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Shankar SN, Vass WB, Lednicky JA, Logan T, Messcher RL, Eiguren-Fernandez A, Amanatidis S, Sabo-Attwood T, Wu CY. The BioCascade-VIVAS system for collection and delivery of virus-laden size-fractionated airborne particles. JOURNAL OF AEROSOL SCIENCE 2024; 175:106263. [PMID: 38680161 PMCID: PMC11044810 DOI: 10.1016/j.jaerosci.2023.106263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/01/2024]
Abstract
The size of virus-laden particles determines whether aerosol or droplet transmission is dominant in the airborne transmission of pathogens. Determining dominant transmission pathways is critical to implementing effective exposure risk mitigation strategies. The aerobiology discipline greatly needs an air sampling system that can collect virus-laden airborne particles, separate them by particle diameter, and deliver them directly onto host cells without inactivating virus or killing cells. We report the use of a testing system that combines a BioAerosol Nebulizing Generator (BANG) to aerosolize Human coronavirus (HCoV)-OC43 (OC43) and an integrated air sampling system comprised of a BioCascade impactor (BC) and Viable Virus Aerosol Sampler (VIVAS), together referred to as BC-VIVAS, to deliver the aerosolized virus directly onto Vero E6 cells. Particles were collected into four stages according to their aerodynamic diameter (Stage 1: >9.43 μm, Stage 2: 3.81-9.43 μm, Stage 3: 1.41-3.81 μm and Stage 4: <1.41 μm). OC43 was detected by reverse-transcription quantitative polymerase chain reaction (RT-qPCR) analyses of samples from all BC-VIVAS stages. The calculated OC43 genome equivalent counts per cm3 of air ranged from 0.34±0.09 to 70.28±12.56, with the highest concentrations in stage 3 (1.41-3.81 μm) and stage 4 (<1.41 μm). Virus-induced cytopathic effects appeared only in cells exposed to particles collected in stages 3 and 4, demonstrating the presence of viable OC43 in particles <3.81 μm. This study demonstrates the dual utility of the BC-VIVAS as particle size-fractionating air sampler and a direct exposure system for aerosolized viruses. Such utility may help minimize conventional post-collection sample processing time required to assess the viability of airborne viruses and increase the understanding about transmission pathways for airborne pathogens.
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Affiliation(s)
- Sripriya Nannu Shankar
- Department of Environmental Engineering Sciences, University of Florida, Gainesville, FL 32611, USA
| | - William B. Vass
- Department of Environmental Engineering Sciences, University of Florida, Gainesville, FL 32611, USA
| | - John A. Lednicky
- Department of Environmental and Global Health, University of Florida, Gainesville, FL 32610, USA
- Emerging Pathogens Institute, University of Florida, Gainesville, FL 32610, USA
| | - Tracey Logan
- Department of Environmental and Global Health, University of Florida, Gainesville, FL 32610, USA
- Emerging Pathogens Institute, University of Florida, Gainesville, FL 32610, USA
| | - Rebeccah L. Messcher
- Department of Environmental and Global Health, University of Florida, Gainesville, FL 32610, USA
- Emerging Pathogens Institute, University of Florida, Gainesville, FL 32610, USA
| | | | | | - Tara Sabo-Attwood
- Department of Environmental and Global Health, University of Florida, Gainesville, FL 32610, USA
- Emerging Pathogens Institute, University of Florida, Gainesville, FL 32610, USA
| | - Chang-Yu Wu
- Department of Environmental Engineering Sciences, University of Florida, Gainesville, FL 32611, USA
- Department of Chemical, Environmental, and Materials Engineering, University of Miami, Coral Gables, FL 33146, USA
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Nannu Shankar S, Mital K, Le E, Lewis GS, Eiguren-Fernandez A, Sabo-Attwood T, Wu CY. Assessment of Scanning Mobility Particle Sizer (SMPS) for online monitoring of delivered dose in an in vitro aerosol exposure system. Toxicol In Vitro 2023; 92:105650. [PMID: 37463634 DOI: 10.1016/j.tiv.2023.105650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 06/02/2023] [Accepted: 07/12/2023] [Indexed: 07/20/2023]
Abstract
