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Title: A consensus protocol for the recovery of mercury methylation genes from metagenomes

Journal Article · · Molecular Ecology Resources
ORCiD logo [1]; ORCiD logo [2]; ORCiD logo [3]; ORCiD logo [4]; ORCiD logo [5]; ORCiD logo [6]; ORCiD logo [7]; ORCiD logo [8]; ORCiD logo [7]; ORCiD logo [9]; ORCiD logo [10]; ORCiD logo [11]; ORCiD logo [12]; ORCiD logo [13]; ORCiD logo [14]; ORCiD logo [15]; ORCiD logo [2]; ORCiD logo [16]; ORCiD logo [17]; ORCiD logo [13] more »; ORCiD logo [7]; ORCiD logo [5];  [6]; ORCiD logo [18]; ORCiD logo [12]; ORCiD logo [19];  [7]; ORCiD logo [5]; ORCiD logo [11] « less
  1. Department of Marine Biology and Oceanography Institute of Marine Sciences, CSIC Barcelona Spain, Department of Aquatic Sciences and Assessment Swedish University of Agricultural Sciences Uppsala Sweden
  2. Department of Bacteriology University of Wisconsin at Madison Madison Wisconsin USA
  3. Natural Resource Ecology Laboratory Colorado State University Fort Collins Colorado USA
  4. Department of Earth and Environmental Science New Mexico Institute of Mining and Technology Socorro New Mexico USA, National Cave and Karst Research Institute Carlsbad New Mexico USA
  5. Department of Marine Biology and Oceanography Institute of Marine Sciences, CSIC Barcelona Spain
  6. Department of Biological Sciences University of Montréal Montréal Quebec Canada
  7. Department of Aquatic Sciences and Assessment Swedish University of Agricultural Sciences Uppsala Sweden
  8. Department of Chemistry Umeå University Umeå Sweden
  9. University of Reims Champagne‐Ardenne, UMR‐I 02 SEBIO Reims France
  10. Elias Consulting, LLC Knoxville Tennessee USA
  11. Smithsonian Environmental Research Center Edgewater Maryland USA
  12. University of Pau et des Pays de l'Adour, E2S UPPA, CNRS, IPREM Pau France
  13. Oak Ridge National Laboratory Oak Ridge Tennessee USA
  14. School of Geography, Earth and Atmospheric Sciences, The University of Melbourne Parkville Victoria Australia
  15. College of Resources and Environment, Huazhong Agricultural University Wuhan China
  16. School of Geographical and Earth Sciences, University of Glasgow Glasgow UK
  17. Centre for Ecology and Evolution in Microbial Model Systems – EEMiS Linnaeus University Kalmar Sweden
  18. Department of Environment and Public Health National Institute for Minamata Disease Kumamoto Japan
  19. Department of Biology Concordia University Montreal Quebec Canada

Abstract Mercury (Hg) methylation genes ( hgcAB ) mediate the formation of the toxic methylmercury and have been identified from diverse environments, including freshwater and marine ecosystems, Arctic permafrost, forest and paddy soils, coal‐ash amended sediments, chlor‐alkali plants discharges and geothermal springs. Here we present the first attempt at a standardized protocol for the detection, identification and quantification of hgc genes from metagenomes. Our Hg‐cycling microorganisms in aquatic and terrestrial ecosystems (Hg‐MATE) database, a catalogue of hgc genes, provides the most accurate information to date on the taxonomic identity and functional/metabolic attributes of microorganisms responsible for Hg methylation in the environment. Furthermore, we introduce “marky‐coco”, a ready‐to‐use bioinformatic pipeline based on de novo single‐metagenome assembly, for easy and accurate characterization of hgc genes from environmental samples. We compared the recovery of hgc genes from environmental metagenomes using the marky‐coco pipeline with an approach based on coassembly of multiple metagenomes. Our data show similar efficiency in both approaches for most environments except those with high diversity (i.e., paddy soils) for which a coassembly approach was preferred. Finally, we discuss the definition of true hgc genes and methods to normalize hgc gene counts from metagenomes.

