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Monk AS, Worden CP, Benaim EH, Klatt-Cromwell C, Thorp BD, Ebert CS, Senior BA, Kimple AJ. The Impact of Occupational Exposures on Chronic Rhinosinusitis: A Scoping Review. EXPLORATION OF ASTHMA & ALLERGY 2024; 2:301-318. [PMID: 39184021 PMCID: PMC11344210 DOI: 10.37349/eaa.2024.00046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2024] [Accepted: 05/07/2024] [Indexed: 08/27/2024]
Abstract
Chronic rhinosinusitis (CRS) is a prevalent and burdensome condition worldwide, characterized by inflammation of the paranasal sinuses. Ideally, instead of treating CRS, we would identify ways to prevent the development of this chronic condition. Occupational exposures may be an excellent target for prevention. Occupational exposures have been shown to play a critical role in the pathogenesis of multiple lower airway diseases, such as asthma, silicosis, asbestosis, and hypersensitivity pneumonitis. However, evidence for the association between occupational exposures and the development of upper airway disease, like CRS, is less well-defined. This manuscript examines the association between occupational exposures and CRS. A scoping review of the literature following Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines identified 19 relevant studies. The populations examined and the methods and criteria used for defining CRS diagnosis and occupational variables significantly varied between the studies. Diagnosis of CRS was most often determined by self-reported symptoms or medical record review. Occupational variables ranged from employment status to occupation type to specific exogenous compounds encountered. Overall, substantial evidence demonstrates a general association between occupational exposures and CRS diagnosis; however, limitations in study methodologies, including variations in CRS diagnostic criteria, occupational exposures, assessment methods, and populations, hinder drawing more specific conclusions. Moving forward, rigorous research methodologies and standardized criteria are essential to draw conclusions supported by multiple studies. Critical components of future studies should include large, diverse populations, use of consensus CRS diagnostic criteria, and inclusion of many specific and quantitatively defined exposures. Ultimately, such efforts can help inform preventative measures and interventions for CRS, thus mitigating the burden of CRS on individuals and populations worldwide.
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Affiliation(s)
- Aurelia S. Monk
- Department of Otolaryngology and Head & Neck Surgery,
University of North Carolina, Chapel Hill, NC, 27599, USA
| | - Cameron P. Worden
- Department of Otolaryngology and Head & Neck Surgery,
University of North Carolina, Chapel Hill, NC, 27599, USA
| | - Ezer H. Benaim
- Department of Otolaryngology and Head & Neck Surgery,
University of North Carolina, Chapel Hill, NC, 27599, USA
| | - Cristine Klatt-Cromwell
- Department of Otolaryngology and Head & Neck Surgery,
University of North Carolina, Chapel Hill, NC, 27599, USA
| | - Brian D. Thorp
- Department of Otolaryngology and Head & Neck Surgery,
University of North Carolina, Chapel Hill, NC, 27599, USA
| | - Charles S. Ebert
- Department of Otolaryngology and Head & Neck Surgery,
University of North Carolina, Chapel Hill, NC, 27599, USA
| | - Brent A. Senior
- Department of Otolaryngology and Head & Neck Surgery,
University of North Carolina, Chapel Hill, NC, 27599, USA
| | - Adam J. Kimple
- Department of Otolaryngology and Head & Neck Surgery,
University of North Carolina, Chapel Hill, NC, 27599, USA
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Tullis B, Mace JC, Hagedorn R, Nguyen C, Stockard R, Massey C, Ramakrishnan VR, Beswick DM, Soler ZM, Smith TL, Alt JA, Gill AS. The Impact of Acute Peri-operative Particulate Matter Exposure on Endoscopic Sinus Surgery Outcomes: A Preliminary Multi-site Investigation. Am J Rhinol Allergy 2024; 38:237-244. [PMID: 38623645 DOI: 10.1177/19458924241246371] [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] [Indexed: 04/17/2024]
Abstract
BACKGROUND Environmental exposures have been postulated to play an important role in the pathophysiology of chronic rhinosinusitis (CRS). Particulate matter (PM) is one of the most widely studied ambient air pollutants, but its peri-operative impact on CRS is unknown. OBJECTIVE To determine the effect of acute, peri-operative PM exposure on outcomes after endoscopic sinus surgery (ESS). METHODS Participants with CRS who self-selected ESS were prospectively enrolled. The 22-item SinoNasal Outcome Test (SNOT-22) and Medical Outcomes Study Questionnaire Short-Form 6-D (SF-6D) health utility values scores were recorded. Using residence zip codes, a secondary analysis of patient exposure to PM <2.5 μm and <10 μm (PM2.5 and PM10, respectively) was performed for the month of surgery utilizing data from Environmental Protection Agency air quality monitors. Spearman's correlation coefficients (ρ), 95% confidence intervals (CIs), and effect estimates (β) were used to determine the magnitudes of association. Simple, multivariate regression analysis was also completed. RESULTS One hundred and seven patients from four geographically unique institutions across the US were enrolled with a follow-up of 6 months. Patients with higher peri-operative PM2.5 exposure had less improvement in their SNOT-22 scores after ESS compared to those with less exposure using both univariate analysis (ρ = 0.26, 95% CI: 0.08, 0.43; P = .01) and after covariate adjustment with multivariate analysis (B = 1.06, 95% CI: 0.001, 2.14, P = .05). Similar associations were not found with SF-6D outcomes or with PM10 as an exposure of interest. No significant correlations were found between peri-operative PM levels and Lund-Kennedy endoscopy scores post-operatively. CONCLUSION Preliminary data from this pilot study reveal that PM exposure at the time of ESS may negatively associate with post-operative improvement in sinonasal quality-of-life. Larger, population-based studies with more standardized PM exposure windows are needed to confirm the clinical significance of the present findings.
