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Lee JH, Shim JW, Lim MH, Baek C, Jeon B, Cho M, Park S, Choi DH, Kim BS, Yoon D, Kim YG, Cho SY, Lee KM, Yeo MS, Zo H, Shin SD, Kim S. Towards optimal design of patient isolation units in emergency rooms to prevent airborne virus transmission: From computational fluid dynamics to data-driven modeling. Comput Biol Med 2024; 173:108309. [PMID: 38520923 DOI: 10.1016/j.compbiomed.2024.108309] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 01/26/2024] [Accepted: 03/12/2024] [Indexed: 03/25/2024]
Abstract
BACKGROUND Patient isolation units (PIUs) can be an effective method for effective infection control. Computational fluid dynamics (CFD) is commonly used for PIU design; however, optimizing this design requires extensive computational resources. Our study aims to provide data-driven models to determine the PIU settings, thereby promoting a more rapid design process. METHOD Using CFD simulations, we evaluated various PIU parameters and room conditions to assess the impact of PIU installation on ventilation and isolation. We investigated particle dispersion from coughing subjects and airflow patterns. Machine-learning models were trained using CFD simulation data to estimate the performance and identify significant parameters. RESULTS Physical isolation alone was insufficient to prevent the dispersion of smaller particles. However, a properly installed fan filter unit (FFU) generally enhanced the effectiveness of physical isolation. Ventilation and isolation performance under various conditions were predicted with a mean absolute percentage error of within 13%. The position of the FFU was found to be the most important factor affecting the PIU performance. CONCLUSION Data-driven modeling based on CFD simulations can expedite the PIU design process by offering predictive capabilities and clarifying important performance factors. Reducing the time required to design a PIU is critical when a rapid response is required.
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Affiliation(s)
- Jong Hyeon Lee
- Interdisciplinary Program in Bioengineering, Graduate School, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, Republic of Korea
| | - Jae Woo Shim
- Interdisciplinary Program in Bioengineering, Graduate School, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, Republic of Korea
| | - Min Hyuk Lim
- Graduate School of Health Science and Technology, Ulsan National Institute of Science and Technology (UNIST), 50 UNIST-gil, Eonyang-eup, Ulju-gun, Ulsan, Republic of Korea; Department of Biomedical Engineering, Ulsan National Institute of Science and Technology (UNIST), 50 UNIST-gil, Eonyang-eup, Ulju-gun, Ulsan, Republic of Korea; Department of Transdisciplinary Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, Republic of Korea
| | - Changhoon Baek
- Department of Transdisciplinary Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, Republic of Korea; Innovative Medical Technology Research Institute, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, Republic of Korea; Medical Research Center, Seoul National University, 103 Daehak-ro, Jongno-gu, Seoul, Republic of Korea
| | - Byoungjun Jeon
- Innovative Medical Technology Research Institute, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, Republic of Korea; Office of Hospital Information, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, Republic of Korea
| | - Minwoo Cho
- Department of Transdisciplinary Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, Republic of Korea; Innovative Medical Technology Research Institute, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, Republic of Korea; Medical Research Center, Seoul National University, 103 Daehak-ro, Jongno-gu, Seoul, Republic of Korea
| | - Sungwoo Park
- Interdisciplinary Program in Bioengineering, Graduate School, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, Republic of Korea; Innovative Medical Technology Research Institute, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, Republic of Korea
| | - Dong Hyun Choi
- Department of Biomedical Engineering, Seoul National University College of Medicine, 103 Daehak-ro, Jongno-gu, Seoul, Republic of Korea
| | - Byeong Soo Kim
- Interdisciplinary Program in Bioengineering, Graduate School, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, Republic of Korea
| | - Dan Yoon
- Interdisciplinary Program in Bioengineering, Graduate School, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, Republic of Korea
| | - Young Gyun Kim
- Interdisciplinary Program in Bioengineering, Graduate School, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, Republic of Korea
| | - Seung Yeon Cho
- Interdisciplinary Program in Bioengineering, Graduate School, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, Republic of Korea
| | - Kyung-Min Lee
- International Vaccine Institute, 1 Gwanak-ro, Gwanak-gu, Seoul, Republic of Korea
| | - Myoung-Souk Yeo
- Department of Architecture and Architectural Engineering, Seoul National University College of Engineering, 1 Gwanak-ro, Gwanak-gu, Seoul, Republic of Korea
| | - Hangman Zo
- Department of Architecture and Architectural Engineering, Seoul National University College of Engineering, 1 Gwanak-ro, Gwanak-gu, Seoul, Republic of Korea
| | - Sang Do Shin
- Laboratory of Emergency Medical Services, Biomedical Research Institute, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, Republic of Korea; Department of Emergency Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, Republic of Korea; Department of Emergency Medicine, Seoul National University College of Medicine, 103 Daehak-ro, Jongno-gu, Seoul, Republic of Korea
| | - Sungwan Kim
- Department of Biomedical Engineering, Seoul National University College of Medicine, 103 Daehak-ro, Jongno-gu, Seoul, Republic of Korea; Institute of Bioengineering, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, Republic of Korea; Artificial Intelligence Institute, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, Republic of Korea.
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Aho Glele LS, de Rougemont A. Non-Pharmacological Strategies and Interventions for Effective COVID-19 Control: A Narrative Review. J Clin Med 2023; 12:6465. [PMID: 37892603 PMCID: PMC10607620 DOI: 10.3390/jcm12206465] [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: 08/03/2023] [Revised: 08/24/2023] [Accepted: 10/07/2023] [Indexed: 10/29/2023] Open
Abstract
The COVID-19 pandemic had a devastating impact on the world, causing widespread illness and death. Focusing on prevention strategies to limit the spread of the disease remains essential. Despite the advent of vaccines, maintaining a vigilant approach to prevention remains paramount. We reviewed effective strategies to prevent COVID-19 transmission, including various prevention measures and interventions and both established practices and unresolved issues that have been addressed in meta-analyses, literature reviews, or in the health care context. Standard precautions are the cornerstone of infection control, with hand hygiene and mask use as key components. The use of surgical masks is recommended to prevent droplet transmission, while eye protection is recommended in combination with masks. In terms of room occupancy, ventilation is critical in reducing the risk of transmission in poorly ventilated environments. Chemical disinfection of indoor air with Triethylene glycol-based products can provide safe additional protection. Since viral RNA detection on surfaces does not necessarily indicate infectivity, the risk of transmission by surface contact remains low if surfaces are properly maintained and hand hygiene is practiced regularly. Thus, prevention of SARS-CoV-2 transmission requires a multifaceted approach, including reducing particle emissions from infected persons by wearing masks, eliminating aerosols by ventilation and air treatment, ensuring physical separation, and protecting exposed persons with masks and eye protection.
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Affiliation(s)
- Ludwig Serge Aho Glele
- Epidemiology and Infection Control Department, University Hospital of Dijon, 21000 Dijon, France
| | - Alexis de Rougemont
- National Reference Centre for Gastroenteritis Viruses, Laboratory of Virology, University Hospital of Dijon, 21000 Dijon, France;
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