Research Organization:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Sponsoring Organization:
EMFF-Blue Economy Project; Swedish Research Council (SRC); USDOE
Grant/Contract Number:
AC05-00OR22725
OSTI ID:
1879917
Journal Information:
Molecular Ecology Resources, Journal Name: Molecular Ecology Resources Journal Issue: 1 Vol. 23; ISSN 1755-098X
Publisher:
Wiley-BlackwellCopyright Statement
Country of Publication:
United Kingdom
Language:
English

References (68)

Distribution of mercury‐cycling genes in the Arctic and equatorial Pacific Oceans and their relationship to mercury speciation journal January 2020
Biotic formation of methylmercury: A bio–physico–chemical conundrum journal November 2019
Oxygen‐deficient water zones in the Baltic Sea promote uncharacterized Hg methylating microorganisms in underlying sediments journal November 2021
Predicting transmembrane protein topology with a hidden markov model: application to complete genomes11Edited by F. Cohen journal January 2001
Recovering microbial genomes from metagenomes in hypersaline environments: The Good, the Bad and the Ugly journal January 2019
Gene Expression Changes and Community Turnover Differentially Shape the Global Ocean Metatranscriptome journal November 2019
Role of organic matter and microbial communities in mercury retention and methylation in sediments near run-of-river hydroelectric dams journal June 2021
Mercury Methylation Genes Identified across Diverse Anaerobic Microbial Guilds in a Eutrophic Sulfate-Enriched Lake journal November 2020
Methyl Mercury Formation in Hillslope Soils of Boreal Forests: The Role of Forest Harvest and Anaerobic Microbes journal August 2016
Linking Microbial Activities and Low-Molecular-Weight Thiols to Hg Methylation in Biofilms and Periphyton from High-Altitude Tropical Lakes in the Bolivian Altiplano journal July 2018
Unraveling Microbial Communities Associated with Methylmercury Production in Paddy Soils journal October 2018
Determining the Reliability of Measuring Mercury Cycling Gene Abundance with Correlations with Mercury and Methylmercury Concentrations journal July 2019
Methanogens: Principal Methylators of Mercury in Lake Periphyton journal September 2011
Mercury Methylation by Novel Microorganisms from New Environments journal September 2013
Deciphering the Role of Water Column Redoxclines on Methylmercury Cycling Using Speciation Modeling and Observations From the Baltic Sea journal October 2018
De novo metagenomic assembly reveals abundant novel major lineage of Archaea in hypersaline microbial communities journal June 2011
A communal catalogue reveals Earth’s multiscale microbial diversity journal November 2017
Fast gapped-read alignment with Bowtie 2 journal March 2012
Critical Assessment of Metagenome Interpretation—a benchmark of metagenomics software journal October 2017
Microbial mercury methylation in Antarctic sea ice journal August 2016
A new view of the tree of life journal April 2016
Molecular evidence for novel mercury methylating microorganisms in sulfate-impacted lakes journal February 2019
High proportions of bacteria and archaea across most biomes remain uncultured journal August 2019
Mercury methylation by metabolically versatile and cosmopolitan marine bacteria journal January 2021
Transcriptomic evidence for versatile metabolic activities of mercury cycling microorganisms in brackish microbial mats journal November 2021
Biosynthetic potential of the global ocean microbiome journal June 2022
A genomic catalog of Earth’s microbiomes journal November 2020
Structure determination of the HgcAB complex using metagenome sequence data: insights into microbial mercury methylation journal June 2020
Long-read metagenomics of soil communities reveals phylum-specific secondary metabolite dynamics journal November 2021
BARM and BalticMicrobeDB, a reference metagenome and interface to meta-omic data for the Baltic Sea journal July 2018
The Sequence Alignment/Map format and SAMtools journal June 2009
Nonpareil: a redundancy-based approach to assess the level of coverage in metagenomic datasets journal October 2013
