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Article
Volatile gas production by methyl halide transferase: an in situ reporter of microbial gene expression in soil Hsiao-Ying Cheng, Caroline A. Masiello, George N. Bennett, and Jonathan J. Silberg Environ. Sci. Technol., Just Accepted Manuscript • DOI: 10.1021/acs.est.6b01415 • Publication Date (Web): 14 Jul 2016 Downloaded from http://pubs.acs.org on July 18, 2016
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Volatile gas production by methyl halide transferase: an in situ
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reporter of microbial gene expression in soil
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Hsiao-Ying Cheng1, Caroline A. Masiello2,3, George N. Bennett3,4, and Jonathan J.
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Silberg1, 3, *
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Author affiliations: 1. Department of Bioengineering, Rice University, 6100 Main Street, MS 142, Houston, TX 77005 2. Department of Earth Science, Rice University, 6100 Main Street, MS 126, Houston, TX 77005 3. Department of Biosciences, Rice University, 6100 Main Street, MS 140, Houston, TX 77005 4. Department of Chemical and Biomolecular Engineering, 6100 Main Street, MS 362, Houston, TX 77005
*Address correspondence to: Dr. Jonathan Silberg 6100 Main Street, Houston, TX 77005 Phone: 713-348-3849; Fax: 713-348-5154 Email:
[email protected] 33 34 35
Keywords: conjugation, dynamics, gene expression, horizontal gene transfer, methyl
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halide transferase, reporter, soil, synthetic biology, water holding capacity.
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ABSTRACT
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Traditional visual reporters of gene expression have only very limited use in soils
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because their outputs are challenging to detect through the soil matrix. This severely
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restricts our ability to study time-dependent microbial gene expression in one of the
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Earth’s largest, most complex habitats. Here we describe an approach to report on
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dynamic gene expression within a microbial population in a soil under natural water
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levels (at and below water holding capacity) via production of methyl halides using a
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methyl halide transferase. As a proof-of-concept application, we couple the expression
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of this gas reporter to the conjugative transfer of a bacterial plasmid in a soil matrix and
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show that gas released from the matrix displays a strong correlation with the number of
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transconjugant bacteria that formed. Gas reporting of gene expression will make
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possible dynamic studies of natural and engineered microbes within many hard-to-
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image environmental matrices (soils, sediments, sludge, and biomass) at sample scales
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exceeding those used for traditional visual reporting.
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INTRODUCTION
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Cells are routinely programed to report on their behaviors by producing molecular
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outputs that can be visually quantified, such as colored1, fluorescent2 and luminescent
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molecules3. These reporters transformed biology by enabling the real-time tracking of
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dynamic biological processes, such as cell localization and migration4, enzyme
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activation5, macromolecular interactions6, and horizontal gene transfer7.
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Simultaneously, innovations in DNA sequencing8, microchip biotechnologies9, and mass
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spectrometry10 transformed our understanding of complex microbial communities by
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enabling us to catalog what organisms are present in a soil11, including microbes we
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cannot yet cultivate, and the ensemble of RNA, proteins, and metabolites synthesized
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by communities. This explosion of microbiome data has generated many hypotheses
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about the connections between soil microbial behaviors and ecosystem-scale
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phenomena. These hypotheses would be easy to test in a transparent matrix using the
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palette of colored reporter proteins. However, soils and sediments display high
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absorbance at the wavelengths of light required for visual reporting, restricting the
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application of existing gene expression reporters to organisms in specialized
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microcosms that are compatible with imaging or cells extracted from soils12,13.
