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Mone P, Jankauskas SS, Manzi MV, Gambardella J, Coppola A, Kansakar U, Izzo R, Fiorentino G, Lombardi A, Varzideh F, Sorriento D, Trimarco B, Santulli G. Endothelial Extracellular Vesicles Enriched in microRNA-34a Predict New-Onset Diabetes in Coronavirus Disease 2019 (COVID-19) Patients: Novel Insights for Long COVID Metabolic Sequelae. J Pharmacol Exp Ther 2024; 389:34-39. [PMID: 38336381 PMCID: PMC10949163 DOI: 10.1124/jpet.122.001253] [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: 04/02/2022] [Revised: 01/15/2024] [Accepted: 01/23/2024] [Indexed: 02/12/2024] Open
Abstract
Emerging evidence indicates that the relationship between coronavirus disease 2019 (COVID-19) and diabetes is 2-fold: 1) it is known that the presence of diabetes and other metabolic alterations poses a considerably high risk to develop a severe COVID-19; 2) patients who survived a severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection have an increased risk of developing new-onset diabetes. However, the mechanisms underlying this association are mostly unknown, and there are no reliable biomarkers to predict the development of new-onset diabetes. In the present study, we demonstrate that a specific microRNA (miR-34a) contained in circulating extracellular vesicles released by endothelial cells reliably predicts the risk of developing new-onset diabetes in COVID-19. This association was independent of age, sex, body mass index (BMI), hypertension, dyslipidemia, smoking status, and D-dimer. SIGNIFICANCE STATEMENT: We demonstrate for the first time that a specific microRNA (miR-34a) contained in circulating extracellular vesicles released by endothelial cells is able to reliably predict the risk of developing diabetes after having contracted coronavirus disease 2019 (COVID-19). This association was independent of age, sex, body mass index (BMI), hypertension, dyslipidemia, smoking status, and D-dimer. Our findings are also relevant when considering the emerging importance of post-acute sequelae of COVID-19, with systemic manifestations observed even months after viral negativization (long COVID).
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Affiliation(s)
- Pasquale Mone
- Department of Medicine, Einstein-Sinai Diabetes Research Center, Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research (P.M., S.S.J., J.G., U.K., A.L., F.V., G.S.) and Department of Molecular Pharmacology, Wilf Family Cardiovascular Research Institute, Einstein Institute for Neuroimmunology and Inflammation (G.S.), Albert Einstein College of Medicine, New York, New York; Department of Advanced Biomedical Sciences, International Translational Research and Medical Education, "Federico II" University, Naples, Italy (M.V.M., J.G., R.I., D.S., B.T., G.S.); Clinica Montevergine, Mercogliano, Avellino (P.M.); and COVID-19 Division, A.O.R.N. Ospedali dei Colli, Naples, Italy (A.C., G.F.)
| | - Stanislovas S Jankauskas
- Department of Medicine, Einstein-Sinai Diabetes Research Center, Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research (P.M., S.S.J., J.G., U.K., A.L., F.V., G.S.) and Department of Molecular Pharmacology, Wilf Family Cardiovascular Research Institute, Einstein Institute for Neuroimmunology and Inflammation (G.S.), Albert Einstein College of Medicine, New York, New York; Department of Advanced Biomedical Sciences, International Translational Research and Medical Education, "Federico II" University, Naples, Italy (M.V.M., J.G., R.I., D.S., B.T., G.S.); Clinica Montevergine, Mercogliano, Avellino (P.M.); and COVID-19 Division, A.O.R.N. Ospedali dei Colli, Naples, Italy (A.C., G.F.)
| | - Maria Virginia Manzi
- Department of Medicine, Einstein-Sinai Diabetes Research Center, Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research (P.M., S.S.J., J.G., U.K., A.L., F.V., G.S.) and Department of Molecular Pharmacology, Wilf Family Cardiovascular Research Institute, Einstein Institute for Neuroimmunology and Inflammation (G.S.), Albert Einstein College of Medicine, New York, New York; Department of Advanced Biomedical Sciences, International Translational Research and Medical Education, "Federico II" University, Naples, Italy (M.V.M., J.G., R.I., D.S., B.T., G.S.); Clinica Montevergine, Mercogliano, Avellino (P.M.); and COVID-19 Division, A.O.R.N. Ospedali dei Colli, Naples, Italy (A.C., G.F.)
