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Xi J, Si XA, Malvè M. Nasal anatomy and sniffing in respiration and olfaction of wild and domestic animals. Front Vet Sci 2023; 10:1172140. [PMID: 37520001 PMCID: PMC10375297 DOI: 10.3389/fvets.2023.1172140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Accepted: 06/29/2023] [Indexed: 08/01/2023] Open
Abstract
Animals have been widely utilized as surrogate models for humans in exposure testing, infectious disease experiments, and immunology studies. However, respiratory diseases affect both humans and animals. These disorders can spontaneously affect wild and domestic animals, impacting their quality and quantity of life. The origin of such responses can primarily be traced back to the pathogens deposited in the respiratory tract. There is a lack of understanding of the transport and deposition of respirable particulate matter (bio-aerosols or viruses) in either wild or domestic animals. Moreover, local dosimetry is more relevant than the total or regionally averaged doses in assessing exposure risks or therapeutic outcomes. An accurate prediction of the total and local dosimetry is the crucial first step to quantifying the dose-response relationship, which in turn necessitates detailed knowledge of animals' respiratory tract and flow/aerosol dynamics within it. In this review, we examined the nasal anatomy and physiology (i.e., structure-function relationship) of different animals, including the dog, rat, rabbit, deer, rhombus monkey, cat, and other domestic and wild animals. Special attention was paid to the similarities and differences in the vestibular, respiratory, and olfactory regions among different species. The ventilation airflow and behaviors of inhaled aerosols were described as pertinent to the animals' mechanisms for ventilation modulation and olfaction enhancement. In particular, sniffing, a breathing maneuver that animals often practice enhancing olfaction, was examined in detail in different animals. Animal models used in COVID-19 research were discussed. The advances and challenges of using numerical modeling in place of animal studies were discussed. The application of this technique in animals is relevant for bidirectional improvements in animal and human health.
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Affiliation(s)
- Jinxiang Xi
- Department of Biomedical Engineering, University of Massachusetts, Lowell, MA, United States
| | - Xiuhua April Si
- Department of Mechanical Engineering, California Baptist University, Riverside, CA, United States
| | - Mauro Malvè
- Department of Engineering, Public University of Navarre, Pamplona, Spain
- Biomedical Research Networking Center in Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), Madrid, Spain
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Xi J, Talaat M, Si X, Dong H, Donepudi R, Kabilan S, Corley R. Ventilation Modulation and Nanoparticle Deposition in Respiratory and Olfactory Regions of Rabbit Nose. Animals (Basel) 2019; 9:E1107. [PMID: 31835419 PMCID: PMC6940773 DOI: 10.3390/ani9121107] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2019] [Revised: 11/22/2019] [Accepted: 12/05/2019] [Indexed: 12/05/2022] Open
Abstract
The rabbit nose's ability to filter out inhaled agents is directly related to its defense to infectious diseases. The knowledge of the rabbit nose anatomy is essential to appreciate its functions in ventilation regulation, aerosol filtration and olfaction. The objective of this study is to numerically simulate the inhalation and deposition of nanoparticles in a New Zealand white (NZW) rabbit nose model with an emphasis on the structure-function relation under normal and sniffing conditions. To simulate the sniffing scenario, the original nose model was modified to generate new models with enlarged nostrils or vestibules based on video images of a rabbit sniffing. Ventilations into the maxilloturbinate and olfactory region were quantified with varying nostril openings, and deposition rates of inhaled aerosols ranging from 0.5 nm to 1000 nm were characterized on the total, sub-regional and local basis. Results showed that particles which deposited in the olfactory region came from a specific area in the nostril. The spiral vestibule played an essential role in regulating flow resistance and flow partition into different parts of the nose. Increased olfactory doses were persistently predicted in models with expanded nostrils or vestibule. Particles in the range of 5-50 nm are more sensitive to the geometry variation than other nanoparticles. It was also observed that exhaled aerosols occupy only the central region of the nostril, which minimized the mixing with the aerosols close to the nostril wall, and potentially allowed the undisruptive sampling of odorants. The results of this study shed new light on the ventilation regulation and inhalation dosimetry in the rabbit nose, which can be further implemented to studies of infectious diseases and immunology in rabbits.
