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Zhong J, Li W, Yang S, Shen Y, Li X. Causal association between air pollution and allergic rhinitis, asthma: a Mendelian randomization study. Front Public Health 2024; 12:1386341. [PMID: 39076418 PMCID: PMC11284075 DOI: 10.3389/fpubh.2024.1386341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Accepted: 07/03/2024] [Indexed: 07/31/2024] Open
Abstract
Backgrounds Observational studies suggest that air pollutants, including particulate matter and nitrogen compounds, could elevate asthma and allergic rhinitis health risks. Nevertheless, the exact nature of the causal relationship between air pollution and asthma and allergic rhinitis remains unknown. This study utilizes the Mendelian randomization (MR) technique to explore the potential causal links between air pollution components (PM2.5, PM2.5-10, PM10, NO₂, and nitrogen dioxide) and the incidence of allergic rhinitis and asthma. Methods A MR study utilized summary statistics from GWAS that are publicly accessible. The inverse variance weighting (IVW) approach served as the foundational analysis technique. To ensure robustness, supplementary methodologies such as the weighted median, MR-Egger regression, simple mode, and weighted model were also applied. Heterogeneity was evaluated using Cochran's Q test, and the presence of pleiotropy was determined through MR-Egger regression. The MR-PRESSO test was employed for outlier detection, and the analysis's sensitivity was scrutinized via a leave-one-out strategy. Results The IVW technique showed a strong correlation between PM10 and asthma (OR = 0.625, 95% CI = 0.396-0.988, p = 0.044). No significant associations were found between asthma and other air pollutants such as PM2.5, PM2.5-10, NO₂, or nitrogen dioxide. Similarly, allergic rhinitis showed no causal relationships with any studied air pollution metrics. Pleiotropy was absent in the findings. Sensitivity analyses, employing the leave-one-out method, confirmed the stability of these results, unaffected by individual single nucleotide polymorphisms (SNPs). Conclusion This Mendelian randomization study establishes a causal link between PM10 exposure and asthma, suggesting that interventions to reduce air pollution may decelerate the adverse progression of asthma.
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Affiliation(s)
- Juan Zhong
- Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Weiye Li
- Chengdu Integrated TCM and Western Medicine Hospital/Chengdu First People’s Hospital, Chengdu, China
| | - Shasha Yang
- Otolaryngology Department, Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | - Yifeng Shen
- TCM Regulating Metabolic Diseases Key Laboratory of Sichuan Province, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Xinrong Li
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, China
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Foster JA, Walsh SK, Havens K, Kramer AT, Fant JB. Supporting long-term sustainability of ex situ collections using a pedigree-based population management approach. APPLICATIONS IN PLANT SCIENCES 2022; 10:e11491. [PMID: 36258785 PMCID: PMC9575128 DOI: 10.1002/aps3.11491] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Revised: 03/21/2022] [Accepted: 03/27/2022] [Indexed: 06/16/2023]
Abstract
Premise Living collections maintained for generations are at risk of diversity loss, inbreeding, and adaptation to cultivation. To address these concerns, the zoo community uses pedigrees to track individuals and implement crosses that maximize founder contributions and minimize inbreeding. Using a pedigree management approach, we demonstrate how conducting strategic crosses can minimize genetic issues that have arisen under current practices. Methods We performed crosses between collections and compared progeny fitness, including plant performance and reproductive health. We genotyped the progeny and parental accessions to measure changes in diversity and relatedness within and between accessions. Results The mean relatedness values among individuals within each accession suggest they are full siblings, demonstrating that there was high inbreeding and low diversity within accessions, although less so among accessions. Progeny from the wider crosses had increased genetic diversity and were larger and more fertile, while self-pollinated accessions were smaller and less fertile. Discussion Institutions that hold exceptional species should consider how diversity is maintained within their collections. Implementing a pedigree-based approach to managing plant reproduction ex situ will slow the inevitable loss of genetic diversity and, in turn, result in healthier collections.