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Affiliation(s)
- Benton Tullis
- Department of Otolaryngology - Head and Neck Surgery, University of Utah, Salt Lake City, Utah, USA
| | - Jess C Mace
- Division of Rhinology and Sinus Surgery/Oregon Sinus Center, Department of Otolaryngology - Head and Neck Surgery, Oregon Health & Science University (OHSU), Portland, OR, USA
| | - Robert Hagedorn
- Department of Otolaryngology - Head and Neck Surgery, University of Utah, Salt Lake City, Utah, USA
| | - Cassidy Nguyen
- Department of Otolaryngology - Head and Neck Surgery, University of Utah, Salt Lake City, Utah, USA
| | - Ryan Stockard
- Department of Otolaryngology - Head and Neck Surgery, University of Utah, Salt Lake City, Utah, USA
| | - Conner Massey
- Department of Otolaryngology - Head and Neck Surgery, University of Utah, Salt Lake City, Utah, USA
| | - Vijay R Ramakrishnan
- Department of Otolaryngology - Head and Neck Surgery, University of Indiana, Indianapolis, IN, USA
| | - Daniel M Beswick
- Department of Otolaryngology - Head and Neck Surgery, University of California, Los Angeles, CA, USA
| | - Zachary M Soler
- Department of Otolaryngology -Head and Neck Surgery, Medical University of South Carolina, Charleston, SC, USA
| | - Timothy L Smith
- Division of Rhinology and Sinus Surgery/Oregon Sinus Center, Department of Otolaryngology - Head and Neck Surgery, Oregon Health & Science University (OHSU), Portland, OR, USA
| | - Jeremiah A Alt
- Department of Otolaryngology - Head and Neck Surgery, University of Utah, Salt Lake City, Utah, USA
| | - Amarbir S Gill
- Department of Otolaryngology - Head and Neck Surgery, University of Michigan, Ann Arbor, MI, USA
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Lubner RJ, Rubel K, Chandra RK, Turner JH, Chowdhury NI. Particulate matter exposure is associated with increased inflammatory cytokines and eosinophils in chronic rhinosinusitis. Allergy 2024; 79:1219-1229. [PMID: 38180309 PMCID: PMC11062815 DOI: 10.1111/all.16006] [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: 06/09/2023] [Revised: 12/08/2023] [Accepted: 12/11/2023] [Indexed: 01/06/2024]
Abstract
BACKGROUND Chronic rhinosinusitis (CRS) is thought to result from complex interactions between the host immune system, microbiota, and environmental exposures. Currently, there is limited data regarding the impact of ambient particulate matter ≤2.5 μm in diameter (PM2.5) in the pathogenesis of CRS, despite evidence linking PM2.5 to other respiratory diseases. We hypothesized that PM2.5 may result in differential cytokine patterns that could inform our mechanistic understanding of the effect of environmental factors on CRS. METHODS We conducted an analysis of data prospectively collected from 308 CRS patients undergoing endoscopic sinus surgery. Cytokines were quantified in intraoperative mucus specimens using a multiplex flow cytometric bead assay. Clinical and demographic data including zip codes were extracted and used to obtain tract-level income and rurality measures. A spatiotemporal machine learning model was used to estimate daily PM2.5 levels for the year prior to each patient's surgery date. Spearman correlations and regression analysis were performed to characterize the relationship between mucus cytokines and PM2.5. RESULTS: Several inflammatory cytokines including IL-2, IL-5/IL-13, IL-12, and 21 were significantly correlated with estimated average 6, 9, and 12-month preoperative PM2.5 levels. These relationships were maintained for most cytokines after adjusting for age, income, body mass index, rurality, polyps, asthma, and allergic rhinitis (AR) (p < .05). There were also higher odds of asthma (OR = 1.5, p = .01) and AR (OR = 1.48, p = .03) with increasing 12-month PM2.5 exposure. Higher tissue eosinophil counts were associated with increasing PM2.5 levels across multiple timeframes (p < .05). CONCLUSIONS Chronic PM2.5 exposure may be an independent risk factor for development of a mixed, type-2 dominant CRS inflammatory response.
