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Title: A comparison of methods used to unveil the genetic and metabolic pool in the built environment

Journal Article · · Microbiome
 [1];  [2];  [3];  [4];  [2];  [2];  [1]
  1. Univ. of California, Berkeley, CA (United States). Dept. of Environmental Science, Policy, and Management; Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States). Environmental Genomics and Systems Biology Division
  2. City Univ. of Hong Kong (China)
  3. Univ. of California, Berkeley, CA (United States). Dept. of Environmental Science, Policy, and Management; Univ. of California, San Francisco, CA (United States). Dept. of Physical Therapy and Rehabilitation Science
  4. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States). Environmental Genomics and Systems Biology Division

BACKGROUND:A majority of indoor residential microbes originate from humans, pets, and outdoor air and are not adapted to the built environment (BE). Consequently, a large portion of the microbes identified by DNA-based methods are either dead or metabolically inactive. Although many exceptions have been noted, the ribosomal RNA fraction of the sample is more likely to represent either viable or metabolically active cells. We examined methodological variations in sample processing using a defined, mock BE microbial community to better understand the scope of technique-based vs. biological-based differences in both ribosomal transcript (rRNA) and gene (DNA) sequence community analysis. Based on in vitro tests, a protocol was adopted for the analysis of the genetic and metabolic pool (DNA vs. rRNA) of air and surface microbiomes within a residential setting. RESULTS:We observed differences in DNA/RNA co-extraction efficiency for individual microbes, but overall, a greater recovery of rRNA using FastPrep (> 50%). Samples stored with various preservation methods at - 80°C experienced a rapid decline in nucleic acid recovery starting within the first week, although post-extraction rRNA had no significant degradation when treated with RNAStable. We recommend that co-extraction samples be processed as quickly as possible after collection. The in vivo analysis revealed significant differences in the two components (genetic and metabolic pool) in terms of taxonomy, community structure, and microbial association networks. Rare taxa present in the genetic pool showed higher metabolic potential (RNA:DNA ratio), whereas commonly detected taxa of outdoor origins based on DNA sequencing, especially taxa of the Sphingomonadales order, were present in lower relative abundances in the viable community. CONCLUSIONS:Although methodological variations in sample preparations are high, large differences between the DNA and RNA fractions of the total microbial community demonstrate that direct examination of rRNA isolated from a residential BE microbiome has the potential to identify the more likely viable or active portion of the microbial community. In an environment that has primarily dead and metabolically inactive cells, we suggest that the rRNA fraction of BE samples is capable of providing a more ecologically relevant insight into the factors that drive indoor microbial community dynamics.

Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC); National Science Foundation (NSF)
Grant/Contract Number:
AC02-05CH11231
OSTI ID:
1559142
Journal Information:
Microbiome, Vol. 6, Issue 1; ISSN 2049-2618
Publisher:
BioMed CentralCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 15 works
Citation information provided by
Web of Science

References (124)

