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Title: Merging Fungal and Bacterial Community Profiles via an Internal Control

Abstract

Integrated measurements of fungi and bacteria are critical to understand how interactions between these taxa drive key processes in ecosystems ranging from soils to animal guts. High-throughput amplicon sequencing is commonly used to census microbiomes, but the genetic markers targeted for fungi and bacteria (typically ribosomal regions) are domain-specific so profiling must be performed separately, obscuring relationships between these groups. To solve this problem, we developed a spike-in method with an internal control (IC) construct containing primer sites commonly used for bacterial and fungal taxonomic profiling. The internal control offers several advantages: estimation of absolute abundances, estimation of fungal to bacterial ratios (F:B), integration of bacterial and fungal profiles for holistic community analysis, and lower costs compared to other quantitation methods. To validate the IC as a scaling method, we compared IC-derived measures of F:B to measures from quantitative PCR (qPCR) using a commercial mock community (the ZymoBiomic Microbial Community DNA Standard II, containing two fungi and eight bacteria) and complex environmental samples. For both the mock community and the environmental samples, the IC produced F:B values that were statistically consistent with qPCR. Merging the environmental fungal and bacterial profiles based on the IC-derived F:B values revealed new relationships amongmore » samples in terms of community similarity. As a result, this IC method is the first spike-in method to employ a single construct for cross-domain amplicon sequencing, offering more reliable measurements.« less

Authors:
ORCiD logo [1]; ORCiD logo [2];  [1]; ORCiD logo [1]; ORCiD logo [1]
  1. Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
  2. Los Alamos National Lab. (LANL), Los Alamos, NM (United States); Univ. of Montana, Missoula, MT (United States)
Publication Date:
Research Org.:
Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
Sponsoring Org.:
USDOE Office of Science (SC). Biological and Environmental Research (BER)
OSTI Identifier:
1804396
Report Number(s):
LA-UR-20-24318
Journal ID: ISSN 0095-3628
Grant/Contract Number:  
89233218CNA000001; F255LANL2018
Resource Type:
Accepted Manuscript
Journal Name:
Microbial Ecology
Additional Journal Information:
Journal Volume: 82; Journal ID: ISSN 0095-3628
Publisher:
Springer
Country of Publication:
United States
Language:
English
Subject:
59 BASIC BIOLOGICAL SCIENCES; Biological science; community ecology; taxonomic profiles; fungi; bacteria; fungal-bacterial ratio; targeted metagenomics

Citation Formats

Hutchinson, Miriam I., Bell, Tisza A. S., Gallegos-Graves, La Verne, Dunbar, John, and Albright, Michaeline. Merging Fungal and Bacterial Community Profiles via an Internal Control. United States: N. p., 2021. Web. doi:10.1007/s00248-020-01638-y.
Hutchinson, Miriam I., Bell, Tisza A. S., Gallegos-Graves, La Verne, Dunbar, John, & Albright, Michaeline. Merging Fungal and Bacterial Community Profiles via an Internal Control. United States. https://doi.org/10.1007/s00248-020-01638-y
Hutchinson, Miriam I., Bell, Tisza A. S., Gallegos-Graves, La Verne, Dunbar, John, and Albright, Michaeline. Thu . "Merging Fungal and Bacterial Community Profiles via an Internal Control". United States. https://doi.org/10.1007/s00248-020-01638-y. https://www.osti.gov/servlets/purl/1804396.
@article{osti_1804396,
title = {Merging Fungal and Bacterial Community Profiles via an Internal Control},
author = {Hutchinson, Miriam I. and Bell, Tisza A. S. and Gallegos-Graves, La Verne and Dunbar, John and Albright, Michaeline},
abstractNote = {Integrated measurements of fungi and bacteria are critical to understand how interactions between these taxa drive key processes in ecosystems ranging from soils to animal guts. High-throughput amplicon sequencing is commonly used to census microbiomes, but the genetic markers targeted for fungi and bacteria (typically ribosomal regions) are domain-specific so profiling must be performed separately, obscuring relationships between these groups. To solve this problem, we developed a spike-in method with an internal control (IC) construct containing primer sites commonly used for bacterial and fungal taxonomic profiling. The internal control offers several advantages: estimation of absolute abundances, estimation of fungal to bacterial ratios (F:B), integration of bacterial and fungal profiles for holistic community analysis, and lower costs compared to other quantitation methods. To validate the IC as a scaling method, we compared IC-derived measures of F:B to measures from quantitative PCR (qPCR) using a commercial mock community (the ZymoBiomic Microbial Community DNA Standard II, containing two fungi and eight bacteria) and complex environmental samples. For both the mock community and the environmental samples, the IC produced F:B values that were statistically consistent with qPCR. Merging the environmental fungal and bacterial profiles based on the IC-derived F:B values revealed new relationships among samples in terms of community similarity. As a result, this IC method is the first spike-in method to employ a single construct for cross-domain amplicon sequencing, offering more reliable measurements.},
doi = {10.1007/s00248-020-01638-y},
journal = {Microbial Ecology},
number = ,
volume = 82,
place = {United States},
year = {Thu Jan 07 00:00:00 EST 2021},
month = {Thu Jan 07 00:00:00 EST 2021}
}

