DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

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

Abstract

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 revealedmore » 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.« less

Authors:
 [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
Publication Date:
Research Org.:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Org.:
USDOE Office of Science (SC); National Science Foundation (NSF)
OSTI Identifier:
1559142
Grant/Contract Number:  
AC02-05CH11231
Resource Type:
Accepted Manuscript
Journal Name:
Microbiome
Additional Journal Information:
Journal Volume: 6; Journal Issue: 1; Journal ID: ISSN 2049-2618
Publisher:
BioMed Central
Country of Publication:
United States
Language:
English
Subject:
59 BASIC BIOLOGICAL SCIENCES; DNA; RNA; Indoor microbiome; Surface; Air; Sample storage; RNAStable; Extraction kit

Citation Formats

Gomez-Silvan, Cinta, Leung, Marcus H. Y., Grue, Katherine A., Kaur, Randeep, Tong, Xinzhao, Lee, Patrick K. H., and Andersen, Gary L. A comparison of methods used to unveil the genetic and metabolic pool in the built environment. United States: N. p., 2018. Web. doi:10.1186/s40168-018-0453-0.
Gomez-Silvan, Cinta, Leung, Marcus H. Y., Grue, Katherine A., Kaur, Randeep, Tong, Xinzhao, Lee, Patrick K. H., & Andersen, Gary L. A comparison of methods used to unveil the genetic and metabolic pool in the built environment. United States. https://doi.org/10.1186/s40168-018-0453-0
Gomez-Silvan, Cinta, Leung, Marcus H. Y., Grue, Katherine A., Kaur, Randeep, Tong, Xinzhao, Lee, Patrick K. H., and Andersen, Gary L. Mon . "A comparison of methods used to unveil the genetic and metabolic pool in the built environment". United States. https://doi.org/10.1186/s40168-018-0453-0. https://www.osti.gov/servlets/purl/1559142.
@article{osti_1559142,
title = {A comparison of methods used to unveil the genetic and metabolic pool in the built environment},
author = {Gomez-Silvan, Cinta and Leung, Marcus H. Y. and Grue, Katherine A. and Kaur, Randeep and Tong, Xinzhao and Lee, Patrick K. H. and Andersen, Gary L.},
abstractNote = {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.},
doi = {10.1186/s40168-018-0453-0},
journal = {Microbiome},
number = 1,
volume = 6,
place = {United States},
year = {Mon Apr 16 00:00:00 EDT 2018},
month = {Mon Apr 16 00:00:00 EDT 2018}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record

Citation Metrics:
Cited by: 15 works
Citation information provided by
Web of Science

Figures / Tables:

Fig. 1 Fig. 1: Schematic chart of in vitro workflow organized by sequence of tasks involved in sampling and extraction. Multiple stages of the in vitro sampling and extraction processes (types of swabs, and surfaces, sample storage prior to extraction, extraction method, and nucleic acid preservation) were tested for the optimal methodsmore » in terms of nucleic acid recovery« less

Save / Share:

Works referenced in this record:

Biofilm Formation Enhances Fomite Survival of Streptococcus pneumoniae and Streptococcus pyogenes
journal, December 2013

  • Marks, Laura R.; Reddinger, Ryan M.; Hakansson, Anders P.
  • Infection and Immunity, Vol. 82, Issue 3
  • DOI: 10.1128/IAI.01310-13

Molecular identification of potential pathogens in water and air of a hospital therapy pool
journal, March 2005

  • Angenent, L. T.; Kelley, S. T.; Amand, A. St.
  • Proceedings of the National Academy of Sciences, Vol. 102, Issue 13
  • DOI: 10.1073/pnas.0501235102

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

  • Checinska, Aleksandra; Probst, Alexander J.; Vaishampayan, Parag
  • Microbiome, Vol. 3, Issue 1
  • DOI: 10.1186/s40168-015-0116-3

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

  • Howlett, Susanne E.; Castillo, Hilda S.; Gioeni, Lora J.
  • Forensic Science International: Genetics, Vol. 8, Issue 1
  • DOI: 10.1016/j.fsigen.2013.09.003