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Affiliation(s)
- Jeremy A. Foster
- Program in Plant Biology and ConservationNorthwestern University2205 Tech DriveEvanstonIllinois60208USA
- Negaunee Institute for Plant Conservation Science and Action, Chicago Botanic Garden1000 Lake Cook RoadGlencoeIllinois60022USA
| | - Seana K. Walsh
- Department of Science and ConservationNational Tropical Botanical Garden3530 Papalina RoadKalāheoHawaiʻi96741USA
- Natural History Museum of DenmarkUniversity of CopenhagenDK‐2100CopenhagenDenmark
| | - Kayri Havens
- Negaunee Institute for Plant Conservation Science and Action, Chicago Botanic Garden1000 Lake Cook RoadGlencoeIllinois60022USA
| | - Andrea T. Kramer
- Negaunee Institute for Plant Conservation Science and Action, Chicago Botanic Garden1000 Lake Cook RoadGlencoeIllinois60022USA
| | - Jeremie B. Fant
- Negaunee Institute for Plant Conservation Science and Action, Chicago Botanic Garden1000 Lake Cook RoadGlencoeIllinois60022USA
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Plunkett G, Swindles GT. Bucking the trend: Population resilience in a marginal environment. PLoS One 2022; 17:e0266680. [PMID: 35476782 PMCID: PMC9045639 DOI: 10.1371/journal.pone.0266680] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Accepted: 03/24/2022] [Indexed: 11/18/2022] Open
Abstract
Evaluating the impact of environmental changes on past societies is frequently confounded by the difficulty of establishing cause-and-effect at relevant scales of analysis. Commonly, paleoenvironmental records lack the temporal and spatial resolution to link them with historic events, yet there remains a tendency to correlate climate change and cultural transformations on the basis of their seeming synchronicity. Here, we challenge perceptions of societal vulnerability to past environmental change using an integrated paleoenvironmental and land-use history of a remote upland site in the north of Ireland. We present a high-resolution, multi-proxy record that illustrates extended occupation of this marginal locality throughout the climate oscillations of the last millennium. Importantly, historically-dated volcanic ash markers enable us to pinpoint precisely in our record the timing of major national demographic crises such as the Black Death and the European, Irish and Great (Potato) Famines. We find no evidence that climate downturns or demographic collapses had an enduring impact on the use of the uplands: either the community escaped the effects of these events, or population levels recovered rapidly enough (within a generation) to leave no appreciable mark on the palaeoenvironmental record. Our findings serve to illustrate the spatial complexity of human activity that can enable communities to withstand or quickly bounce back from largescale calamities. In neglecting to consider such local-scale variability in social and economic organization, generalized models of societal collapse risk overplaying the vulnerability of populations to long- and short-term ecological stressors to the detriment of identifying the social constraints that influence a population’s response to change.
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Affiliation(s)
- Gill Plunkett
- Archaeology & Palaeoecology: School of Natural and Built Environment, Queen’s University Belfast, Belfast, Northern Ireland, United Kingdom
- * E-mail:
| | - Graeme T. Swindles
- Geography: School of Natural and Built Environment, Queen’s University Belfast, Belfast, Northern Ireland, United Kingdom
- Ottawa‐Carleton Geoscience Centre and Department of Earth Sciences, Carleton University, Ottawa, Ontario, Canada
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Ascoli D, Hacket-Pain A, Pearse IS, Vacchiano G, Corti S, Davini P. Modes of climate variability bridge proximate and evolutionary mechanisms of masting. Philos Trans R Soc Lond B Biol Sci 2021; 376:20200380. [PMID: 34657463 PMCID: PMC8520781 DOI: 10.1098/rstb.2020.0380] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/20/2021] [Indexed: 11/12/2022] Open
Abstract
There is evidence that variable and synchronous reproduction in seed plants (masting) correlates to modes of climate variability, e.g. El Niño Southern Oscillation and North Atlantic Oscillation. In this perspective, we explore the breadth of knowledge on how climate modes control reproduction in major masting species throughout Earth's biomes. We posit that intrinsic properties of climate modes (periodicity, persistence and trends) drive interannual and decadal variability of plant reproduction, as well as the spatial extent of its synchrony, aligning multiple proximate causes of masting through space and time. Moreover, climate modes force lagged but in-phase ecological processes that interact synergistically with multiple stages of plant reproductive cycles. This sets up adaptive benefits by increasing offspring fitness through either economies of scale or environmental prediction. Community-wide links between climate modes and masting across plant taxa suggest an evolutionary role of climate variability. We argue that climate modes may 'bridge' proximate and ultimate causes of masting selecting for variable and synchronous reproduction. The future of such interaction is uncertain: processes that improve reproductive fitness may remain coupled with climate modes even under changing climates, but chances are that abrupt global warming will affect Earth's climate modes so rapidly as to alter ecological and evolutionary links. This article is part of the theme issue 'The ecology and evolution of synchronized seed production in plants'.
