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Heinzl F, Lorenz S, Scholz-Kreisel P, Weiskopf D. Filling data gaps in long-term solar UV monitoring by statistical imputation methods. Photochem Photobiol Sci 2024; 23:1265-1278. [PMID: 38789913 DOI: 10.1007/s43630-024-00593-8] [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: 12/12/2023] [Accepted: 05/05/2024] [Indexed: 05/26/2024]
Abstract
Knowledge of long-term time trends of solar ultraviolet (UV) radiation on ground level is of high scientific interest. For this purpose, precise measurements over a long time are necessary. One of the challenges solar UV monitoring faces is the permanent and gap-free data collection over several decades. Data gaps hamper the formation and comparison of monthly or annual means, and, in the worst case, lead to incorrect conclusions in further data evaluation and trend analysis of UV data. For estimating data to fill gaps in long-term UV data series (daily radiant exposure and highest daily irradiance), we developed three statistical imputation methods: a model-based imputation, considering actual local solar radiation conditions using predictors correlated to the local UV values in an empirical model; an average-based imputation based on a statistical approach of averaging available local UV measurement data without predictors; and a mixture of these two imputation methods. A detailed validation demonstrates the superiority of the model-based imputation method. The combined method can be considered the best one in practice. Furthermore, it has been shown that the model-based imputation method can be used as an useful tool to identify systematic errors at and between calibration steps in long-term erythemal UV data series.
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Affiliation(s)
- Felix Heinzl
- Effects and Risks of Ionising and Non-Ionising Radiation, Federal Office for Radiation Protection, Ingolstaedter Landstr. 1, Oberschleissheim, 85764, Germany.
| | - Sebastian Lorenz
- Effects and Risks of Ionising and Non-Ionising Radiation, Federal Office for Radiation Protection, Ingolstaedter Landstr. 1, Oberschleissheim, 85764, Germany
| | - Peter Scholz-Kreisel
- Effects and Risks of Ionising and Non-Ionising Radiation, Federal Office for Radiation Protection, Ingolstaedter Landstr. 1, Oberschleissheim, 85764, Germany
| | - Daniela Weiskopf
- Effects and Risks of Ionising and Non-Ionising Radiation, Federal Office for Radiation Protection, Ingolstaedter Landstr. 1, Oberschleissheim, 85764, Germany
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Schuit MA, Larason TC, Krause ML, Green BM, Holland BP, Wood SP, Grantham S, Zong Y, Zarobila CJ, Freeburger DL, Miller DM, Bohannon JK, Ratnesar-Shumate SA, Blatchley ER, Li X, Dabisch PA, Miller CC. SARS-CoV-2 inactivation by ultraviolet radiation and visible light is dependent on wavelength and sample matrix. JOURNAL OF PHOTOCHEMISTRY AND PHOTOBIOLOGY. B, BIOLOGY 2022; 233:112503. [PMID: 35779426 PMCID: PMC9221687 DOI: 10.1016/j.jphotobiol.2022.112503] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Revised: 05/19/2022] [Accepted: 06/18/2022] [Indexed: 11/11/2022]
Abstract
Numerous studies have demonstrated that SARS-CoV-2 can be inactivated by ultraviolet (UV) radiation. However, there are few data available on the relative efficacy of different wavelengths of UV radiation and visible light, which complicates assessments of UV decontamination interventions. The present study evaluated the effects of monochromatic radiation at 16 wavelengths from 222 nm through 488 nm on SARS-CoV-2 in liquid aliquots and dried droplets of water and simulated saliva. The data were used to generate a set of action spectra which quantify the susceptibility of SARS-CoV-2 to genome damage and inactivation across the tested wavelengths. UVC wavelengths (≤280 nm) were most effective for inactivating SARS-CoV-2, although inactivation rates were dependent on sample type. Results from this study suggest that UV radiation can effectively inactivate SARS-CoV-2 in liquids and dried droplets, and provide a foundation for understanding the factors which affect the efficacy of different wavelengths in real-world settings.