Works referenced in this record:

Adjusting microbiome profiles for differences in microbial load by spike-in bacteria
journal, June 2016


A method for simultaneous measurement of soil bacterial abundances and community composition via 16S rRNA gene sequencing
journal, May 2016


Microbiome Profiling by Illumina Sequencing of Combinatorial Sequence-Tagged PCR Products
journal, October 2010


Mycobiome diversity: high-throughput sequencing and identification of fungi
journal, November 2018

  • Nilsson, R. Henrik; Anslan, Sten; Bahram, Mohammad
  • Nature Reviews Microbiology, Vol. 17, Issue 2
  • DOI: 10.1038/s41579-018-0116-y

Bacterial–fungal interactions: ecology, mechanisms and challenges
journal, February 2018

  • Deveau, Aurélie; Bonito, Gregory; Uehling, Jessie
  • FEMS Microbiology Reviews, Vol. 42, Issue 3
  • DOI: 10.1093/femsre/fuy008

Use of stable isotope labeling by amino acids in cell culture as a spike-in standard in quantitative proteomics
journal, February 2011

  • Geiger, Tamar; Wisniewski, Jacek R.; Cox, Juergen
  • Nature Protocols, Vol. 6, Issue 2
  • DOI: 10.1038/nprot.2010.192

Predictive functional profiling of microbial communities using 16S rRNA marker gene sequences
journal, August 2013

  • Langille, Morgan G. I.; Zaneveld, Jesse; Caporaso, J. Gregory
  • Nature Biotechnology, Vol. 31, Issue 9
  • DOI: 10.1038/nbt.2676

Absolute quantitation of microbiota abundance in environmental samples
journal, June 2018


Evaluation of methods to estimate production, biomass and turnover of ectomycorrhizal mycelium in forests soils – A review
journal, February 2013


Real-time PCR and microscopy: Are the two methods measuring the same unit of arbuscular mycorrhizal fungal abundance?
journal, May 2008

  • Gamper, Hannes A.; Young, J. Peter W.; Jones, David L.
  • Fungal Genetics and Biology, Vol. 45, Issue 5
  • DOI: 10.1016/j.fgb.2007.09.007

ggplot2
book, January 2016


Soil bacterial quantification approaches coupling with relative abundances reflecting the changes of taxa
journal, July 2017


Predicting relatedness of bacterial genomes using the chaperonin-60 universal target (cpn60 UT): Application to Thermoanaerobacter species
journal, May 2011

  • Verbeke, Tobin J.; Sparling, Richard; Hill, Janet E.
  • Systematic and Applied Microbiology, Vol. 34, Issue 3
  • DOI: 10.1016/j.syapm.2010.11.019

Persistence of Bacillus thuringiensis subsp. kurstaki in Urban Environments following Spraying
journal, September 2011