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

  • Zhang, Yao; Zhao, Zihao; Dai, Minhan
  • Molecular Ecology, Vol. 23, Issue 9
  • DOI: 10.1111/mec.12739

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

  • Steven, Blaire; Hesse, Cedar; Soghigian, John
  • Applied and Environmental Microbiology, Vol. 83, Issue 11
  • DOI: 10.1128/AEM.00696-17

Optimizing methods and dodging pitfalls in microbiome research
journal, May 2017


Molecular Evidence for Metabolically Active Bacteria in the Atmosphere
journal, May 2016

  • Klein, Ann M.; Bohannan, Brendan J. M.; Jaffe, Daniel A.
  • Frontiers in Microbiology, Vol. 7
  • DOI: 10.3389/fmicb.2016.00772

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

  • Fang, Zhiguo; Gong, Chanjuan; Ouyang, Zhiyun
  • Aerosol and Air Quality Research, Vol. 14, Issue 3
  • DOI: 10.4209/aaqr.2013.04.0109

Evaluating rRNA as an indicator of microbial activity in environmental communities: limitations and uses
journal, July 2013

  • Blazewicz, Steven J.; Barnard, Romain L.; Daly, Rebecca A.
  • The ISME Journal, Vol. 7, Issue 11
  • DOI: 10.1038/ismej.2013.102

Protocols for dry DNA storage and shipment at room temperature
journal, June 2013

  • Ivanova, Natalia V.; Kuzmina, Masha L.
  • Molecular Ecology Resources, Vol. 13, Issue 5
  • DOI: 10.1111/1755-0998.12134

Indoor air bacterial communities in Hong Kong households assemble independently of occupant skin microbiomes: Household air bacteria differ from occupant skin
journal, June 2015

  • Wilkins, David; Leung, Marcus HY; Lee, Patrick KH
  • Environmental Microbiology, Vol. 18, Issue 6
  • DOI: 10.1111/1462-2920.12889

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

  • Hospodsky, D.; Yamamoto, N.; Nazaroff, W. W.
  • Indoor Air, Vol. 25, Issue 6
  • DOI: 10.1111/ina.12172

Sparse and Compositionally Robust Inference of Microbial Ecological Networks
journal, May 2015

  • Kurtz, Zachary D.; Müller, Christian L.; Miraldi, Emily R.
  • PLOS Computational Biology, Vol. 11, Issue 5
  • DOI: 10.1371/journal.pcbi.1004226

UniFrac: an effective distance metric for microbial community comparison
journal, September 2010

  • Lozupone, Catherine; Lladser, Manuel E.; Knights, Dan
  • The ISME Journal, Vol. 5, Issue 2
  • DOI: 10.1038/ismej.2010.133

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

  • Gibbons, Sean M.; Schwartz, Tara; Fouquier, Jennifer
  • Applied and Environmental Microbiology, Vol. 81, Issue 2
  • DOI: 10.1128/AEM.03117-14

Strain-dependent diversity in the Pseudomonas aeruginosa quorum-sensing regulon
journal, September 2012

  • Chugani, S.; Kim, B. S.; Phattarasukol, S.
  • Proceedings of the National Academy of Sciences, Vol. 109, Issue 41
  • DOI: 10.1073/pnas.1214128109

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

  • Leung, M. H. Y.; Tong, X.; Tong, J. C. K.
  • Indoor Air, Vol. 28, Issue 1
  • DOI: 10.1111/ina.12410

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

  • Vaishampayan, Parag; Probst, Alexander J.; La Duc, Myron T.
  • The ISME Journal, Vol. 7, Issue 2
  • DOI: 10.1038/ismej.2012.114

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

  • Quast, Christian; Pruesse, Elmar; Yilmaz, Pelin
  • Nucleic Acids Research, Vol. 41, Issue D1
  • DOI: 10.1093/nar/gks1219

Comparisons of seasonal fungal prevalence in indoor and outdoor air and in house dusts of dwellings in one Northeast American county1
journal, December 1999

