Hyun Jung
Kim§
,
Wenbin
Du
and
Rustem F.
Ismagilov
*
Department of Chemistry and Institute for Biophysical Dynamics, The University of Chicago, 929 East 57th Street, Chicago, Illinois 60637
First published on 17th August 2010
Naturally occurring microbes perform a variety of useful functions, with more complex processes requiring multiple functions performed by communities of multiple microbes. Synthetic biology via genetic engineering may be used to achieve desired multiple functions, e.g. multistep chemical and biological transformations, by adding genes to a single organism, but this is sometimes not possible due to incompatible metabolic requirements or not desirable in certain applications, especially in medical or environmental applications. Achieving multiple functions by mixing microbes that have not evolved to function together may not work due to competition of microbes, or lack of interactions among microbes. In nature, microbial communities are commonly spatially structured. Here, we tested whether spatial structure can be used to create a community of microbes that can perform a function they do not perform individually or when simply mixed. We constructed a core–shell fiber with Sphingobium chlorophenolicum, a pentachlorophenol (PCP) degrader, in the core layer and Ralstonia metallidurans, a mercuric ion (Hg(II)) reducer, in the shell layer as a structured community using microfluidic laminar flow techniques. We applied a mixture of PCP and Hg(II) to either a simple well-mixed culture broth (i.e. the unstructured community) or the spatially structured core–shell fibers. We found that without spatial structure, the community was unable to degrade PCP in the presence of Hg(II) because S. chlorophenolicum is sensitive to Hg(II). In contrast, with spatial structure in a core–shell fiber system, S. chlorophenolicum in a core layer was protected by R. metallidurans deposited in a shell layer, and the community was able to completely remove both PCP and Hg(II) from a mixture. The appropriate size of the core–shell fiber was determined by the Damköhler number—the timescale of removal of Hg(II) was on the same order of the timescale of diffusion of Hg(II) through the outer layer when the shell layer was on the order of ∼200 μm. Ultimately, with the ease of a child putting together ‘Legos’ to build a complex structure, using this approach one may be able to put together microorganisms to build communities that perform functions in vitro or even in vivo, e.g. as in a “microbiome on a pill”.
Insight, innovation, integrationInsight: This paper illustrates a biomimetic approach of using spatial structure instead of genetic engineering to create microbial communities performing functions that individual microbes cannot perform, and provides a simple framework for choosing appropriate spatial structure by considering the balance of diffusion and reactions described by the Damköhler number.Innovation: This insight could not have been obtained without the use of microfluidics to create spatially structured microbial communities inside gel fibers on the 100-micrometer scale. Integration: This paper demonstrates two-way integration of biology and technology. Mircofluidic technology is enabling understanding of how the microbial communication is impacted by the spatial structure. Microbial communities found in nature are serving as inspiration for creation of new types of microsystems that perform multiple functions. |
![]() | ||
| Fig. 1 Images from the previous literature18 illustrating the spatial structure of microbial communities involved in environmental remediation in soil and sludges. (a) Scanning electron microphotograph of a thermophilic sludge granule. (b) In situ hybridization of sections from a thermophilic sludge granule shows bacterial species (green) surrounding archaebacterial species (red). (c) A higher magnification of b). Spatial structure is crucial to balance transport and reactions in these granules. Reprinted from Reference 18, with permission from the American Society for Microbiology (© 2009). | ||
Here we tested whether spatial structure can be used to create a biomimetic synthetic community of microbes to perform a function they do not perform individually or when simply mixed. We tested this hypothesis by using a community we designed to remove a mixture of pollutants: pentachlorophenol (PCP) and the heavy metal ion Hg(II). These two contaminants are likely to co-exist at sites where PCP was produced by direct chlorination with chlorine that was obtained by electrolysis using Hg electrodes in a chlor-alkali process.21–25 Heavy metals inhibit the degradation of organic pollutants, making simultaneous degradation difficult.26–28 PCP is one of the most recalcitrant and toxic environmental pollutants,28–31 and the levels of PCP found in soil are as high as 200 mg/kg-soil.32Mercury is highly toxic to bacteria,33 and the levels of mercury found in contaminated soil range from 0.01 to 4.6 mg/kg-soil in US.34 Rather than expressing multiple genes in a single organism to perform multiple functions, we used microfluidics to construct a synthetic functional community where a species that was sensitive to one pollutant was protected by another species. Sphingobium chlorophenolicum (ATCC 53874) is an aerobic, pH-neutral (Fig. S1) PCP degrader33 that is sensitive to mercury and is unable to remove Hg(II) ions (Fig. S2). We protected the mercury-sensitive S. chlorophenolicum by surrounding it with the mercury-reducing Ralstonia metallidurans (ATCC 43123)35,36 that does not decompose PCP (Fig. S3). We used a microfluidic device (Fig. 2) to construct a functional community within a core–shell structure in a Ca-alginate gel fiber, and tested whether spatial structure enables the community to decompose PCP and reduce Hg(II) simultaneously when we applied the complex contaminant mixture in the reaction medium.