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Affiliation(s)
- Jinxiang Xi
- Department of Biomedical Engineering, University of Massachusetts, Lowell, MA 01854, USA;
| | - Mohamed Talaat
- Department of Biomedical Engineering, University of Massachusetts, Lowell, MA 01854, USA;
| | - Xiuhua Si
- Department of Aerospace, Industrial, and Mechanical Engineering, California Baptist University, Riverside, CA 91752, USA;
| | - Haibo Dong
- Department of Mechanical and Aerospace Engineering, University of Virginia, Charlottesville, VA 22903, USA;
| | - Ramesh Donepudi
- Sleep and Neurodiagnostic Center, Lowell General Hospital, Lowell, MA 01854, USA;
| | | | - Richard Corley
- Greek Creek Toxicokinetics Consulting, LLC, Boise, ID 83701, USA;
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Coudron L, McDonnell MB, Munro I, McCluskey DK, Johnston ID, Tan CK, Tracey MC. Fully integrated digital microfluidics platform for automated immunoassay; A versatile tool for rapid, specific detection of a wide range of pathogens. Biosens Bioelectron 2019; 128:52-60. [DOI: 10.1016/j.bios.2018.12.014] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2018] [Revised: 11/29/2018] [Accepted: 12/11/2018] [Indexed: 11/17/2022]
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Obiltoxaximab Prevents Disseminated Bacillus anthracis Infection and Improves Survival during Pre- and Postexposure Prophylaxis in Animal Models of Inhalational Anthrax. Antimicrob Agents Chemother 2016; 60:5796-805. [PMID: 27431219 PMCID: PMC5038297 DOI: 10.1128/aac.01102-16] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2016] [Accepted: 07/06/2016] [Indexed: 11/24/2022] Open
Abstract
The Centers for Disease Control and Prevention recommend adjunctive antitoxins when systemic anthrax is suspected. Obiltoxaximab, a monoclonal antibody against protective antigen (PA), is approved for treatment of inhalational anthrax in combination with antibiotics and for prophylaxis when alternative therapies are not available. The impact of toxin neutralization with obiltoxaximab during pre- and postexposure prophylaxis was explored, and efficacy results that supported the prophylaxis indication are presented here. New Zealand White rabbits and cynomolgus macaques received obiltoxaximab as a single intramuscular or intravenous dose of 2 to 16 mg/kg of body weight at various times relative to Bacillus anthracis aerosol spore challenge. The primary endpoint was survival, and effect of treatment timing was explored. In rabbits, obiltoxaximab administration 9 h postchallenge singly or combined with a 5-day levofloxacin regimen protected 89% to 100% of animals compared to 33% with levofloxacin monotherapy. In cynomolgus macaques, a single intramuscular dose of 16 mg/kg obiltoxaximab led to 100% survival when given 1 to 3 days preexposure and 83% to 100% survival when given 18 to 24 h postexposure and prior to systemic bacteremia onset. Obiltoxaximab administration after bacteremia onset resulted in lower (25% to 50%) survival rates reflective of treatment setting. Prophylactic administration of obiltoxaximab before spore challenge or to spore-challenged animals before systemic bacterial dissemination is efficacious in promoting survival, ameliorating toxemia, and inhibiting bacterial spread to the periphery.
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Kabilan S, Suffield S, Recknagle K, Jacob R, Einstein D, Kuprat A, Carson J, Colby S, Saunders J, Hines S, Teeguarden J, Straub T, Moe M, Taft S, Corley R. Computational fluid dynamics modeling of Bacillus anthracis spore deposition in rabbit and human respiratory airways. JOURNAL OF AEROSOL SCIENCE 2016; 99:64-77. [PMID: 33311732 PMCID: PMC7731948 DOI: 10.1016/j.jaerosci.2016.01.011] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
Three-dimensional computational fluid dynamics and Lagrangian particle deposition models were developed to compare the deposition of aerosolized Bacillus anthracis spores in the respiratory airways of a human with that of the rabbit, a species commonly used in the study of anthrax disease. The respiratory airway geometries for each species were derived respectively from computed tomography (CT) and μCT images. Both models encompassed airways that extended from the external nose to the lung with a total of 272 outlets in the human model and 2878 outlets in the rabbit model. All simulations of spore deposition were conducted under transient, inhalation-exhalation breathing conditions using average species-specific minute volumes. Two different exposure scenarios were modeled in the rabbit based upon experimental inhalation studies. For comparison, human simulations were conducted at the highest exposure concentration used during the rabbit experimental exposures. Results demonstrated that regional spore deposition patterns were sensitive to airway geometry and ventilation profiles. Due to the complex airway geometries in the rabbit nose, higher spore deposition efficiency was predicted in the nasal sinus compared to the human at the same air concentration of anthrax spores. In contrast, higher spore deposition was predicted in the lower conducting airways of the human compared to the rabbit lung due to differences in airway branching pattern. This information can be used to refine published and ongoing biokinetic models of inhalation anthrax spore exposures, which currently estimate deposited spore concentrations based solely upon exposure concentrations and inhaled doses that do not factor in species-specific anatomy and physiology for deposition.
