Microbial Functional Diversity Correlates with Species Diversity along a Temperature Gradient

被引:28
作者
Ruhl, Ilona A. [1 ,4 ]
Sheremet, Andriy [1 ]
Smimova, Angela, V [1 ]
Sharp, Christine E. [2 ]
Grasby, Stephen E. [2 ,3 ]
Strous, Marc [2 ]
Dunfield, Peter F. [1 ]
机构
[1] Univ Calgary, Dept Biol Sci, Calgary, AB, Canada
[2] Univ Calgary, Dept Geosci, Calgary, AB, Canada
[3] Geol Survey Canada, Calgary, AB, Canada
[4] Natl Renewable Energy Lab, Golden, CO USA
基金
瑞典研究理事会; 加拿大自然科学与工程研究理事会;
关键词
functional diversity; metabolic diversity; metagenomic diversity; taxonomic diversity; species diversity; temperature; geothermal spring; hot spring; THERMAL SPRINGS; COMMUNITIES; BACTERIAL; SOIL; BIODIVERSITY; REDUNDANCY; DATABASE; PFAM;
D O I
10.1128/msystems.00991-21
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
Microbial community diversity is often correlated with physical environ-mental stresses like acidity, salinity, and temperature. For example, species diversity usually declines with increasing temperature above 20 degrees C. However, few studies have examined whether the genetic functional diversity of community metagenomes varies in a similar way as species diversity along stress gradients. Here, we investigated bacte-rial communities in thermal spring sediments ranging from 21 to 88 degrees C, representing communities of 330 to 3,800 bacterial and archaeal species based on 16S rRNA gene amplicon analysis. Metagenomes were sequenced, and Pfam abundances were used as a proxy for metagenomic functional diversity. Significant decreases in both species di-versity and Pfam diversity were observed with increasing temperatures. The relationship between Pfam diversity and species diversity followed a power function with the steep-est slopes in the high-temperature, low-diversity region of the gradient. Species addi-tions to simple thermophilic communities added many new Pfams, while species addi-tions to complex mesophilic communities added relatively fewer new Pfams, indicating that species diversity does not approach saturation as rapidly as Pfam diversity does. Many Pfams appeared to have distinct temperature ceilings of 60 to 80 degrees C. This study suggests that temperature stress limits both taxonomic and functional diversity of mi-crobial communities, but in a quantitatively different manner. Lower functional diversity at higher temperatures is probably due to two factors, including (i) the absence of many enzymes not adapted to thermophilic conditions, and (ii) the fact that high-tem-perature communities are comprised of fewer species with smaller average genomes and, therefore, contain fewer rare functions. IMPORTANCE Only recently have microbial ecologists begun to assess quantitatively how microbial species diversity correlates with environmental factors like pH, tempera -ture, and salinity. However, still, very few studies have examined how the number of distinct biochemical functions of microbial communities, termed functional diversity, varies with the same environmental factors. Our study examined 18 microbial com-munities sampled across a wide temperature gradient and found that increasing tem-perature reduced both species and functional diversity, but in different ways. Initially, functional diversity increased sharply with increasing species diversity but eventually plateaued, following a power function. This pattern has been previously predicted in theoretical models, but our study validates this predicted power function with field metagenomic data. This study also presents a unique overview of the distribution of metabolic functions along a temperature gradient, demonstrating that many functions have temperature "ceilings" above which they are no longer found.
引用
收藏
页数:16
相关论文
共 69 条
  • [1] Metatranscriptomic data reveal the effect of different community properties on multifunctional redundancy
    Beier, Sara
    Shen, Dandan
    Schott, Thomas
    Juergens, Klaus
    [J]. MOLECULAR ECOLOGY, 2017, 26 (24) : 6813 - 6826
  • [2] Optimizing taxonomic classification of marker-gene amplicon sequences with QIIME 2′s q2-feature-classifier plugin
    Bokulich, Nicholas A.