| | - Jessica Gambardella
- Department of Medicine, Einstein-Sinai Diabetes Research Center, Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research (P.M., S.S.J., J.G., U.K., A.L., F.V., G.S.) and Department of Molecular Pharmacology, Wilf Family Cardiovascular Research Institute, Einstein Institute for Neuroimmunology and Inflammation (G.S.), Albert Einstein College of Medicine, New York, New York; Department of Advanced Biomedical Sciences, International Translational Research and Medical Education, "Federico II" University, Naples, Italy (M.V.M., J.G., R.I., D.S., B.T., G.S.); Clinica Montevergine, Mercogliano, Avellino (P.M.); and COVID-19 Division, A.O.R.N. Ospedali dei Colli, Naples, Italy (A.C., G.F.)
| | - Antonietta Coppola
- Department of Medicine, Einstein-Sinai Diabetes Research Center, Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research (P.M., S.S.J., J.G., U.K., A.L., F.V., G.S.) and Department of Molecular Pharmacology, Wilf Family Cardiovascular Research Institute, Einstein Institute for Neuroimmunology and Inflammation (G.S.), Albert Einstein College of Medicine, New York, New York; Department of Advanced Biomedical Sciences, International Translational Research and Medical Education, "Federico II" University, Naples, Italy (M.V.M., J.G., R.I., D.S., B.T., G.S.); Clinica Montevergine, Mercogliano, Avellino (P.M.); and COVID-19 Division, A.O.R.N. Ospedali dei Colli, Naples, Italy (A.C., G.F.)
| | - Urna Kansakar
- Department of Medicine, Einstein-Sinai Diabetes Research Center, Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research (P.M., S.S.J., J.G., U.K., A.L., F.V., G.S.) and Department of Molecular Pharmacology, Wilf Family Cardiovascular Research Institute, Einstein Institute for Neuroimmunology and Inflammation (G.S.), Albert Einstein College of Medicine, New York, New York; Department of Advanced Biomedical Sciences, International Translational Research and Medical Education, "Federico II" University, Naples, Italy (M.V.M., J.G., R.I., D.S., B.T., G.S.); Clinica Montevergine, Mercogliano, Avellino (P.M.); and COVID-19 Division, A.O.R.N. Ospedali dei Colli, Naples, Italy (A.C., G.F.)
| | - Raffaele Izzo
- Department of Medicine, Einstein-Sinai Diabetes Research Center, Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research (P.M., S.S.J., J.G., U.K., A.L., F.V., G.S.) and Department of Molecular Pharmacology, Wilf Family Cardiovascular Research Institute, Einstein Institute for Neuroimmunology and Inflammation (G.S.), Albert Einstein College of Medicine, New York, New York; Department of Advanced Biomedical Sciences, International Translational Research and Medical Education, "Federico II" University, Naples, Italy (M.V.M., J.G., R.I., D.S., B.T., G.S.); Clinica Montevergine, Mercogliano, Avellino (P.M.); and COVID-19 Division, A.O.R.N. Ospedali dei Colli, Naples, Italy (A.C., G.F.)
| | - Giuseppe Fiorentino
- Department of Medicine, Einstein-Sinai Diabetes Research Center, Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research (P.M., S.S.J., J.G., U.K., A.L., F.V., G.S.) and Department of Molecular Pharmacology, Wilf Family Cardiovascular Research Institute, Einstein Institute for Neuroimmunology and Inflammation (G.S.), Albert Einstein College of Medicine, New York, New York; Department of Advanced Biomedical Sciences, International Translational Research and Medical Education, "Federico II" University, Naples, Italy (M.V.M., J.G., R.I., D.S., B.T., G.S.); Clinica Montevergine, Mercogliano, Avellino (P.M.); and COVID-19 Division, A.O.R.N. Ospedali dei Colli, Naples, Italy (A.C., G.F.)
| | - Angela Lombardi
- Department of Medicine, Einstein-Sinai Diabetes Research Center, Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research (P.M., S.S.J., J.G., U.K., A.L., F.V., G.S.) and Department of Molecular Pharmacology, Wilf Family Cardiovascular Research Institute, Einstein Institute for Neuroimmunology and Inflammation (G.S.), Albert Einstein College of Medicine, New York, New York; Department of Advanced Biomedical Sciences, International Translational Research and Medical Education, "Federico II" University, Naples, Italy (M.V.M., J.G., R.I., D.S., B.T., G.S.); Clinica Montevergine, Mercogliano, Avellino (P.M.); and COVID-19 Division, A.O.R.N. Ospedali dei Colli, Naples, Italy (A.C., G.F.)
