Background Exposure to particulate matter has been shown to increase the adhesion of bacteria to human airway epithelial cells. However, the impact of traffic-related air pollution (TRAP) on the respiratory microbiome is unknown. Methods Forty children were recruited through the Cincinnati Childhood Allergy and Air Pollution Study, a longitudinal cohort followed from birth through early adolescence. Saliva and induced sputum were collected at age 14 years. Exposure to TRAP was characterized from birth through the time of sample collection using a previously validated land-use regression model. Sequencing of the bacterial 16S and ITS fungal rRNA genes was performed on sputum and saliva samples. The relative abundance of bacterial taxa and diversity indices were compared in children with exposure to high and low TRAP. We also used multiple linear regression to assess the effect of TRAP exposure, gender, asthma status, and socioeconomic status on the alpha diversity of bacteria in sputum. Results We observed higher bacterial alpha diversity indices in sputum than in saliva. The diversity indices for bacteria were greater in the high TRAP exposure group than the low exposure group. These differences remained after adjusting for asthma status, gender, and mother's education. No differences were observed in the fungal microbiome between TRAP exposure groups. Conclusion Our findings indicate that exposure to TRAP in early childhood and adolescence may be associated with greater bacterial diversity in the lower respiratory tract. Asthma status does not appear to confound the observed differences in diversity. These results demonstrate that there may be a TRAP-exposure related change in the lower respiratory microbiota that is independent of asthma status.
机构:
Univ Michigan, Sch Publ Hlth, Dept Epidemiol, 1420 Washington Hts, Ann Arbor, MI 48104 USAUniv Michigan, Sch Publ Hlth, Dept Epidemiol, 1420 Washington Hts, Ann Arbor, MI 48104 USA
Adar, Sara D.
;
Huffnagle, Gary B.
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h-index: 0
机构:
Univ Michigan, Sch Med, Dept Microbiol & Immunol, 1420 Washington Hts, Ann Arbor, MI 48104 USA
Univ Michigan, Sch Med, Dept Internal Med, 1420 Washington Hts, Ann Arbor, MI 48104 USAUniv Michigan, Sch Publ Hlth, Dept Epidemiol, 1420 Washington Hts, Ann Arbor, MI 48104 USA
Huffnagle, Gary B.
;
Curtis, Jeffrey L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Internal Med, 1420 Washington Hts, Ann Arbor, MI 48104 USA
VA Ann Arbor Healthcare Syst, Med Serv, Ann Arbor, MI USAUniv Michigan, Sch Publ Hlth, Dept Epidemiol, 1420 Washington Hts, Ann Arbor, MI 48104 USA
机构:
Univ Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Bassis, Christine M.
;
Erb-Downward, John R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Internal Med, Div Pulm & Crit Care Med, Ann Arbor, MI 48109 USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Erb-Downward, John R.
;
Dickson, Robert P.
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h-index: 0
机构:
Univ Michigan, Sch Med, Dept Internal Med, Div Pulm & Crit Care Med, Ann Arbor, MI 48109 USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Dickson, Robert P.
;
Freeman, Christine M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Internal Med, Div Pulm & Crit Care Med, Ann Arbor, MI 48109 USA
VA Ann Arbor Healthcare Syst, Res Serv, Ann Arbor, MI USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Freeman, Christine M.
;
Schmidt, Thomas M.
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h-index: 0
机构:
Univ Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Univ Michigan, Sch Med, Dept Microbiol & Immunol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Schmidt, Thomas M.
;
Young, Vincent B.
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h-index: 0
机构:
Univ Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Univ Michigan, Sch Med, Dept Microbiol & Immunol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Young, Vincent B.
;
Beck, James M.
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h-index: 0
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Vet Affairs Eastern Colorado Hlth Care Syst, Denver, CO USA
Univ Colorado, Sch Med, Dept Med, Div Pulm Sci & Crit Care, Aurora, CO USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Beck, James M.
;
Curtis, Jeffrey L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Internal Med, Div Pulm & Crit Care Med, Ann Arbor, MI 48109 USA
VA Ann Arbor Healthcare Syst, Med Serv, Pulm & Crit Care Med Sect, Ann Arbor, MI USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Curtis, Jeffrey L.
;
Huffnagle, Gary B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Internal Med, Div Pulm & Crit Care Med, Ann Arbor, MI 48109 USA
Univ Michigan, Sch Med, Dept Microbiol & Immunol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
机构:
Univ Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Univ Fed Minas Gerais, Phys Therapy Dept, Belo Horizonte, MG, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Brant, Tereza C. S.
;
Yoshida, Carolina T.
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h-index: 0
机构:
Univ Sao Paulo, Fac Med, Dept Physiotherapy Commun Sci & Disorders, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Yoshida, Carolina T.
;
Carvalho, Tomas de S.
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Univ Sao Paulo, Fac Med, Dept Physiotherapy Commun Sci & Disorders, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Carvalho, Tomas de S.
;
Nicola, Marina L.
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Univ Sao Paulo, Fac Med, Dept Physiotherapy Commun Sci & Disorders, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Nicola, Marina L.
;
Martins, Jocimar A.
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h-index: 0
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Univ Fed Minas Gerais, Phys Therapy Dept, Belo Horizonte, MG, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Martins, Jocimar A.
;
Braga, Lays M.
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h-index: 0
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Univ Sao Paulo, Fac Med, Dept Physiotherapy Commun Sci & Disorders, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Braga, Lays M.
;
de Oliveira, Regiani C.