    Kaehler, Benjamin D.
    Rideout, Jai Ram
    Dillon, Matthew
    Bolyen, Evan
    Knight, Rob
    Huttley, Gavin A.
    Caporaso, J. Gregory
    [J]. MICROBIOME, 2018, 6
  • [3] Microbial community phylogenetic and trait diversity declines with depth in a marine oxygen minimum zone
    Bryant, Jessica A.
    Stewart, Frank J.
    Eppley, John M.
    DeLong, Edward F.
    [J]. ECOLOGY, 2012, 93 (07) : 1659 - 1673
  • [4] Fast and sensitive protein alignment using DIAMOND
    Buchfink, Benjamin
    Xie, Chao
    Huson, Daniel H.
    [J]. NATURE METHODS, 2015, 12 (01) : 59 - 60
  • [5] Continental scale structuring of forest and soil diversity via functional traits
    Buzzard, Vanessa
    Michaletz, Sean T.
    Deng, Ye
    He, Zhili
    Ning, Daliang
    Shen, Lina
    Tu, Qichao
    Van Nostrand, Joy D.
    Voordeckers, James W.
    Wang, Jianjun
    Weiser, Michael D.
    Kaspari, Michael
    Waide, Robert B.
    Zhou, Jizhong
    Enquist, Brian J.
    [J]. NATURE ECOLOGY & EVOLUTION, 2019, 3 (09) : 1298 - 1308
  • [6] Callahan BJ, 2016, NAT METHODS, V13, P581, DOI [10.1038/NMETH.3869, 10.1038/nmeth.3869]
  • [7] QIIME allows analysis of high-throughput community sequencing data
    Caporaso, J. Gregory
    Kuczynski, Justin
    Stombaugh, Jesse
    Bittinger, Kyle
    Bushman, Frederic D.
    Costello, Elizabeth K.
    Fierer, Noah
    Pena, Antonio Gonzalez
    Goodrich, Julia K.
    Gordon, Jeffrey I.
    Huttley, Gavin A.
    Kelley, Scott T.
    Knights, Dan
    Koenig, Jeremy E.
    Ley, Ruth E.
    Lozupone, Catherine A.
    McDonald, Daniel
    Muegge, Brian D.
    Pirrung, Meg
    Reeder, Jens
    Sevinsky, Joel R.
    Tumbaugh, Peter J.
    Walters, William A.
    Widmann, Jeremy
    Yatsunenko, Tanya
    Zaneveld, Jesse
    Knight, Rob
    [J]. NATURE METHODS, 2010, 7 (05) : 335 - 336
  • [8] THE FUNCTIONAL ROLE OF PRODUCER DIVERSITY IN ECOSYSTEMS
    Cardinale, Bradley J.
    Matulich, Kristin L.
    Hooper, David U.
    Byrnes, Jarrett E.
    Duffy, Emmett
    Gamfeldt, Lars
    Balvanera, Patricia
    O'Connor, Mary I.
    Gonzalez, Andrew
    [J]. AMERICAN JOURNAL OF BOTANY, 2011, 98 (03) : 572 - 592
  • [9] Heavy metal pollution decreases microbial abundance, diversity and activity within particle-size fractions of a paddy soil
    Chen, Junhui
    He, Feng
    Zhang, Xuhui
    Sun, Xuan
    Zheng, Jufeng
    Zheng, Jinwei
    [J]. FEMS MICROBIOLOGY ECOLOGY, 2014, 87 (01) : 164 - 181
  • [10] Differences in Temperature and Water Chemistry Shape Distinct Diversity Patterns in Thermophilic Microbial Communities
    Chiriac, Cecilia M.
    Szekeres, Edina
    Rudi, Knut
    Baricz, Andreea
    Hegedus, Adriana
    Dragos, Nicolae
    Coman, Cristian
    [J]. APPLIED AND ENVIRONMENTAL MICROBIOLOGY, 2017, 83 (21)