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Affiliation(s)
- S. Kabilan
- Pacific Northwest National Laboratory, 902 Battelle Boulevard, P.O. Box 999, MSIN J4-16, Richland, WA 99352, United States
| | - S.R. Suffield
- Pacific Northwest National Laboratory, 902 Battelle Boulevard, P.O. Box 999, MSIN J4-16, Richland, WA 99352, United States
| | - K.P. Recknagle
- Pacific Northwest National Laboratory, 902 Battelle Boulevard, P.O. Box 999, MSIN J4-16, Richland, WA 99352, United States
| | - R.E. Jacob
- Pacific Northwest National Laboratory, 902 Battelle Boulevard, P.O. Box 999, MSIN J4-16, Richland, WA 99352, United States
| | - D.R. Einstein
- Pacific Northwest National Laboratory, 902 Battelle Boulevard, P.O. Box 999, MSIN J4-16, Richland, WA 99352, United States
| | - A.P. Kuprat
- Pacific Northwest National Laboratory, 902 Battelle Boulevard, P.O. Box 999, MSIN J4-16, Richland, WA 99352, United States
| | - J.P. Carson
- Texas Advanced Computing Center, Austin, TX 78758, United States
| | - S.M Colby
- Pacific Northwest National Laboratory, 902 Battelle Boulevard, P.O. Box 999, MSIN J4-16, Richland, WA 99352, United States
| | - J.H. Saunders
- Battelle, 505 King Avenue, Columbus, OH 43201, United States
| | - S.A. Hines
- Battelle, 505 King Avenue, Columbus, OH 43201, United States
| | - J.G. Teeguarden
- Pacific Northwest National Laboratory, 902 Battelle Boulevard, P.O. Box 999, MSIN J4-16, Richland, WA 99352, United States
| | - T.M. Straub
- Pacific Northwest National Laboratory, 902 Battelle Boulevard, P.O. Box 999, MSIN J4-16, Richland, WA 99352, United States
| | - M. Moe
- Department of Homeland Security, Science and Technology Directorate, Washington, DC 20528, United States
| | - S.C. Taft
- U.S. Environmental Protection Agency, National Homeland Security Research Center, Threat and Consequence Assessment Division, Cincinnati, OH 45268, United States
| | - R.A. Corley
- Pacific Northwest National Laboratory, 902 Battelle Boulevard, P.O. Box 999, MSIN J4-16, Richland, WA 99352, United States
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Propst CN, Nwabueze AO, Kanev IL, Pepin RE, Gutting BW, Morozov VN, van Hoek ML. Nanoaerosols reduce required effective dose of liposomal levofloxacin against pulmonary murine Francisella tularensis subsp. novicida infection. J Nanobiotechnology 2016; 14:29. [PMID: 27090889 PMCID: PMC4835885 DOI: 10.1186/s12951-016-0182-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2015] [Accepted: 04/01/2016] [Indexed: 12/30/2022] Open
Abstract
Background The Institute of Theoretical and Experimental Biophysics in Moscow recently developed a new nanoaerosol generator. This study evaluated this novel technology, which has the potential to enhance therapeutic delivery, with the goal of using the generator to treat pulmonary Francisella tularensis subsp. novicida (F. novicida) infections in BALB/c mice. Results First, the analysis of quantum dots distribution in cryosections of murine lungs demonstrated that nanoaerosols penetrate the alveoli and spread more homogenously in the lungs than upon intranasal delivery. Second, the generator was used to aerosolize the antibiotic levofloxacin to determine the effectiveness of nanoaerosolized levofloxacin as treatment against F. novicida. The generator was capable of delivering a sufficient dose of nanoaerosolized liposome-encapsulated levofloxacin to rescue mice against 100LD50 of F. novicida. Conclusions The nanoaerosol-delivered dosage of liposome-encapsulated levofloxacin required to rescue mice is approximately 94× lower than the oral required dose and approximately 8× lower than the intraperitoneal dose required for rescue. In addition, treatment with nanoaerosols consumes less total volume of therapeutic solutions and is gentler on sprayed material than the aerosolization by a conventional three-jet Collison nebulizer as seen by the preservation of liposomes. This could represent a significant advance for the use of expensive therapeutics and lung directed therapies. Electronic supplementary material The online version of this article (doi:10.1186/s12951-016-0182-0) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Crystal N Propst