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Univ Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
de Oliveira, Regiani C.
;
Leyton, Vilma
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Univ Sao Paulo, Fac Med, Dept Legal Med, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Leyton, Vilma
;
de Andre, Carmen S.
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Univ Sao Paulo, Inst Math & Stat, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
de Andre, Carmen S.
;
Saldiva, Paulo H. N.
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Univ Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Saldiva, Paulo H. N.
;
Rubin, Bruce K.
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Virginia Commonwealth Univ, Sch Med, Dept Pediat, Richmond, VA USAUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Rubin, Bruce K.
;
Nakagawa, Naomi K.
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Univ Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Univ Sao Paulo, Fac Med, Dept Physiotherapy Commun Sci & Disorders, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
机构:
Univ Michigan, Sch Publ Hlth, Dept Epidemiol, 1420 Washington Hts, Ann Arbor, MI 48104 USAUniv Michigan, Sch Publ Hlth, Dept Epidemiol, 1420 Washington Hts, Ann Arbor, MI 48104 USA
Adar, Sara D.
;
Huffnagle, Gary B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Microbiol & Immunol, 1420 Washington Hts, Ann Arbor, MI 48104 USA
Univ Michigan, Sch Med, Dept Internal Med, 1420 Washington Hts, Ann Arbor, MI 48104 USAUniv Michigan, Sch Publ Hlth, Dept Epidemiol, 1420 Washington Hts, Ann Arbor, MI 48104 USA
Huffnagle, Gary B.
;
Curtis, Jeffrey L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Internal Med, 1420 Washington Hts, Ann Arbor, MI 48104 USA
VA Ann Arbor Healthcare Syst, Med Serv, Ann Arbor, MI USAUniv Michigan, Sch Publ Hlth, Dept Epidemiol, 1420 Washington Hts, Ann Arbor, MI 48104 USA
机构:
Univ Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Bassis, Christine M.
;
Erb-Downward, John R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Internal Med, Div Pulm & Crit Care Med, Ann Arbor, MI 48109 USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Erb-Downward, John R.
;
Dickson, Robert P.
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h-index: 0
机构:
Univ Michigan, Sch Med, Dept Internal Med, Div Pulm & Crit Care Med, Ann Arbor, MI 48109 USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Dickson, Robert P.
;
Freeman, Christine M.
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h-index: 0
机构:
Univ Michigan, Sch Med, Dept Internal Med, Div Pulm & Crit Care Med, Ann Arbor, MI 48109 USA
VA Ann Arbor Healthcare Syst, Res Serv, Ann Arbor, MI USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Freeman, Christine M.
;
Schmidt, Thomas M.
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h-index: 0
机构:
Univ Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Univ Michigan, Sch Med, Dept Microbiol & Immunol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Schmidt, Thomas M.
;
Young, Vincent B.
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h-index: 0
机构:
Univ Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Univ Michigan, Sch Med, Dept Microbiol & Immunol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Young, Vincent B.
;
Beck, James M.
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h-index: 0
机构:
Vet Affairs Eastern Colorado Hlth Care Syst, Denver, CO USA
Univ Colorado, Sch Med, Dept Med, Div Pulm Sci & Crit Care, Aurora, CO USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Beck, James M.
;
Curtis, Jeffrey L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Internal Med, Div Pulm & Crit Care Med, Ann Arbor, MI 48109 USA
VA Ann Arbor Healthcare Syst, Med Serv, Pulm & Crit Care Med Sect, Ann Arbor, MI USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
Curtis, Jeffrey L.
;
Huffnagle, Gary B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Sch Med, Dept Internal Med, Div Pulm & Crit Care Med, Ann Arbor, MI 48109 USA
Univ Michigan, Sch Med, Dept Microbiol & Immunol, Ann Arbor, MI 48109 USAUniv Michigan, Sch Med, Div Infect Dis, Ann Arbor, MI USA
机构:
Univ Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Univ Fed Minas Gerais, Phys Therapy Dept, Belo Horizonte, MG, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Brant, Tereza C. S.
;
Yoshida, Carolina T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Fac Med, Dept Physiotherapy Commun Sci & Disorders, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Yoshida, Carolina T.
;
Carvalho, Tomas de S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Fac Med, Dept Physiotherapy Commun Sci & Disorders, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Carvalho, Tomas de S.
;
Nicola, Marina L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Fac Med, Dept Physiotherapy Commun Sci & Disorders, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Nicola, Marina L.
;
Martins, Jocimar A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Minas Gerais, Phys Therapy Dept, Belo Horizonte, MG, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Martins, Jocimar A.
;
Braga, Lays M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Fac Med, Dept Physiotherapy Commun Sci & Disorders, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Braga, Lays M.
;
de Oliveira, Regiani C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
de Oliveira, Regiani C.
;
Leyton, Vilma
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Fac Med, Dept Legal Med, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Leyton, Vilma
;
de Andre, Carmen S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Inst Math & Stat, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
de Andre, Carmen S.
;
Saldiva, Paulo H. N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Saldiva, Paulo H. N.
;
Rubin, Bruce K.
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Commonwealth Univ, Sch Med, Dept Pediat, Richmond, VA USAUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Rubin, Bruce K.
;
Nakagawa, Naomi K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil
Univ Sao Paulo, Fac Med, Dept Physiotherapy Commun Sci & Disorders, Sao Paulo, BrazilUniv Sao Paulo, Fac Med, Dept Pathol, Sao Paulo, Brazil