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Crimmins TM, Vogt E, Brown CL, Dalan D, Manangan A, Robinson G, Song Y, Zhu K, Katz DSW. Volunteer-contributed observations of flowering often correlate with airborne pollen concentrations. Int J Biometeorol 2023:10.1007/s00484-023-02506-3. [PMID: 37330426 DOI: 10.1007/s00484-023-02506-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Revised: 05/30/2023] [Accepted: 06/11/2023] [Indexed: 06/19/2023]
Abstract
Characterizing airborne pollen concentrations is crucial for supporting allergy and asthma management; however, pollen monitoring is labor intensive and, in the USA, geographically limited. The USA National Phenology Network (USA-NPN) engages thousands of volunteer observers in regularly documenting the developmental and reproductive status of plants. The reports of flower and pollen cone status contributed to the USA-NPN's platform, Nature's Notebook, have the potential to help address gaps in pollen monitoring by providing real-time, spatially explicit information from across the country. In this study, we assessed whether observations of flower and pollen cone status contributed to Nature's Notebook can serve as effective proxies for airborne pollen concentrations. We compared daily pollen concentrations from 36 National Allergy Bureau (NAB) stations in the USA with flowering and pollen cone status observations collected within 200 km of each NAB station in each year, 2009-2021, for 15 common tree taxa using Spearman's correlations. Of 350 comparisons, 58% of correlations were significant (p < 0.05). Comparisons could be made at the largest numbers of sites for Acer and Quercus. Quercus demonstrated a comparatively high proportion of tests with significant agreement (median ρ = 0.49). Juglans demonstrated the strongest overall coherence between the two datasets (median ρ = 0.79), though comparisons were made at only a small number of sites. For particular taxa, volunteer-contributed flowering status observations demonstrate promise to indicate seasonal patterns in airborne pollen concentrations. The quantity of observations, and therefore, their utility for supporting pollen alerts, could be substantially increased through a formal observation campaign.
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Affiliation(s)
- Theresa M Crimmins
- USA National Phenology Network, School of Natural Resources and Environment, University of Arizona, 1311 E 4th St., Suite 325, Tucson, AZ, 84721, USA.
| | - Elizabeth Vogt
- Mel and Enid Zuckerman College of Public Health, University of Arizona, Tucson, AZ, USA
| | - Claudia L Brown
- Climate and Health Program, Division of Environmental Health Science and Practice, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Dan Dalan
- Allergy & Immunology, Waterloo, IA, USA
| | - Arie Manangan
- Climate and Health Program, Division of Environmental Health Science and Practice, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Guy Robinson
- Department of Natural Sciences, Fordham University, New York, NY, USA
- Louis Calder Biological Station, Armonk, NY, USA
| | - Yiluan Song
- Department of Environmental Studies, University of California, Santa Cruz, CA, USA
- Institute for Global Change Biology and School for Environment and Sustainability, University of Michigan, Ann Arbor, MI, USA
| | - Kai Zhu
- Institute for Global Change Biology and School for Environment and Sustainability, University of Michigan, Ann Arbor, MI, USA
| | - Daniel S W Katz
- School of Integrative Plant Science, Cornell University, Ithaca, NY, USA
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Bhavnani D, Wilkinson M, Zárate RA, Balcer-Whaley S, Katz DSW, Rathouz PJ, Matsui EC. Do upper respiratory viruses contribute to racial and ethnic disparities in emergency department visits for asthma? J Allergy Clin Immunol 2023; 151:778-782.e1. [PMID: 36400176 PMCID: PMC9991974 DOI: 10.1016/j.jaci.2022.10.031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Revised: 09/22/2022] [Accepted: 10/14/2022] [Indexed: 11/17/2022]
Abstract
BACKGROUND There are marked disparities in asthma-related emergency department (ED) visit rates among children by race and ethnicity. Following the implementation of coronavirus disease 2019 (COVID-19) prevention measures, asthma-related ED visits rates declined substantially. The decline has been attributed to the reduced circulation of upper respiratory viruses, a common trigger of asthma exacerbations in children. OBJECTIVES To better understand the contribution of respiratory viruses to racial and ethnic disparities in ED visit rates, we investigated whether the reduction in ED visit rates affected Black, Latinx, and White children with asthma equally. METHODS Asthma-related ED visits were extracted from electronic medical records at Dell Children's Medical Center in Travis County, Texas. ED visit rates among children with asthma were derived by race/ethnicity. Incidence rate ratios (IRRs) and 95% CIs were estimated by year (2019-2021) and season. RESULTS In spring 2019, the ED visit IRRs comparing Black children with White children and Latinx children with White children were 6.67 (95% CI = 4.92-9.05) and 2.10 (95% CI = 1.57-2.80), respectively. In spring 2020, when infection prevention measures were implemented, the corresponding IRRs decreased to 1.73 (95% CI = 0.90-3.32) and 0.68 (95% CI = 0.38-1.23), respectively. CONCLUSIONS The striking reduction of disparities in ED visits suggests that during nonpandemic periods, respiratory viruses contribute to the excess burden of asthma-related ED visits among Black and Latinx children with asthma. Although further investigation is needed to test this hypothesis, our findings raise the question of whether Black and Latinx children with asthma are more vulnerable to upper respiratory viral infections.