- School of Systems Biology and National Center for Biodefense and Infectious Diseases, George Mason University, MS1H8, Manassas, VA, 20110, USA
| | - Albert O Nwabueze
- School of Systems Biology and National Center for Biodefense and Infectious Diseases, George Mason University, MS1H8, Manassas, VA, 20110, USA
| | - Igor L Kanev
- Institute of Theoretical and Experimental Biophysics of the Russian Academy of Sciences, Pushchino, Moscow Region, 142290, Russia
| | - Rachel E Pepin
- School of Systems Biology and National Center for Biodefense and Infectious Diseases, George Mason University, MS1H8, Manassas, VA, 20110, USA
| | - Bradford W Gutting
- CBR Concepts and Experimentation Branch (Z21), Dahlgren Division, Naval Surface Warfare Center, Dahlgren, VA, 22448, USA
| | - Victor N Morozov
- School of Systems Biology and National Center for Biodefense and Infectious Diseases, George Mason University, MS1H8, Manassas, VA, 20110, USA.,Institute of Theoretical and Experimental Biophysics of the Russian Academy of Sciences, Pushchino, Moscow Region, 142290, Russia
| | - Monique L van Hoek
- School of Systems Biology and National Center for Biodefense and Infectious Diseases, George Mason University, MS1H8, Manassas, VA, 20110, USA.
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Asgharian B, Price O, Kabilan S, Jacob RE, Einstein DR, Kuprat A, Corley RA. Development of a Zealand white rabbit deposition model to study inhalation anthrax. Inhal Toxicol 2016; 28:80-8. [PMID: 26895308 PMCID: PMC4968080 DOI: 10.3109/08958378.2016.1140850] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Despite using rabbits in several inhalation exposure experiments to study diseases such as anthrax, there is a lack of understanding regarding deposition characteristics and fate of inhaled particles (bio-aerosols and viruses) in the respiratory tracts of rabbits. Such information allows dosimetric extrapolation to humans to inform human outcomes. The lung geometry of the New Zealand white rabbit (referred to simply as rabbits throughout the article) was constructed using recently acquired scanned images of the conducting airways of rabbits and available information on its acinar region. In addition, functional relationships were developed for the lung and breathing parameters of rabbits as a function of body weight. The lung geometry and breathing parameters were used to extend the existing deposition model for humans and several other species to rabbits. Evaluation of the deposition model for rabbits was made by comparing predictions with available measurements in the literature. Deposition predictions in the lungs of rabbits indicated smaller deposition fractions compared to those found in humans across various particle diameter ranges. The application of the deposition model for rabbits was demonstrated by extrapolating deposition predictions in rabbits to find equivalent human exposure concentrations assuming the same dose-response relationship between the two species. Human equivalent exposure concentration levels were found to be much smaller than those for rabbits.
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Affiliation(s)
- Bahman Asgharian
- Applied Research Associates, Inc., 8537 Six Forks Road, Suite 600, Raleigh, NC 27615-2963
| | - Owen Price
- Applied Research Associates, Inc., 801 North Quincy Street, Suite 700, Arlington, VA 22203
| | - Senthil Kabilan
- Pacific Northwest National Laboratory, 902 Battelle Blvd., Richland, Washington 99352
| | - Richard E. Jacob
- Pacific Northwest National Laboratory, 902 Battelle Blvd., Richland, Washington 99352
| | - Daniel R. Einstein
- Pacific Northwest National Laboratory, 902 Battelle Blvd., Richland, Washington 99352
| | | | - Richard A. Corley
- Pacific Northwest National Laboratory, 902 Battelle Blvd., Richland, Washington 99352
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Powell JD, Hutchison JR, Hess BM, Straub TM. Bacillus anthracis spores germinate extracellularly at air-liquid interface in an in vitro lung model under serum-free conditions. J Appl Microbiol 2015; 119:711-23. [PMID: 26075586 PMCID: PMC4745038 DOI: 10.1111/jam.12872] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2015] [Revised: 05/02/2015] [Accepted: 05/29/2015] [Indexed: 12/13/2022]
Abstract
Aims To better understand the parameters that govern spore dissemination after lung exposure using in vitro cell systems. Methods and Results We evaluated the kinetics of uptake, germination and proliferation of Bacillus anthracis Sterne spores in association with human primary lung epithelial cells, Calu‐3 and A549 cell lines. We also analysed the influence of various cell culture medium formulations related to spore germination. Conclusions We found negligible spore uptake by epithelial cells, but germination and proliferation of spores in the serum‐free extracellular environment was evident. Spore germination was appreciably higher in immortalized cell cultures than in primary epithelial cells. Additionally, spores still germinated apically at a mucus‐secreting air–liquid interface lung barrier that was devoid of cell culture medium much earlier than medium‐only controls. Significance and Impact of the Study The role of lung epithelial cells in B. anthracis spore dissemination after inhalation remains poorly defined and rather controversial. These results are novel as they show spore germination is appreciably enhanced in the presence of lung cells in vitro, however, the cell line and cell state (air–liquid interface vs submerged in medium) dictates the extent of germination and in some cases proliferation.
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Affiliation(s)
- J D Powell
- Chemical and Biological Signature Sciences Group, Pacific Northwest National Laboratory, Richland, WA, USA
| | - J R Hutchison
- Chemical and Biological Signature Sciences Group, Pacific Northwest National Laboratory, Richland, WA, USA
| | - B M Hess
- Chemical and Biological Signature Sciences Group, Pacific Northwest National Laboratory, Richland, WA, USA
| | - T M Straub
- Chemical and Biological Signature Sciences Group, Pacific Northwest National Laboratory, Richland, WA, USA
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Immunization with a Recombinant, Pseudomonas fluorescens-Expressed, Mutant Form of Bacillus anthracis-Derived Protective Antigen Protects Rabbits from Anthrax Infection. PLoS One 2015. [PMID: 26207820 PMCID: PMC4514824 DOI: 10.1371/journal.pone.0130952] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
Protective antigen (PA), one of the components of the anthrax toxin, is the major component of human anthrax vaccine (Biothrax). Human anthrax vaccines approved in the United States and Europe consist of an alum-adsorbed or precipitated (respectively) supernatant material derived from cultures of toxigenic, non-encapsulated strains of Bacillus anthracis. Approved vaccination schedules in humans with either of these vaccines requires several booster shots and occasionally causes adverse injection site reactions. Mutant derivatives of the protective antigen that will not form the anthrax toxins have been described. We have cloned and expressed both mutant (PA SNKE167-ΔFF-315-E308D) and native PA molecules recombinantly and purified them. In this study, both the mutant and native PA molecules, formulated with alum (Alhydrogel), elicited high titers of anthrax toxin neutralizing anti-PA antibodies in New Zealand White rabbits. Both mutant and native PA vaccine preparations protected rabbits from lethal, aerosolized, B. anthracis spore challenge subsequent to two immunizations at doses of less than 1 μg.
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Gutting BW, Rukhin A, Mackie RS, Marchette D, Thran B. Evaluation of Inhaled Versus Deposited Dose Using the Exponential Dose-Response Model for Inhalational Anthrax in Nonhuman Primate, Rabbit, and Guinea Pig. RISK ANALYSIS : AN OFFICIAL PUBLICATION OF THE SOCIETY FOR RISK ANALYSIS 2015; 35:811-827. [PMID: 25545587 DOI: 10.1111/risa.12326] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
The application of the exponential model is extended by the inclusion of new nonhuman primate (NHP), rabbit, and guinea pig dose-lethality data for inhalation anthrax. Because deposition is a critical step in the initiation of inhalation anthrax, inhaled doses may not provide the most accurate cross-species comparison. For this reason, species-specific deposition factors were derived to translate inhaled dose to deposited dose. Four NHP, three rabbit, and two guinea pig data sets were utilized. Results from species-specific pooling analysis suggested all four NHP data sets could be pooled into a single NHP data set, which was also true for the rabbit and guinea pig data sets. The three species-specific pooled data sets could not be combined into a single generic mammalian data set. For inhaled dose, NHPs were the most sensitive (relative lowest LD50) species and rabbits the least. Improved inhaled LD50 s proposed for use in risk assessment are 50,600, 102,600, and 70,800 inhaled spores for NHP, rabbit, and guinea pig, respectively. Lung deposition factors were estimated for each species using published deposition data from Bacillus spore exposures, particle deposition studies, and computer modeling. Deposition was estimated at 22%, 9%, and 30% of the inhaled dose for NHP, rabbit, and guinea pig, respectively. When the inhaled dose was adjusted to reflect deposited dose, the rabbit animal model appears the most sensitive with the guinea pig the least sensitive species.