  • Ren, Ping; Jankun, Thomas M.; Leaderer, Brian P.
  • Journal of Exposure Science & Environmental Epidemiology, Vol. 9, Issue 6
  • DOI: 10.1038/sj.jea.7500061

Human Occupancy as a Source of Indoor Airborne Bacteria
journal, April 2012


Humans differ in their personal microbial cloud
journal, January 2015

  • Meadow, James F.; Altrichter, Adam E.; Bateman, Ashley C.
  • PeerJ, Vol. 3
  • DOI: 10.7717/peerj.1258

PCR Amplification-Independent Methods for Detection of Microbial Communities by the High-Density Microarray PhyloChip
journal, July 2011

  • DeAngelis, Kristen M.; Wu, Cindy H.; Beller, Harry R.
  • Applied and Environmental Microbiology, Vol. 77, Issue 18
  • DOI: 10.1128/AEM.05262-11

Schrödinger’s microbes: Tools for distinguishing the living from the dead in microbial ecosystems
journal, August 2017

  • Emerson, Joanne B.; Adams, Rachel I.; Román, Clarisse M. Betancourt
  • Microbiome, Vol. 5, Issue 1
  • DOI: 10.1186/s40168-017-0285-3

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

  • Park, H. K.; Han, J. -H.; Joung, Y.
  • Journal of Applied Microbiology, Vol. 116, Issue 3
  • DOI: 10.1111/jam.12416

Evolution of the indoor biome
journal, April 2015

  • Martin, Laura J.; Adams, Rachel I.; Bateman, Ashley
  • Trends in Ecology & Evolution, Vol. 30, Issue 4
  • DOI: 10.1016/j.tree.2015.02.001

Cytoscape: A Software Environment for Integrated Models of Biomolecular Interaction Networks
journal, November 2003


Biodiversity and biogeography of the atmosphere
journal, November 2010

  • Womack, Ann M.; Bohannan, Brendan J. M.; Green, Jessica L.
  • Philosophical Transactions of the Royal Society B: Biological Sciences, Vol. 365, Issue 1558
  • DOI: 10.1098/rstb.2010.0283

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

  • Caporaso, J. Gregory; Kuczynski, Justin; Stombaugh, Jesse
  • Nature Methods, Vol. 7, Issue 5
  • DOI: 10.1038/nmeth.f.303

Culture-Independent Analysis of Aerosol Microbiology in a Metropolitan Subway System
journal, March 2013

  • Robertson, Charles E.; Baumgartner, Laura K.; Harris, J. Kirk
  • Applied and Environmental Microbiology, Vol. 79, Issue 11
  • DOI: 10.1128/AEM.00331-13

Factors Shaping the Human Exposome in the Built Environment: Opportunities for Engineering Control
journal, July 2017

  • Dai, Dongjuan; Prussin, Aaron J.; Marr, Linsey C.
  • Environmental Science & Technology, Vol. 51, Issue 14
  • DOI: 10.1021/acs.est.7b01097

Microbial seed banks: the ecological and evolutionary implications of dormancy
journal, January 2011

  • Lennon, Jay T.; Jones, Stuart E.
  • Nature Reviews Microbiology, Vol. 9, Issue 2
  • DOI: 10.1038/nrmicro2504

Activity of abundant and rare bacteria in a coastal ocean
journal, July 2011

  • Campbell, B. J.; Yu, L.; Heidelberg, J. F.
  • Proceedings of the National Academy of Sciences, Vol. 108, Issue 31
  • DOI: 10.1073/pnas.1101405108

Indoor-Air Microbiome in an Urban Subway Network: Diversity and Dynamics
journal, August 2014

  • Leung, Marcus H. Y.; Wilkins, David; Li, Ellen K. T.
  • Applied and Environmental Microbiology, Vol. 80, Issue 21
  • DOI: 10.1128/AEM.02244-14

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

  • Madsen, Anne Mette; Matthiesen, Christoffer B.; Frederiksen, Margit W.
  • Journal of Environmental Monitoring, Vol. 14, Issue 12
  • DOI: 10.1039/c2em30699a

Bayesian community-wide culture-independent microbial source tracking
journal, July 2011