| | - Fahimeh Varzideh
- Department of Medicine, Einstein-Sinai Diabetes Research Center, Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research (P.M., S.S.J., J.G., U.K., A.L., F.V., G.S.) and Department of Molecular Pharmacology, Wilf Family Cardiovascular Research Institute, Einstein Institute for Neuroimmunology and Inflammation (G.S.), Albert Einstein College of Medicine, New York, New York; Department of Advanced Biomedical Sciences, International Translational Research and Medical Education, "Federico II" University, Naples, Italy (M.V.M., J.G., R.I., D.S., B.T., G.S.); Clinica Montevergine, Mercogliano, Avellino (P.M.); and COVID-19 Division, A.O.R.N. Ospedali dei Colli, Naples, Italy (A.C., G.F.)
| | - Daniela Sorriento
- Department of Medicine, Einstein-Sinai Diabetes Research Center, Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research (P.M., S.S.J., J.G., U.K., A.L., F.V., G.S.) and Department of Molecular Pharmacology, Wilf Family Cardiovascular Research Institute, Einstein Institute for Neuroimmunology and Inflammation (G.S.), Albert Einstein College of Medicine, New York, New York; Department of Advanced Biomedical Sciences, International Translational Research and Medical Education, "Federico II" University, Naples, Italy (M.V.M., J.G., R.I., D.S., B.T., G.S.); Clinica Montevergine, Mercogliano, Avellino (P.M.); and COVID-19 Division, A.O.R.N. Ospedali dei Colli, Naples, Italy (A.C., G.F.)
| | - Bruno Trimarco
- Department of Medicine, Einstein-Sinai Diabetes Research Center, Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research (P.M., S.S.J., J.G., U.K., A.L., F.V., G.S.) and Department of Molecular Pharmacology, Wilf Family Cardiovascular Research Institute, Einstein Institute for Neuroimmunology and Inflammation (G.S.), Albert Einstein College of Medicine, New York, New York; Department of Advanced Biomedical Sciences, International Translational Research and Medical Education, "Federico II" University, Naples, Italy (M.V.M., J.G., R.I., D.S., B.T., G.S.); Clinica Montevergine, Mercogliano, Avellino (P.M.); and COVID-19 Division, A.O.R.N. Ospedali dei Colli, Naples, Italy (A.C., G.F.)
| | - Gaetano Santulli
- Department of Medicine, Einstein-Sinai Diabetes Research Center, Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research (P.M., S.S.J., J.G., U.K., A.L., F.V., G.S.) and Department of Molecular Pharmacology, Wilf Family Cardiovascular Research Institute, Einstein Institute for Neuroimmunology and Inflammation (G.S.), Albert Einstein College of Medicine, New York, New York; Department of Advanced Biomedical Sciences, International Translational Research and Medical Education, "Federico II" University, Naples, Italy (M.V.M., J.G., R.I., D.S., B.T., G.S.); Clinica Montevergine, Mercogliano, Avellino (P.M.); and COVID-19 Division, A.O.R.N. Ospedali dei Colli, Naples, Italy (A.C., G.F.)
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Temperini ME, Di Giacinto F, Romanò S, Di Santo R, Augello A, Polito R, Baldassarre L, Giliberti V, Papi M, Basile U, Niccolini B, Krasnowska EK, Serafino A, De Spirito M, Di Gaspare A, Ortolani M, Ciasca G. Antenna-enhanced mid-infrared detection of extracellular vesicles derived from human cancer cell cultures. J Nanobiotechnology 2022; 20:530. [PMID: 36514065 PMCID: PMC9746222 DOI: 10.1186/s12951-022-01693-2] [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: 05/19/2022] [Accepted: 10/30/2022] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Extracellular Vesicles (EVs) are sub-micrometer lipid-bound particles released by most cell types. They are considered a promising source of cancer biomarkers for liquid biopsy and personalized medicine due to their specific molecular cargo, which provides biochemical information on the state of parent cells. Despite this potential, EVs translation process in the diagnostic practice is still at its birth, and the development of novel medical devices for their detection and characterization is highly required. RESULTS In this study, we demonstrate mid-infrared plasmonic nanoantenna arrays designed to detect, in the liquid and dry phase, the specific vibrational absorption signal of EVs simultaneously with the unspecific refractive index sensing signal. For this purpose, EVs are immobilized on the gold nanoantenna surface by immunocapture, allowing us to select specific EV sub-populations and get rid of contaminants. A wet sample-handling technique relying on hydrophobicity contrast enables effortless reflectance measurements with a Fourier-transform infrared (FTIR) spectro-microscope in the wavelength range between 10 and 3 µm. In a proof-of-principle experiment carried out on EVs released from human colorectal adenocarcinoma (CRC) cells, the protein absorption bands (amide-I and amide-II between 5.9 and 6.4 µm) increase sharply within minutes when the EV solution is introduced in the fluidic chamber, indicating sensitivity to the EV proteins. A refractive index sensing curve is simultaneously provided by our sensor in the form of the redshift of a sharp spectral edge at wavelengths around 5 µm, where no vibrational absorption of organic molecules takes place: this permits to extract of the dynamics of EV capture by antibodies from the overall molecular layer deposition dynamics, which is typically measured by commercial surface plasmon resonance sensors. Additionally, the described metasurface is exploited to compare the spectral response of EVs derived from cancer cells with increasing invasiveness and metastatic potential, suggesting that the average secondary structure content in EVs can be correlated with cell malignancy. CONCLUSIONS Thanks to the high protein sensitivity and the possibility to work with small sample volumes-two key features for ultrasensitive detection of extracellular vesicles- our lab-on-chip can positively impact the development of novel laboratory medicine methods for the molecular characterization of EVs.