featureCounts: an efficient general purpose program for assigning sequence reads to genomic features journal November 2013
MEGAHIT: an ultra-fast single-node solution for large and complex metagenomics assembly via succinct de Bruijn graph journal January 2015
MetaQUAST: evaluation of metagenome assemblies journal November 2015
fastp: an ultra-fast all-in-one FASTQ preprocessor journal September 2018
GTDB-Tk: a toolkit to classify genomes with the Genome Taxonomy Database journal November 2019
An Improved General Amino Acid Replacement Matrix journal April 2008
MEGA X: Molecular Evolutionary Genetics Analysis across Computing Platforms journal May 2018
TIGRFAMs and Genome Properties: tools for the assignment of molecular function and biological process in prokaryotic genomes journal January 2007
HMMER web server: interactive sequence similarity searching journal May 2011
Interactive Tree Of Life (iTOL) v4: recent updates and new developments journal April 2019
Anaerobic guilds responsible for mercury methylation in boreal wetlands of varied trophic status serving as either a methylmercury source or sink journal July 2020
A robust approach to estimate relative phytoplankton cell abundances from metagenomes journal February 2022
Widespread microbial mercury methylation genes in the global ocean journal February 2020
Global prevalence and distribution of genes and microorganisms involved in mercury methylation journal October 2015
The Genetic Basis for Bacterial Mercury Methylation journal February 2013
Site-Directed Mutagenesis of HgcA and HgcB Reveals Amino Acid Residues Important for Mercury Methylation journal May 2015
Mercury Methylation by Dissimilatory Iron-Reducing Bacteria journal December 2006
Methanogens and Iron-Reducing Bacteria: the Overlooked Members of Mercury-Methylating Microbial Communities in Boreal Lakes journal September 2018
Sulfate-Reducing Bacterium Desulfovibrio desulfuricans ND132 as a Model for Understanding Bacterial Mercury Methylation journal June 2011
Mercury Methylation from Unexpected Sources: Molybdate-Inhibited Freshwater Sediments and an Iron-Reducing Bacterium journal January 2006
Sulfate-Reducing Bacteria: Principal Methylators of Mercury in Anoxic Estuarine Sediment † journal January 1985
Robust Mercury Methylation across Diverse Methanogenic Archaea journal May 2018
Expanded Phylogenetic Diversity and Metabolic Flexibility of Mercury-Methylating Microorganisms journal August 2020
Prodigal: prokaryotic gene recognition and translation initiation site identification journal March 2010
pplacer: linear time maximum-likelihood and Bayesian phylogenetic placement of sequences onto a fixed reference tree journal October 2010
Assembling metagenomes, one community at a time journal July 2017
Comparison of normalization methods for the analysis of metagenomic gene abundance data journal April 2018
Assessing the performance of different approaches for functional and taxonomic annotation of metagenomes journal December 2019
Average genome size estimation improves comparative metagenomics and sheds light on the functional ecology of the human microbiome journal March 2015
Evaluating metagenomic assembly approaches for biome-specific gene catalogues journal May 2022
Towards long-read metagenomics: complete assembly of three novel genomes from bacteria dependent on a diazotrophic cyanobacterium in a freshwater lake co-culture journal January 2017
Nitrospina-Like Bacteria Are Potential Mercury Methylators in the Mesopelagic Zone in the East China Sea journal July 2020
Mercury Methylating Microbial Community Structure in Boreal Wetlands Explained by Local Physicochemical Conditions journal February 2021
An Improved hgcAB Primer Set and Direct High-Throughput Sequencing Expand Hg-Methylator Diversity in Nature journal October 2020
Deltaproteobacteria and Spirochaetes-Like Bacteria Are Abundant Putative Mercury Methylators in Oxygen-Deficient Water and Marine Particles in the Baltic Sea journal September 2020
Nutrient Inputs Stimulate Mercury Methylation by Syntrophs in a Subarctic Peatland journal October 2021