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Affiliation(s)
- Bradford W Gutting
- CBR Concepts and Experimentation Branch (Z21), Naval Surface Warfare Center, Dahlgren Division, Dahlgren, VA, USA
| | - Andrey Rukhin
- Sensor Fusion Branch (Q33), Naval Surface Warfare Center, Dahlgren Division, Dahlgren, VA, USA
| | - Ryan S Mackie
- CBR Concepts and Experimentation Branch (Z21), Naval Surface Warfare Center, Dahlgren Division, Dahlgren, VA, USA
| | - David Marchette
- Sensor Fusion Branch (Q33), Naval Surface Warfare Center, Dahlgren Division, Dahlgren, VA, USA
| | - Brandolyn Thran
- U.S. Army Public Health Command, Aberdeen Proving Ground, MD, USA
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Gutting B. Deterministic models of inhalational anthrax in New Zealand white rabbits. Biosecur Bioterror 2014; 12:29-41. [PMID: 24527843 PMCID: PMC3934436 DOI: 10.1089/bsp.2013.0067] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2013] [Accepted: 12/09/2013] [Indexed: 11/12/2022]
Abstract
Computational models describing bacterial kinetics were developed for inhalational anthrax in New Zealand white (NZW) rabbits following inhalation of Ames strain B. anthracis. The data used to parameterize the models included bacterial numbers in the airways, lung tissue, draining lymph nodes, and blood. Initial bacterial numbers were deposited spore dose. The first model was a single exponential ordinary differential equation (ODE) with 3 rate parameters that described mucociliated (physical) clearance, immune clearance (bacterial killing), and bacterial growth. At 36 hours postexposure, the ODE model predicted 1.7×10⁷ bacteria in the rabbit, which agreed well with data from actual experiments (4.0×10⁷ bacteria at 36 hours). Next, building on the single ODE model, a physiological-based biokinetic (PBBK) compartmentalized model was developed in which 1 physiological compartment was the lumen of the airways and the other was the rabbit body (lung tissue, lymph nodes, blood). The 2 compartments were connected with a parameter describing transport of bacteria from the airways into the body. The PBBK model predicted 4.9×10⁷ bacteria in the body at 36 hours, and by 45 hours the model showed all clearance mechanisms were saturated, suggesting the rabbit would quickly succumb to the infection. As with the ODE model, the PBBK model results agreed well with laboratory observations. These data are discussed along with the need for and potential application of the models in risk assessment, drug development, and as a general aid to the experimentalist studying inhalational anthrax.
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Affiliation(s)
- Bradford Gutting
- Bradford Gutting, PhD, is a Toxicologist, Naval Surface Warfare Center Dahlgren Division (NSWCDD) , Dahlgren, Virginia
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12
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Toth DJA, Gundlapalli AV, Schell WA, Bulmahn K, Walton TE, Woods CW, Coghill C, Gallegos F, Samore MH, Adler FR. Quantitative models of the dose-response and time course of inhalational anthrax in humans. PLoS Pathog 2013; 9:e1003555. [PMID: 24058320 PMCID: PMC3744436 DOI: 10.1371/journal.ppat.1003555] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2013] [Accepted: 06/28/2013] [Indexed: 01/08/2023] Open
Abstract
Anthrax poses a community health risk due to accidental or intentional aerosol release. Reliable quantitative dose-response analyses are required to estimate the magnitude and timeline of potential consequences and the effect of public health intervention strategies under specific scenarios. Analyses of available data from exposures and infections of humans and non-human primates are often contradictory. We review existing quantitative inhalational anthrax dose-response models in light of criteria we propose for a model to be useful and defensible. To satisfy these criteria, we extend an existing mechanistic competing-risks model to create a novel Exposure–Infection–Symptomatic illness–Death (EISD) model and use experimental non-human primate data and human epidemiological data to optimize parameter values. The best fit to these data leads to estimates of a dose leading to infection in 50% of susceptible humans (ID50) of 11,000 spores (95% confidence interval 7,200–17,000), ID10 of 1,700 (1,100–2,600), and ID1 of 160 (100–250). These estimates suggest that use of a threshold to human infection of 600 spores (as suggested in the literature) underestimates the infectivity of low doses, while an existing estimate of a 1% infection