  • Knights, Dan; Kuczynski, Justin; Charlson, Emily S.
  • Nature Methods, Vol. 8, Issue 9
  • DOI: 10.1038/nmeth.1650

The National Human Activity Pattern Survey (NHAPS): a resource for assessing exposure to environmental pollutants
journal, July 2001

  • Klepeis, Neil E.; Nelson, William C.; Ott, Wayne R.
  • Journal of Exposure Science & Environmental Epidemiology, Vol. 11, Issue 3
  • DOI: 10.1038/sj.jea.7500165

Thermal Injury and Recovery of Bacillus subtilis
journal, January 1972


When stable RNA becomes unstable: the degradation of ribosomes in bacteria and beyond
journal, July 2013

  • Maiväli, Ülo; Paier, Anton; Tenson, Tanel
  • Biological Chemistry, Vol. 394, Issue 7
  • DOI: 10.1515/hsz-2013-0133

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

  • Ballhausen, Max-Bernhard; Hewitt, Rebecca; Rillig, Matthias C.
  • Scientific Reports, Vol. 10, Issue 1
  • DOI: 10.1038/s41598-020-65329-x

An inter-laboratory study to investigate the impact of the bioinformatics component on microbiome analysis using mock communities.
text, January 2021

  • O'Sullivan, Denise M.; Doyle, Ronan M.; Temisak, Sasithon
  • Apollo - University of Cambridge Repository
  • DOI: 10.17863/cam.71609

Reagent and laboratory contamination can critically impact sequence-based microbiome analyses.
text, January 2014

  • Salter, Susannah; Cox, Michael J.; Turek, Elena M.
  • Apollo - University of Cambridge Repository
  • DOI: 10.17863/cam.41109

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

  • Howlett, Susanne E.; Castillo, Hilda S.; Gioeni, Lora J.
  • Forensic Science International: Genetics, Vol. 8, Issue 1
  • DOI: 10.1016/j.fsigen.2013.09.003

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

  • Dai, Dongjuan; Prussin, Aaron J.; Marr, Linsey C.
  • Environmental Science & Technology, Vol. 51, Issue 14
  • DOI: 10.1021/acs.est.7b01097

Evaluating rRNA as an indicator of microbial activity in environmental communities: limitations and uses
journal, July 2013

  • Blazewicz, Steven J.; Barnard, Romain L.; Daly, Rebecca A.
  • The ISME Journal, Vol. 7, Issue 11
  • DOI: 10.1038/ismej.2013.102

Bayesian community-wide culture-independent microbial source tracking
journal, July 2011

  • Knights, Dan; Kuczynski, Justin; Charlson, Emily S.
  • Nature Methods, Vol. 8, Issue 9
  • DOI: 10.1038/nmeth.1650

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


Comparisons of seasonal fungal prevalence in indoor and outdoor air and in house dusts of dwellings in one Northeast American county1
journal, December 1999

  • Ren, Ping; Jankun, Thomas M.; Leaderer, Brian P.
  • Journal of Exposure Science & Environmental Epidemiology, Vol. 9, Issue 6
  • DOI: 10.1038/sj.jea.7500061

The National Human Activity Pattern Survey (NHAPS): a resource for assessing exposure to environmental pollutants
journal, July 2001

  • Klepeis, Neil E.; Nelson, William C.; Ott, Wayne R.
  • Journal of Exposure Science & Environmental Epidemiology, Vol. 11, Issue 3
  • DOI: 10.1038/sj.jea.7500165

Sampling, extraction and measurement of bacteria, endotoxin, fungi and inflammatory potential of settling indoor dust
journal, January 2012

  • Madsen, Anne Mette; Matthiesen, Christoffer B.; Frederiksen, Margit W.
  • Journal of Environmental Monitoring, Vol. 14, Issue 12
  • DOI: 10.1039/c2em30699a

Activity of abundant and rare bacteria in a coastal ocean
journal, July 2011

  • Campbell, B. J.; Yu, L.; Heidelberg, J. F.
  • Proceedings of the National Academy of Sciences, Vol. 108, Issue 31
  • DOI: 10.1073/pnas.1101405108