Real-time monitoring of dosimetry is critical to mitigating the constraints of offline measurements. To address this need, the use of the Scanning Mobility Particle Sizer (SMPS) to estimate the dose delivered through the Dosimetric Aerosol in Vitro Inhalation Device (DAVID) was assessed. CuO nanoparticles suspended in ethanol at different concentrations (0.01-10 mg/mL) were aerosolized using a Collison nebulizer and diluted with air at a ratio of either 1:3 (setup 1) or 1:18 (setup 2). From the aerosol volume concentrations measured by the SMPS, density of CuO (6.4 g/cm3), collection time (5-30 min), flow rate (0.5 LPM) and deposition area (0.28 cm2), the mass doses (DoseSMPS) were observed to increase exponentially over time and ranged from 0.02 ± 0.001 to 84.75 ± 3.49 μg/cm2. The doses calculated from the Cu concentrations determined by Inductively Coupled Plasma-Optical Emission Spectrometry (ICP-OES) (DoseICP) also increased exponentially over time (0.01 ± 0.01-97.25 ± 1.30 μg/cm2). Regression analysis between DoseICP and DoseSMPS showed R2 ≥ 0.90 for 0.1-10 mg/mL. As demonstrated, the SMPS can be used to monitor the delivered dose in real-time, and controlled delivery of mass doses with a 226-fold range can be attained in ≤30 min in DAVID by adjusting the nebulizer concentration, dilution air and time.
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Affiliation(s)
- Sripriya Nannu Shankar
- Department of Environmental Engineering Sciences, University of Florida, Gainesville, USA.
| | - Kiran Mital
- Department of Mechanical & Aerospace Engineering, University of Florida, Gainesville, USA
| | - Eric Le
- Department of Chemical Engineering, University of Florida, Gainesville, USA
| | | | | | - Tara Sabo-Attwood
- Department of Environmental and Global Health, University of Florida, Gainesville, USA
| | - Chang-Yu Wu
- Department of Environmental Engineering Sciences, University of Florida, Gainesville, USA; Department of Chemical, Environmental, and Materials Engineering, University of Miami, Coral Gables, USA.
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Tilly TB, Ward RX, Morea AF, Nelson MT, Robinson SE, Eiguren-Fernandez A, Lewis GS, Lednicky JA, Sabo-Attwood T, Hussain SM, Wu CY. Toxicity assessment of CeO₂ and CuO nanoparticles at the air-liquid interface using bioinspired condensational particle growth. HYGIENE AND ENVIRONMENTAL HEALTH ADVANCES 2023; 7:100074. [PMID: 37711680 PMCID: PMC10500621 DOI: 10.1016/j.heha.2023.100074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 09/16/2023]
Abstract
CeO2 and CuO nanoparticles (NPs) are used as additives in petrodiesel to enhance engine performance leading to reduced diesel combustion emissions. Despite their benefits, the additive application poses human health concerns by releasing inhalable NPs into the ambient air. In this study, a bioinspired lung cell exposure system, Dosimetric Aerosol in Vitro Inhalation Device (DAVID), was employed for evaluating the toxicity of aerosolized CeO2 and CuO NPs with a short duration of exposure (≤10 min vs. hours in other systems) and without exerting toxicity from non-NP factors. Human epithelial A549 lung cells were cultured and maintained within DAVID at the air-liquid interface (ALI), onto which aerosolized NPs were deposited, and experiments in submerged cells were used for comparison. Exposure of the cells to the CeO2 NPs did not result in detectable IL-8 release, nor did it produce a significant reduction in cell viability based on lactate dehydrogenase (LDH) assay, with a marginal decrease (10%) at the dose of 388 μg/cm2 (273 cm2/cm2). In contrast, exposure to CuO NPs resulted in a concentration dependent reduction in LDH release based on LDH leakage, with 38% reduction in viability at the highest dose of 52 μg/cm2 (28.3 cm2/cm2). Cells exposed to CuO NPs resulted in a dose dependent cellular membrane toxicity and expressed IL-8 secretion at a global dose five times lower than cells exposed under submerged conditions. However, when comparing the ALI results at the local cellular dose of CuO NPs to the submerged results, the IL-8 secretion was similar. In this study, we demonstrated DAVID as a new exposure tool that helps evaluate aerosol toxicity in simulated lung environment. Our results also highlight the necessity in choosing the right assay endpoints for the given exposure scenario, e.g., LDH for ALI and Deep Blue for submerged conditions for cell viability.