  • Van Cuyk, Sheila; Deshpande, Alina; Hollander, Attelia
  • Applied and Environmental Microbiology, Vol. 77, Issue 22
  • DOI: 10.1128/aem.05207-11

Impact of reducing and oxidizing agents on the infectivity of Qβ phage and the overall structure of its capsid
journal, July 2016

  • Loison, Pauline; Majou, Didier; Gelhaye, Eric
  • FEMS Microbiology Ecology, Vol. 92, Issue 11
  • DOI: 10.1093/femsec/fiw153

Cultivating fungal research
journal, April 2020


Best practices for analysing microbiomes
journal, May 2018


Experimental evolution of a fungal pathogen into a gut symbiont
journal, November 2018

  • Tso, Gloria Hoi Wan; Reales-Calderon, Jose Antonio; Tan, Alrina Shin Min
  • Science, Vol. 362, Issue 6414
  • DOI: 10.1126/science.aat0537

Embracing the unknown: disentangling the complexities of the soil microbiome
journal, August 2017


New primers to amplify the fungal ITS2 region - evaluation by 454-sequencing of artificial and natural communities
journal, July 2012


Ribosomal Database Project: data and tools for high throughput rRNA analysis
journal, November 2013

  • Cole, James R.; Wang, Qiong; Fish, Jordan A.
  • Nucleic Acids Research, Vol. 42, Issue D1
  • DOI: 10.1093/nar/gkt1244

Examining the global distribution of dominant archaeal populations in soil
journal, November 2010

  • Bates, Scott T.; Berg-Lyons, Donna; Caporaso, J. Gregory
  • The ISME Journal, Vol. 5, Issue 5
  • DOI: 10.1038/ismej.2010.171

Understanding Bias in Microbial Community Analysis Techniques due to rrn Operon Copy Number Heterogeneity
journal, April 2003

  • Crosby, Laurel D.; Criddle, Craig S.
  • BioTechniques, Vol. 34, Issue 4
  • DOI: 10.2144/03344rr01

Use of 16S rRNA and rpoB Genes as Molecular Markers for Microbial Ecology Studies
journal, October 2006

  • Case, R. J.; Boucher, Y.; Dahllof, I.
  • Applied and Environmental Microbiology, Vol. 73, Issue 1
  • DOI: 10.1128/AEM.01177-06

Machine learning to predict microbial community functions: An analysis of dissolved organic carbon from litter decomposition
journal, July 2019


Search and clustering orders of magnitude faster than BLAST
journal, August 2010


phyloseq: An R Package for Reproducible Interactive Analysis and Graphics of Microbiome Census Data
journal, April 2013


Quantitative analysis of the microbial metabolome by isotope dilution mass spectrometry using uniformly 13C-labeled cell extracts as internal standards
journal, January 2005

  • Wu, Liang; Mashego, Mlawule R.; van Dam, Jan C.
  • Analytical Biochemistry, Vol. 336, Issue 2
  • DOI: 10.1016/j.ab.2004.09.001

The structure and function of the global citrus rhizosphere microbiome
journal, November 2018


Fungal networks shape dynamics of bacterial dispersal and community assembly in cheese rind microbiomes
journal, January 2018


Tracking Replicate Divergence in Microbial Community Composition and Function in Experimental Microcosms
journal, April 2019

  • Johansen, Renee; Albright, Michaeline; Gallegos-Graves, La Verne
  • Microbial Ecology, Vol. 78, Issue 4
  • DOI: 10.1007/s00248-019-01368-w

Biodiversity at multiple trophic levels is needed for ecosystem multifunctionality
journal, August 2016

  • Soliveres, Santiago; van der Plas, Fons; Manning, Peter
  • Nature, Vol. 536, Issue 7617
  • DOI: 10.1038/nature19092

Soil bacterial networks are less stable under drought than fungal networks
journal, August 2018


Estimation of fungal biomass in forest litter and soil
journal, February 2013


Soil biodiversity and soil community composition determine ecosystem multifunctionality
journal, March 2014

  • Wagg, C.; Bender, S. F.; Widmer, F.
  • Proceedings of the National Academy of Sciences, Vol. 111, Issue 14
  • DOI: 10.1073/pnas.1320054111

