Meteorological factors had more impact on airborne bacterial communities than air pollutants
被引:146
作者:
Zhen, Quan
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Zhen, Quan
[1
,2
]
Deng, Ye
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Res Ctr Eco Environm Sci, CAS Key Lab Environm Biotechnol, Beijing 100085, Peoples R ChinaChinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Deng, Ye
[3
]
Wang, Yaqing
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Wang, Yaqing
[1
,2
]
Wang, Xiaoke
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Chinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing Urban Ecosyst Res Stn, Beijing 100085, Peoples R ChinaChinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Wang, Xiaoke
[1
,4
]
Zhang, Hongxing
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing Urban Ecosyst Res Stn, Beijing 100085, Peoples R ChinaChinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Zhang, Hongxing
[4
]
Sun, Xu
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h-index: 0
机构:
Chinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing Urban Ecosyst Res Stn, Beijing 100085, Peoples R ChinaChinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Sun, Xu
[4
]
Ouyang, Zhiyun
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R ChinaChinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
Ouyang, Zhiyun
[1
]
机构:
[1] Chinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing 100085, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[3] Chinese Acad Sci, Res Ctr Eco Environm Sci, CAS Key Lab Environm Biotechnol, Beijing 100085, Peoples R China
[4] Chinese Acad Sci, Res Ctr Eco Environm Sci, State Key Lab Urban & Reg Ecol, Beijing Urban Ecosyst Res Stn, Beijing 100085, Peoples R China
Airborne bacteria have gained increasing attention because they affect ecological balance and pose potential risks on human health. Recently, some studies have focused on the abundance and composition of airborne bacteria under heavy, hazy polluted weather in China, but they reached different conclusions about the comparisons with non-polluted days. In this study, we tested the hypothesis that meteorological factors could have a higher impact on shaping airborne bacterial communities than air pollutants by systematically monitoring the communities for 1 year. Total suspended particles in Beijing were sampled for 20 consecutive days in each season of 2015. Bacterial abundance varied from 8.71 x 10(3) to 2.14 x 10(7) ribosomal operons per cubic meter according to the quantitative PCR analysis. There were relatively higher bacterial counts in spring and in autumn than in winter and summer. Airborne bacterial communities displayed a strong seasonality, according to the hierarchical cluster analysis. Only two exceptions overtook the seasonal trend, and both occurred in or after violent meteorological changes (sandstorm or rain). Aggregated boosted tree analysis performed on bacterial abundance showed that the dominant factors shaping bacterial communities were meteorological. They were air pressure in winter, air temperature and relative humidity in spring, RH in summer, and vapor pressure in autumn. Variation partition analysis on community structure showed that meteorological factors explained more variations than air pollutants. Therefore, both of the two models verified our hypothesis that the differences in airborne bacterial communities inpolluted days or non-polluted days were mainly driven by the discrepancies of meteorological factors rather than by the presence of air pollutants. (C) 2017 Elsevier B.V. All rights reserved.
机构:
Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USAUniv Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA
Bowers, Robert M.
McLetchie, Shawna
论文数: 0引用数: 0
h-index: 0
机构:
Hanover Coll, Dept Biol, Hanover, IN USAUniv Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA
McLetchie, Shawna
Knight, Rob
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Univ Colorado, Howard Hughes Med Inst, Boulder, CO 80309 USAUniv Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA
Knight, Rob
Fierer, Noah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA
Univ Colorado, Cooperat Inst Res Environm Sci, Boulder, CO 80309 USAUniv Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Caporaso, J. Gregory
Kuczynski, Justin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Kuczynski, Justin
Stombaugh, Jesse
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Stombaugh, Jesse
Bittinger, Kyle
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Microbiol, Philadelphia, PA 19104 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Bittinger, Kyle
Bushman, Frederic D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Microbiol, Philadelphia, PA 19104 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Bushman, Frederic D.
Costello, Elizabeth K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Costello, Elizabeth K.
Fierer, Noah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Cooperat Inst Res Environm Sci, Boulder, CO 80309 USA
Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Fierer, Noah
Pena, Antonio Gonzalez
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Pena, Antonio Gonzalez
Goodrich, Julia K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Goodrich, Julia K.
Gordon, Jeffrey I.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Gordon, Jeffrey I.
Huttley, Gavin A.