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Affiliation(s)
- Rory J Lubner
- Department of Otolaryngology-Head and Neck Surgery, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Kolin Rubel
- Department of Otolaryngology-Head and Neck Surgery, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Rakesh K Chandra
- Department of Otolaryngology-Head and Neck Surgery, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Justin H Turner
- Department of Otolaryngology-Head and Neck Surgery, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Naweed I Chowdhury
- Department of Otolaryngology-Head and Neck Surgery, Vanderbilt University Medical Center, Nashville, Tennessee, USA
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Zaręba Ł, Piszczatowska K, Dżaman K, Soroczynska K, Motamedi P, Szczepański MJ, Ludwig N. The Relationship between Fine Particle Matter (PM2.5) Exposure and Upper Respiratory Tract Diseases. J Pers Med 2024; 14:98. [PMID: 38248800 PMCID: PMC10817350 DOI: 10.3390/jpm14010098] [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: 12/24/2023] [Revised: 01/13/2024] [Accepted: 01/13/2024] [Indexed: 01/23/2024] Open
Abstract
PM2.5 is one of the most harmful components of airborne pollution and includes particles with diameters of less than 2.5 μm. Almost 90% of the world's population lives in areas with poor air quality exceeding the norms established by the WHO. PM2.5 exposure affects various organs and systems of the human body including the upper respiratory tract which is one of the most prone to its adverse effects. PM2.5 can disrupt nasal epithelial cell metabolism, decrease the integrity of the epithelial barrier, affect mucociliary clearance, and alter the inflammatory process in the nasal mucosa. Those effects may increase the chance of developing upper respiratory tract diseases in areas with high PM2.5 pollution. PM2.5's contribution to allergic rhinitis (AR) and rhinosinusitis was recently thoroughly investigated. Numerous studies demonstrated various mechanisms that occur when subjects with AR or rhinosinusitis are exposed to PM2.5. Various immunological changes and alterations in the nasal and sinonasal epithelia were reported. These changes may contribute to the observations that exposure to higher PM2.5 concentrations may increase AR and rhinosinusitis symptoms in patients and the number of clinical visits. Thus, studying novel strategies against PM2.5 has recently become the focus of researchers' attention. In this review, we summarize the current knowledge on the effects of PM2.5 on healthy upper respiratory tract mucosa and PM2.5's contribution to AR and rhinosinusitis. Finally, we summarize the current advances in developing strategies against PM2.5 particles' effects on the upper respiratory tract.
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Affiliation(s)
- Łukasz Zaręba
- Department of Biochemistry, Medical University of Warsaw, 02-097 Warsaw, Poland; (Ł.Z.); (K.P.); (K.S.); (P.M.)
| | - Katarzyna Piszczatowska
- Department of Biochemistry, Medical University of Warsaw, 02-097 Warsaw, Poland; (Ł.Z.); (K.P.); (K.S.); (P.M.)
| | - Karolina Dżaman
- Department of Otolaryngology, The Medical Centre of Postgraduate Education, 03-242 Warsaw, Poland;
| | - Karolina Soroczynska
- Department of Biochemistry, Medical University of Warsaw, 02-097 Warsaw, Poland; (Ł.Z.); (K.P.); (K.S.); (P.M.)
| | - Parham Motamedi
- Department of Biochemistry, Medical University of Warsaw, 02-097 Warsaw, Poland; (Ł.Z.); (K.P.); (K.S.); (P.M.)
| | - Mirosław J. Szczepański
- Department of Biochemistry, Medical University of Warsaw, 02-097 Warsaw, Poland; (Ł.Z.); (K.P.); (K.S.); (P.M.)