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We sought to develop a reporting approach that could be used nondisruptively to
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study microbial gene expression in bulk soils under conditions that reflect those
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commonly used for laboratory soil incubations14-16. We hypothesized that methyl halide
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transferases (MHT) could provide real-time, nondestructive reporting of microbial
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processes within hard-to-image matrixes like soils and sediments (Fig. 1a). MHT
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synthesize volatile methyl halides (CH3X) using halide ions (Cl-, Br-, or I-) and S-
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adenosyl methionine, a common cellular metabolite17. The initial discovery and 3
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characterization of an MHT suggested that these enzymes might be well suited as
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microbial reporters in hard-to-image conditions like soils because they synthesize a
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volatile gas that is easy to detect using gas chromatography-mass spectrometry (GC-
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MS)18. Early work showed that MHT are encoded by a single polypeptide and
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demonstrated that these enzymes can be produced in a functional form in non-native
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bacteria like Escherichia coli18,19. Since the detection of MHT in algae, fungi, and
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plants20, a range of organisms and soils have been found to encode MHT and produce
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this volatile metabolite21-25. While CH3X are produced by soil microbes and plants18-25,
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these gases are expected to be present at very low levels in autoclaved soils. For this
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reason, we hypothesized that microbes introduced into autoclaved soils could be
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programmed using synthetic biology26-28 to report on promoters whose activities change
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dynamically with time and soil conditions.
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Here we describe how an MHT-expressing E. coli can be used to report on gene
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expression in a microbe within a moist soil under a range of growth conditions in a lab
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setting. In proof-of-concept experiments, we used this gas reporting approach to
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monitor E. coli conjugation within an agricultural soil and examined how hydration
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affects horizontal gene transfer. These experiments demonstrate that gas reporting can
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be used to non-disruptively monitor a dynamic microbial behavior within natural soil
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conditions.
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METHODS
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Materials. Enzymes for DNA manipulation were from New England Biolabs and
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ThermoFisher, synthetic oligonucleotides and genes were from Integrated DNA
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Technologies and nucleotides for PCR were from Roche. Bacterial growth medium
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components were molecular biology grade and from Sigma-Aldrich and Amresco.
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Antibiotics were from Research Products International. Kits for DNA and plasmid
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purification were from Zymo Research and Qiagen, respectively.
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Bacterial Growth Medium. Lysogeny Broth (LB) and LB-agar plates containing the
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indicated levels of antibiotics were used to amplify strains and plasmids. M63 medium, a
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defined growth medium with low osmolarity that lacks halide ions, was used in cultures
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studying cellular gas production. To create M63 medium for studying the effects of
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halide salt concentration on gas production, we diluted a M63 salt stock (5x), 1 M
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MgSO4 (1000x), 20% glucose (100x), 0.5% thiamine (10,000x), 20% casamino acids
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(200x), and 4M sodium halide ions (varying dilutions) into autoclaved water. The M63
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salt stock (75 mM ammonium sulfate, 0.5 M potassium phosphate monobasic, and 10
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µM ferrous sulfate) was adjusted to pH 729. All soil measurements were performed by
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hydrating soil to the indicated levels using 1x M63 medium containing 100 mM NaBr.
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Plasmids. All PCR amplicons used for vector assembly were synthesized using
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Phusion® High-Fidelity DNA polymerase and a BIO-RAD T100 Thermocycler, while
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Vent® DNA Polymerase was used for screening. A previously described KmR sender
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plasmid30 was PCR amplified to create a linear vector that contains: (i) the Aequeora
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victoria green fluorescent protein (GFP) gene, encoded by part number BBa_E0040
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from the International Genetically Engineered Machine (iGEM) Foundation’s registry of
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standard biological parts, under control of the lasR promoter (PlasR), and (ii) the
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Pseudomonas aeruginosa LasR gene under control of a constitutive promoter. The
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resulting amplicon was used in a Golden Gate assembly31 reaction with a commercially
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synthesized Batis maritima MHT gene to create a plasmid (pHC.plas:MHT:GFP) having
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a bicistronic message encoding MHT and GFP (see Supporting Information for
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sequence). For this and all other Golden Gate assembly reactions, we mixed the DNA
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being assembled with BsaI and T4 DNA ligase, and subjected the reaction to 25 cycles
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of digestion (37°C) and ligation (16°C) to ensure high assembly efficiency. The product
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of the Golden Gate reaction was transformed into E. coli XL1-Blue (Stratagene),
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colonies were plated on LB-agar containing kanamycin, and plates were incubated
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overnight at 37°C. Individual colonies were used to inoculate LB cultures, cultures were
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growth overnight, and pHC.plas:MHT:GFP was obtained by purifying plasmid using a
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QIAGEN MiniPrep Kit. In pHC.plas:MHT:GFP, MHT and GFP translation initiation are
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regulated by strong RBSs, BBa_B0034 and BBa_B0030 (from the iGEM registry), and
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their transcription is regulated by LasR, a transcriptional regulator that induces
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expression from the PlasR when it binds to N-(3-oxodecanoyl)-L-homoserine lactone, an
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acylhomoserine lactone (AHL)32.
