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Gomez-Gonzalez E, Muñoz O, Gomez-Martin JC, Aceituno-Castro J, Fernandez-Muñoz B, Navas-Garcia JM, Barriga-Rivera A, Fernandez-Lizaranzu I, Munoz-Gonzalez FJ, Parrilla-Giraldez R, Requena-Lancharro D, Gil-Gamboa P, Ramos JL, Rosell-Valle C, Gomez-Gonzalez C, Martin-Lopez M, Relimpio-Lopez MI, Perales-Esteve MA, Puppo-Moreno A, Garcia-Cozar FJ, Olvera-Collantes L, de Los Santos-Trigo S, Gomez E, Sanchez-Pernaute R, Padillo-Ruiz J, Marquez-Rivas J. Polarimetric imaging for the detection of synthetic models of SARS-CoV-2: A proof of concept. JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER 2023; 302:108567. [PMID: 36945203 PMCID: PMC9987604 DOI: 10.1016/j.jqsrt.2023.108567] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Revised: 03/04/2023] [Accepted: 03/04/2023] [Indexed: 06/18/2023]
Abstract
OBJECTIVE To conduct a proof-of-concept study of the detection of two synthetic models of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) using polarimetric imaging. APPROACH Two SARS-CoV-2 models were prepared as engineered lentiviruses pseudotyped with the G protein of the vesicular stomatitis virus, and with the characteristic Spike protein of SARS-CoV-2. Samples were prepared in two biofluids (saline solution and artificial saliva), in four concentrations, and deposited as 5-µL droplets on a supporting plate. The angles of maximal degree of linear polarization (DLP) of light diffusely scattered from dry residues were determined using Mueller polarimetry from87 samples at 405 nm and 514 nm. A polarimetric camera was used for imaging several samples under 380-420 nm illumination at angles similar to those of maximal DLP. Per-pixel image analysis included quantification and combination of polarization feature descriptors in 475 samples. MAIN RESULTS The angles (from sample surface) of maximal DLP were 3° for 405 nm and 6° for 514 nm. Similar viral particles that differed only in the characteristic spike protein of the SARS-CoV-2, their corresponding negative controls, fluids, and the sample holder were discerned at 10-degree and 15-degree configurations. SIGNIFICANCE Polarimetric imaging in the visible spectrum may help improve fast, non-contact detection and identification of viral particles, and/or other microbes such as tuberculosis, in multiple dry fluid samples simultaneously, particularly when combined with other imaging modalities. Further analysis including realistic concentrations of real SARS-CoV-2 viral particles in relevant human fluids is required. Polarimetric imaging under visible light may contribute to a fast, cost-effective screening of SARS-CoV-2 and other pathogens when combined with other imaging modalities.
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Affiliation(s)
- Emilio Gomez-Gonzalez
- Group of Interdisciplinary Physics, Department of Applied Physics III at the ETSI Engineering School, Universidad de Sevilla, Seville 41092, Spain
- Institute of Biomedicine of Seville, Spain
| | - Olga Muñoz
- Cosmic Dust Laboratory, Instituto de Astrofísica de Andalucía, CSIC, Granada 18008, Spain
| | | | - Jesus Aceituno-Castro
- Cosmic Dust Laboratory, Instituto de Astrofísica de Andalucía, CSIC, Granada 18008, Spain
- Centro Astronomico Hispano Alemán, Almeria 04550, Spain
| | - Beatriz Fernandez-Muñoz
- Unidad de Producción y Reprogramación Celular, Red Andaluza de Diseño y Traslación de Terapias Avanzadas, Fundacion Publica Andaluza Progreso y Salud, Sevilla 41092, Spain
| | | | - Alejandro Barriga-Rivera
- Group of Interdisciplinary Physics, Department of Applied Physics III at the ETSI Engineering School, Universidad de Sevilla, Seville 41092, Spain
- School of Biomedical Engineering, The University of Sydney, NSW 2006, Australia
| | - Isabel Fernandez-Lizaranzu
- Group of Interdisciplinary Physics, Department of Applied Physics III at the ETSI Engineering School, Universidad de Sevilla, Seville 41092, Spain
- Institute of Biomedicine of Seville, Spain
| | - Francisco Javier Munoz-Gonzalez
- Group of Interdisciplinary Physics, Department of Applied Physics III at the ETSI Engineering School, Universidad de Sevilla, Seville 41092, Spain
| | | | - Desiree Requena-Lancharro
- Group of Interdisciplinary Physics, Department of Applied Physics III at the ETSI Engineering School, Universidad de Sevilla, Seville 41092, Spain