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Affiliation(s)
- Darlene Bhavnani
- Department of Population Health, Dell Medical School, University of Texas at Austin, Austin, Tex.
| | - Matthew Wilkinson
- Department of Pediatrics, Dell Medical School, University of Texas at Austin, Austin, Tex
| | - Rebecca A Zárate
- Department of Population Health, Dell Medical School, University of Texas at Austin, Austin, Tex
| | - Susan Balcer-Whaley
- Department of Population Health, Dell Medical School, University of Texas at Austin, Austin, Tex
| | - Daniel S W Katz
- Department of Population Health, Dell Medical School, University of Texas at Austin, Austin, Tex
| | - Paul J Rathouz
- Department of Population Health, Dell Medical School, University of Texas at Austin, Austin, Tex
| | - Elizabeth C Matsui
- Department of Population Health, Dell Medical School, University of Texas at Austin, Austin, Tex
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Zapata-Marin S, Schmidt AM, Weichenthal S, Katz DSW, Takaro T, Brook J, Lavigne E. Within city spatiotemporal variation of pollen concentration in the city of Toronto, Canada. Environ Res 2022; 206:112566. [PMID: 34922985 DOI: 10.1016/j.envres.2021.112566] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Revised: 12/08/2021] [Accepted: 12/11/2021] [Indexed: 06/14/2023]
Abstract
BACKGROUND The exacerbation of asthma and respiratory allergies has been associated with exposure to aeroallergens such as pollen. Within an urban area, tree cover, level of urbanization, atmospheric conditions, and the number of source plants can influence spatiotemporal variations in outdoor pollen concentrations. OBJECTIVE We analyze weekly pollen measurements made between March and October 2018 over 17 sites in Toronto, Canada. The main goals are: to estimate the concentration of different types of pollen across the season; estimate the association, if any, between pollen concentration and environmental variables, and provide a spatiotemporal surface of concentration of different types of pollen across the weeks in the studied period. METHODS We propose an extension of the land-use regression model to account for the temporal variation of pollen levels and the high number of measurements equal to zero. Inference is performed under the Bayesian framework, and uncertainty of predicted values is naturally obtained through the posterior predictive distribution. RESULTS Tree pollen was positively associated with commercial areas and tree cover, and negatively associated with grass cover. Both grass and weed pollen were positively associated with industrial areas and TC brightness and negatively associated with the northing coordinate. The total pollen was associated with a combination of these environmental factors. Predicted surfaces of pollen concentration are shown at some sampled weeks for all pollen types. SIGNIFICANCE The predicted surfaces obtained here can help future epidemiological studies to find possible associations between pollen levels and some health outcome like respiratory allergies at different locations within the study area.
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Affiliation(s)
- Sara Zapata-Marin
- Quantitative Life Sciences Program, McGill University, Montreal, QC, Canada.