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A conjugative plasmid (pF-mht) was created by modifying the F-plasmid from E.
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coli XL1-Blue using the Datsenko-Wanner method33 so that it lacks the tetracycline-
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efflux pump (TetA) and contains a kanamycin-resistance cassette (KmR) and a MHT-
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mCherry fusion protein. In pF-mht, MHT-mCherry was placed under control of a TetR-
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repressible promoter (Ptet), so that expression is repressed by TetR but constitutive in
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the absence of TetR. To create this plasmid, we PCR amplified separate DNA encoding
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KmR, Ptet, BCD2 RBS34, and a MHT-mCherry gene fusion. Golden Gate was then used
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to assemble these amplicons into a single linear DNA encoding a fusion of these
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components. This DNA was designed to contain an additional 40 base pairs of
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sequence at each end that is homologous to the regions of the F-plasmid that encode
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the C-terminus of TetR and C-terminus of TetA. The linear DNA was electroporated into
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E. coli XL1-Blue that contained pKD46, a plasmid that encodes the recombinase
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RepA10133, and expression of RepA101 was induced with 0.2% arabinose to facilitate
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recombination. Cells were grown on LB-agar plates containing 25 µg/mL of kanamycin
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to obtain single colonies, and these colonies were then screened for: (i) sensitivity to 5
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µg/mL tetracycline which arises from disruption of TetA, (ii) production of red
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fluorescence arising from mCherry expression, and (iii) constitutive production of CH3Br.
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E. coli XL1 Blue does not express TetR, so cells harboring the desired pF-mht
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constitutively produce mCherry, MHT, and CH3Br. All plasmids were verified by
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commercial DNA sequencing (Lone Star Labs)35.
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Bacterial strains. E. coli XL1-Blue was used for molecular biology to construct and
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amplify plasmids, and E. coli MG1655 was used as a control for all measurements
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analyzing methyl halide production by cells lacking an MHT. An MHT-expressing E. coli
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strain (MG1655-mht) was built using Clonetegration36, a one-step cloning and
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chromosomal integration method. This was achieved by using Golden Gate to assemble
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two amplicons generated by PCR, one encoding the B. maritima MHT gene and the
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other encoding a previously described promoter-RBS fusion (P14:BCD2)34, cloning the
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assembled DNA into the plasmid pOSIP-KO36 using Gibson Assembly37, transforming
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the resulting plasmid (named pOSIP-KO-mht) into E. coli MG1655 using heat-shock,
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and selecting for transformants on LB-agar plates containing 25 µg/mL of kanamycin. A
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colony obtained from this selection, which had the DNA integrated into phage 186 attB
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site within the chromosome, was transformed with the plasmid pE-FLP to remove the
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KmR cassette. Chromosomal integration and KmR removal was verified by colony PCR
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as previously described36.