| | - Pedro Gil-Gamboa
- Group of Interdisciplinary Physics, Department of Applied Physics III at the ETSI Engineering School, Universidad de Sevilla, Seville 41092, Spain
| | - José Luis Ramos
- Cosmic Dust Laboratory, Instituto de Astrofísica de Andalucía, CSIC, Granada 18008, Spain
| | - Cristina Rosell-Valle
- Unidad de Producción y Reprogramación Celular, Red Andaluza de Diseño y Traslación de Terapias Avanzadas, Fundacion Publica Andaluza Progreso y Salud, Sevilla 41092, Spain
| | - Carmen Gomez-Gonzalez
- Service of Intensive Care, University Hospital 'Virgen del Rocio', Sevilla 41013, Spain
| | - Maria Martin-Lopez
- Unidad de Producción y Reprogramación Celular, Red Andaluza de Diseño y Traslación de Terapias Avanzadas, Fundacion Publica Andaluza Progreso y Salud, Sevilla 41092, Spain
| | - Maria Isabel Relimpio-Lopez
- Department of General Surgery, College of Medicine, Universidad de Sevilla, Seville 41009, Spain
- Department of Ophthalmology, University Hospital 'Virgen Macarena', Sevilla 41009, Spain
- OftaRed, Institute of Health 'Carlos III', Madrid 28029, Spain
| | - Manuel A Perales-Esteve
- Group of Interdisciplinary Physics, Department of Applied Physics III at the ETSI Engineering School, Universidad de Sevilla, Seville 41092, Spain
- Department of Electronic Engineering at the ETSI Engineering School, Universidad de Sevilla, Seville 41092, Spain
| | - Antonio Puppo-Moreno
- Institute of Biomedicine of Seville, Spain
- Service of Intensive Care, University Hospital 'Virgen del Rocio', Sevilla 41013, Spain
| | - Francisco Jose Garcia-Cozar
- Department of Biomedicine, Biotechnology and Public Health, University of Cadiz, Cadiz 11003, Spain
- Instituto de Investigación e Innovación Biomedica de Cádiz (INIBICA), Cadiz 11009, Spain
| | - Lucia Olvera-Collantes
- Department of Biomedicine, Biotechnology and Public Health, University of Cadiz, Cadiz 11003, Spain
- Instituto de Investigación e Innovación Biomedica de Cádiz (INIBICA), Cadiz 11009, Spain
| | | | - Emilia Gomez
- Joint Research Centre, European Commission, Sevilla 41092, Spain
| | - Rosario Sanchez-Pernaute
- Unidad de Producción y Reprogramación Celular, Red Andaluza de Diseño y Traslación de Terapias Avanzadas, Fundacion Publica Andaluza Progreso y Salud, Sevilla 41092, Spain
| | | | - Javier Marquez-Rivas
- Group of Interdisciplinary Physics, Department of Applied Physics III at the ETSI Engineering School, Universidad de Sevilla, Seville 41092, Spain
- Institute of Biomedicine of Seville, Spain
- Service of Neurosurgery, University Hospital 'Virgen del Rocío', Sevilla 41013, Spain
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Nehra M, Kumar V, Kumar R, Dilbaghi N, Kumar S. Current Scenario of Pathogen Detection Techniques in Agro-Food Sector. BIOSENSORS 2022; 12:bios12070489. [PMID: 35884292 PMCID: PMC9313409 DOI: 10.3390/bios12070489] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Revised: 06/26/2022] [Accepted: 06/28/2022] [Indexed: 05/05/2023]
Abstract
Over the past-decade, agricultural products (such as vegetables and fruits) have been reported as the major vehicles for foodborne diseases, which are limiting food resources. The spread of infectious diseases due to foodborne pathogens poses a global threat to human health and the economy. The accurate and timely detection of infectious disease and of causative pathogens is crucial in the prevention and treatment of disease. Negligence in the detection of pathogenic substances can be catastrophic and lead to a pandemic. Despite the revolution in health diagnostics, much attention has been paid to the agro-food sector regarding the detection of food contaminants (such as pathogens). The conventional analytical techniques for pathogen detection are reliable and still in operation. However, laborious procedures and time-consuming detection via these approaches emphasize the need for simple, easy-to-use, and affordable detection techniques. The rapid detection of pathogens from food is essential to avoid the morbidity and mortality originating from the suboptimal nature of empiric pathogen treatment. This review critically discusses both the conventional and emerging bio-molecular approaches for pathogen detection in agro-food.