Biofilm Formation Enhances Fomite Survival of Streptococcus pneumoniae and Streptococcus pyogenes journal December 2013
Molecular identification of potential pathogens in water and air of a hospital therapy pool journal March 2005
Primer-BLAST: A tool to design target-specific primers for polymerase chain reaction journal June 2012
Origin, dynamics, and implications of extracellular DNA pools in marine sediments journal December 2015
UCHIME2: improved chimera prediction for amplicon sequencing posted_content January 2016
Cleanroom Maintenance Significantly Reduces Abundance but Not Diversity of Indoor Microbiomes journal August 2015
Microbiomes of the dust particles collected from the International Space Station and Spacecraft Assembly Facilities journal October 2015
Passive dust collectors for assessing airborne microbial material journal October 2015
The Diversity and Distribution of Fungi on Residential Surfaces journal November 2013
Evaluation of DNAstable™ for DNA storage at ambient temperature journal January 2014
Fungal and Bacterial Communities in Indoor Dust Follow Different Environmental Determinants journal April 2016
Drivers shaping the diversity and biogeography of total and active bacterial communities in the South China Sea journal April 2014
Comparison of surface sampling methods and cleanability assessment of stainless steel surfaces subjected or not to shot peening journal December 2003
Evaluation of the Biological Sampling Kit (BiSKit) for Large-Area Surface Sampling journal December 2004
Simulated rRNA/DNA Ratios Show Potential To Misclassify Active Populations as Dormant journal March 2017
Optimizing methods and dodging pitfalls in microbiome research journal May 2017
Molecular Evidence for Metabolically Active Bacteria in the Atmosphere journal May 2016
RNA Preservation Agents and Nucleic Acid Extraction Method Bias Perceived Bacterial Community Composition journal March 2015
Characteristic and Concentration Distribution of Culturable Airborne Bacteria in Residential Environments in Beijing, China journal January 2014
Evaluating rRNA as an indicator of microbial activity in environmental communities: limitations and uses journal July 2013
Protocols for dry DNA storage and shipment at room temperature journal June 2013
The roles of the outdoors and occupants in contributing to a potential pan-microbiome of the built environment: a review journal May 2016
Indoor air bacterial communities in Hong Kong households assemble independently of occupant skin microbiomes: Household air bacteria differ from occupant skin journal June 2015
Microbiota fingerprints lose individually identifying features over time journal January 2017
Characterizing airborne fungal and bacterial concentrations and emission rates in six occupied children's classrooms journal December 2014
Sparse and Compositionally Robust Inference of Microbial Ecological Networks journal May 2015
UniFrac: an effective distance metric for microbial community comparison journal September 2010
Reagent and laboratory contamination can critically impact sequence-based microbiome analyses journal November 2014
Characterization of active and total fungal communities in the atmosphere over the Amazon rainforest journal January 2015
Ecological Succession and Viability of Human-Associated Microbiota on Restroom Surfaces journal November 2014
Strain-dependent diversity in the Pseudomonas aeruginosa quorum-sensing regulon journal September 2012
Search and clustering orders of magnitude faster than BLAST journal August 2010
Airborne bacterial assemblage in a zero carbon building: A case study journal August 2017
Ten questions concerning the microbiomes of buildings journal November 2016
UPARSE: highly accurate OTU sequences from microbial amplicon reads journal August 2013
New perspectives on viable microbial communities in low-biomass cleanroom environments journal October 2012
Transmission of viruses via our microbiomes journal December 2016
The SILVA ribosomal RNA gene database project: improved data processing and web-based tools journal November 2012
Comparisons of seasonal fungal prevalence in indoor and outdoor air and in house dusts of dwellings in one Northeast American county1 journal December 1999
Human Occupancy as a Source of Indoor Airborne Bacteria journal April 2012
Humans differ in their personal microbial cloud journal January 2015
PCR Amplification-Independent Methods for Detection of Microbial Communities by the High-Density Microarray PhyloChip journal July 2011
Schrödinger’s microbes: Tools for distinguishing the living from the dead in microbial ecosystems journal August 2017
Microbiota of the indoor environment: a meta-analysis journal October 2015
Quantitative response of nitrifying and denitrifying communities to environmental variables in a full-scale membrane bioreactor journal October 2014
Relic DNA is abundant in soil and obscures estimates of soil microbial diversity journal December 2016
Bacterial diversity in the indoor air of pharmaceutical environment journal January 2014
Evolution of the indoor biome journal April 2015
Cytoscape: A Software Environment for Integrated Models of Biomolecular Interaction Networks journal November 2003
Biodiversity and biogeography of the atmosphere
  • Womack, Ann M.; Bohannan, Brendan J. M.; Green, Jessica L.
  • Philosophical Transactions of the Royal Society B: Biological Sciences, Vol. 365, Issue 1558 https://doi.org/10.1098/rstb.2010.0283
journal November 2010
Temporal Dynamics of Active Prokaryotic Nitrifiers and Archaeal Communities from River to Sea journal April 2015
QIIME allows analysis of high-throughput community sequencing data journal April 2010
Culture-Independent Analysis of Aerosol Microbiology in a Metropolitan Subway System journal March 2013
Factors Shaping the Human Exposome in the Built Environment: Opportunities for Engineering Control journal July 2017
Microbial seed banks: the ecological and evolutionary implications of dormancy journal January 2011
Activity of abundant and rare bacteria in a coastal ocean journal July 2011
Indoor-Air Microbiome in an Urban Subway Network: Diversity and Dynamics journal August 2014
Distinct summer and winter bacterial communities in the active layer of Svalbard permafrost revealed by DNA- and RNA-based analyses journal April 2015
Chamber Bioaerosol Study: Outdoor Air and Human Occupants as Sources of Indoor Airborne Microbes journal May 2015
Solubilzation in formamide protects RNA from degradation journal January 1992
Sampling, extraction and measurement of bacteria, endotoxin, fungi and inflammatory potential of settling indoor dust journal January 2012
Bayesian community-wide culture-independent microbial source tracking journal July 2011
Stenotrophomonas, Mycobacterium, and Streptomyces in home dust and air: associations with moldiness and other home/family characteristics journal March 2013
The National Human Activity Pattern Survey (NHAPS): a resource for assessing exposure to environmental pollutants journal July 2001