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An E. coli MHT-donor strain (MG1655-tetR) was created by chromosomally
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integrating a spectinomycin resistant cassette (SpecR), the gene encoding tetracycline
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repressor (TetR) and the gene encoding lac repressor (lacI) into the λ attachment site of
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E. coli MG1655 using the λ recombination system38. An integration plasmid, pZS4Int-
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lacI/tetR, from the pZ Expression System manufactured by Expressys, which
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constitutively expresses TetR, was PCR amplified to introduce a second AvrII restriction
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site adjacent to the pSC101 origin. The resulting plasmid was digested with AvrII to
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remove the pSC101 origin, the remaining DNA fragment was circularized using T4 DNA
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ligase, and this circular DNA (pZS4Int-lacI/tetR-AvrII) was transformed into MG1655
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harboring the integrase-expressing plasmid pLDR838 using heat-shock. The resulting
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cells were plated on LB-agar plates containing 50 µg/mL spectinomycin to select for
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cells that contain the TetR gene integrated into the λ attachment site. Integration was
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verified by PCR amplifying the TetR gene and visualizing the presence of TetR
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amplicon using an agarose gel.
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An E. coli recipient strain (MG1655-chl) was generated by chromosomally
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integrating a chloramphenicol-resistant cassette (CmR) cassette into the phage 186 attB
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site in E. coli MG1655 using Clonetegration36. This was achieved by PCR amplifying a
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chloramphenicol-resistance cassette (CmR), digesting the product of this reaction and
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pOSIP-KO using BamHI and SpeI, ligating the resulting DNA using T4 DNA Ligase,
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transforming the resulting plasmid (named pOSIP-KO-Cm) into MG1655 using heat
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shock, and plating the cells on LB-agar containing 25 µg/mL kanamycin and 25 µg/mL
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chloramphenicol. Colonies obtained from this selection were transformed with pE-FLP
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to remove KmR, and integration of the CmR at the 186 attB site was verified using colony
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PCR36.
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An E. coli transconjugant strain (MG1655-Tc) was generated by mating MG1655-
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tetR and MG1655-chl. MG1655-tetR (105 colony forming units, cfu) transformed with pF-
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mht was incubated with MG1655-chl (107 cfu) in LB medium (20 µL) for 4 hours at 37°C
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without shaking, and plated on LB-agar containing kanamycin (25 µg/mL) and
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chloramphenicol (17 µg/mL). After overnight growth at 37°C, colonies were visually
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inspected to assess mCherry expression, and twenty colonies appearing red were used
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to inoculate 1 mL M63 medium containing 100 mM NaBr, 25 µg/mL kanamycin and 17
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µg/mL chloramphenicol. After 24 hours of growth in 2 mL gastight vials, CH3Br
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production was analyzed using GC-MS (see Supporting Information Fig. S1) as
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described below. A CmR and KmR transconjugant strain obtained from conjugation in
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liquid culture, which displayed representative gas production, was used for all studies
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comparing donor and transconjugant gas production.
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GC-MS analysis of CH3X production. The analytical system consisted of an Agilent
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7820 gas chromatography (GC) with DB-VRX capillary column (30m, 0.15 mm ID, and 1
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µm film) and a 5977E mass spectrometry (MS). Samples were injected into the GC
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using an Agilent 7693A liquid autosampler with either a 100 µL (Agilent G4513-80222)
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or 250 µL gastight syringe (Agilent G4513-60560). The oven temperature was
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programmed to hold at 45°C for 1 minute, followed by an increase to 60°C. The total run
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time was 1 minute and 32 seconds. The 5977E MSD was configured for selected ion
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monitoring mode, specifically to CH3Cl (MW = 50 and 52 for CH335Cl and CH337Cl,
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respectively), CH3Br (MW = 93.9 and 95.9 for CH379Br and CH381Br, respectively), or
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CH3l (MW = 127 and 142 for 127I and CH3127I). The peak area of a sample was
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integrated using Agilent’s MassHunter Workstation quantitative analysis; the major ions
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(CH335Cl, CH379Br, and CH3127I) were used for quantifying peak areas while the minor
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ion was used as a qualifier. Standard curves for CH3Cl and CH3Br were obtain by