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Affiliation(s)
- Monika Nehra
- Department of Bio and Nano Technology, Guru Jambheshwar University of Science and Technology, Hisar 125001, Haryana, India; (M.N.); (V.K.); (N.D.)
- Department of Mechanical Engineering, University Institute of Engineering and Technology, Panjab University, Chandigarh 160014, India;
| | - Virendra Kumar
- Department of Bio and Nano Technology, Guru Jambheshwar University of Science and Technology, Hisar 125001, Haryana, India; (M.N.); (V.K.); (N.D.)
| | - Rajesh Kumar
- Department of Mechanical Engineering, University Institute of Engineering and Technology, Panjab University, Chandigarh 160014, India;
| | - Neeraj Dilbaghi
- Department of Bio and Nano Technology, Guru Jambheshwar University of Science and Technology, Hisar 125001, Haryana, India; (M.N.); (V.K.); (N.D.)
| | - Sandeep Kumar
- Department of Bio and Nano Technology, Guru Jambheshwar University of Science and Technology, Hisar 125001, Haryana, India; (M.N.); (V.K.); (N.D.)
- Correspondence:
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4
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Gomez-Gonzalez E, Barriga-Rivera A, Fernandez-Muñoz B, Navas-Garcia JM, Fernandez-Lizaranzu I, Munoz-Gonzalez FJ, Parrilla-Giraldez R, Requena-Lancharro D, Gil-Gamboa P, Rosell-Valle C, Gomez-Gonzalez C, Mayorga-Buiza MJ, Martin-Lopez M, Muñoz O, Gomez-Martin JC, Relimpio-Lopez MI, Aceituno-Castro J, Perales-Esteve MA, Puppo-Moreno A, Garcia-Cozar FJ, Olvera-Collantes L, Gomez-Diaz R, de Los Santos-Trigo S, Huguet-Carrasco M, Rey M, Gomez E, Sanchez-Pernaute R, Padillo-Ruiz J, Marquez-Rivas J. Optical imaging spectroscopy for rapid, primary screening of SARS-CoV-2: a proof of concept. Sci Rep 2022; 12:2356. [PMID: 35181702 PMCID: PMC8857323 DOI: 10.1038/s41598-022-06393-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Accepted: 01/28/2022] [Indexed: 12/24/2022] Open
Abstract
Effective testing is essential to control the coronavirus disease 2019 (COVID-19) transmission. Here we report a-proof-of-concept study on hyperspectral image analysis in the visible and near-infrared range for primary screening at the point-of-care of SARS-CoV-2. We apply spectral feature descriptors, partial least square-discriminant analysis, and artificial intelligence to extract information from optical diffuse reflectance measurements from 5 µL fluid samples at pixel, droplet, and patient levels. We discern preparations of engineered lentiviral particles pseudotyped with the spike protein of the SARS-CoV-2 from those with the G protein of the vesicular stomatitis virus in saline solution and artificial saliva. We report a quantitative analysis of 72 samples of nasopharyngeal exudate in a range of SARS-CoV-2 viral loads, and a descriptive study of another 32 fresh human saliva samples. Sensitivity for classification of exudates was 100% with peak specificity of 87.5% for discernment from PCR-negative but symptomatic cases. Proposed technology is reagent-free, fast, and scalable, and could substantially reduce the number of molecular tests currently required for COVID-19 mass screening strategies even in resource-limited settings.
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Affiliation(s)
- Emilio Gomez-Gonzalez
- Department of Applied Physics III, ETSI School of Engineering, Universidad de Sevilla, Camino de los Descubrimientos s/n, 41092, Sevilla, Spain. .,Institute of Biomedicine of Seville (IBIS), 41013, Sevilla, Spain.