![]() | ||
| Fig. 2 The spatially structured synthetic microbial community that performs simultaneous degradation of pentachlorophenol (PCP) and reduction of Hg(II). (a) A schematic of the synthetic community. Sphingobium chlorophenolicum aerobically degrades the PCP molecules in the core fiber. Ralstonia metallidurans reduces mercuric ions, Hg(II), to non-toxic elemental mercury, Hg(0), in the shell. The chemical transformation from PCP to tetrachloro-p-hydroquinone, the key limiting step in PCP degradation, is highlighted. (b) A schematic of the process by which the core–shell fiber system was constructed using a seven-barrel capillary. Cells were first suspended in a sodium alginate solution, then suspensions of S. chlorophenolicum (barrel 1) and suspensions of R. metallidurans (barrels 2–7) were extruded from the capillary into a CaCl2 solution, forming a core–shell fiber system consisting of one core part and six shell parts with cells in a calcium alginate matrix (see Experimental section). (c) An overlay of fluorescent and bright field microphotographs shows the spatial structure of a core–shell fiber system. This core–shell fiber system contained GFP-labeled Escherichia colicells in the shell layer and RFP-labeled E. colicells in the core layer. (d) A schematic of the process to create fibers with seven independently controlled sections. Cells were first suspended in a solution of sodium alginate, then suspensions of RFP-labeled E. coli (barrel 1), Salmonella enterica (barrels 2, 4, and 6), and GFP-expressing Pseudomonas aeruginosa (barrels 3, 5, and 7) were extruded into a calcium alginate matrix (see Experimental section). (e) An overlay of fluorescent and bright field microphotographs shows the spatial structure of a seven-part fiber system. | ||
We hypothesized that a core–shell spatial structure (Fig. 2a), with S. chlorophenolicum in the core and R. metallidurans in the shell, would result in a community that is able to both remove Hg(II) ions and degrade PCP. The S. chlorophenolicum cells in the core would degrade the PCP and be protected from the Hg(II) ions by the R. metalliduranscells in the shell, which would reduce the Hg(II) to Hg(0). To choose the appropriate spatial scale for the core–shell fiber, we analyzed the balance of reaction and transport rates within the community. For spatial structure to affect the kinetics of degradation, the reaction network must meet two requirements: the kinetics of the reactions must be nonlinear38 and the scale of the structure must be appropriate for the reactions.39 A core–shell system for mercuric ion reduction and PCP degradation satisfies both requirements. First, nonlinearity is inherent in this system, because the rate of degradation of PCP strongly depends on the concentration of Hg(II) ions (Fig. S6). Second, the appropriate scale of the spatial structure is defined by the Damköhler number, Da, which relates the time scale of diffusion of Hg(II) ions through the shell layer, tD, to the time scale (∼half life) of reduction of Hg(II) ions by R. metallidurans, tR. Stated simply, the Da analysis predicts that if the shell layer is too thin, the S. chlorophenolicum cells inside the core layer will be insufficiently protected; the Hg(II) ions will diffuse into the core layer faster than the R. metalliduranscells in the shell layer can reduce the Hg(II) to Hg(0). On the other hand, if the shell layer is too thick, the kinetics of the PCP degradation in the core layer will be limited because the amounts of available substrates (and possibly oxygen and nutrients) will be limited by the time of diffusion through the shell layer. For a core–shell system, tD ∼ x2/2D, where x [m] is the thickness of the shell layer and D [m2 s−1] is the diffusion coefficient of the substrate through the shell layer. For the scale of the spatial structure to be appropriate, tD must be on the order of tR. Here, the substrate is Hg(II) ions and their diffusion coefficient through alginate gel is ∼3 × 10−10 m2s−1.40 The time scale of reduction of Hg(II) ions by R. metallidurans was more rapid than the resolution of our measurements; the specific rate was above 0.5 fmol CFU−1 min−1, indicating that under our conditions tR is ∼ one minute or shorter. Thus, for tD to match tR, x must be ∼200 μm. Da analysis of this specific system predicts optimal structure on the scale of a few hundred micrometers, similar to ones observed in nature18 (e.g., as seen in Fig. 1), and similar to the one found experimentally for synthetic spatially structured communities constructed in microfluidic devices.7
