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Associations of PM2.5 and aspergillosis: ambient fine particulate air pollution and population-based big data linkage analyses

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Abstract

A substantial amount of reports has been published on the association between the environment Aspergillus conidia and fine particulates, while limited studies have focused on the association between invasive aspergillosis and ambient fine particulate air pollution. The aim of this study is to explore the population-level association between ambient fine particulate PM2.5 air pollution and invasive aspergillosis. We designed multiple powerful systems applied to a unique collection of long-term and nationwide database of daily ambient PM2.5 levels and invasive aspergillosis incidence in Taiwan. Two data sets were leveraged for this study; the National Health Insurance Research Database and the Taiwan air quality monitoring network. The National Health Insurance Research Database was used to define invasive aspergillosis while the Taiwan air quality monitoring network was used to profile the PM2.5 concentration in Taiwan. We adopted the cases of invasive aspergillosis infection from the system with PM2.5 levels. A total of 1,000,000 patients during the study period (1999–2009) were included in the data set.The findings of this study suggest positive association between PM2.5 concentration and incidence of aspergillosis. Furthermore, monthly-wise invasive aspergillosis case number potentially demonstrated lagged pattern following peaking of PM2.5 concentration.

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References

  • Aisner J, Schimpff SC, Bennett JE, Young VM, Wiernik PH (1976) Aspergillus infections in cancer patients: association with fireproofing materials in a new hospital. JAMA 235(4):411–412

    Article  Google Scholar 

  • Anderson K, Morris G, Kennedy H, Croall J, Michie J, Richardson MD, Gibson B (1996) Aspergillosis in immunocompromised paediatric patients: associations with building hygiene, design, and indoor air. Thorax 51(3):256–261

    Article  Google Scholar 

  • Awad AHA, Gibbs SG, Tarwater PM, Green CF (2013) Coarse and fine culturable fungal air concentrations in urban and rural homes in Egypt. Int J Environ Res Public Health 10(3):936–949

    Article  Google Scholar 

  • Bauer RN, Diaz-Sanchez D, Jaspers I (2012) Effects of air pollutants on innate immunity: the role of toll-like receptors and nucleotide-binding oligomerization domain-like receptors. J Allergy Clin Immunol 129(1):14–24

    Article  Google Scholar 

  • Bénet T, Voirin N, Nicolle MC, Picot S, Michallet M, Vanhems P (2013) Estimation of the incubation period of invasive aspergillosis by survival models in acute myeloid leukemia patients. Med Mycol 51(2):214–218

    Article  Google Scholar 

  • Brissaud O, Guichoux J, Harambat J, Tandonnet O, Zaoutis T (2012) Invasive fungal disease in PICU: epidemiology and risk factors. Ann Intensiv Care 2(1):6

    Article  Google Scholar 

  • Cao C, Jiang W, Wang B, Fang J, Lang J, Tian G, Jiang J, Zhu TF (2014) Inhalable microorganisms in beijings PM2. 5 and PM10 pollutants during a severe smog event. Environ Sci Technol 48(3):1499–1507

    Article  Google Scholar 

  • Chen G, Zhang W, Li S, Zhang Y, Williams G, Huxley R, Ren H, Cao W, Guo Y (2017) The impact of ambient fine particles on influenza transmission and the modification effects of temperature in China: a multi-city study. Environ Int 98:82–88

    Article  Google Scholar 

  • Cheng CL, Kao YHY, Lin SJ, Lee CH, Lai ML (2011) Validation of the national health insurance research database with ischemic stroke cases in Taiwan. Pharmacoepidemiol Drug Saf 20(3):236–242

    Article  Google Scholar 

  • Cray JA, Bell AN, Bhaganna P, Mswaka AY, Timson DJ, Hallsworth JE (2013) The biology of habitat dominance; can microbes behave as weeds? Microb Biotechnol 6(5):453–492

    Article  Google Scholar 

  • Feng C, Li J, Sun W, Zhang Y, Wang Q (2016) Impact of ambient fine particulate matter (PM 2.5) exposure on the risk of influenza-like-illness: a time-series analysis in Beijing, China. Environ Health 15(1):17