| | - Alexandra M Schmidt
- Quantitative Life Sciences Program, McGill University, Montreal, QC, Canada; Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC, Canada
| | - Scott Weichenthal
- Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC, Canada
| | - Daniel S W Katz
- Dell Medical School, University of Texas at Austin, Austin, TX, USA
| | - Tim Takaro
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Jeffrey Brook
- Department of Public Health Sciences, University of Toronto, Toronto, ON, Canada
| | - Eric Lavigne
- Air Health Science Division and Population Studies Division, Health Canada, Ottawa, ON, Canada
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Katz DSW, Batterman SA. Urban-scale variation in pollen concentrations: A single station is insufficient to characterize daily exposure. Aerobiologia (Bologna) 2020; 36:417-431. [PMID: 33456131 PMCID: PMC7810344 DOI: 10.1007/s10453-020-09641-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2019] [Accepted: 04/07/2020] [Indexed: 05/29/2023]
Abstract
Epidemiological analyses of airborne allergenic pollen often use concentration measurements from a single station to represent exposure across a city, but this approach does not account for the spatial variation of concentrations within the city. Because there are few descriptions of urban-scale variation, the resulting exposure measurement error is unknown but potentially important for epidemiological studies. This study examines urban scale variation in pollen concentrations by measuring pollen concentrations of 13 taxa over 24-hr periods twice weekly at 25 sites in two seasons in Detroit, Michigan. Spatio-temporal variation is described using cumulative distribution functions and regression models. Daily pollen concentrations across the 25 stations varied considerably, and the average quartile coefficient of dispersion was 0.63. Measurements at a single site explained 3-85% of the variation at other sites, depending on the taxon, and 95% prediction intervals of pollen concentrations generally spanned one to two orders of magnitude. These results demonstrate considerable heterogeneity of pollen levels at the urban scale, and suggest that the use of a single monitoring site will not reflect pollen exposure over an urban area and can lead to sizable measurement error in epidemiological studies, particularly when a daily time-step is used. These errors might be reduced by using predictive daily pollen levels in models that combine vegetation maps, pollen production estimates, phenology models and dispersion processes, or by using coarser time-steps in the epidemiological analysis.
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Affiliation(s)
- Daniel S W Katz
- University of Michigan - Ann Arbor, Environmental Health Sciences, 1415 Washington Heights Rd., Ann Arbor, Michigan, USA
| | - Stuart A Batterman
- University of Michigan - Ann Arbor, Environmental Health Sciences, 1415 Washington Heights Rd., Ann Arbor, Michigan, USA
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Katz DSW, Dzul A, Kendel A, Batterman SA. Effect of intra-urban temperature variation on tree flowering phenology, airborne pollen, and measurement error in epidemiological studies of allergenic pollen. Sci Total Environ 2019; 653:1213-1222. [PMID: 30759561 PMCID: PMC6402594 DOI: 10.1016/j.scitotenv.2018.11.020] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/30/2018] [Revised: 11/01/2018] [Accepted: 11/02/2018] [Indexed: 05/23/2023]
Abstract
Temperature gradients in cities can cause inter-neighborhood differences in the timing of pollen release. However, most epidemiological studies examining allergenic pollen utilize daily measurements from a single pollen monitoring station with the implicit assumption that the measured time series of airborne pollen concentrations applies across the study areas, and that the temporal mismatch between concentrations at the counting station and elsewhere in the study area is negligible. This assumption is tested by quantifying temperature using satellite imagery, observing flowering times of oak (Quercus) and mulberry (Morus) trees at multiple sites, and collecting airborne pollen. Epidemiological studies of allergenic pollen are reviewed and temperatures within their study areas are quantified. In this one-year study, peak oak flowering time was well explained by average February nighttime temperature (R2 = 0.94), which varied by 6 °C across Detroit. This relationship was used to predict flowering phenology across the study region. Peak flowering ranged from April 20-May 13 and predicted a substantial portion of relative airborne oak pollen concentrations in Detroit (R2 = 0.46) and at the regional pollen monitoring station (R2 = 0.61). The regional pollen monitoring station was located in a cooler outlying area where peak flowering occurred around May 12 and peak pollen concentrations were measured on May 15. This provides evidence that the timing of pollen release varies substantially within a metropolitan area and challenges the assumption that pollen measurements at a single location are representative of an entire city. Across the epidemiological studies, 50% of study areas were not within 1 °C (equal to a lag or lead of 4 days in flowering time) of temperatures at the pollen measurement location. Epidemiological studies using a single pollen station as a proxy for pollen concentrations are prone to significant measurement error if the study area is climatically variable.
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Affiliation(s)
- Daniel S W Katz
- School of Public Health, University of Michigan- Ann Arbor, Ann Arbor, MI, USA.