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Affiliation(s)
- Davide Ascoli
- Department DISAFA, University of Torino (IT), Torino TO, Italy
| | - Andrew Hacket-Pain
- Department of Geography and Planning, School of Environmental Sciences, University of Liverpool (UK), UK
| | - Ian S. Pearse
- Fort Collins Science Center, US Geological Survey, Fort Collins, CO, USA
| | | | - Susanna Corti
- Istituto di Scienze dell'Atmosfera e del Clima, Consiglio Nazionale delle Ricerche (CNR-ISAC), Bologna, Italy
| | - Paolo Davini
- Istituto di Scienze dell'Atmosfera e del Clima, Consiglio Nazionale delle Ricerche (CNR-ISAC), Torino, Italy
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Schramm PJ, Brown CL, Saha S, Conlon KC, Manangan AP, Bell JE, Hess JJ. A systematic review of the effects of temperature and precipitation on pollen concentrations and season timing, and implications for human health. INTERNATIONAL JOURNAL OF BIOMETEOROLOGY 2021; 65:1615-1628. [PMID: 33877430 PMCID: PMC9016682 DOI: 10.1007/s00484-021-02128-7] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Revised: 02/22/2021] [Accepted: 04/04/2021] [Indexed: 05/19/2023]
Abstract
Climate and weather directly impact plant phenology, affecting airborne pollen. The objective of this systematic review is to examine the impacts of meteorological variables on airborne pollen concentrations and pollen season timing. Using PRISMA methodology, we reviewed literature that assessed whether there was a relationship between local temperature and precipitation and measured airborne pollen. The search strategy included terms related to pollen, trends or measurements, and season timing. For inclusion, studies must have conducted a correlation analysis of at least 5 years of airborne pollen data to local meteorological data and report quantitative results. Data from peer-reviewed articles were extracted on the correlations between seven pollen indicators (main pollen season start date, end date, peak date, and length, annual pollen integral, average daily pollen concentration, and peak pollen concentration), and two meteorological variables (temperature and precipitation). Ninety-three articles were included in the analysis out of 9,679 articles screened. Overall, warmer temperatures correlated with earlier and longer pollen seasons and higher pollen concentrations. Precipitation had varying effects on pollen concentration and pollen season timing indicators. Increased precipitation may have a short-term effect causing low pollen concentrations potentially due to "wash out" effect. Long-term effects of precipitation varied for trees and weeds and had a positive correlation with grass pollen levels. With increases in temperature due to climate change, pollen seasons for some taxa in some regions may start earlier, last longer, and be more intense, which may be associated with adverse health impacts, as pollen exposure has well-known health effects in sensitized individuals.
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Affiliation(s)
- P J Schramm
- Climate and Health Program, Division of Environmental Health Science and Practice, National Center for Environmental Health, Centers for Disease Control and Prevention, 4770 Buford Highway NE, S106-6, Atlanta, GA, 30341, USA.