    Article  Google Scholar 

  • Gao M, Jia R, Qiu T, Han M, Song Y, Wang X (2015) Seasonal size distribution of airborne culturable bacteria and fungi and preliminary estimation of their deposition in human lungs during non-haze and haze days. Atmos Environ 118:203–210

    Article  Google Scholar 

  • Haas D, Galler H, Luxner J, Zarfel G, Buzina W, Friedl H, Marth E, Habib J, Reinthaler F (2013) The concentrations of culturable microorganisms in relation to particulate matter in urban air. Atmos Environ 65:215–222

    Article  Google Scholar 

  • Hahn T, Cummings KM, Michalek AM, Lipman BJ, Segal BH, McCarthy PL (2002) Efficacy of high-efficiency particulate air filtration in preventing aspergillosis in immunocompromised patients with hematologic malignancies. Infect Control Hosp Epidemiol 23(9):525–531

    Article  Google Scholar 

  • Haiduven D (2009) Nosocomial aspergillosis and building construction. Med Mycol 47(Suppl 1):S210–S216

    Article  Google Scholar 

  • Hermawati R, Sitanggang IS (2016) Web-based clustering application using shiny framework and dbscan algorithm for hotspots data in Peatland in Sumatra. Procedia Environ Sci 33:317–323

    Article  Google Scholar 

  • Kim PE, Musher DM, Glezen WP, Barradas MCR, Nahm WK, Wright CE (1996) Association of invasive pneumococcal disease with season, atmospheric conditions, air pollution, and the isolation of respiratory viruses. Clin Infect Dis 22(1):100–106

    Article  Google Scholar 

  • Lai MN, Wang SM, Chen PC, Chen YY, Wang JD (2010) Population-based case–control study of chinese herbal products containing aristolochic acid and urinary tract cancer risk. J Natl Cancer Inst 102(3):179–186

    Article  Google Scholar 

  • Lee SY, Chang YS, Cho SH (2013) Allergic diseases and air pollution. Asia Pac Allergy 3(3):145–154

    Article  Google Scholar 

  • Lentino JR, Rosenkranz MA, Michaels JA, Kurup VP, Rose HD, Rytel MW (1982) Nosocomial aspergillosis: a retrospective review of airborne disease secondary to road construction and contaminated air conditioners. Am J Epidemiol 116(3):430–437

    Article  Google Scholar 

  • Li Y, Fu H, Wang W, Liu J, Meng Q, Wang W (2015) Characteristics of bacterial and fungal aerosols during the autumn haze days in Xi’an, China. Atmos Environ 122:439–447

    Article  Google Scholar 

  • Lin SJ, Schranz J, Teutsch SM (2001) Aspergillosis case-fatality rate: systematic review of the literature. Clin Infect Dis 32(3):358–366

    Article  Google Scholar 

  • Loo VG, Bertrand C, Dixon C, Vityé D, DeSalis B, McLean A, Brox A, Robson HG (1996) Control of construction-associated nosocomial aspergillosis in an antiquated hematology unit. Infect Control Hosp Epidemiol 17(6):360–364

    Article  Google Scholar 

  • Lutz BD, Jin J, Rinaldi MG, Wickes BL, Huycke MM (2003) Outbreak of invasive aspergillus infection in surgical patients, associated with a contaminated air-handling system. Clin Infect Dis 37(6):786–793

    Article  Google Scholar 

  • Mushtaq N, Ezzati M, Hall L, Dickson I, Kirwan M, Png KM, Mudway IS, Grigg J (2011) Adhesion of Streptococcus pneumoniae to human airway epithelial cells exposed to urban particulate matter. J Allergy Clin Immunol 127(5):1236–1242

    Article  Google Scholar 

  • Nhung NTT, Schindler C, Dien TM, Probst-Hensch N, Perez L, Künzli N (2018) Acute effects of ambient air pollution on lower respiratory infections in hanoi children: an eight-year time series study. Environ Int 110:139–148

    Article  Google Scholar 

  • Ni L, Chuang CC, Zuo L (2015) Fine particulate matter in acute exacerbation of COPD. Front Physiol 6:294