Thermal Injury and Recovery of Bacillus subtilis journal January 1972
Precursor Ribosomal Ribonucleic Acid and Ribosome Accumulation In Vivo During the Recovery of Salmonella typhimurium from Thermal Injury1 journal January 1971
When stable RNA becomes unstable: the degradation of ribosomes in bacteria and beyond journal July 2013
ggplot2 book January 2009
Conditionally Rare Taxa Disproportionately Contribute to Temporal Changes in Microbial Diversity journal July 2014
Bacterial colonization and succession in a newly opened hospital journal May 2017
Staphylococcus aureus and Staphylococcus epidermidis strain diversity underlying pediatric atopic dermatitis journal July 2017
Analysis of immune, microbiota and metabolome maturation in infants in a clinical trial of Lactobacillus paracasei CBA L74-fermented formula journal June 2020
Mimicking climate warming effects on Alaskan soil microbial communities via gradual temperature increase journal May 2020
Succession of endophytic fungi and arbuscular mycorrhizal fungi associated with the growth of plant and their correlation with secondary metabolites in the roots of plants journal April 2021
An inter-laboratory study to investigate the impact of the bioinformatics component on microbiome analysis using mock communities. text January 2021
Reagent and laboratory contamination can critically impact sequence-based microbiome analyses. text January 2014
Sparse and compositionally robust inference of microbial ecological networks text January 2014
Quantitative response of nitrifying and denitrifying communities to environmental variables in a full-scale membrane bioreactor journal October 2014
Ten questions concerning the microbiomes of buildings journal November 2016
Evaluation of DNAstable™ for DNA storage at ambient temperature journal January 2014
Origin, dynamics, and implications of extracellular DNA pools in marine sediments journal December 2015
Factors Shaping the Human Exposome in the Built Environment: Opportunities for Engineering Control journal July 2017
Evaluating rRNA as an indicator of microbial activity in environmental communities: limitations and uses journal July 2013
Bayesian community-wide culture-independent microbial source tracking journal July 2011
Niche partitioning of the ubiquitous and ecologically relevant NS5 marine group journal February 2022
Comparative transcriptomic analysis reveals conserved programmes underpinning organogenesis and reproduction in land plants journal July 2021
Infant gut microbiota characteristics generally do not modify effects of lipid-based nutrient supplementation on growth or inflammation: secondary analysis of a randomized controlled trial in Malawi journal September 2020
Comparisons of seasonal fungal prevalence in indoor and outdoor air and in house dusts of dwellings in one Northeast American county1 journal December 1999
The National Human Activity Pattern Survey (NHAPS): a resource for assessing exposure to environmental pollutants journal July 2001
Sampling, extraction and measurement of bacteria, endotoxin, fungi and inflammatory potential of settling indoor dust journal January 2012
Activity of abundant and rare bacteria in a coastal ocean journal July 2011
Strain-dependent diversity in the Pseudomonas aeruginosa quorum-sensing regulon journal September 2012
Search and clustering orders of magnitude faster than BLAST journal August 2010
Solubilzation in formamide protects RNA from degradation journal January 1992
The SILVA ribosomal RNA gene database project: improved data processing and web-based tools journal November 2012
Indoor air bacterial communities in Hong Kong households assemble independently of occupant skin microbiomes: Household air bacteria differ from occupant skin journal June 2015
Protocols for dry DNA storage and shipment at room temperature journal June 2013
Stenotrophomonas, Mycobacterium, and Streptomyces in home dust and air: associations with moldiness and other home/family characteristics journal March 2013
Characterizing airborne fungal and bacterial concentrations and emission rates in six occupied children's classrooms journal December 2014
Airborne bacterial assemblage in a zero carbon building: A case study journal August 2017
Bacterial diversity in the indoor air of pharmaceutical environment journal January 2014
Drivers shaping the diversity and biogeography of total and active bacterial communities in the South China Sea journal April 2014
Magnetic Bead Capture Eliminates PCR Inhibitors in Samples Collected from the Airborne Environment, Permitting Detection of Pneumocystis carinii DNA journal January 2001
Molecular Analysis of Shower Curtain Biofilm Microbes journal July 2004
Thermal Injury and Recovery of Bacillus subtilis journal December 1972
Thermally Induced Intracellular Alteration of Ribosomal Ribonucleic Acid1 journal January 1970
Comparison of Polyurethane Foam to Nylon Flocked Swabs for Collection of Secretions from the Anterior Nares in Performance of a Rapid Influenza Virus Antigen Test in a Pediatric Emergency Department journal January 2010
Microbiomes of the dust particles collected from the International Space Station and Spacecraft Assembly Facilities journal October 2015
The roles of the outdoors and occupants in contributing to a potential pan-microbiome of the built environment: a review journal May 2016
Microbiota fingerprints lose individually identifying features over time journal January 2017
Optimizing methods and dodging pitfalls in microbiome research journal May 2017
Schrödinger’s microbes: Tools for distinguishing the living from the dead in microbial ecosystems journal August 2017
Human Occupancy as a Source of Indoor Airborne Bacteria journal April 2012
The Diversity and Distribution of Fungi on Residential Surfaces journal November 2013
Chamber Bioaerosol Study: Outdoor Air and Human Occupants as Sources of Indoor Airborne Microbes journal May 2015
Cleanroom Maintenance Significantly Reduces Abundance but Not Diversity of Indoor Microbiomes journal August 2015
Fungal and Bacterial Communities in Indoor Dust Follow Different Environmental Determinants journal April 2016
Distinct summer and winter bacterial communities in the active layer of Svalbard permafrost revealed by DNA- and RNA-based analyses journal April 2015
Analyzing Gene Expression from Marine Microbial Communities using Environmental Transcriptomics journal January 2009
Sparse and compositionally robust inference of microbial ecological networks text January 2014
Characterization of active and total fungal communities in the atmosphere over the Amazon rainforest journal January 2015
Humans differ in their personal microbial cloud journal January 2015
Microbiomes of the dust particles collected from the International Space Station and Spacecraft Assembly Facilities collection January 2015
Optimizing methods and dodging pitfalls in microbiome research collection January 2017