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mixing methanol (100 µL) containing serial dilutions of analytical standards provided in
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methanol (Sigma-Aldrich) with M63 medium (900 µL) containing either 100 mM NaCl or
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NaBr. These mixtures were incubated in 2 mL gastight vials for 3 hours at 37°C with
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shaking at 290 rpm to allow gas to equilibrate between the aqueous and gas phases,
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and CH3X levels were measured within a 50 µL sample of the headspace gas. All
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experiments except the conjugation measurements used a 100 µL syringe to inject and
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analyze CH3X levels in 50 µL of headspace gas; the conjugation experiments used a
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250 µL syringe to inject and analyze CH3Br levels in 125 µL of headspace gas. Our
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standard curve for CH3Br revealed that our maximum signal from our longest
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incubations (~10 ppm) was 103 lower than the level used for fumigation in agriculture
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(~104 ppm)39,40 and higher than atmospheric background (~10-5 ppm)41. Our maximum
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CH3Br signal observed in conjugation experiments was also lower than the levels of
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methyl halides (CH3Cl and CH3I) previously found to strongly induce the expression of
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the adaptive response protein (Ada) in E. coli, a microbial response that is caused by
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the deleterious effects of methylation induced by these compounds42.
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For soil experiments using varying amounts of water and soil, we calculated the total
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mass of CH3Br in each vial using the standard curve and Henry’s law for adjusting the
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gas partitioning between liquid and gas phase as previously described43. For this
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calculation, we estimated the total CH3Br mass (W total) as the product of the
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concentration measured in the gas phase (Cgas), the sum of the partition coefficient and
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the ratio of the volume (K + Vgas/Vliquid), and the volume of the liquid phase, i.e., W total =
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Cgas·(K + Vgas/Vliquid) ·Vliquid. The volume of the gas phase was estimated by subtracting
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the volume of the liquid phase and the volume of the soil calculated by dividing soil
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mass to its density (KBS top soil gravel free bulk density is reported as 1.5 g/ml) from
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the total volume of the vial, i.e., Vgas = Vtotal – Vliquid – (W soil/ Dsoil).
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Cell viability. A stationary phase culture of MG1655-mht (1 mL) was washed twice with
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10% glycerol (ACROS, analytical chemistry grade) and resuspended in 10% glycerol to
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an optical density (OD) of 0.05, measured at 600 nm. M63 medium (200 µL) containing
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varying concentrations of halides (0.01 to 1600 mM NaCl, NaBr, or NaI) was arrayed in
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a flat bottom 96-well plate, and each well was inoculated with 2 µL MG1655-mht from
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the resuspended culture, and growth was assessed in unsealed wells. Growth was
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continuously monitored at 37°C for 24 hours while shaking at 216 rpm with 1.5 mm
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amplitude using a TECAN M1000 Pro Microplate Reader by measuring absorbance at
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600 nm every five minutes. These OD values were fit to Equation 1:
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OD = A / {1 + exp[(4µm/A)(λ – t) + 2]}
(Eq 1),
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where t is time, λ represents the growth delay, µm is the maximum growth rate, and A
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represents the asymptote and the maximum OD44. Data shown for each growth
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experiment represents the average of three independent measurements. To examine
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the effect of CH3Br accumulation on cell viability, MG1655-mht and its parental strain
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were also incubated in sealed cuvettes using growth medium containing 10 g/L
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tryptone, 5 g/L yeast extract, and 100 mM sodium bromide. Overnight cultures of E. coli
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MG1655 and MG1655-mht presented no significant differences in cell growth under
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these conditions.
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Liquid culture analysis of CH3X production. Stationary phase MG1655-mht (10 µL)
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that had been washed and resuspended in 10% glycerol was used to inoculate M63
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medium (1 mL) containing varying concentrations of halides (0.01 to 1600 mM NaCl,
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NaBr, or NaI). These halides are required as substrates for the MHT in addition to S-
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adenosyl methionine, a metabolite that is synthesized from methionine and ATP45.