    Article  Google Scholar 

  • Oren I, Haddad N, Finkelstein R, Rowe JM (2001) Invasive pulmonary aspergillosis in neutropenic patients during hospital construction: before and after chemoprophylaxis and institution of HEPA filters. Am J Hematol 66(4):257–262

    Article  Google Scholar 

  • Pasqualotto A, Denning D (2006) Post-operative aspergillosis. Clin Microb Infect 12(11):1060–1076

    Article  Google Scholar 

  • Patterson TF, Kirkpatrick WR, White M, Hiemenz JW, Wingard JR, Dupont B, Rinaldi MG, Stevens DA, Graybill JR (2000) Invasive aspergillosis. Disease spectrum, treatment practices, and outcomes. I3 Aspergillus Study Group. Medicine 79(4):250–260

    Article  Google Scholar 

  • Paulussen C, Hallsworth JE, Álvarez-Pérez S, Nierman WC, Hamill PG, Blain D, Rediers H, Lievens B (2017) Ecology of aspergillosis: insights into the pathogenic potency of Aspergillus fumigatus and some other Aspergillus species. Microb Biotechnol 10(2):296–322

    Article  Google Scholar 

  • Pittet D, Huguenin T, Dharan S, Sztajzel-Boissard J, Ducel G, Thorens JB, Auckenthaler R, Chevrolet JC (1996) Unusual cause of lethal pulmonary aspergillosis in patients with chronic obstructive pulmonary disease. Am J Resp Crit Care Med 154(2):541–544

    Article  Google Scholar 

  • Pope CA III, Burnett RT, Thun MJ, Calle EE, Krewski D, Ito K, Thurston GD (2002) Lung cancer, cardiopulmonary mortality, and long-term exposure to fine particulate air pollution. JAMA 287(9):1132–1141

    Article  Google Scholar 

  • Prajapati V (2013) Big data analytics with R and Hadoop. Packt Publishing, Birmingham

    Google Scholar 

  • Purdy CW, Layton RC, Straus DC, Ayers J (2008) Effects of inhaled fine dust on lung tissue changes and antibody response induced by spores of opportunistic fungi in goats. Am J Vet Res 69(4):501–511

    Article  Google Scholar 

  • Rocchi S, Reboux G, Larosa F, Scherer E, Daguindeau E, Berceanu A, Deconinck E, Millon L, Bellanger AP (2014) Evaluation of invasive aspergillosis risk of immunocompromised patients alternatively hospitalized in hematology intensive care unit and at home. Indoor Air 24(6):652–661

    Article  Google Scholar 

  • Siknun GP, Sitanggang IS (2016) Web-based classification application for forest fire data using the shiny framework and the c5. 0 algorithm. Procedia Environ Sci 33:332–339

    Article  Google Scholar 

  • Sinclair AH, Tolsma D (2004) Associations and lags between air pollution and acute respiratory visits in an ambulatory care setting: 25-month results from the aerosol research and inhalation epidemiological study. J Air Waste Manag Assoc 54(9):1212–1218

    Article  Google Scholar 

  • Smith G (1977) Aspergillus fumigatus: a possible relationship between spore size and virulence for mice. Microbiology 102(2):413–415

    Google Scholar 

  • Tsan YT, Lee CH, Wang JD, Chen PC (2012) Statins and the risk of hepatocellular carcinoma in patients with hepatitis B virus infection. J Clin Oncol 30(6):623–630

    Article  Google Scholar 

  • Uskenbayeva R, Im Cho Y, Temirbolatova T, Kozhamzharova D et al (2015) Integrating of data using the Hadoop and R. Procedia Comput Sci 56:145–149

    Article  Google Scholar 

  • Vandini S, Corvaglia L, Alessandroni R, Aquilano G, Marsico C, Spinelli M, Lanari M, Faldella G (2013) Respiratory syncytial virus infection in infants and correlation with meteorological factors and air pollutants. Ital J Pediatr 39(1):1

    Article  Google Scholar 

  • World Health Organization (2016) Ambient air pollution: a global assessment of exposure and burden of disease

  • Wu CY, Kuo KN, Wu MS, Chen YJ, Wang CB, Lin JT (2009) Early Helicobacter pylori eradication decreases risk of gastric cancer in patients with peptic ulcer disease. Gastroenterology 137(5):1641–1648