| | - Alejandro Barriga-Rivera
- Department of Applied Physics III, ETSI School of Engineering, Universidad de Sevilla, Camino de los Descubrimientos s/n, 41092, Sevilla, Spain.,School of Biomedical Engineering, The University of Sydney, Sydney, NSW, 2006, Australia
| | - Beatriz Fernandez-Muñoz
- Unidad de Producción y Reprogramación Celular (UPRC), Red Andaluza de Diseño y Traslación de Terapias Avanzadas, Consejería de Salud y Familias, Junta de Andalucía, 41092, Sevilla, Spain
| | | | - Isabel Fernandez-Lizaranzu
- Department of Applied Physics III, ETSI School of Engineering, Universidad de Sevilla, Camino de los Descubrimientos s/n, 41092, Sevilla, Spain.,Institute of Biomedicine of Seville (IBIS), 41013, Sevilla, Spain
| | - Francisco Javier Munoz-Gonzalez
- Department of Applied Physics III, ETSI School of Engineering, Universidad de Sevilla, Camino de los Descubrimientos s/n, 41092, Sevilla, Spain
| | | | - Desiree Requena-Lancharro
- Department of Applied Physics III, ETSI School of Engineering, Universidad de Sevilla, Camino de los Descubrimientos s/n, 41092, Sevilla, Spain
| | - Pedro Gil-Gamboa
- Department of Applied Physics III, ETSI School of Engineering, Universidad de Sevilla, Camino de los Descubrimientos s/n, 41092, Sevilla, Spain
| | - Cristina Rosell-Valle
- Institute of Biomedicine of Seville (IBIS), 41013, Sevilla, Spain.,Unidad de Producción y Reprogramación Celular (UPRC), Red Andaluza de Diseño y Traslación de Terapias Avanzadas, Consejería de Salud y Familias, Junta de Andalucía, 41092, Sevilla, Spain
| | - Carmen Gomez-Gonzalez
- Service of Intensive Care, University Hospital 'Virgen del Rocio', 41013, Sevilla, Spain.,Department of Medicine, College of Medicine, Universidad de Sevilla, 41009, Seville, Spain
| | - Maria Jose Mayorga-Buiza
- Institute of Biomedicine of Seville (IBIS), 41013, Sevilla, Spain.,Service of Anesthesiology, University Hospital 'Virgen del Rocio', 41013, Sevilla, Spain.,Department of Surgery, College of Medicine, Universidad de Sevilla, 41009, Seville, Spain
| | - Maria Martin-Lopez
- Institute of Biomedicine of Seville (IBIS), 41013, Sevilla, Spain.,Unidad de Producción y Reprogramación Celular (UPRC), Red Andaluza de Diseño y Traslación de Terapias Avanzadas, Consejería de Salud y Familias, Junta de Andalucía, 41092, Sevilla, Spain
| | - Olga Muñoz
- Instituto de Astrofísica de Andalucía, CSIC, 18008, Granada, Spain
| | | | - Maria Isabel Relimpio-Lopez
- Department of Surgery, College of Medicine, Universidad de Sevilla, 41009, Seville, Spain.,Department of Ophthalmology, University Hospital 'Virgen Macarena', 41009, Sevilla, Spain.,OftaRed, Institute of Health 'Carlos III', 28029, Madrid, Spain
| | - Jesus Aceituno-Castro
- Instituto de Astrofísica de Andalucía, CSIC, 18008, Granada, Spain.,Centro Astronomico Hispano Alemán, 04550, Almeria, Spain
| | - Manuel A Perales-Esteve
- Department of Electronic Engineering, ETSI School of Engineering, Universidad de Sevilla, 41092, Sevilla, Spain
| | - Antonio Puppo-Moreno
- Service of Intensive Care, University Hospital 'Virgen del Rocio', 41013, Sevilla, Spain.,Department of Medicine, College of Medicine, Universidad de Sevilla, 41009, Seville, Spain
| | | | - Lucia Olvera-Collantes
- Instituto de Investigación e Innovación Biomedica de Cádiz (INIBICA), 11009, Cadiz, Spain
| | | | | | | | | | - Emilia Gomez
- Joint Research Centre, European Commission, 41092, Sevilla, Spain
| | - Rosario Sanchez-Pernaute
- Unidad de Producción y Reprogramación Celular (UPRC), Red Andaluza de Diseño y Traslación de Terapias Avanzadas, Consejería de Salud y Familias, Junta de Andalucía, 41092, Sevilla, Spain
| | - Javier Padillo-Ruiz
- Institute of Biomedicine of Seville (IBIS), 41013, Sevilla, Spain.,Department of Surgery, College of Medicine, Universidad de Sevilla, 41009, Seville, Spain.,Department of General Surgery, University Hospital 'Virgen del Rocío', 41013, Sevilla, Spain
| | - Javier Marquez-Rivas
- Institute of Biomedicine of Seville (IBIS), 41013, Sevilla, Spain.,Department of Surgery, College of Medicine, Universidad de Sevilla, 41009, Seville, Spain.,Service of Neurosurgery, University Hospital 'Virgen del Rocío', 41013, Sevilla, Spain.,Centre for Advanced Neurology, 41013, Sevilla, Spain
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