![]() | ||
| Fig. 3 A well-mixed synthetic microbial community could not simultaneously degrade PCP and reduce Hg(II), but the same community performed both functions when it was spatially structured. Both communities were exposed to a mixture of PCP (120 μM) and Hg(II) (120 μM). PCP was added at time zero, Hg(II) ions were added at 1.5 h. (a) Concentration of PCP (red circles) and Hg(II) ions (blue triangles) exposed to a well-mixed culture of S. chlorophenolicum and R. metallidurans as a function of time. The mixture did not degrade PCP but reduced Hg(II) ions. After 3 h, the level of Hg(II) was below the detection limit (0.37 μM). The cell density of each species was ∼5 × 108 CFU mL−1. The results of control experiments in the absence of cells are shown with open symbols. (b) Concentration of PCP (red circles) and Hg(II) ions (blue triangles) exposed to core–shell fibers made of S. chlorophenolicum in the core and R. metallidurans in the shell as a function of time. Symbols are the same as in (a). The structured community simultaneously degraded PCP and reduced Hg(II). After 7 h, the level of Hg(II) was below the detection limit. In the fiber, the cell density of S. chlorophenolicum was ∼5 × 108 CFU mL−1, the cell density of R. metallidurans was ∼8.3×107 CFU mL−1. In both (a) and (b), the error bars indicate standard errors (n = 2). | ||
![]() | ||
| Fig. 4 R. metallidurans cells neither degrade PCP (black diamonds) nor interfere with PCP degradation (red circles). Degradation of PCP was confirmed in both the pure culture of S. chlorophenolicum species (black triangles) and the well-mixed co-culture of R. metallidurans and S. chlorophenolicum species (red circles). In this experimental setup, no Hg(II) ions were added. The initial cell density of each species was adjusted to be ∼108CFU mL−1. Error bars indicate standard errors (n = 2). | ||
We constructed an appropriately scaled core–shell fiber system containing cells suspended in calcium alginate gel (2% w/v, final concentration of sodium alginate solution) using previously described microfluidic laminar flow technologies41,42 (see Fig. 2, Fig. S7, and Experimental section). Using the seven-barrel capillary system, fibers with seven independently controlled sections could be constructed (Fig. 2d and e). In preliminary experiments, we found that the degradation of PCP was not dependent on the presence of alginate. Agarose fibers also enabled degradation of PCP, at a slightly higher rate than Ca-alginate fibers, but we chose Ca-alginate fibers because alginate was easier to use and handle. Fibers contained S. chlorophenolicum cells in the core layer (163 μm diameter, RSD 2.3%, n = 11, measured at different positions along the same fiber) and R. metalliduranscells in the shell layer (379 μm outer diameter, RSD 1.5%, n = 11, measured at different positions along the same fiber). When we constructed the core–shell fiber system, the core layer was extruded out via one capillary and the shell layer was extruded out via six capillaries in a device (Fig. 2b and e). Accordingly, the cell densities of the two species were adjusted to keep the total number of cells of each species the same in the fiber: the cell density of S. chlorophenolicum in the core was ∼ 5 × 108 CFU mL−1; the cell density of R. metallidurans in the shell was 1/6 of ∼5 × 108 CFU mL−1, or ∼8.3 × 107 CFU mL−1. We found that this spatially structured community rapidly degraded PCP even in the presence of Hg(II) ions (Fig. 