| | - C L Brown
- Climate and Health Program, Division of Environmental Health Science and Practice, National Center for Environmental Health, Centers for Disease Control and Prevention, 4770 Buford Highway NE, S106-6, Atlanta, GA, 30341, USA
| | - S Saha
- Climate and Health Program, Division of Environmental Health Science and Practice, National Center for Environmental Health, Centers for Disease Control and Prevention, 4770 Buford Highway NE, S106-6, Atlanta, GA, 30341, USA
| | - K C Conlon
- Department of Public Health Sciences, School of Medicine, University of California Davis, Davis, CA, USA
| | - A P Manangan
- Climate and Health Program, Division of Environmental Health Science and Practice, National Center for Environmental Health, Centers for Disease Control and Prevention, 4770 Buford Highway NE, S106-6, Atlanta, GA, 30341, USA
| | - J E Bell
- Department of Environmental, Agricultural, and Occupational Health, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
| | - J J Hess
- Departments of Emergency Medicine, Environmental and Occupational Health Sciences, and Global Health, and the Center for Health and the Global Environment, Schools of Medicine and Public Health, University of Washington, Seattle, WA, USA
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Eguiluz‐Gracia I, Mathioudakis AG, Bartel S, Vijverberg SJH, Fuertes E, Comberiati P, Cai YS, Tomazic PV, Diamant Z, Vestbo J, Galan C, Hoffmann B. The need for clean air: The way air pollution and climate change affect allergic rhinitis and asthma. Allergy 2020; 75:2170-2184. [PMID: 31916265 DOI: 10.1111/all.14177] [Citation(s) in RCA: 188] [Impact Index Per Article: 47.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2019] [Revised: 12/20/2019] [Accepted: 12/27/2019] [Indexed: 02/06/2023]
Abstract
Air pollution and climate change have a significant impact on human health and well-being and contribute to the onset and aggravation of allergic rhinitis and asthma among other chronic respiratory diseases. In Westernized countries, households have experienced a process of increasing insulation and individuals tend to spend most of their time indoors. These sequelae implicate a high exposure to indoor allergens (house dust mites, pets, molds, etc), tobacco smoke, and other pollutants, which have an impact on respiratory health. Outdoor air pollution derived from traffic and other human activities not only has a direct negative effect on human health but also enhances the allergenicity of some plants and contributes to global warming. Climate change modifies the availability and distribution of plant- and fungal-derived allergens and increases the frequency of extreme climate events. This review summarizes the effects of indoor air pollution, outdoor air pollution, and subsequent climate change on asthma and allergic rhinitis in children and adults and addresses the policy adjustments and lifestyle changes required to mitigate their deleterious effects.
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Affiliation(s)
- Ibon Eguiluz‐Gracia
- Allergy Unit IBIMA‐Hospital Regional Universitario de Malaga‐UMA Malaga Spain
| | - Alexander G. Mathioudakis
- Division of Infection, Immunity and Respiratory Medicine School of Biological Sciences The University of Manchester Manchester Academic Health Science Centre UK
- North West Lung Centre Wythenshawe Hospital Manchester University NHS Foundation Trust Southmoor Road Manchester UK
| | - Sabine Bartel
- Early Life Origins of Chronic Lung Disease, Research Center Borstel Leibniz Lung Center Member of the German Research Center for Lung Research (DZL) Borstel Germany
- Department of Pathology and Medical Biology University Medical Center Groningen GRIAC Research Institute University of Groningen Groningen The Netherlands
| | - Susanne J. H. Vijverberg
- Department of Respiratory Medicine Amsterdam UMC University of Amsterdam Amsterdam The Netherlands
| | - Elaine Fuertes
- National Heart and Lung Institute Imperial College London London UK
| | - Pasquale Comberiati
- Section of Paediatrics Department of Clinical and Experimental Medicine University of Pisa Pisa Italy
- Department of Clinical Immunology and Allergology Sechenov University Moscow Russia
| | - Yutong Samuel Cai
- Department of Epidemiology and Biostatistics MRC Centre for Environment and Health School of Public Health Imperial College London London UK
- The George Institute for Global Health University of Oxford Oxford UK
| | - Peter Valentin Tomazic
- Department of General ORL, Head and Neck Surgery Medical University of Graz Graz Austria
| | - Zuzana Diamant
- Department of Respiratory Medicine & Allergology Institute for Clinical Science Skane University Hospital Lund University Lund Sweden