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Affiliation(s)
- Trevor B. Tilly
- Department of Environmental Engineering Sciences, Engineering School of Sustainable Infrastructure and Environment, University of Florida, Gainesville, FL, United States
- 711th Human Performance Wing, Air Force Research Laboratory, Wright-Patterson AFB, Ohio, United States
| | - Ryan X. Ward
- Department of Environmental Engineering Sciences, Engineering School of Sustainable Infrastructure and Environment, University of Florida, Gainesville, FL, United States
| | - Alyssa F. Morea
- Department of Environmental Engineering Sciences, Engineering School of Sustainable Infrastructure and Environment, University of Florida, Gainesville, FL, United States
| | - M. Tyler Nelson
- 711th Human Performance Wing, Air Force Research Laboratory, Wright-Patterson AFB, Ohio, United States
| | - Sarah E. Robinson
- Department of Environmental & Global Health, College of Public Health and Health Professions, University of Florida, Gainesville, FL, United States
| | | | | | - John A. Lednicky
- Department of Environmental & Global Health, College of Public Health and Health Professions, University of Florida, Gainesville, FL, United States
| | - Tara Sabo-Attwood
- Department of Environmental & Global Health, College of Public Health and Health Professions, University of Florida, Gainesville, FL, United States
| | - Saber M. Hussain
- 711th Human Performance Wing, Air Force Research Laboratory, Wright-Patterson AFB, Ohio, United States
| | - Chang-Yu Wu
- Department of Environmental Engineering Sciences, Engineering School of Sustainable Infrastructure and Environment, University of Florida, Gainesville, FL, United States
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Liu C, Hu H, Zhou S, Chen X, Hu Y, Hu J. Change of Composition, Source Contribution, and Oxidative Effects of Environmental PM 2.5 in the Respiratory Tract. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2023; 57:11605-11611. [PMID: 37487019 DOI: 10.1021/acs.est.3c02780] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/26/2023]
Abstract
Fine particulate matter is a leading air pollutant, and its composition profile relates to sources and health effects. The human respiratory tract hosts a warmer and more humid microenvironment in contrast with peripheral environments. However, how the human respiratory tract impacts the transformation of the composition of environmental PM2.5 once they are inhaled and consequently changes of source contribution and health effects are unknown. Here, we show that the respiratory tract can make these properties of PM2.5 reaching the lung different from environmental PM2.5. We found via an in vitro model that the warm and humid conditions drive the desorption of nitrate (about 60%) and ammonium (about 31%) out of PM2.5 during the inhalation process and consequently make source contribution profiles for respiratory tract-deposited PM2.5 different from that for environmental PM2.5 as suggested in 11 Chinese cities and 12 US cities. We also observed that oxidative potential, one of the main health risk causes of PM2.5, increases by 41% after PM2.5 travels through the respiratory tract model. Our results reveal that PM2.5 inhaled in the lung differs from environmental PM2.5. This work provides a starting point for more health-oriented source apportionment, physiology-based health evaluation, and cost-effective control of PM2.5 pollution.