3b). The rate of PCP degradation by the core–shell fiber system was slower than that by S. chlorophenolicum in liquid culture (Fig. 3bvs. Fig. S2). This was presumably due to limited mass transport of PCP and, potentially, nutrients and oxygen, into the interior of the fiber, although we did not attempt to distinguish these potential reasons. Nevertheless, the core–shell fiber system was able to degrade nearly all the PCP present over 24 h (Fig. 3b). Furthermore, as a control experiment, we prepared fibers with a spatial organization of R. metallidurans in the core layer and S. chlorophenolicum in the shell layer, and observed a significantly decreased capacity for PCP degradation (Fig. 5). When S. chlorophenolicum cells were constrained in the core layer and R. metalliduranscells were deposited in the shell layer (black triangles; ‘original’), these fibers completely degraded all of the PCP in the presence of Hg(II) ions. In contrast, when R. metalliduranscells were constrained in the core layer and S. chlorophenolicum cells were constrained in the shell layer (red inverted triangles; ‘inverted’), these fibers degraded only ∼50% of the PCP in the presence of Hg(II) ions. Therefore, the specific spatial organization of the two bacterial species within the core–shell fiber system is required for successful degradation of the PCP and Hg(II) mixture.
![]() | ||
| Fig. 5 Different spatial organizations affect the efficiency of the functions in a synthetic bacterial community. The experimental setup ‘original’ indicates a spatially structured fiber containing S. chlorophenolicum cells in the core layer and R. metalliduranscells in the shell layer (black triangles); in contrast, ‘inverted’ represents a structured fiber constraining R. metalliduranscells in the core layer and S. chlorophenolicum cells in the shell layer (red inverted triangles). In this experiment, initial concentration of Hg(II) was adjusted at 100 μM in PM media from HgCl2 stock solution (10 mM). The final cell density of the species constrained in a core layer was ∼5 × 108 CFU mL−1, whereas the initial cell density of the species constrained in a shell layer was ∼8.33 × 107 CFU mL−1 at 0 h. Error bars indicate standard errors (n = 2). | ||
This approach provides an alternative to genetic engineering to carry out multiple biological functions. Structured microbial communities of non-modified strains can be used in situations where genetically modified organisms are undesirable, such as in environmental remediation, medicine, and agriculture. If the use of genetically modified organisms is not problematic, genetic engineering can be combined with spatial structure; for example, structured communities of modified organisms can be used within bioreactors to maximize reaction yields. Pre-structuring a microbial community may also be beneficial when a synthetic system needs to be constructed rapidly, especially with strains not currently amendable to rapid engineering. It may also be attractive in cases when the system can be optimized by varying the spatial structure rather than re-engineering of strains (e.g. to vary the reaction rates or the strength of coupling among reactions). This approach of pre-structuring microbial communities is applicable to any set of functions where diffusible molecules are exchanged among microorganisms, such as signaling molecules or intermediates of reactions. This microfluidic-based approach for creating synthetic microbial communities may improve synthesis, degradation, modification, and regulation of compounds such as small molecules, biopolymers, and supramolecular assemblies. In the context of human and animal health, it provides an intriguing opportunity to create a “microbiome on a pill” that functions beyond conventional probiotic approaches. Chemical, biological, and technical intuition, coupled with research on natural communities that explores the functions and interactions of their microbial constituents2,5,20,49–54 will provide this approach with guidance and inspiration.