| | - Nils Ludwig
- Department of Oral and Maxillofacial Surgery, University Hospital Regensburg, 93053 Regensburg, Germany
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Yu SE, Athni TS, Mitchell MB, Zhou X, Chiang S, Lee SE. The Impact of Ambient and Wildfire Air Pollution on Rhinosinusitis and Olfactory Dysfunction. Curr Allergy Asthma Rep 2023; 23:665-673. [PMID: 38047993 DOI: 10.1007/s11882-023-01110-0] [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] [Accepted: 09/27/2023] [Indexed: 12/05/2023]
Abstract
PURPOSE OF REVIEW With increasing industrialization, exposure to ambient and wildfire air pollution is projected to increase, necessitating further research to elucidate the complex relationship between exposure and sinonasal disease. This review aims to summarize the role of ambient and wildfire air pollution in chronic rhinosinusitis (CRS) and olfactory dysfunction and provide a perspective on gaps in the literature. RECENT FINDINGS Based on an emerging body of evidence, exposure to ambient air pollutants is correlated with the development of chronic rhinosinusitis in healthy individuals and increased symptom severity in CRS patients. Studies have also found a robust relationship between long-term exposure to ambient air pollutants and olfactory dysfunction. Ambient air pollution exposure is increasingly recognized to impact the development and sequelae of sinonasal pathophysiology. Given the rising number of wildfire events and worsening impacts of climate change, further study of the impact of wildfire-related air pollution is a crucial emerging field.
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Affiliation(s)
- Sophie E Yu
- Division of Otolaryngology-Head & Neck Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Tejas S Athni
- Division of Otolaryngology-Head & Neck Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Margaret B Mitchell
- Division of Otolaryngology-Head & Neck Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
- Department of Otolaryngology-Head & Neck Surgery, Massachusetts Eye & Ear, Boston, USA
| | - Xiaodan Zhou
- Department of Statistics, North Carolina State University, Raleigh, NC, USA
| | - Simon Chiang
- Division of Otolaryngology-Head & Neck Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Stella E Lee
- Division of Otolaryngology-Head & Neck Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
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Riley CA, Ramanathan M. Associations of Long-Term Environmental Exposures With Chronic Rhinosinusitis-Tilting at Windmills. JAMA Otolaryngol Head Neck Surg 2023; 149:781-782. [PMID: 37440223 DOI: 10.1001/jamaoto.2023.1570] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/14/2023]
Affiliation(s)
- Charles A Riley
- Department of Otolaryngology-Head and Neck Surgery, Walter Reed National Military Medical Center, Bethesda, Maryland
- Department of Surgery, Uniformed Services University of the Health Sciences, Bethesda, Maryland
| | - Murugappan Ramanathan
- Department of Otolaryngology-Head and Neck Surgery, Johns Hopkins School of Medicine, Baltimore, Maryland
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7
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Peterson R, Keswani A. The Impact of Social Determinants and Air Pollution on Healthcare Disparities in Chronic Rhinosinusitis With Nasal Polyps. Am J Rhinol Allergy 2023; 37:147-152. [PMID: 36848276 DOI: 10.1177/19458924231153483] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/01/2023]
Abstract
BACKGROUND/OBJECTIVE Multiple factors affect healthcare disparities in chronic rhinosinusitis (CRS) with and without nasal polyps. These factors include access to care, economic burdens to treatment, and differences in air pollution and air quality. In this paper, we will discuss how socioeconomic status, race, and air pollution burden influence healthcare disparities in the diagnosis and treatment outcomes of chronic rhinosinusitis with nasal polyps (CRSwNP). METHODS A literature search was performed via PubMed for articles related to CRSwNP, healthcare disparities, race, socioeconomic status, and air pollution in September 2022. Original studies from 2016 to 2022, landmark articles, and systematic reviews were included. We summarized these articles to cohesively discuss factors contributing to healthcare disparities in CRSwNP. RESULTS Literary search produced 35 articles. Individual factors such as socioeconomic status, race, and air pollution influence CRSwNP severity and treatment outcomes. Correlations were noted with socioeconomic status, race, and air pollution exposure and CRS severity and post-surgical outcomes. Air pollution exposure was also associated with histopathologic changes in CRSwNP. Lack of access to care was a notable contributor to healthcare disparities in CRS. CONCLUSION Healthcare disparities in the diagnosis and treatment of CRSwNP differentially affect racial minorities and individuals of lower socioeconomic status. Increased air pollution exposure in areas of lower socioeconomic status is a compounding factor. Clinician advocacy for greater healthcare access and reductions in environmental exposures for patients, among other societal changes, may help improve disparities.