rate for a single spore overestimates low dose infectivity. We estimate the median time from exposure to onset of symptoms (incubation period) among untreated cases to be 9.9 days (7.7–13.1) for exposure to ID50, 11.8 days (9.5–15.0) for ID10, and 12.1 days (9.9–15.3) for ID1. Our model is the first to provide incubation period estimates that are independently consistent with data from the largest known human outbreak. This model refines previous estimates of the distribution of early onset cases after a release and provides support for the recommended 60-day course of prophylactic antibiotic treatment for individuals exposed to low doses. Anthrax poses a potential community health risk due to accidental or intentional aerosol release. We address the need for a transparent and defensible quantitative dose-response model for inhalational anthrax that is useful for risk assessors in estimating the magnitude and timeline of potential public health consequences should a release occur. Our synthesis of relevant data and previous modeling efforts identifies areas of improvement among many commonly cited dose-response models and estimates. To address those deficiencies, we provide a new model that is based on clear, transparent assumptions and published data from human and non-human primate exposures. Our resulting estimates provide important insight into the infectivity to humans of low inhaled doses of anthrax spores and the timeline of infections after an exposure event. These insights are critical to assessment of the impacts of delays in responding to a large scale aerosol release, as well as the recommended course of antibiotic administration to those potentially exposed.
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Affiliation(s)
- Damon J. A. Toth
- Department of Internal Medicine, University of Utah, Salt Lake City, Utah, United States of America
- Department of Mathematics, University of Utah, Salt Lake City, Utah, United States of America
- VA Salt Lake City Health Care System, Salt Lake City, Utah, United States of America
- * E-mail: (DJAT); (AVG)
| | - Adi V. Gundlapalli
- Department of Internal Medicine, University of Utah, Salt Lake City, Utah, United States of America
- VA Salt Lake City Health Care System, Salt Lake City, Utah, United States of America
- Department of Pathology, University of Utah, Salt Lake City, Utah, United States of America
- Department of Biomedical Informatics, University of Utah, Salt Lake City, Utah, United States of America
- * E-mail: (DJAT); (AVG)
| | - Wiley A. Schell
- Division of Infectious Diseases, Department of Medicine, Duke University, Durham, North Carolina, United States of America
| | - Kenneth Bulmahn
- Independent Risk Assessment Contractor, Idaho Falls, Idaho, United States of America
| | - Thomas E. Walton
- Centers for Epidemiology and Animal Health, United States Department of Agriculture, Animal and Plant Health Inspection Service, Veterinary Services, Fort Collins, Colorado, United States of America
| | - Christopher W. Woods
- Division of Infectious Diseases, Department of Medicine, Duke University, Durham, North Carolina, United States of America
| | - Catherine Coghill
- Independent Risk Assessment Contractor, Santa Fe, New Mexico, United States of America
| | - Frank Gallegos
- Independent Risk Assessment Contractor, Santa Fe, New Mexico, United States of America
| | - Matthew H. Samore
- Department of Internal Medicine, University of Utah, Salt Lake City, Utah, United States of America
- VA Salt Lake City Health Care System, Salt Lake City, Utah, United States of America
- Department of Biomedical Informatics, University of Utah, Salt Lake City, Utah, United States of America
| | - Frederick R. Adler
- Department of Mathematics, University of Utah, Salt Lake City, Utah, United States of America
- Department of Biology, University of Utah, Salt Lake City, Utah, United States of America
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13
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Roy CJ, Reed DS. Infectious disease aerobiology: miasma incarnate. Front Cell Infect Microbiol 2012; 2:163. [PMID: 23267441 PMCID: PMC3525905 DOI: 10.3389/fcimb.2012.00163] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2012] [Accepted: 12/04/2012] [Indexed: 01/07/2023] Open
Affiliation(s)
- Chad J. Roy
- Tulane National Primate Research Center, Tulane School of MedicineCovington, LA, USA
- *Correspondence:
| | - Doug S. Reed
- Center for Vaccine Research, University of PittsburghPittsburgh, PA, USA
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