For the seed culture of S. chlorophenolicum cells, a pentachlorophenol (PCP; 98% purity, Aldrich) stock solution was prepared by dissolving PCP in 1 M sodium hydroxide solution at 100 mM (final concentration), then diluted in PM media to 10 mM (final concentration). The 10 mM stock solution of PCP in PM media was then added to the seed culture broth of S. chlorophenolicum cells at 50 μM (final concentration) in order to induce the PCP degradation pathway. After S. chlorophenolicum cells were exponentially grown in the presence of PCP in PM media, the cell suspension was mixed with a sterilized glycerol stock solution (40%, v/v) at a 1
:
1 volume ratio, then stored in a −70 °C deep freezer.
For the seed culture of R. metalliduranscells, a mercury(II) chloride (HgCl2; 99.5% purity, Acros Organics) stock solution was prepared by dissolving HgCl2 in D.I. water at 100 mM (final concentration), then diluted in PM media to 10 mM (final concentration). The 10 mM stock solution of HgCl2 in PM media was then added to the seed culture of R. metalliduranscells at 50 μM (final concentration) in order to induce the production of mercury reductases. R. metallidurans was subcultured every 3 days on fresh agar media comprised of sterilized Difco tryptic soy agar (TSA; 40 g L−1; BD Company) media and mercuric ions (Hg(II); 100 μM, final concentration), then preserved at 4 °C.
The density of S. chlorophenolicum and R. metalliduranscells was estimated by measuring the optical density using a spectrophotometer (8453 UV-Visible Spectrophotometer, Agilent Technologies) at 600 nm. For growth profiling of both S. chlorophenolicum and R. metalliduranscells, cells were individually cultured in a sterile 96-well plate (Costar, Corning Incorporated) using different conditions of medium. The optical density of the culture broth was intermittently measured at 600 nm by using a microplate reader (POLARstar Omega, BMG Labtech).
In Fig. 2c, the fluorescence-labeled bacterial strains used were (i) green fluorescent protein (GFP)-labeled Escherichia coli containing PUCP24/EGFP plasmids in E. coli K12 YMel-1 host and (ii) red fluorescent protein (RFP)-labeled E. coli containing DsRed encoding plasmids in E. coliDH10B host. The GFP-labeled E. coli was constructed in our laboratory. The RFP-labeled E. coli strain was provided by Professor Benjamin Glick of the University of Chicago. GFP-labeled E. coli was cultured in sterilized tryptic soy broth (TSB, BD Company) media containing 100 mg L−1kanamycin and 20 mg L−1gentamicin. RFP-labeled E. coli was cultured in sterilized TSB media containing 100 mg L−1ampicillin. After both strains were suspended in a sterilized sodium chloride solution (0.9%, w/v), the numbers of fluorescent cells of each strain were diluted to be similar using an epi-fluorescence microscope (IRE2, Leica).
In Fig. 2e, the fluorescence-labeled bacterial strains used were (i) red fluorescent protein (RFP)-labeled E. coli containing DsRed encoding plasmids in E. coliDH10B host, provided by Professor Benjamin Glick of the University of Chicago. (ii) Salmonella enterica (ATCC 14028), purchased from the American Type Culture Collection (ATCC), (iii) Pseudomonas aeruginosa containing the plasmid pMHLB, which encodes the lasB reporter PlasB-gfp(ASV), which causes the cell to express GFP at high cell density. This strain was generously provided by Professor Soren Molin.55 RFP-labeled E. coli was cultured in sterilized TSB media containing 100 mg L−1ampicillin at 30 °C. S. enterica was cultured in LB medium at 30 °C. GFP-expressing P. aeruginosa was cultured in LB medium with 100 mg L−1ampicillin at 30 °C. All three strains were cultured for 8 h, then immediately used to construct the core–shell fiber.