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Affiliation(s)
- Cong Liu
- School of Energy and Environment, Southeast University, Nanjing 210096, Jiangsu, China
- Engineering Research Center of Building Equipment, Energy, and Environment, Ministry of Education, Beijing 100816, China
| | - Hao Hu
- School of Energy and Environment, Southeast University, Nanjing 210096, Jiangsu, China
| | - Shuonv Zhou
- School of Energy and Environment, Southeast University, Nanjing 210096, Jiangsu, China
| | - Xiaole Chen
- School of Energy and Mechanical Engineering, Nanjing Normal University, Nanjing 210042, Jiangsu, China
| | - Yongtao Hu
- School of Civil and Environmental Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Jianlin Hu
- Jiangsu Key Laboratory of Atmospheric Environment Monitoring and Pollution Control, School of Environmental Science and Engineering, Collaborative Innovation Center of Atmospheric Environment and Equipment Technology, Nanjing University of Information Science and Technology, Nanjing 210044, Jiangsu, China
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5
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Kaur K, Mohammadpour R, Sturrock A, Ghandehari H, Reilly C, Paine R, Kelly KE. Comparison of biological responses between submerged, pseudo-air-liquid interface, and air-liquid interface exposure of A549 and differentiated THP-1 co-cultures to combustion-derived particles. JOURNAL OF ENVIRONMENTAL SCIENCE AND HEALTH. PART A, TOXIC/HAZARDOUS SUBSTANCES & ENVIRONMENTAL ENGINEERING 2022; 57:540-551. [PMID: 35722658 PMCID: PMC9354920 DOI: 10.1080/10934529.2022.2083429] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 05/16/2022] [Accepted: 05/17/2022] [Indexed: 06/10/2023]
Abstract
Air liquid interface (ALI) exposure systems are gaining interest, and studies suggest enhanced response of lung cells exposed to particles at ALI as compared to submerged exposure, although the results have been somewhat inconsistent. Previous studies have used monocultures and measured particle deposition using assumptions including consistent particle deposition, particle density, and shape. This study exposed co-cultures of A549 and differentiated THP-1 cells to flame-generated particles using three exposure methods: ALI, pseudo-ALI, and submerged. The dose at ALI was measured directly, reducing the need for assumptions about particle properties and deposition. For all exposure methods an enhanced pro-inflammatory response (TNFα) and Cytochrome P450 (CYP1A1) gene expression, compared to their corresponding negative controls, was observed. ALI exposure induced a significantly greater TNFα response compared to submerged exposure. The submerged exposures exhibited greater induction of CYP1A1 than other exposure methods, although not statistically significant. Some of the factors behind the observed difference in responses for the three exposure methods include differences in physicochemical properties of particles in suspending media, delivered dose, and potential contribution of gas-phase species to cellular response in ALI exposure. However, given the difficulty and expense of ALI exposures, submerged exposure may still provide relevant information for particulate exposures.
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Affiliation(s)
- Kamaljeet Kaur
- Department of Chemical Engineering, University of Utah, Salt Lake City, UT, USA
| | - Raziye Mohammadpour
- Utah Center for Nanomedicine, University of Utah, Salt Lake City, UT, USA
- Department of Pharmaceutics and Pharmaceutical Chemistry, University of Utah, Salt Lake City, UT, USA
| | - Anne Sturrock
- Division of Pulmonary and Critical Care Medicine, University of Utah, Salt Lake City, UT, USA
| | - Hamidreza Ghandehari
- Utah Center for Nanomedicine, University of Utah, Salt Lake City, UT, USA
- Department of Pharmaceutics and Pharmaceutical Chemistry, University of Utah, Salt Lake City, UT, USA
- Department of Biomedical Engineering, University of Utah, Salt Lake City, UT, USA
| | - Christopher Reilly
- Utah Center for Nanomedicine, University of Utah, Salt Lake City, UT, USA
- Department of Pharmacology and Toxicology and Center for Human Toxicology, University of Utah, Salt Lake City, UT, USA
| | - Robert Paine
- Division of Pulmonary and Critical Care Medicine, University of Utah, Salt Lake City, UT, USA
| | - Kerry E. Kelly
- Department of Chemical Engineering, University of Utah, Salt Lake City, UT, USA
- Utah Center for Nanomedicine, University of Utah, Salt Lake City, UT, USA
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6