- Department of Respiratory Medicine First Faculty of Medicine Charles University and Thomayer Hospital Prague Czech Republic
| | - Jørgen Vestbo
- Division of Infection, Immunity and Respiratory Medicine School of Biological Sciences The University of Manchester Manchester Academic Health Science Centre UK
- North West Lung Centre Wythenshawe Hospital Manchester University NHS Foundation Trust Southmoor Road Manchester UK
| | - Carmen Galan
- Department of Botany, Ecology and Plant Physiology International Campus of Excellence on Agrifood (ceiA3) University of Córdoba Córdoba Spain
| | - Barbara Hoffmann
- Institute for Occupational, Social and Environmental Medicine Medical Faculty University of Düsseldorf Düsseldorf Germany
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Biagioni B, Annesi-Maesano I, D'Amato G, Cecchi L. The rising of allergic respiratory diseases in a changing world: from climate change to migration. Expert Rev Respir Med 2020; 14:973-986. [PMID: 32662693 DOI: 10.1080/17476348.2020.1794829] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
INTRODUCTION The rising of allergic respiratory diseases (ARDs) suggests a decisive role of environmental factors, that have dramatically changed in the last decades. AREAS COVERED This review addresses various aspects of the external exposome acting on the development, progression, clinical presentation and severity of ARDs. Climate change, air pollution and biodiversity loss act directly and through their complex interactions on atopic risk: reacent foundings on these aspects are discussed herein. The review also focuses on migration studies, underling the possible role of migrant status as an experimental model to study environment effects on atopy onset and progression. EXPERT OPINION Future perspective on this topic include prevention and mitigation strategies in regard to pollution and climate change, improvement of environmental monitoring methods, implementation of public health policies, further advances in 'omics' research and knowledge, prospective and immunological research on migrant populations and new policies to face human mobility.
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Affiliation(s)
- Benedetta Biagioni
- Allergy Unit, Department of Pediatric Medicine, Anna Meyer Childrens University Hospital , Florence, Italy
| | - Isabella Annesi-Maesano
- Epidemiology of Allergic and Respiratory Diseases Department, Institute Pierre Louis of Epidemiology and Public Health, INSERM and Sorbonne Université , Paris, France
| | - Gennaro D'Amato
- Division of Respiratory and Allergic Diseases, Department of Chest Diseases, High Speciality A. Cardarelli Hospital , Napoli, Italy.,Medical School of Specialization in Respiratory Diseases, University on Naples Federico II , Naples, Italy
| | - Lorenzo Cecchi
- SOS Allergy and Clinical Immunology - Prato, USL Toscana Centro , Florence, Italy.,Centre of Bioclimatology, University of Florence , Florence, Italy
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Bruffaerts N, De Smedt T, Delcloo A, Simons K, Hoebeke L, Verstraeten C, Van Nieuwenhuyse A, Packeu A, Hendrickx M. Comparative long-term trend analysis of daily weather conditions with daily pollen concentrations in Brussels, Belgium. INTERNATIONAL JOURNAL OF BIOMETEOROLOGY 2018; 62:483-491. [PMID: 29064036 PMCID: PMC5854748 DOI: 10.1007/s00484-017-1457-3] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/27/2017] [Revised: 09/25/2017] [Accepted: 10/01/2017] [Indexed: 05/05/2023]
Abstract
A clear rise in seasonal and annual temperatures, a gradual increase of total radiation, and a relative trend of change in seasonal precipitation have been observed for the last four decades in Brussels (Belgium). These local modifications may have a direct and indirect public health impact by altering the timing and intensity of allergenic pollen seasons. In this study, we assessed the statistical correlations (Spearman's test) between pollen concentration and meteorological conditions by using long-term daily datasets of 11 pollen types (8 trees and 3 herbaceous plants) and 10 meteorological parameters observed in Brussels between 1982 and 2015. Furthermore, we analyzed the rate of change in the annual cycle of the same selected pollen types by the Mann-Kendall test. We revealed an overall trend of increase in daily airborne tree pollen (except for the European beech tree) and an overall trend of decrease in daily airborne pollen from herbaceous plants (except for Urticaceae). These results revealed an earlier onset of the flowering period for birch, oak, ash, plane, grasses, and Urticaceae. Finally, the rates of change in pollen annual cycles were shown to be associated with the rates of change in the annual cycles of several meteorological parameters such as temperature, radiation, humidity, and rainfall.