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Affiliation(s)
- Michael A Schuit
- National Biodefense Analysis and Countermeasures Center, Operated by Battelle National Biodefense Institute (BNBI) for the U.S. Department of Homeland Security (DHS) Science and Technology Directorate, 8300 Research Plaza, Frederick, MD 21702, USA.
| | - Thomas C Larason
- National Institute of Standards and Technology (NIST), U.S. Department of Commerce (DoC), 100 Bureau Drive, Gaithersburg, MD 20899, USA
| | - Melissa L Krause
- National Biodefense Analysis and Countermeasures Center, Operated by Battelle National Biodefense Institute (BNBI) for the U.S. Department of Homeland Security (DHS) Science and Technology Directorate, 8300 Research Plaza, Frederick, MD 21702, USA
| | - Brian M Green
- National Biodefense Analysis and Countermeasures Center, Operated by Battelle National Biodefense Institute (BNBI) for the U.S. Department of Homeland Security (DHS) Science and Technology Directorate, 8300 Research Plaza, Frederick, MD 21702, USA
| | - Brian P Holland
- National Biodefense Analysis and Countermeasures Center, Operated by Battelle National Biodefense Institute (BNBI) for the U.S. Department of Homeland Security (DHS) Science and Technology Directorate, 8300 Research Plaza, Frederick, MD 21702, USA
| | - Stewart P Wood
- National Biodefense Analysis and Countermeasures Center, Operated by Battelle National Biodefense Institute (BNBI) for the U.S. Department of Homeland Security (DHS) Science and Technology Directorate, 8300 Research Plaza, Frederick, MD 21702, USA
| | - Steven Grantham
- National Institute of Standards and Technology (NIST), U.S. Department of Commerce (DoC), 100 Bureau Drive, Gaithersburg, MD 20899, USA
| | - Yuqin Zong
- National Institute of Standards and Technology (NIST), U.S. Department of Commerce (DoC), 100 Bureau Drive, Gaithersburg, MD 20899, USA
| | - Clarence J Zarobila
- National Institute of Standards and Technology (NIST), U.S. Department of Commerce (DoC), 100 Bureau Drive, Gaithersburg, MD 20899, USA
| | - Denise L Freeburger
- National Biodefense Analysis and Countermeasures Center, Operated by Battelle National Biodefense Institute (BNBI) for the U.S. Department of Homeland Security (DHS) Science and Technology Directorate, 8300 Research Plaza, Frederick, MD 21702, USA
| | - David M Miller
- National Biodefense Analysis and Countermeasures Center, Operated by Battelle National Biodefense Institute (BNBI) for the U.S. Department of Homeland Security (DHS) Science and Technology Directorate, 8300 Research Plaza, Frederick, MD 21702, USA
| | - Jordan K Bohannon
- National Biodefense Analysis and Countermeasures Center, Operated by Battelle National Biodefense Institute (BNBI) for the U.S. Department of Homeland Security (DHS) Science and Technology Directorate, 8300 Research Plaza, Frederick, MD 21702, USA
| | - Shanna A Ratnesar-Shumate
- National Biodefense Analysis and Countermeasures Center, Operated by Battelle National Biodefense Institute (BNBI) for the U.S. Department of Homeland Security (DHS) Science and Technology Directorate, 8300 Research Plaza, Frederick, MD 21702, USA
| | - Ernest R Blatchley
- Lyles School of Civil Engineering, Purdue University, 610 Purdue Mall, West Lafayette, IN, USA; Division of Environmental & Ecological Engineering, Purdue University, West Lafayette, IN 47907, USA
| | - Xing Li
- Lyles School of Civil Engineering, Purdue University, 610 Purdue Mall, West Lafayette, IN, USA
| | - Paul A Dabisch
- National Biodefense Analysis and Countermeasures Center, Operated by Battelle National Biodefense Institute (BNBI) for the U.S. Department of Homeland Security (DHS) Science and Technology Directorate, 8300 Research Plaza, Frederick, MD 21702, USA
| | - C Cameron Miller
- National Institute of Standards and Technology (NIST), U.S. Department of Commerce (DoC), 100 Bureau Drive, Gaithersburg, MD 20899, USA
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Nicastro F, Sironi G, Antonello E, Bianco A, Biasin M, Brucato JR, Ermolli I, Pareschi G, Salvati M, Tozzi P, Trabattoni D, Clerici M. Solar UV-B/A radiation is highly effective in inactivating SARS-CoV-2. Sci Rep 2021; 11:14805. [PMID: 34285313 PMCID: PMC8292397 DOI: 10.1038/s41598-021-94417-9] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Accepted: 07/06/2021] [Indexed: 02/06/2023] Open
Abstract