    Article  Google Scholar 

  • Xia X, Zhang A, Liang S, Qi Q, Jiang L, Ye Y (2017) The association between air pollution and population health risk for respiratory infection: a case study of Shenzhen, China. Int J Environ Res Public Health 14(9):950

    Article  Google Scholar 

  • Xie Y, Zhang X, Tian Z, Jiang R, Chen R, Song W, Zhao J (2013) Preexposure to PM2. 5 exacerbates acute viral myocarditis associated with Th17 cell. Int J Cardiol 168(4):3837–3845

    Article  Google Scholar 

  • Xing YF, Xu YH, Shi MH, Lian YX (2016) The impact of PM2.5 on the human respiratory system. J Thorac Dis 8(1):69

    Google Scholar 

  • Yan D, Zhang T, Su J, Zhao LL, Wang H, Fang XM, Zhang YQ, Liu HY, Yu LY (2016a) Diversity and composition of airborne fungal community associated with particulate matters in Beijing during haze and non-haze days. Front Microbiol 7:487

    Article  Google Scholar 

  • Yan D, Zhang T, Su J, Zhao LL, Wang H, Fang XM, Zhang YQ, Liu HY, Yu LY (2016b) Diversity and composition of airborne fungal community associated with particulate matters in Beijing during haze and non-haze days. Front Microbiol 7:487

    Article  Google Scholar 

  • Yang CT, Chan YW, Liu JC, Lou BS (2017a) An implementation of cloud-based platform with r packages for spatiotemporal analysis of air pollution. J Supercomput. https://doi.org/10.1007/s11227-017-2189-1

    Article  Google Scholar 

  • Yang CT, Liu JC, Chen ST, Lu HW (2017b) Implementation of a big data accessing and processing platform for medical records in cloud. J Med Syst 41(10):149

    Article  Google Scholar 

  • Yang CT, Chen ST, Den W, Wang YT, Kristiani E (2018a) Implementation of an intelligent indoor environmental monitoring and management system in cloud. Futur Gener Comput Syst. https://doi.org/10.1016/j.future.2018.02.041

    Article  Google Scholar 

  • Yang CT, Chen ST, Chang CH, Den W, Wu CC (2018b) Implementation of an environmental quality and harmful gases monitoring system in cloud. J Med Biol Eng. https://doi.org/10.1007/s40846-018-0383-0

    Article  Google Scholar 

  • Yin XJ, Dong CC, Ma JY, Antonini JM, Roberts JR, Barger MW, Ma JK (2005) Sustained effect of inhaled diesel exhaust particles on T-lymphocyte-mediated immune responses against Listeria monocytogenes. Toxicol Sci 88(1):73–81

    Article  Google Scholar 

  • Zelikoff JT, Chen LC, Cohen MD, Fang K, Gordon T, Li Y, Nadziejko C, Schlesinger RB (2003) Effects of inhaled ambient particulate matter on pulmonary antimicrobial immune defense. Inhal Toxicol 15(2):131–150

    Article  Google Scholar 

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Acknowledgements

This work was funded by the Ministry of Science and Technology (MOST), Taiwan, under Grant Number MOST 106-3114-M-029-001-A. In addition, this work was also funded in part by the Taichung Veterans General Hospital (TCVGH), Taiwan, under Grant Number TCVGH-T1077803.

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Correspondence to Chao-Tung Yang.

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Po-Yu Liu declares that he has no conflict of interest. Yu-Tse Tsan declares that he has no conflict of interest. Yu-Wei Chan declares that he has no conflict of interest. Wei-Chen Chan declares that he has no conflict of interest. Zhi-Yuan Shi declares that he has no conflict of interest. Chao-Tung Yang declares that he has no conflict of interest. Ben-Shen Lou declares that he has no conflict of interest.

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Liu, PY., Tsan, YT., Chan, YW. et al. Associations of PM2.5 and aspergillosis: ambient fine particulate air pollution and population-based big data linkage analyses. J Ambient Intell Human Comput 15, 1837–1847 (2024). https://doi.org/10.1007/s12652-018-0852-x

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