVs were isolated from 3 different mouse cell sources, including dendritic cells (DCs) derived from bone marrow, and labelled with a near-infrared lipophilic dye. Xenotransplantation of EVs was further carried out for cross-species comparison. The reliability of the labelling technique was confirmed by sucrose gradient fractionation, organ perfusion and further supported by immunohistochemical staining using CD63-EGFP probed vesicles. While vesicles accumulated mainly in liver, spleen, gastrointestinal tract and lungs, differences related to EV cell origin were detected. EVs accumulated in the tumour tissue of tumour-bearing mice and, after introduction of the rabies virus glycoprotein-targeting moiety, they were found more readily in acetylcholine-receptor-rich organs. In addition, the route of administration and the dose of injected EVs influenced the biodistribution pattern. This is the first extensive biodistribution investigation of EVs comparing the impact of several different variables, the results of which have implications for the design and feasibility of therapeutic studies using EVs.
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Affiliation(s)
| | - Joel Z Nordin
- Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Aisling O'Loughlin
- Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, United Kingdom
| | - Ylva Gustafsson
- Advanced Centre for Translational Regenerative Medicine, Department for Clinical Science, Intervention and Technology, Karolinska Institutet, Stockholm, Sweden
| | - Giulia Corso
- Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Imre Mäger
- Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, United Kingdom.,Institute of Technology, University of Tartu, Tartu, Estonia
| | - Pieter Vader
- Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, United Kingdom
| | - Yi Lee
- Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, United Kingdom
| | - Helena Sork
- Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Yiqi Seow
- Molecular Engineering Laboratory, Agency for Science, Technology and Research (A*STAR), Singapore
| | - Nina Heldring
- Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Lydia Alvarez-Erviti
- Department of Clinical Neuroscience, Institute of Neurology, University College London, London, United Kingdom
| | - C I Edvard Smith
- Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Katarina Le Blanc
- Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden.,Haematology Centre, Karolinska University Hospital, Stockholm, Sweden
| | - Paolo Macchiarini
- Advanced Centre for Translational Regenerative Medicine, Department for Clinical Science, Intervention and Technology, Karolinska Institutet, Stockholm, Sweden
| | - Philipp Jungebluth
- Advanced Centre for Translational Regenerative Medicine, Department for Clinical Science, Intervention and Technology, Karolinska Institutet, Stockholm, Sweden.,Department of Thoracic Surgery, Thoraxklinik, Heidelberg University, Heidelberg, Germany
| | - Matthew J A Wood
- Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, United Kingdom
| | - Samir El Andaloussi
- Department of Laboratory Medicine, Karolinska Institutet, Stockholm, Sweden.,Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, United Kingdom;
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10
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Lehto T, Simonson OE, Mäger I, Ezzat K, Sork H, Copolovici DM, Viola JR, Zaghloul EM, Lundin P, Moreno PMD, Mäe M, Oskolkov N, Suhorutšenko J, Smith CIE, Andaloussi SEL. A peptide-based vector for efficient gene transfer in vitro and in vivo. Mol Ther 2011; 19:1457-67. [PMID: 21343913 DOI: 10.1038/mt.2011.10] [Citation(s) in RCA: 80] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
Abstract
Finding suitable nonviral delivery vehicles for nucleic acid-based therapeutics is a landmark goal in gene therapy. Cell-penetrating peptides (CPPs) are one class of delivery vectors that has been exploited for this purpose. However, since CPPs use endocytosis to enter cells, a large fraction of peptides remain trapped in endosomes. We have previously reported that stearylation of amphipathic CPPs, such as transportan 10 (TP10), dramatically increases transfection of oligonucleotides in vitro partially by promoting endosomal escape. Therefore, we aimed to evaluate whether stearyl-TP10 could be used for the delivery of plasmids as well. Our results demonstrate that stearyl-TP10 forms stable nanoparticles with plasmids that efficiently enter different cell-types in a ubiquitous manner, including primary cells, resulting in significantly higher gene expression levels than when using stearyl-Arg9 or unmodified CPPs. In fact, the transfection efficacy of stearyl-TP10 almost reached the levels of Lipofectamine 2000 (LF2000), however, without any of the observed lipofection-associated toxicities. Most importantly, stearyl-TP10/plasmid nanoparticles are nonimmunogenic, mediate efficient gene delivery in vivo, when administrated intramuscularly (i.m.) or intradermally (i.d.) without any associated toxicity in mice.