Strain-dependent diversity in the Pseudomonas aeruginosa quorum-sensing regulon
journal, September 2012

  • Chugani, S.; Kim, B. S.; Phattarasukol, S.
  • Proceedings of the National Academy of Sciences, Vol. 109, Issue 41
  • DOI: 10.1073/pnas.1214128109

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

  • Quast, Christian; Pruesse, Elmar; Yilmaz, Pelin
  • Nucleic Acids Research, Vol. 41, Issue D1
  • DOI: 10.1093/nar/gks1219

Indoor air bacterial communities in Hong Kong households assemble independently of occupant skin microbiomes: Household air bacteria differ from occupant skin
journal, June 2015

  • Wilkins, David; Leung, Marcus HY; Lee, Patrick KH
  • Environmental Microbiology, Vol. 18, Issue 6
  • DOI: 10.1111/1462-2920.12889

Protocols for dry DNA storage and shipment at room temperature
journal, June 2013

  • Ivanova, Natalia V.; Kuzmina, Masha L.
  • Molecular Ecology Resources, Vol. 13, Issue 5
  • DOI: 10.1111/1755-0998.12134

Characterizing airborne fungal and bacterial concentrations and emission rates in six occupied children's classrooms
journal, December 2014

  • Hospodsky, D.; Yamamoto, N.; Nazaroff, W. W.
  • Indoor Air, Vol. 25, Issue 6
  • DOI: 10.1111/ina.12172

Airborne bacterial assemblage in a zero carbon building: A case study
journal, August 2017

  • Leung, M. H. Y.; Tong, X.; Tong, J. C. K.
  • Indoor Air, Vol. 28, Issue 1
  • DOI: 10.1111/ina.12410

Bacterial diversity in the indoor air of pharmaceutical environment
journal, January 2014

  • Park, H. K.; Han, J. -H.; Joung, Y.
  • Journal of Applied Microbiology, Vol. 116, Issue 3
  • DOI: 10.1111/jam.12416

Drivers shaping the diversity and biogeography of total and active bacterial communities in the South China Sea
journal, April 2014

  • Zhang, Yao; Zhao, Zihao; Dai, Minhan
  • Molecular Ecology, Vol. 23, Issue 9
  • DOI: 10.1111/mec.12739

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


Microbiomes of the dust particles collected from the International Space Station and Spacecraft Assembly Facilities
journal, October 2015

  • Checinska, Aleksandra; Probst, Alexander J.; Vaishampayan, Parag
  • Microbiome, Vol. 3, Issue 1
  • DOI: 10.1186/s40168-015-0116-3

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

  • Emerson, Joanne B.; Adams, Rachel I.; Román, Clarisse M. Betancourt
  • Microbiome, Vol. 5, Issue 1
  • DOI: 10.1186/s40168-017-0285-3

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

  • Poretsky, Rachel S.; Gifford, Scott; Rinta-Kanto, Johanna
  • Journal of Visualized Experiments, Issue 0
  • DOI: 10.3791/1086

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

  • Meadow, James F.; Altrichter, Adam E.; Bateman, Ashley C.
  • PeerJ, Vol. 3
  • DOI: 10.7717/peerj.1258

Works referencing / citing this record:

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

  • Horve, Patrick F.; Lloyd, Savanna; Mhuireach, Gwynne A.
  • Journal of Exposure Science & Environmental Epidemiology, Vol. 30, Issue 2
  • DOI: 10.1038/s41370-019-0157-y

RNA-based qPCR as a tool to quantify and to characterize dual-species biofilms
journal, September 2019

  • Magalhães, Andreia Patrícia; França, Ângela; Pereira, Maria Olívia
  • Scientific Reports, Vol. 9, Issue 1
  • DOI: 10.1038/s41598-019-50094-3

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

  • Horve, Patrick F.; Lloyd, Savanna; Mhuireach, Gwynne A.
  • Journal of Exposure Science & Environmental Epidemiology, Vol. 30, Issue 2
  • DOI: 10.1038/s41370-019-0157-y

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


Figures/Tables have been extracted from DOE-funded journal article accepted manuscripts.