Solar UV-C photons do not reach Earth's surface, but are known to be endowed with germicidal properties that are also effective on viruses. The effect of softer UV-B and UV-A photons, which copiously reach the Earth's surface, on viruses are instead little studied, particularly on single-stranded RNA viruses. Here we combine our measurements of the action spectrum of Covid-19 in response to UV light, Solar irradiation measurements on Earth during the SARS-CoV-2 pandemics, worldwide recorded Covid-19 mortality data and our "Solar-Pump" diffusive model of epidemics to show that (a) UV-B/A photons have a powerful virucidal effect on the single-stranded RNA virus Covid-19 and that (b) the Solar radiation that reaches temperate regions of the Earth at noon during summers, is sufficient to inactivate 63% of virions in open-space concentrations (1.5 × 103 TCID50/mL, higher than typical aerosol) in less than 2 min. We conclude that the characteristic seasonality imprint displayed world-wide by the SARS-Cov-2 mortality time-series throughout the diffusion of the outbreak (with temperate regions showing clear seasonal trends and equatorial regions suffering, on average, a systematically lower mortality), might have been efficiently set by the different intensity of UV-B/A Solar radiation hitting different Earth's locations at different times of the year. Our results suggest that Solar UV-B/A play an important role in planning strategies of confinement of the epidemics, which should be worked out and set up during spring/summer months and fully implemented during low-solar-irradiation periods.
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Affiliation(s)
- Fabrizio Nicastro
- Italian National Institute for Astrophysics (INAF)-Rome Astronomical Observatory, Rome, Italy.
| | - Giorgia Sironi
- Italian National Institute for Astrophysics (INAF)-Brera Astronomical Observatory, Merate, Milan, Italy
| | - Elio Antonello
- Italian National Institute for Astrophysics (INAF)-Brera Astronomical Observatory, Merate, Milan, Italy
| | - Andrea Bianco
- Italian National Institute for Astrophysics (INAF)-Brera Astronomical Observatory, Merate, Milan, Italy
| | - Mara Biasin
- Department of Biomedical and Clinical Sciences L. Sacco, University of Milano, Milan, Italy
| | - John R Brucato
- Italian National Institute for Astrophysics (INAF)-Arcetri Astrophysical Observatory, Florence, Italy
| | - Ilaria Ermolli
- Italian National Institute for Astrophysics (INAF)-Rome Astronomical Observatory, Rome, Italy
| | - Giovanni Pareschi
- Italian National Institute for Astrophysics (INAF)-Brera Astronomical Observatory, Merate, Milan, Italy
| | - Marta Salvati
- Regional Agency for Environmental Protection of Lombardia (ARPA Lombardia), Milan, Italy
| | - Paolo Tozzi
- Italian National Institute for Astrophysics (INAF)-Arcetri Astrophysical Observatory, Florence, Italy
| | - Daria Trabattoni
- Department of Biomedical and Clinical Sciences L. Sacco, University of Milano, Milan, Italy
| | - Mario Clerici
- Department of Pathophysiology and Transplantation, University of Milano, Don C. Gnocchi Foundation, IRCCS, Milan, Italy
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Khazova M, Johnstone L, Naldzhiev D, O'Hagan JB. Survey of Home-Use UV Disinfection Products †. Photochem Photobiol 2021; 97:560-565. [PMID: 33779994 PMCID: PMC8250590 DOI: 10.1111/php.13423] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Revised: 03/18/2021] [Accepted: 03/25/2021] [Indexed: 01/05/2023]
Abstract
The COVID‐19 pandemic provided a commercial opportunity for traders marketing a range of ultraviolet (UV) radiation products for home‐use disinfection. Due to concerns about the efficacy of such products and the potential for harmful levels of UV exposure to people, a range of products were purchased from on‐line trading platforms. Spectral irradiance measurements were carried out to determine whether the products could be effective against the SARS‐CoV‐2 virus and whether they were likely to exceed internationally agreed exposure limits. It was concluded that many of the devices were not effective and many of those that were potentially effective presented a risk to users.
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Affiliation(s)
| | - Liam Johnstone
- The Department for Business, Energy and Industrial Strategy, Office for Product Safety and Standards, Westminster, London, UK
| | - Dzhordzhio Naldzhiev
- The Department for Business, Energy and Industrial Strategy, Office for Product Safety and Standards, Westminster, London, UK
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