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Affiliation(s)
- Nicolas Bruffaerts
- Service Mycology & Aerobiology, Scientific Institute of Public Health, Rue Wytsmanstraat 14, 1050, Brussels, Belgium.
| | - Tom De Smedt
- Service Health & Environment, Scientific Institute of Public Health, Brussels, Belgium
- P-95, Heverlee, Belgium
| | - Andy Delcloo
- Ozone, UV and Aerosols Group, Royal Meteorological Institute of Belgium, Brussels, Belgium
| | - Koen Simons
- Service Health & Environment, Scientific Institute of Public Health, Brussels, Belgium
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, VIC, Australia
| | - Lucie Hoebeke
- Service Mycology & Aerobiology, Scientific Institute of Public Health, Rue Wytsmanstraat 14, 1050, Brussels, Belgium
| | - Caroline Verstraeten
- Service Mycology & Aerobiology, Scientific Institute of Public Health, Rue Wytsmanstraat 14, 1050, Brussels, Belgium
| | - An Van Nieuwenhuyse
- Service Health & Environment, Scientific Institute of Public Health, Brussels, Belgium
| | - Ann Packeu
- Service Mycology & Aerobiology, Scientific Institute of Public Health, Rue Wytsmanstraat 14, 1050, Brussels, Belgium
| | - Marijke Hendrickx
- Service Mycology & Aerobiology, Scientific Institute of Public Health, Rue Wytsmanstraat 14, 1050, Brussels, Belgium
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Bruffaerts N, De Smedt T, Delcloo A, Simons K, Hoebeke L, Verstraeten C, Van Nieuwenhuyse A, Packeu A, Hendrickx M. Comparative long-term trend analysis of daily weather conditions with daily pollen concentrations in Brussels, Belgium. INTERNATIONAL JOURNAL OF BIOMETEOROLOGY 2018. [PMID: 29064036 DOI: 10.1007/s00484-017-1457-3)] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
A clear rise in seasonal and annual temperatures, a gradual increase of total radiation, and a relative trend of change in seasonal precipitation have been observed for the last four decades in Brussels (Belgium). These local modifications may have a direct and indirect public health impact by altering the timing and intensity of allergenic pollen seasons. In this study, we assessed the statistical correlations (Spearman's test) between pollen concentration and meteorological conditions by using long-term daily datasets of 11 pollen types (8 trees and 3 herbaceous plants) and 10 meteorological parameters observed in Brussels between 1982 and 2015. Furthermore, we analyzed the rate of change in the annual cycle of the same selected pollen types by the Mann-Kendall test. We revealed an overall trend of increase in daily airborne tree pollen (except for the European beech tree) and an overall trend of decrease in daily airborne pollen from herbaceous plants (except for Urticaceae). These results revealed an earlier onset of the flowering period for birch, oak, ash, plane, grasses, and Urticaceae. Finally, the rates of change in pollen annual cycles were shown to be associated with the rates of change in the annual cycles of several meteorological parameters such as temperature, radiation, humidity, and rainfall.
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Affiliation(s)
- Nicolas Bruffaerts
- Service Mycology & Aerobiology, Scientific Institute of Public Health, Rue Wytsmanstraat 14, 1050, Brussels, Belgium.
| | - Tom De Smedt
- Service Health & Environment, Scientific Institute of Public Health, Brussels, Belgium
- P-95, Heverlee, Belgium
| | - Andy Delcloo
- Ozone, UV and Aerosols Group, Royal Meteorological Institute of Belgium, Brussels, Belgium
| | - Koen Simons
- Service Health & Environment, Scientific Institute of Public Health, Brussels, Belgium
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, VIC, Australia
| | - Lucie Hoebeke
- Service Mycology & Aerobiology, Scientific Institute of Public Health, Rue Wytsmanstraat 14, 1050, Brussels, Belgium
| | - Caroline Verstraeten
- Service Mycology & Aerobiology, Scientific Institute of Public Health, Rue Wytsmanstraat 14, 1050, Brussels, Belgium
| | - An Van Nieuwenhuyse
- Service Health & Environment, Scientific Institute of Public Health, Brussels, Belgium
| | - Ann Packeu
- Service Mycology & Aerobiology, Scientific Institute of Public Health, Rue Wytsmanstraat 14, 1050, Brussels, Belgium
| | - Marijke Hendrickx
- Service Mycology & Aerobiology, Scientific Institute of Public Health, Rue Wytsmanstraat 14, 1050, Brussels, Belgium
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