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Affiliation(s)
- Taavi Lehto
- Laboratory of Molecular Biotechnology, Institute of Technology, University of Tartu, Tartu, Estonia.
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11
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Andaloussi SEL, Lehto T, Mäger I, Rosenthal-Aizman K, Oprea II, Simonson OE, Sork H, Ezzat K, Copolovici DM, Kurrikoff K, Viola JR, Zaghloul EM, Sillard R, Johansson HJ, Said Hassane F, Guterstam P, Suhorutšenko J, Moreno PMD, Oskolkov N, Hälldin J, Tedebark U, Metspalu A, Lebleu B, Lehtiö J, Smith CIE, Langel U. Design of a peptide-based vector, PepFect6, for efficient delivery of siRNA in cell culture and systemically in vivo. Nucleic Acids Res 2011; 39:3972-87. [PMID: 21245043 PMCID: PMC3089457 DOI: 10.1093/nar/gkq1299] [Citation(s) in RCA: 215] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
While small interfering RNAs (siRNAs) have been rapidly appreciated to silence genes, efficient and non-toxic vectors for primary cells and for systemic in vivo delivery are lacking. Several siRNA-delivery vehicles, including cell-penetrating peptides (CPPs), have been developed but their utility is often restricted by entrapment following endocytosis. Hence, developing CPPs that promote endosomal escape is a prerequisite for successful siRNA implementation. We here present a novel CPP, PepFect 6 (PF6), comprising the previously reported stearyl-TP10 peptide, having pH titratable trifluoromethylquinoline moieties covalently incorporated to facilitate endosomal release. Stable PF6/siRNA nanoparticles enter entire cell populations and rapidly promote endosomal escape, resulting in robust RNAi responses in various cell types (including primary cells), with minimal associated transcriptomic or proteomic changes. Furthermore, PF6-mediated delivery is independent of cell confluence and, in most cases, not significantly hampered by serum proteins. Finally, these nanoparticles promote strong RNAi responses in different organs following systemic delivery in mice without any associated toxicity. Strikingly, similar knockdown in liver is achieved by PF6/siRNA nanoparticles and siRNA injected by hydrodynamic infusion, a golden standard technique for liver transfection. These results imply that the peptide, in addition to having utility for RNAi screens in vitro, displays therapeutic potential.
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12
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Krjutškov K, Viltrop T, Palta P, Metspalu E, Tamm E, Suvi S, Sak K, Merilo A, Sork H, Teek R, Nikopensius T, Kivisild T, Metspalu A. Evaluation of the 124-plex SNP typing microarray for forensic testing. Forensic Sci Int Genet 2009; 4:43-8. [DOI: 10.1016/j.fsigen.2009.04.007] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2008] [Revised: 04/16/2009] [Accepted: 04/17/2009] [Indexed: 11/28/2022]
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13
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Krjutskov K, Andreson R, Mägi R, Nikopensius T, Khrunin A, Mihailov E, Tammekivi V, Sork H, Remm M, Metspalu A. Development of a single tube 640-plex genotyping method for detection of nucleic acid variations on microarrays. Nucleic Acids Res 2008; 36:e75. [PMID: 18539607 PMCID: PMC2475630 DOI: 10.1093/nar/gkn357] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Detection of DNA sequence variation is critical to biomedical applications, including disease genetic identification, diagnosis and treatment, drug discovery and forensic analysis. Here, we describe an arrayed primer extension-based genotyping method (APEX-2) that allows multiplex (640-plex) DNA amplification and detection of single nucleotide polymorphisms (SNPs) and mutations on microarrays via four-color single-base primer extension. The founding principle of APEX-2 multiplex PCR requires two oligonucleotides per SNP/mutation to generate amplicons containing the position of interest. The same oligonucleotides are then subsequently used as immobilized single-base extension primers on a microarray. The method described here is ideal for SNP or mutation detection analysis, molecular diagnostics and forensic analysis. This robust genetic test has minimal requirements: two primers, two spots on the microarray and a low cost four-color detection system for the targeted site; and provides an advantageous alternative to high-density platforms and low-density detection systems.
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Affiliation(s)
- Kaarel Krjutskov
- Department of Biotechnology, IMCB, University of Tartu, Tartu, Estonia
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