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Kaur K, Overacker D, Ghandehari H, Reilly C, Paine R, Kelly KE. Determining real-time mass deposition with a quartz crystal microbalance in an electrostatic, parallel-flow, air-liquid interface exposure system. JOURNAL OF AEROSOL SCIENCE 2021; 151:105653. [PMID: 33012843 PMCID: PMC7529104 DOI: 10.1016/j.jaerosci.2020.105653] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
In vitro studies are the first step toward understanding the biological effects of particulate matter. As a more realistic exposure strategy than submerged culture approaches, air-liquid interface (ALI) in vitro exposure systems are gaining interest. One challenge with ALI systems is determining accurate particle mass deposition. Although a few commercially available ALI systems are equipped with online mass deposition monitoring, most studies use indirect methods to estimate mass doses. These different indirect methods may contribute to inconsistencies in the results from in vitro studies of aerosolized nanoparticles. This study explored the effectiveness of using a commercially available Quartz Crystal Microbalance (QCM) to estimate the real-time, particle-mass deposition inside an electrostatic, parallel-flow, ALI system. The QCM system required minor modifications, including custom-designed and fabricated headers. Three QCM systems were simultaneously placed in three of the six wells in the ALI exposure chamber to evaluate the uniformity of particle deposition. The measurements from fluorescein dosimetry and QCM revealed an uneven deposition between these six wells. The performance of the QCM system was also evaluated using two different methods. First, using fluorescein deposition in one well, depositions in three other wells were estimated, which was then compared to the actual QCM readings. Second, using the QCM measured deposition in one well, the deposition in three other wells was estimated and compared to deposition measured by fluorescein dosimetry. For both methods, the expected and actual deposition yields a linear fit with the slope ~1. This good fit suggests that QCM systems can be used to measure real-time mass deposition in an electrostatic ALI system.
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Affiliation(s)
| | | | - Hamidreza Ghandehari
- Utah Center for Nanomedicine, Nano Institute of Utah, University of Utah
- Department of Pharmaceutics and Pharmaceutical Chemistry, University of Utah
- Department of Biomedical Engineering, University of Utah
| | - Christopher Reilly
- Utah Center for Nanomedicine, Nano Institute of Utah, University of Utah
- Department of Pharmacology and Toxicology, University of Utah
| | - Robert Paine
- Division of Pulmonary and Critical Care Medicine, University of Utah
| | - Kerry E Kelly
- Department of Chemical Engineering, University of Utah
- Utah Center for Nanomedicine, Nano Institute of Utah, University of Utah
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Hsiao TC, Chuang HC, Lin JC, Cheng TJ, Chou LT. Effect of particle morphology on performance of an electrostatic air-liquid interface cell exposure system for nanotoxicology studies. Nanotoxicology 2020; 15:433-445. [PMID: 33378224 DOI: 10.1080/17435390.2020.1863499] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Particle morphology can affect the performance of an electrostatic precipitator air-liquid interface (ESP-ALI) cell exposure system and the resulting cell toxicity. In this study, three types of monodisperse aerosols - spherical sucrose particles, nonspherical align soot aggregates, and nanosilver aggregates/agglomerates - were selected to evaluate the collection efficiency at flow rates ranging from 0.3 to 1.5 lpm. To quantify the particle morphology, the fractal dimensions (Df) of the tested aerosols were characterized. The penetration of fine particles (dp = 100-250 nm) under different operating conditions was correlated with a characteristic exponential curve using the dimensionless drift velocity (Vc/Vavg,r) as the scaling parameter. For nanoparticles (NPs, dp <100 nm) with different particle morphologies, the particle penetrations in the ESP-ALI were similar, but their diffusion losses were not negligible. In contrast, for fine particles, the collection efficiency of soot nanoaggregates (Df = 2.29) was higher than that of spherical sucrose particles. This difference might be due to the simultaneous influences of the electric field-induced and flow field-induced alignment. Furthermore, based on Zhibin and Guoquan's Deutsch model, a quadratic equation was applied to fit the experimental data and to predict the performance of the ESP-ALI.
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Affiliation(s)
- Ta-Chih Hsiao
- Graduate Institute of Environmental Engineering, National Taiwan University, Taipei, Taiwan
| | - Hsiao-Chi Chuang
- School of Respiratory Therapy, Taipei Medical University, Taipei, Taiwan
| | - Jing-Chi Lin
- Graduate Institute of Environmental Engineering, National Central University, Jhongli, Taiwan
| | - Tsun-Jen Cheng
- Institute of Occupational Medicine and Industrial Hygiene, National Taiwan University, Taipei, Taiwan
| | - Li-Ti Chou
- Graduate Institute of Environmental Engineering, National Taiwan University, Taipei, Taiwan
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Ward RX, Tilly TB, Mazhar SI, Robinson SE, Eiguren-Fernandez A, Wang J, Sabo-Attwood T, Wu CY. Mimicking the human respiratory system: Online in vitro cell exposure for toxicity assessment of welding fume aerosol. JOURNAL OF HAZARDOUS MATERIALS 2020; 395:122687. [PMID: 32330784 PMCID: PMC7276288 DOI: 10.1016/j.jhazmat.2020.122687] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Revised: 03/03/2020] [Accepted: 04/07/2020] [Indexed: 05/05/2023]
Abstract
In assessing the biological impact of airborne particles in vitro, air-liquid interface (ALI) exposure chambers are increasingly preferred over classical submerged exposure techniques, albeit historically limited by their inability to deliver sufficient aerosolized dose. A novel ALI system, the Dosimetric Aerosol in Vitro Inhalation Device (DAVID), bioinspired by the human respiratory system, uses water-based condensation for highly efficient aerosol deposition to ALI cell culture. Here, welding fumes (well-studied and inherently toxic ultrafine particles) were used to assess the ability of DAVID to generate toxicological responses between differing welding conditions. After fume exposure, ALI-cultured cells showed reductions in viability that were both distinct between welding conditions and linearly dose-dependent with respect to exposure time; comparatively, submerged cell cultures ran in parallel did not show these trends across exposure levels. DAVID delivers a substantial dose in minutes (> 100 μg/cm2), making it preferable over previous ALI systems, which require hours of exposure to deliver sufficient dose, and over submerged techniques, which lack comparable physiological relevance. DAVID has the potential to provide the most accurate assessment of in vitro toxicity yet from the perspectives of physiological relevance to the human respiratory system and efficiency in collecting ultrafine aerosol common to hazardous exposure conditions.
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Affiliation(s)
- Ryan X Ward
- Department of Environmental Engineering Sciences, Engineering School of Sustainable Infrastructure & Environment, University of Florida, 1128 Center Dr, 220 Black Hall, Gainesville, FL, 32611, USA.
| | - Trevor B Tilly
- Department of Environmental Engineering Sciences, Engineering School of Sustainable Infrastructure & Environment, University of Florida, 1128 Center Dr, 220 Black Hall, Gainesville, FL, 32611, USA.
| | - Syeda Irsa Mazhar
- Department of Environmental Engineering Sciences, Engineering School of Sustainable Infrastructure & Environment, University of Florida, 1128 Center Dr, 220 Black Hall, Gainesville, FL, 32611, USA; Department of Environmental Science, International Islamic University, Female Campus, Room No. 23, Hazrat Maryam Block, H-10 Islamabad, Pakistan.
| | - Sarah E Robinson
- Department of Environmental & Global Health, College of Public Health and Health Professions, University of Florida, HPNP 4157, 1225 Center Dr, PO Box 100188, Gainesville, FL, 32610, USA.
| | | | - Jun Wang
- Department of Occupational and Environmental Health, Hudson College of Public Health, University of Oklahoma Health Sciences Center, 801 Northeast 13thSt, Oklahoma City, OK, 73104, USA.
| | - Tara Sabo-Attwood
- Department of Environmental & Global Health, College of Public Health and Health Professions, University of Florida, HPNP 4157, 1225 Center Dr, PO Box 100188, Gainesville, FL, 32610, USA.
| | - Chang-Yu Wu
- Department of Environmental Engineering Sciences, Engineering School of Sustainable Infrastructure & Environment, University of Florida, 1128 Center Dr, 220 Black Hall, Gainesville, FL, 32611, USA.
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