Nuclear and Genome Dynamics in Multinucleate Ascomycete Fungi
journal, September 2011


MetaNN: accurate classification of host phenotypes from metagenomic data using neural networks
journal, June 2019


Normalization of RNA-seq data using factor analysis of control genes or samples
journal, August 2014

  • Risso, Davide; Ngai, John; Speed, Terence P.
  • Nature Biotechnology, Vol. 32, Issue 9
  • DOI: 10.1038/nbt.2931

Using network analysis to explore co-occurrence patterns in soil microbial communities
journal, September 2011

  • Barberán, Albert; Bates, Scott T.; Casamayor, Emilio O.
  • The ISME Journal, Vol. 6, Issue 2
  • DOI: 10.1038/ismej.2011.119

Soil Fungal:Bacterial Ratios Are Linked to Altered Carbon Cycling
journal, August 2016

  • Malik, Ashish A.; Chowdhury, Somak; Schlager, Veronika
  • Frontiers in Microbiology, Vol. 7
  • DOI: 10.3389/fmicb.2016.01247

Assessment of Soil Microbial Community Structure by Use of Taxon-Specific Quantitative PCR Assays
journal, July 2005


Contributions of the microbial community to algal biomass and biofuel productivity in a wastewater treatment lagoon system
journal, May 2019


Structure and function of the global topsoil microbiome
journal, August 2018


Changes in soil fungal:bacterial biomass ratios following reductions in the intensity of management of an upland grassland
journal, May 1996

  • Bardgett, Richard D.; Hobbs, Philip J.; Frosteg�rd, �sa
  • Biology and Fertility of Soils, Vol. 22, Issue 3
  • DOI: 10.1007/BF00382522

Basic local alignment search tool
journal, October 1990

  • Altschul, Stephen F.; Gish, Warren; Miller, Webb
  • Journal of Molecular Biology, Vol. 215, Issue 3, p. 403-410
  • DOI: 10.1016/S0022-2836(05)80360-2

A comparison of the ability of PLFA and 16S rRNA gene metabarcoding to resolve soil community change and predict ecosystem functions
journal, February 2018


Nuclear ribosomal internal transcribed spacer (ITS) region as a universal DNA barcode marker for Fungi
journal, March 2012

  • Schoch, C. L.; Seifert, K. A.; Huhndorf, S.
  • Proceedings of the National Academy of Sciences, Vol. 109, Issue 16
  • DOI: 10.1073/pnas.1117018109

Dimensions of biodiversity in the Earth mycobiome
journal, June 2016

  • Peay, Kabir G.; Kennedy, Peter G.; Talbot, Jennifer M.
  • Nature Reviews Microbiology, Vol. 14, Issue 7
  • DOI: 10.1038/nrmicro.2016.59

Rapid genetic identification and mapping of enzymatically amplified ribosomal DNA from several Cryptococcus species.
journal, August 1990


Evolutionary and Ecological Consequences of Gut Microbial Communities
journal, November 2019


High-resolution mycobiota analysis reveals dynamic intestinal translocation preceding invasive candidiasis
journal, January 2020


Flow cytometric sorting of the filamentous fungus Trichoderma reesei for improved strains
journal, December 2010


Absolute quantification of microbial taxon abundances
journal, September 2016

  • Props, Ruben; Kerckhof, Frederiek-Maarten; Rubbens, Peter
  • The ISME Journal, Vol. 11, Issue 2
  • DOI: 10.1038/ismej.2016.117

Ecological Linkages Between Aboveground and Belowground Biota
journal, June 2004


Microbial diversity drives multifunctionality in terrestrial ecosystems
journal, January 2016

  • Delgado-Baquerizo, Manuel; Maestre, Fernando T.; Reich, Peter B.
  • Nature Communications, Vol. 7, Issue 1
  • DOI: 10.1038/ncomms10541

Who lives in a fungus? The diversity, origins and functions of fungal endobacteria living in Mucoromycota
journal, April 2017


The global soil community and its influence on biogeochemistry
journal, August 2019