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While methionine can be synthesized by E. coli, it was also provided in the growth
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medium in the form of casamino acids. Each culture was incubated at 37°C in 2 mL
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glass vials that were capped with gastight seals (Phenomenex) while shaking at 290
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rpm. After 24 hours, CH3X levels were analyzed using GC-MS. In the case of
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measurements comparing gas production from different titers of MG1655-mht, we first
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estimated the cell number of the cultures using OD600 measurements, washed cells
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twice with 10% glycerol and diluted cells to the indicated titer using 1 mL M63 medium
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containing 100 mM NaBr. Each sample was placed in a 2 mL vial, crimped, and
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incubated at 37°C. After 1 hour incubations, the headspace gas (125 µL) in each
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sample was measured with the GC-MS. Data shown for each liquid culture experiment
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represents the average of three independent measurements.
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Anaerobic CH3X analysis. MG1655 transformed with pHC.plas:MHT:GFP was grown
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to stationary phase in LB medium containing 50 µg/L kanamycin. This culture was
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washed twice with 10% glycerol, and diluted to an OD600 = 0.05 in M63 medium
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containing 100 mM NaBr and 50 µg/mL kanamycin. Cultures (5 mL) were grown in
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capped Hungate vials (15 mL) containing or lacking 100 nM N-(3-oxodecanoyl)-L-
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homoserine lactone, AHL (Sigma-Aldrich). Anaerobic cultures were generated by
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purging the air with nitrogen gas in the Hungate vials using a vacuum gas manifold.
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After incubating for 24 hours at 37°C while shaking at 250 rpm, CH3Br levels were
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measured by manually injecting headspace gas into the GC-MS. GFP levels were
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measured by uncapping vials, arraying 200 µL of each culture in a flat bottom 96-well
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plate, and analyzing green fluorescence (λex = 488 nm; λem = 509 nm) and optical
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density using a TECAN M1000 microplate reader. The small GFP induction in cells
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derived from anaerobic cultures is attributed to a brief cellular exposure to air ( 0.05). Error bars represent ±1σ
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calculated using 3 replicates.
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Figure 3. Using CH3Br production to report on horizontal gene transfer. (A)
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Scheme illustrating the genetic program used to couple MHT transcription and gas
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production
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chloramphenicol (gray) and plates containing both chloramphenicol and kanamycin
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(blue) after growing mixtures of donor (~105 cfu) and acceptor (~107 cfu) cells in static
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(B) liquid culture, (C) soil hydrated to 100% WHC, and (D) soil hydrated to 50% WHC.
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The number of transconjugants obtained in liquid was significantly greater than that
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obtained in soil at all time points except at 3 hours (two tailed t-test; p < 0.05). (E) The
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conjugation frequency at each time was calculated as the ratio of transconjugants to
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receiver cells measured using cfu from liquid cultures (white), soil hydrated to 100%
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WHC (gray), and soil hydrated to 50% WHC (black). The conjugation frequency in soil
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was significantly lower than in liquid culture at all time points exceeding 5 hours, and the
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conjugation frequency in soil at 50% WHC was significantly lower than soil at 100%
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WHC at the 2, 3, 8, 10, and 24 hour time points (two tailed t-test; p < 0.05). (F)
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Headspace CH3Br measurements prior to cfu analysis is shown for each condition. The
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gas production in soil was significantly lower than that in liquid culture at six time points
to
conjugation.
Soil-extracted
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(2, 3, 4, 6, 8 and 10 hours), and the gas production from soil at 50% WHC was
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significantly lower than 100% WHC after 3 hours (two tailed t-test; p < 0.05). (G) Gas
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production from soil is proportional to the number of extractable transconjugant cfu. A fit
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of the data to the line log(Tc cfu) = 0.65 + 0.88·log(µg CH3Br/hr) yields a R value = 0.94.
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Error bars represent ±1σ calculated using 3 replicates.
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