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Affiliation(s)
- Maria Eleonora Temperini
- grid.7841.aDepartment of Physics, Sapienza University of Rome, Piazzale Aldo Moro 2, 00185 Rome, Italy ,grid.25786.3e0000 0004 1764 2907Center for Life Neuro and Nano Sciences IIT@Sapienza, Istituto Italiano di Tecnologia, Viale Regina Elena 291, 00161 Rome, Italy
| | - Flavio Di Giacinto
- grid.414603.4Fondazione Policlinico Universitario “A. Gemelli”, IRCCS, Rome, Italy ,grid.8142.f0000 0001 0941 3192Dipartimento di Neuroscienze, Sezione di Fisica, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Sabrina Romanò
- grid.414603.4Fondazione Policlinico Universitario “A. Gemelli”, IRCCS, Rome, Italy ,grid.8142.f0000 0001 0941 3192Dipartimento di Neuroscienze, Sezione di Fisica, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Riccardo Di Santo
- grid.414603.4Fondazione Policlinico Universitario “A. Gemelli”, IRCCS, Rome, Italy
| | - Alberto Augello
- grid.414603.4Fondazione Policlinico Universitario “A. Gemelli”, IRCCS, Rome, Italy
| | - Raffaella Polito
- grid.7841.aDepartment of Physics, Sapienza University of Rome, Piazzale Aldo Moro 2, 00185 Rome, Italy
| | - Leonetta Baldassarre
- grid.7841.aDepartment of Physics, Sapienza University of Rome, Piazzale Aldo Moro 2, 00185 Rome, Italy
| | - Valeria Giliberti
- grid.25786.3e0000 0004 1764 2907Center for Life Neuro and Nano Sciences IIT@Sapienza, Istituto Italiano di Tecnologia, Viale Regina Elena 291, 00161 Rome, Italy
| | - Massimiliano Papi
- grid.414603.4Fondazione Policlinico Universitario “A. Gemelli”, IRCCS, Rome, Italy ,grid.8142.f0000 0001 0941 3192Dipartimento di Neuroscienze, Sezione di Fisica, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Umberto Basile
- grid.414603.4Dipartimento di Scienze di Laboratorio e Infettivologiche, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, 00168 Rome, Italy
| | - Benedetta Niccolini
- grid.8142.f0000 0001 0941 3192Dipartimento di Neuroscienze, Sezione di Fisica, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Ewa K. Krasnowska
- grid.5326.20000 0001 1940 4177Institute of Translational Pharmacology, National Research Council of Italy, Rome, Italy
| | - Annalucia Serafino
- grid.5326.20000 0001 1940 4177Institute of Translational Pharmacology, National Research Council of Italy, Rome, Italy
| | - Marco De Spirito
- grid.414603.4Fondazione Policlinico Universitario “A. Gemelli”, IRCCS, Rome, Italy ,grid.8142.f0000 0001 0941 3192Dipartimento di Neuroscienze, Sezione di Fisica, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Alessandra Di Gaspare
- grid.414603.4Fondazione Policlinico Universitario “A. Gemelli”, IRCCS, Rome, Italy ,grid.509494.5NEST, CNR-Istituto Nanoscienze and Scuola Normale Superiore, Piazza San Silvestro 12, 56127 Pisa, Italy
| | - Michele Ortolani
- grid.7841.aDepartment of Physics, Sapienza University of Rome, Piazzale Aldo Moro 2, 00185 Rome, Italy ,grid.25786.3e0000 0004 1764 2907Center for Life Neuro and Nano Sciences IIT@Sapienza, Istituto Italiano di Tecnologia, Viale Regina Elena 291, 00161 Rome, Italy
| | - Gabriele Ciasca
- grid.414603.4Fondazione Policlinico Universitario “A. Gemelli”, IRCCS, Rome, Italy ,grid.8142.f0000 0001 0941 3192Dipartimento di Neuroscienze, Sezione di Fisica, Università Cattolica del Sacro Cuore, Rome, Italy
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