Cited By (17)

Building upon current knowledge and techniques of indoor microbiology to construct the next era of theory into microorganisms, health, and the built environment journal July 2019
RNA-based qPCR as a tool to quantify and to characterize dual-species biofilms journal September 2019
Rare Taxa Exhibit Disproportionate Cell-Level Metabolic Activity in Enriched Anaerobic Digestion Microbial Communities journal January 2019
Building upon current knowledge and techniques of indoor microbiology to construct the next era of theory into microorganisms, health, and the built environment journal July 2019
Rare Taxa Exhibit Disproportionate Cell-Level Metabolic Activity in Enriched Anaerobic Digestion Microbial Communities journal January 2019
The environmental risk assessment of cell-processing facilities for cell therapy in a Japanese academic institution journal August 2020
Additional file 1 of RNA-based amplicon sequencing is ineffective in measuring metabolic activity in environmental microbial communities dataset January 2023
Additional file 2 of RNA-based amplicon sequencing is ineffective in measuring metabolic activity in environmental microbial communities dataset January 2023
Additional file 3 of RNA-based amplicon sequencing is ineffective in measuring metabolic activity in environmental microbial communities dataset January 2023
Additional file 4 of RNA-based amplicon sequencing is ineffective in measuring metabolic activity in environmental microbial communities dataset January 2023
Additional file 5 of RNA-based amplicon sequencing is ineffective in measuring metabolic activity in environmental microbial communities dataset January 2023
Additional file 6 of RNA-based amplicon sequencing is ineffective in measuring metabolic activity in environmental microbial communities dataset January 2023
Additional file 7 of RNA-based amplicon sequencing is ineffective in measuring metabolic activity in environmental microbial communities image January 2023
Additional file 9 of RNA-based amplicon sequencing is ineffective in measuring metabolic activity in environmental microbial communities image January 2023
Additional file 10 of RNA-based amplicon sequencing is ineffective in measuring metabolic activity in environmental microbial communities image January 2023
Additional file 11 of RNA-based amplicon sequencing is ineffective in measuring metabolic activity in environmental microbial communities image January 2023
Additional file 12 of RNA-based amplicon sequencing is ineffective in measuring metabolic activity in environmental microbial communities image January 2023


Figures / Tables (6)