To prepare the cell suspensions in sodium alginate solutions, S. chlorophenolicum and R. metallidurans bacterial cells were diluted with PM media and mixed with autoclaved 4% (w/v) sodium alginate solution (from brown algae, Sigma) at a 1
:
1 volume ratio. Since the device was designed such that only one capillary was used for the core layer and six capillaries were used for the shell layer, the cell density of the species that was deposited in the shell layer was 1/6 the cell density of the species that was deposited in the core layer. The total number of both species in the whole fiber was the same, and the overall cell density of both species in a tube containing the reaction media and fibers was eventually identical. The resulting cell suspension in sodium alginate solution was mixed by using a vortex machine for 30 s.
Each cell suspension in sodium alginate solution was then infused into the SBC device at flow rate of 100 μL min−1. The tip of the SBC was immersed in a solution of calcium chloride (100 mM) so that as fibers were extruded, the calcium ions would crosslink the alginate polymer chains into a gel matrix and a calcium alginate matrix would form around the cells. The total volume of the core–shell fiber system was held constant at 420 μL by setting the volume of infusion at 60 μL. To construct core–shell fibers containing S. chlorophenolicum cells in the core layer and R. metalliduranscells in the shell layer, a disposable syringe (1 mL; Becton Dickinson & CO, USA) with a 27 G × 1/2′′ needle (Becton Dickinson & CO, USA) was filled with the mixture of S. chlorophenolicum cell suspension and sodium alginate solution (final cell density was ∼5 × 108 CFU mL−1), and then the syringe was connected to barrel #1 (Fig. 2b) of the device. Six disposable syringes (1 mL; BD) containing the mixture of R. metalliduranscell suspension and sodium alginate solution (final cell density was ∼8.3 × 107 CFU mL−1) were then connected to barrels #2 through #7. All seven syringes were attached to a PHD 2000 Infusion syringe pump (Harvard Apparatus, USA) by using a 10-syringe rack (Harvard Apparatus, USA). To construct inverted fibers, we followed the same procedure as above, but switched the species in the core and shell layers.
To normalize the data in Fig. 5, the PCP concentration at each time point was divided by the initial concentration of PCP at 0 h for each experimental setup.
000 rpm for 15 min (Centrifuge 5424, Eppendorf), the supernatant was analyzed using an HPLC system. The sample conveyed by the autosampler system (ProStar 325, Varian Inc.) was flowed into the C18 column (Hypersil GOLD, 150 × 4.6 mm, 5 μm particle size, Thermo Scientific) equipped with a guard column (Hypersil GOLD, 10 × 4 mm, 5 μm particle size, Thermo Scientific) in the isocratic elution of acetonitrile (with 0.1% acetic acid, Sigma) and D.I. water (70
:
30, v/v) at 0.6 mL min−1 by using a dual pump system (ProStar 210, Varian Inc.). The PCP peak was monitored by the UV/Vis detector at the wavelength of 210 nm (ProStar 410, Varian Inc.). Chromatogram results were analyzed by using Galaxie software (Varian Inc.). We estimated the concentration of PCP by using a calibration curve which plotted various concentrations of PCP and their corresponding peak areas. In figures, the concentration of PCP was represented by [PCP].
Mercury analysis was performed by the STAT Analysis Corporation (Chicago, IL) by using cold vapor atomic absorption (Model 6000A, CETAC Technologies). In all cases in this paper, ‘mercury concentration’ indicates the concentration of the total mercury at all oxidation states. In figures, the concentration of the total mercury at all states was represented by [Hg]t.
Footnotes |
| † Published as part of a themed issue on Synthetic Biology: Guest Editor Professor John McCarthy |
| ‡ Electronic supplementary information (ESI) available: Supporting figures. See DOI: 10.1039/c0ib00019a |
| § Current address: Wyss Institute for Biologically Inspired Engineering, Harvard University, 3 Blackfan Circle, Boston, MA, USA |
| This journal is © The Royal Society of Chemistry 2011 |