Microbial communities provide protection to their hosts by resisting pathogenic invasion. Microbial residents of a host often exclude subsequent colonizers, but this protection is not well understood. The Enterococcus faecalis plasmid pCF10, whose conjugative transfer functions are induced by a peptide pheromone, efficiently transfers in the intestinal tract of mice. Here we show that an invading donor strain established in the gastrointestinal tract of mice harboring resident recipients, resulting in a stable, mixed population comprised of approximately 10% donors and 90% recipients. We also show that the plasmid-encoded surface protein PrgB (Aggregation Substance), enhanced donor invasion of resident recipients, and resistance of resident donors to invasion by recipients. Imaging of the gastrointestinal mucosa of mice infected with differentially labeled recipients and donors revealed pheromone induction within microcolonies harboring both strains in close proximity, suggesting that adherent microcolonies on the mucosal surface of the intestine comprise an important niche for cell-cell signaling and plasmid transfer.
Mobile genetic elements, including conjugative plasmids, are generally viewed as a burden to their host bacteria under non-selective conditions1 with the cost/benefit ratio associated with plasmid carriage being a key determinant of success over evolutionary time scales. Plasmid-encoded antibiotic resistance determinants and other “cargo” genes coding for special properties are often associated with transposable elements that may have invaded the plasmid recently in the evolutionary history of the core plasmid genome; knowledge of the contributions of these core genomes to host fitness is limited. In contrast to most other plasmid systems whose transfer has been analyzed in vivo, the transfer functions of the enterococcal pCF10 plasmid are activated in donor cells by peptide signals from recipients2.
The term invasion can have several ecological connotations: here we follow the definitions of Richardson3 and Daehler4 where a successful invasive population can self-sustain and spread within an environment. Here, we characterized two types of invasion, (1) the ability of Enterococcus faecalis strains with or without the conjugative plasmid pCF10 to occupy an environment already colonized by a closely related strain, and (2) the transfer of pCF10 to a previously plasmid-free recipient population. This work shows that pCF10 carriage enhances both the ability of a donor strain to invade a resident recipient community, and the ability of donor residents to exclude invading recipients. Imaging analysis suggests that microcolonies on the GI mucosal surface represent an important niche for colonization, pheromone induction of donor cells by adjacent recipients, and plasmid transfer.
The pCF10 plasmid transfers in vivo, and promotes both niche invasion and resistance to invasion
We have previously reported that when wild-type pCF10-containing donor cells were introduced into the gastrointestinal (GI) tract of mice harboring a resident E. faecalis recipient strain, the plasmid-containing (donor) population increased from <1% to ~10% of the total population within 7 days5 (note that the total donor population includes invading donors plus transconjugants). These results were surprising given previous studies of other bacterial species where invading donor strains without positive selection were “washed out” of animals harboring resident recipients, even though the plasmid itself was transferred to the resident population6,7,8. To determine whether invading OG1Sp:pCF10 donors could eventually displace plasmid-free OG1ES resident recipients, or if pCF10 would spread through the whole recipient population over a longer time frame, we followed mice for 35 days after the introduction of OG1Sp:pCF10 into mice with resident OG1ES recipients. One day after the addition of donors, ~104 transconjugants (OG1ES:pCF10), 106 donors, and 108 recipients/g feces were recovered (Fig. 1A). We observed that over the entire 35-day experimental course, the recipient population remained between 1–5 × 108, while donor and transconjugant populations increased gradually over the first 21 days, with their numbers not significantly changing after that time point (p = 0.155). The stable community of the three cell types at the end of the experiment consisted of about 90% unmated OG1ES recipients, 10% OG1Sp:pCF10 donors, and 0.05% OG1ES:pCF10 transconjugants (Fig. 1A). We found that population dynamics observed in the first week replicated our previous results5, and the longer time frame revealed the limit of the extent of invasion of both the pCF10-carrying donor strain and pCF10 itself into the resident recipient community. Both invasion events reached a steady-state by the third week, resulting in a stable mixed enterococcal community of donors, recipients, and transconjugants. The plasmid-free resident recipients remained the dominant genotype; in fact, the initially established resident strain remained as the majority subpopulation at the endpoint of all experiments reported here.
Previous in vitro studies showed strong negative regulation of pCF10 transfer functions in environments with high donor densities9. This observation raised the question of whether OG1Sp:pCF10 would transfer pCF10 to invading OG1ES recipients in a niche dominated by a resident donor population. In this situation, we observed strikingly different population dynamics. Population levels of the recipient invaders on day 1 (Fig. 1B) were similar to those observed for donors invading an established recipient population (Fig. 1A), and plasmid transfer from resident donors to recipients was readily detected at this time point, albeit at a lower frequency/donor as discussed below. Populations of both invading recipients and newly formed transconjugants (generated from the invaders) decreased thereafter. Notably, OG1ES:pCF10 transconjugants were undetectable in all mice in this experiment after day 24 and unmated recipients were eliminated in three of eight mice by the end of the experiment on day 35 (Supplementary Fig. 1).