论文数: 0引用数: 0
h-index: 0
机构:
Australian Natl Univ, John Curtin Sch Med Res, Computat Genom Lab, Canberra, ACT 2601, AustraliaUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Huttley, Gavin A.
Kelley, Scott T.
论文数: 0引用数: 0
h-index: 0
机构:
San Diego State Univ, Dept Biol, San Diego, CA 92182 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Kelley, Scott T.
Knights, Dan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Knights, Dan
Koenig, Jeremy E.
论文数: 0引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Microbiol, Ithaca, NY USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Koenig, Jeremy E.
Ley, Ruth E.
论文数: 0引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Microbiol, Ithaca, NY USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Ley, Ruth E.
Lozupone, Catherine A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Lozupone, Catherine A.
McDonald, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
McDonald, Daniel
Muegge, Brian D.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Muegge, Brian D.
Pirrung, Meg
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Pirrung, Meg
Reeder, Jens
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Reeder, Jens
Sevinsky, Joel R.
论文数: 0引用数: 0
h-index: 0
机构:
Luca Technol, Golden, CO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Sevinsky, Joel R.
Tumbaugh, Peter J.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Tumbaugh, Peter J.
Walters, William A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Walters, William A.
Widmann, Jeremy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Widmann, Jeremy
Yatsunenko, Tanya
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Yatsunenko, Tanya
Zaneveld, Jesse
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Zaneveld, Jesse
Knight, Rob
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Univ Colorado, Howard Hughes Med Inst, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
机构:
Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USAUniv Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA
Bowers, Robert M.
McLetchie, Shawna
论文数: 0引用数: 0
h-index: 0
机构:
Hanover Coll, Dept Biol, Hanover, IN USAUniv Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA
McLetchie, Shawna
Knight, Rob
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Univ Colorado, Howard Hughes Med Inst, Boulder, CO 80309 USAUniv Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA
Knight, Rob
Fierer, Noah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA
Univ Colorado, Cooperat Inst Res Environm Sci, Boulder, CO 80309 USAUniv Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Caporaso, J. Gregory
Kuczynski, Justin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Kuczynski, Justin
Stombaugh, Jesse
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Stombaugh, Jesse
Bittinger, Kyle
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Microbiol, Philadelphia, PA 19104 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Bittinger, Kyle
Bushman, Frederic D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Microbiol, Philadelphia, PA 19104 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Bushman, Frederic D.
Costello, Elizabeth K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Costello, Elizabeth K.
Fierer, Noah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Cooperat Inst Res Environm Sci, Boulder, CO 80309 USA
Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Fierer, Noah
Pena, Antonio Gonzalez
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Pena, Antonio Gonzalez
Goodrich, Julia K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Goodrich, Julia K.
Gordon, Jeffrey I.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Gordon, Jeffrey I.
Huttley, Gavin A.
论文数: 0引用数: 0
h-index: 0
机构:
Australian Natl Univ, John Curtin Sch Med Res, Computat Genom Lab, Canberra, ACT 2601, AustraliaUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Huttley, Gavin A.
Kelley, Scott T.
论文数: 0引用数: 0
h-index: 0
机构:
San Diego State Univ, Dept Biol, San Diego, CA 92182 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Kelley, Scott T.
Knights, Dan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Knights, Dan
Koenig, Jeremy E.
论文数: 0引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Microbiol, Ithaca, NY USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Koenig, Jeremy E.
Ley, Ruth E.
论文数: 0引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Microbiol, Ithaca, NY USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Ley, Ruth E.
Lozupone, Catherine A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Lozupone, Catherine A.
McDonald, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
McDonald, Daniel
Muegge, Brian D.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Muegge, Brian D.
Pirrung, Meg
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Pirrung, Meg
Reeder, Jens
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Reeder, Jens
Sevinsky, Joel R.
论文数: 0引用数: 0
h-index: 0
机构:
Luca Technol, Golden, CO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Sevinsky, Joel R.
Tumbaugh, Peter J.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Tumbaugh, Peter J.
Walters, William A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Walters, William A.
Widmann, Jeremy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Widmann, Jeremy
Yatsunenko, Tanya
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Yatsunenko, Tanya
Zaneveld, Jesse
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Zaneveld, Jesse
Knight, Rob
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Univ Colorado, Howard Hughes Med Inst, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA