| Literature DB >> 34851965 |
Sean M Kinahan1,2, David B Silcott3, Blake E Silcott3, Ryan M Silcott3, Peter J Silcott3, Braden J Silcott3, Steven L Distelhorst2, Vicki L Herrera1, Danielle N Rivera2, Kevin K Crown2, Gabriel A Lucero2, Joshua L Santarpia1,2.
Abstract
The COVID-19 pandemic has reintroduced questions regarding the potential risk of SARS-CoV-2 exposure amongst passengers on an aircraft. Quantifying risk with computational fluid dynamics models or contact tracing methods alone is challenging, as experimental results for inflight biological aerosols is lacking. Using fluorescent aerosol tracers and real time optical sensors, coupled with DNA-tagged tracers for aerosol deposition, we executed ground and inflight testing on Boeing 767 and 777 airframes. Analysis here represents tracer particles released from a simulated infected passenger, in multiple rows and seats, to determine the exposure risk via penetration into breathing zones in that row and numerous rows ahead and behind the index case. We present here conclusions from 118 releases of fluorescent tracer particles, with 40+ Instantaneous Biological Analyzer and Collector sensors placed in passenger breathing zones for real-time measurement of simulated virus particle penetration. Results from both airframes showed a minimum reduction of 99.54% of 1 μm aerosols from the index source to the breathing zone of a typical passenger seated directly next to the source. An average 99.97 to 99.98% reduction was measured for the breathing zones tested in the 767 and 777, respectively. Contamination of surfaces from aerosol sources was minimal, and DNA-tagged 3 μm tracer aerosol collection techniques agreed with fluorescent methodologies.Entities:
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Year: 2021 PMID: 34851965 PMCID: PMC8635387 DOI: 10.1371/journal.pone.0246916
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Notional diagram of airflow in an aircraft cabin (767).
A mix of HEPA-filtered recirculated air and fresh pressurized engine bleed air enters at the top, mixes and exhausts through the bottom. The system is designed to minimize forward or aft mixing along the length of the plane.
Controlled chamber aerosol characterization.
Each type of tracer release was characterized in triplicate, including the total 1 μm fluorescent particles with and without a mask, and 3 μm DNA-tagged particles (without a mask only).
| Chamber Characterization | Breathing without Mask | Sample Size (n) | 3 |
| Mean (Total Particles) | 1.80E+08 | ||
| Standard Deviation | 1.70E+07 | ||
| Standard Error of Mean | 1.00E+07 | ||
| Breathing with Mask | Sample Size (n) | 3 | |
| Mean (Total Particles) | 1.70E+08 | ||
| Standard Deviation | 8.50E+06 | ||
| Standard Error of Mean | 4.90E+06 | ||
| DNA-Tagged (without mask) | Sample Size (n) | 3 | |
| Mean (Total Particles) | 2.40E+07 | ||
| Standard Deviation | 4.30E+06 | ||
| Standard Error of Mean | 2.50E+06 |
Particle penetration into nearby seats on a Boeing 767 and Boeing 777 aircraft.
Economy (particles generated through the mannequin with and without a mask) and first class penetration percentages for nearby seats on the Boeing 767 and 777. Nearby seats are defined as within 2 seats left, right, front and back, and the four closest diagonal seats.
| Economy | First Class | |||||
|---|---|---|---|---|---|---|
| Breathing w/o Mask | Breathing w/ Mask | Breathing w/o Mask | ||||
| Airframe | 767 | Penetration Percentage (%) | Sample Size (n) | 177 | 172 | 54 |
| 95.0% Lower CL for Mean | 0.0148% | 0.0133% | 0.0099% | |||
| Mean | 0.0176% | 0.0158% | 0.0119% | |||
| 95.0% Upper CL for Mean | 0.0205% | 0.0183% | 0.0139% | |||
| Standard Deviation | 0.0190% | 0.0165% | 0.0074% | |||
| Standard Error of Mean | 0.0014% | 0.0013% | 0.0010% | |||
| Minimum | 0.0000% | 0.0000% | 0.0023% | |||
| Median | 0.0127% | 0.0107% | 0.0110% | |||
| Maximum | 0.0947% | 0.0796% | 0.0337% | |||
| 777 | Penetration Percentage (%) | Sample Size (n) | 152 | 120 | 102 | |
| 95.0% Lower CL for Mean | 0.0176% | 0.0120% | 0.0120% | |||
| Mean | 0.0262% | 0.0160% | 0.0150% | |||
| 95.0% Upper CL for Mean | 0.0348% | 0.0201% | 0.0180% | |||
| Standard Deviation | 0.0538% | 0.0223% | 0.0153% | |||
| Standard Error of Mean | 0.0044% | 0.0020% | 0.0015% | |||
| Minimum | 0.0000% | 0.0000% | 0.0000% | |||
| Median | 0.0154% | 0.0081% | 0.0094% | |||
| Maximum | 0.4614% | 0.1157% | 0.0614% | |||
Fig 2Particle penetration percentages for various 777 and 767 seat configurations.
A) Penetration percentages for breathing (2 s on and 2 s off) releases with the unmasked mannequin in seats nearby a thesource throughout an economy section of a Boeing 777. B) Penetration percentages for breathing unmasked mannequin releases throughout an economy section of a Boeing 767. C) Penetration percentages for releases throughout an economy section of a Boeing 777 compared to a 767. The 777 side seats have three outliers not presented in C) representing the maximum exposure for all experiments (0.2577, 0.3737, and 0.4614%).
Fig 3Comparison of longitudinal movement of particles forward and aft of the release.
A) 777–200 longitudinal average penetration percentage (error bars represent one standard deviation) across all sensors in a given row. For the 777 there is a clear aft movement of contaminant from both row 33 and row 47. The release row contains the highest uncertainty, as seats next to the release point are averaged with sensors much further in the same row. B) 767–300 longitudinal average penetration percentages across sensors in a given row. For the 767 forward releases from row 18 mix forward, for aft releases, contamination mixes towards the outflow valve in the rear of the airframe.
Comparison of triplicate particle counts for all sensors during 14 economy seat releases with and without a mask.
A total of 14 release seats in economy were compared. On average the mannequin mask reduced the total particles in nearby breathing zones by 15.6%, compared to not wearing a mask.
| Statistic | Result | ||
|---|---|---|---|
| In flight Mask Reduction | Reduction in Total Particles for a Release Seat (%) | Sample Size (n) | 14 |
| 95.0% Lower Confidence Interval for Mean | 3.50% | ||
| Mean | 15.60% | ||
| 95.0% Upper Confidence Interval for Mean | 27.70% | ||
| Standard Deviation | 20.90% | ||
| Standard Error of Mean | 5.60% | ||
| Minimum | -26.6% | ||
| Median | 17.70% | ||
| Maximum | 52.30% |
Fig 4DNA-tagged tracer maps.
A) 777–200 DNA-tagged tracer particle maps for fwd, fwd-mid, and mid-aft releases. B) 767–300 DNA-tagged tracer particle maps for fwd, fwd-mid, and aft releases. Surface contamination is minimal, and aerosol collections are similar to real-time fluorescent results. Circles represent aerosol samples, with squares representing surface samples. Colors are assigned solely for relative comparison purposes.