A microarray for assessing transcription from pelagic marine microbial taxa
The ISME Journal (2014) 8, 1476–1491
& 2014 International Society for Microbial Ecology All rights reserved 1751-7362/14
www.nature.com/ismej
ORIGINAL ARTICLE
A microarray for assessing transcription from
pelagic marine microbial taxa
Irina N Shilova1, Julie C Robidart1, H James Tripp2, Kendra Turk-Kubo1, Boris Wawrik3,
Anton F Post4, Anne W Thompson5, Bess Ward6, James T Hollibaugh7, Andy Millard8,
Martin Ostrowski8, David J Scanlan8, Ryan W Paerl9, Rhona Stuart10 and Jonathan P Zehr1
1
Department of Ocean Sciences, University of California Santa Cruz, Santa Cruz, CA, USA; 2DOE Joint
Genome Institute, Walnut Creek, CA, USA; 3Department of Microbiology and Plant Biology, University of
Oklahoma, Oklahoma, USA; 4Marine Biological Laboratory, Woods Hole, MA, USA; 5Advanced Cytometry
Group, BD Biosciences, Seattle, WA, USA; 6Department of Geosciences, Princeton University, Princeton, NJ,
USA; 7Department of Marine Sciences, University of Georgia, Athens, GA, USA; 8Department of Marine
Microbiology, University of Warwick, Coventry, UK; 9Marine Biology Research Division, University of
California San Diego, San Diego, CA, USA and 10Physical and Life Sciences, Lawrence Livermore National
Laboratory, Livermore, CA, USA
Metagenomic approaches have revealed unprecedented genetic diversity within microbial communities across vast expanses of the world’s oceans. Linking this genetic diversity with key metabolic
and cellular activities of microbial assemblages is a fundamental challenge. Here we report on a
collaborative effort to design MicroTOOLs (Microbiological Targets for Ocean Observing
Laboratories), a high-density oligonucleotide microarray that targets functional genes of diverse
taxa in pelagic and coastal marine microbial communities. MicroTOOLs integrates nucleotide
sequence information from disparate data types: genomes, PCR-amplicons, metagenomes, and
metatranscriptomes. It targets 19 400 unique sequences over 145 different genes that are relevant to
stress responses and microbial metabolism across the three domains of life and viruses.
MicroTOOLs was used in a proof-of-concept experiment that compared the functional responses
of microbial communities following Fe and P enrichments of surface water samples from the North
Pacific Subtropical Gyre. We detected transcription of 68% of the gene targets across major
taxonomic groups, and the pattern of transcription indicated relief from Fe limitation and transition
to N limitation in some taxa. Prochlorococcus (eHLI), Synechococcus (sub-cluster 5.3) and
Alphaproteobacteria SAR11 clade (HIMB59) showed the strongest responses to the Fe enrichment.
In addition, members of uncharacterized lineages also responded. The MicroTOOLs microarray
provides a robust tool for comprehensive characterization of major functional groups of microbes in
the open ocean, and the design can be easily amended for specific environments and research
questions.
The ISME Journal (2014) 8, 1476–1491; doi:10.1038/ismej.2014.1; published online 30 January 2014
Subject Category: Integrated genomics and post-genomics approaches in microbial ecology
Keywords: marine; microbial; microarray; transcription; molecular
Introduction
Marine microbial communities are complex, composed of diverse groups of Bacteria, Archaea, Eukaryotes and viruses. Molecular techniques frequently
used in marine microbial ecology have shown strainspecific differences in genetic capabilities and transcriptional responses among the most abundant
representatives of microbial communities (Fuhrman
et al., 2006; Giovannoni and Vergin, 2012). Clades of
Correspondence: IN Shilova, Department of Ocean Sciences,
University of California Santa Cruz, 1156 High Street, Santa Cruz,
CA 95064, USA.
E-mail:
Received 29 May 2013; revised 16 December 2013; accepted 31
December 2013; published online 30 January 2014
Prochlorococcus in the North Atlantic have more
phosphorus-acquisition strategies than clades in the
North Pacific, as an adaptation to chronic phosphate
limitation (Coleman and Chisholm, 2010). Coastal
clades of Synechococcus have higher number of
regulatory systems and the use for metals than open
ocean clades, the latter being adapted to relatively
constant oligotrophic conditions (Palenik et al.,
2006). To link ocean processes to microbial metabolism and to build better models for predicting
responses to future ocean states (Azam and Malfatti,
2007), in light of this strain-level heterogeneity, new
research tools are needed that assess individual and
microbial community responses.
Microarray technology can complement more commonly used molecular techniques, such as PCR and
MicroTOOLs microarray for marine microbial taxa
IN Shilova et al
1477
next-generation sequencing, to provide cost-effective
high-throughput gene and transcript detection from
several organisms in a single sample. Microarrays
have the advantages of sample replication, standardization and robust interpretations of strain-level variation in functional gene transcriptional patterns and
lend themselves to better comparative quantification
of specific genes and transcripts, especially in rare
organisms.
Phylogenetic and functional microarrays have
been developed and used for identification of
microorganisms and their activity in diverse environments. The most comprehensive microbial functional
microarray to date, the GeoChip 4.0, targets 410 000
sequences represented by 150 genes mainly from
soil microbial communities and reduction–
oxidation processes (He et al., 2007, 2010; Bai
et al., 2013; Zhou et al., 2013). In addition to
contaminated soils, acid mine drainage sites and
Antarctic soils (Yergeau et al., 2007; Mason et al.,
2010; Xie et al., 2011), the GeoChip has been applied
to detect microbial DNA and RNA in the marine
environment (Lu et al., 2012; Wawrik et al., 2012).
Aside from the PhyloChip, which targets 16S rRNA
genes (Brodie et al., 2006), existing microarrays
target a specific genus (Rinta-Kanto et al., 2011), a
particular process (Tiquia et al., 2004; Moisander
et al., 2006, 2007; Ward et al., 2007; Bulow et al.,
2008; Wu et al., 2008; Bouskill et al., 2011; Abell
et al., 2012) or ecosystem (Rich et al., 2008; Smith
et al., 2010; Rich et al., 2011). A comprehensive
microarray that targets functional genes across
diverse pelagic marine microbial communities has
not yet been reported.
Various strategies have been used to overcome the
lack of a priori knowledge of genomic sequences in
target communities, which is a major limitation in
the design of an environmental microarray. The
most common strategy is to search public nucleotide
(nt) sequence databases (such as National Center for
Biotechnology Information (NCBI)) using key words
(Rhee et al., 2004; He et al., 2007; Wu et al., 2008; He
et al., 2010; Smith et al., 2010). The resulting data
sets, however, typically do not resemble the natural
diversity of target genes, a problem that is exacerbated in undersampled environments. A second
common strate (...truncated)