| | - Andrew Dzul
- Lakeshore Ear, Nose, and Throat, Saint Claire Shores, MI, USA
| | - Amber Kendel
- Lakeshore Ear, Nose, and Throat, Saint Claire Shores, MI, USA
| | - Stuart A Batterman
- School of Public Health, University of Michigan- Ann Arbor, Ann Arbor, MI, USA
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Ibáñez I, Katz DSW, Lee BR. The contrasting effects of short-term climate change on the early recruitment of tree species. Oecologia 2017; 184:701-713. [PMID: 28573380 DOI: 10.1007/s00442-017-3889-1] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2017] [Accepted: 05/23/2017] [Indexed: 11/26/2022]
Abstract
Predictions of plant responses to climate change are frequently based on organisms' presence in warmer locations, which are then assumed to reflect future performance in cooler areas. However, as plant life stages may be affected differently by environmental changes, there is little empirical evidence that this approach provides reliable estimates of short-term responses to global warming. Under this premise, we analyzed 8 years of early recruitment data, seed production and seedling establishment and survival, collected for two tree species at two latitudes. We quantified recruitment to a wide range of environmental conditions, temperature, soil moisture and light, and simulated recruitment under two forecasted climatic scenarios. Annual demographic transitions were affected by the particular conditions taking place during their onset, but the effects of similar environmental shifts differed among the recruitment stages; seed production was higher in warmer years, while seedling establishment and survival peaked during cold years. Within a species, these effects also varied between latitudes; increasing temperatures at the southern location will have stronger detrimental effects on recruitment than similar changes at the northern locations. Our simulations illustrate that warmer temperatures may increase seed production, but they will have a negative effect on establishment and survival. When the three early recruitment processes were simultaneously considered, simulations showed little change in recruitment dynamics at the northern site and a slight decrease at the southern site. It is only when we considered these three stages that we were able to assess likely changes in early recruitment under the predicted conditions.
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Affiliation(s)
- Inés Ibáñez
- School of Natural Resources and Environment, University of Michigan, Ann Arbor, MI, 48109, USA.
| | - Daniel S W Katz
- School of Natural Resources and Environment, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Benjamin R Lee
- School of Natural Resources and Environment, University of Michigan, Ann Arbor, MI, 48109, USA
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Katz DSW, Ibáñez I. Foliar damage beyond species distributions is partly explained by distance dependent interactions with natural enemies. Ecology 2016; 97:2331-2341. [DOI: 10.1002/ecy.1468] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2015] [Revised: 03/07/2016] [Accepted: 03/30/2016] [Indexed: 11/06/2022]
Affiliation(s)
- Daniel S. W. Katz
- School of Natural Resources and Environment University of Michigan 440 Church Street Ann Arbor Michigan 48109 USA
| | - Inés Ibáñez
- School of Natural Resources and Environment University of Michigan 440 Church Street Ann Arbor Michigan 48109 USA
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Katz DSW. The effects of invertebrate herbivores on plant population growth: a meta-regression analysis. Oecologia 2016; 182:43-53. [DOI: 10.1007/s00442-016-3602-9] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2015] [Accepted: 03/06/2016] [Indexed: 11/25/2022]
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Katz DSW, Carey TS. Heterogeneity in ragweed pollen exposure is determined by plant composition at small spatial scales. Sci Total Environ 2014; 485-486:435-440. [PMID: 24742553 DOI: 10.1016/j.scitotenv.2014.03.099] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2013] [Revised: 03/07/2014] [Accepted: 03/21/2014] [Indexed: 05/23/2023]
Abstract
Pollen allergies are one of the most common health problems in the United States and over 20% of Americans are sensitized to the pollen produced by common ragweed (Ambrosia artemisiifolia L.). Despite the importance of allergenic pollen to public health, no research has linked land use and plant populations to spatial heterogeneity in airborne pollen concentrations. In order to quantify these relationships and elucidate the processes which lead to pollen exposure, we surveyed ragweed stem density in Detroit (Michigan, USA) as a function of land use. We then deployed 34 pollen collectors throughout the city and recorded ragweed cover in the immediate vicinity of each pollen collector. We found that ragweed populations were highest in vacant lots, a common land cover type in Detroit. Because ragweed population density was so strongly correlated to vacant lots, for which spatially explicit data were available, we were able to investigate whether observed ragweed pollen concentrations were a function of land use at the spatial scales of 10 m and 1 km. Both relationships were significant, and the combination of these two variables predicts a large portion of airborne ragweed pollen concentrations (R(2)=0.48). These results emphasize the important role of pollen production within the urban environment and show that management of allergenic pollen producing plants must be considered at multiple spatial scales. Our findings also demonstrate that there is too much spatial heterogeneity for a pollen collector at any given site to portray the allergenic pollen load experienced by different individuals within the same city. Finally, we discuss how spatial correlations between socio-economic status, vacant lots, and ragweed could help to explain the disproportionate amount of allergies and ragweed sensitization experienced by low income and minority populations in Detroit.
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Affiliation(s)
- Daniel S W Katz
- School of Natural Resources and Environment, University of Michigan, 440 Church St., Ann Arbor, MI 48109, USA.
| | - Tiffany S Carey
- Program in the Environment, University of Michigan, 204 Washtenaw Ave., Ann Arbor, MI 48109, USA.
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