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Affiliation(s)
- Rachel Peterson
- Department of Medicine, 12230Georgetown University School of Medicine, Washington, District of Columbia
| | - Anjeni Keswani
- Division of Allergy/Immunology, George Washington University School of Medicine and Health Sciences, Washington, District of Columbia
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Kim J, Waugh DW, Zaitchik BF, Luong A, Bergmark R, Lam K, Roland L, Levy J, Lee JT, Cho DY, Ramanathan M, Baroody F, Takashima M, O'Brien D, Lin SY, Joe S, Chaaban MR, Butrymowicz A, Smith S, Mullings W, Smith S, Mullings W. Climate change, the environment, and rhinologic disease. Int Forum Allergy Rhinol 2022; 13:865-876. [PMID: 36575965 DOI: 10.1002/alr.23128] [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: 09/07/2022] [Revised: 12/07/2022] [Accepted: 12/22/2022] [Indexed: 12/29/2022]
Abstract
BACKGROUND The escalating negative impact of climate change on our environment has the potential to result in significant morbidity of rhinologic diseases. METHODS Evidence based review of examples of rhinologic diseases including allergic and nonallergic rhinitis, chronic rhinosinusitis, and allergic fungal rhinosinusitis was performed. RESULTS The lower socioeconomic population, including historically oppressed groups, will be disproportionately affected. CONCLUSIONS We need a systematic approach to improve healthcare database infrastructure and funding to promote diverse scientific collaboration to address these healthcare needs.
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Affiliation(s)
- Jean Kim
- Otolaryngology-Head and Neck Surgery, Johns Hopkins University, Baltimore, Maryland, USA
| | - Darryn W Waugh
- Earth and Planetary Sciences, Johns Hopkins University, Baltimore, Maryland, USA
| | - Benjamin F Zaitchik
- Earth and Planetary Sciences, Johns Hopkins University, Baltimore, Maryland, USA
| | - Amber Luong
- Otolaryngology-Head and Neck Surgery, McGovern Medical School of University of Texas Health Science Center, Houston, Texas, USA
| | - Regan Bergmark
- Otolaryngology-Head and Neck Surgery, Harvard Medical School and Center for Surgery and Public Health, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Kent Lam
- Otolaryngology-Head and Neck Surgery, Eastern Virginia Medical School, Norfolk, Virginia, USA
| | - Lauren Roland
- Otolaryngology-Head and Neck Surgery, Washington University, St. Louis, Missouri, USA
| | - Joshua Levy
- Otolaryngology-Head and Neck Surgery, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Jivianne T Lee
- Otolaryngology-Head and Neck Surgery, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, USA
| | - Do-Yeon Cho
- Otolaryngology-Head and Neck Surgery, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Murugappan Ramanathan
- Otolaryngology-Head and Neck Surgery, Johns Hopkins University, Baltimore, Maryland, USA
| | - Fuad Baroody
- Otolaryngology-Head and Neck Surgery, University of Chicago, Chicago, Illinois, USA
| | - Mas Takashima
- Otolaryngology-Head and Neck Surgery, Houston Methodist Research Institute, Houston, Texas, USA
| | - Daniel O'Brien
- Otolaryngology-Head and Neck Surgery, University of Alberta, Edmonton, Alberta, Canada
| | - Sandra Y Lin
- Otolaryngology-Head and Neck Surgery, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Stephanie Joe
- Otolaryngology-Head and Neck Surgery, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Mohamad R Chaaban
- Otolaryngology-Head and Neck Surgery, Cleveland Clinic, Lerner College of Medicine at Case Western Reserve University, Cleveland, Ohio, USA
| | - Anna Butrymowicz
- Otolaryngology-Head and Neck Surgery, University of California San Francisco, San Francisco, California, USA
| | - Stephanie Smith
- Otolaryngology-Head and Neck Surgery, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Warren Mullings
- Otolaryngology-Head and Neck Surgery, Ear, Nose and Throat Department, Kingston Public Hospital, Kingston, Jamaica
| | - Stephanie Smith
- Otolaryngology-Head and Neck Surgery, Northwestern University Feinberg School of Medicine, Chicago, USA
| | - Warren Mullings
- Otolaryngology-Head and Neck Surgery, Ear, Nose and Throat Department, Kingston Public Hospital, Kingston, Jamaica
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Zolghadr A, Kulas D, Shonnard D. Evaluation of Pyrolysis Wax as a Solvent in Polyolefin Pyrolysis Processing. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c01493] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Ali Zolghadr
- Department of Chemical Engineering, Michigan Technological University, 1400 Townsend Dr, Houghton, Michigan49931, United States
| | - Daniel Kulas
- Department of Chemical Engineering, Michigan Technological University, 1400 Townsend Dr, Houghton, Michigan49931, United States
| | - David Shonnard
- Department of Chemical Engineering, Michigan Technological University, 1400 Townsend Dr, Houghton, Michigan49931, United States
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