Donor, recipient, and transconjugant populations (mean values for all mice in each group) from the experiments shown in Fig. 1A, B are listed in the top portion of Table 1, together with the ratio of transconjugants per donor, and per recipient, respectively, 1 day after mice with an established resident strain were gavaged with an invading strain. We propose that results are seen at this time point primarily reflect the rate of plasmid transfer, whereas data from later time points could be driven by fitness differences between strains for GI persistence. When we compare total populations of donors, recipients, and transconjugants to transfer frequencies, several conclusions can be drawn from the results. In both experiments 1 A and 1B, the total enterococcal populations were between 108 and 109, whereas populations of residents and invaders at the 1-day time point were similar, with the invaders present at 0.1–1% relative to the residents (Fig. 1A, B). Conjugation frequencies measured as transconjugants per donor (i.e., percentage of donor cells that successfully transferred pCF10) were over 10,000-fold higher at Day 1 when donors invaded recipient residents, whereas the relative Day 1 transconjugant per recipient ratio (percentage of recipient cells that were invaded by pCF10) was higher when pCF10 transferred from the resident donor to the invading recipient. Although the total number of transfer events (based on transconjugant populations) was ~10-fold higher when donors invaded established recipients (Experiment 1 A), 103 transconjugants were still generated when resident donors were in the majority (Experiment 1B) indicating that the pheromone-inducible transfer system of pCF10 has evolved to enable a detectable level of transfer even when donors dominate the community in vivo. Finally, we note that results based on enumeration of adherent bacteria from GI sections in both experiments (Supplementary Fig. 2) were consistent in terms of relative numbers of donors, recipients, and transconjugants in each tissue sample with those from feces presented in Fig. 1 and Table 1; as expected the total bacterial populations in the tissue samples increased from the upper small intestine to the colon.
pCF10 aggregation substance protein PrgB mediates both invasion and resistance to invasion
Our experiments were performed without in vivo selection for pCF10-mediated tetracycline resistance to facilitate the identification of genetic determinants for competitive fitness of pCF10 in the GI tract unrelated to antibiotic resistance. We reasoned that the pheromone-inducible Aggregation Substance protein (PrgB) of pCF10 might impact plasmid transfer and in vivo community invasion, as this surface adhesin has been shown to promote the formation of bacterial aggregates in vitro that increase conjugation and biofilm formation10,11, and enhance bacterial attachment to host tissues12,13. Invasion by OG1Sp:pCF10ΔprgB was reduced when this donor challenged the resident OG1ES community compared to OG1Sp:pCF10 (p < 0.001), with the final community after 21 days harboring ~0.1% each of invading donors and transconjugants (Fig. 1C). This outcome shows the strong contribution of PrgB to the success of the invading pCF10-harboring strain and the positive impact of PrgB on the spread of pCF10 in the resident recipient population. The donor population never increased above the 105 cells observed on day 1, (Fig. 1C). When OG1Sp:pCF10ΔprgB donors were established as residents (Fig. 1D), populations of residents and invaders were equivalent to those observed in animals harboring a resident recipient population invaded by ΔprgB donors (Fig. 1C). In stark contrast to the elimination of the invading recipient by wild-type pCF10 resident donors (Fig. 1B), resident pCF10ΔprgB donors (Fig. 1D) were unable to completely exclude the invading OG1ES recipient (p < 0.001). These results suggest that both the ability of the donor to invade a resident recipient population and of a resident donor to exclude an invading recipient were directly mediated by PrgB in the OG1Sp strain background. Although the expression of PrgB on donor cells enhances aggregation and plasmid transfer in liquid cultures, PrgB is not required for efficient in vitro transfer on solid surfaces11, and the data shown in Fig. 1C, D suggest that in vivo the absence of PrgB limited donor invasion and spread of pCF10ΔprgB in the resident recipient population. Notably, the transconjugant populations—and frequencies of transfer—were much lower at all time points for the ΔprgB donor.
Strain genotype and pCF10 carriage both impact invasion in vivo
OG1Sp and OG1ES were both derived from the parental OG1 strain by selection for one-step spontaneous antibiotic resistance; conceivably, these mutations could contribute to the observed population dynamics. Thus, we conducted in vivo competitions involving the plasmid-free strains of each genotype, as well as experiments that involved plasmid-free OG1Sp recipients and OG1ES:pCF10 donors. We identified strain-specific differences in both invasion and exclusion that were separable from those associated with pCF10 carriage.
The plasmid-free OG1Sp strain was able to invade OG1ES residents (Fig. 2A) and form a stable subpopulation (~10%) comparable to OG1Sp:pCF10 donors invading a resident community of OG1ES (Fig. 1A). This suggested higher competitiveness of OG1Sp in vivo, which we also observed in vitro (Supplementary Fig. 3). When the order of inoculation was switched (Fig. 2B), OG1ES invaders were not able to expand, but they did persist at a very low level as a stable subpopulation (~0.1%) within the OG1Sp resident community. The effect of pCF10 on the exclusion of invaders can be assessed by comparing Figs. 1B with 2B, where dynamics of invasion were different depending on the presence of pCF10, and OG1ES invaders were eliminated by OG1Sp:pCF10 residents in the former experiment.
When we carried out experiments equivalent to those depicted in Fig. 1A, B but with the donor chromosomal genotype switched to OG1ES and competing with OG1Sp recipients, two interesting results were obtained. First, when we examined the invasion of resident OG1Sp recipients by OG1ES:pCF10 donors (Fig. 2C), OG1Sp:pCF10 transconjugants were generated rapidly and persisted as an ~1% subpopulation, whereas invading donors were greatly reduced or even eliminated by the end of the experiment. Indeed, population dynamics and establishment of transconjugants in the resident recipient population showed no statistically significant difference between the experiments shown in Figs. 1A and 2C (Table 1), and the stable population contained between 1 and 10% total donors in both experiments. From the data shown in Fig. 2C, we infer that transconjugants formed a stable minority community within unmated recipients, and also outcompeted invading donors owing to differences in chromosomal genotype. When OG1ES:pCF10 donors were established as the initial residents, the invading OG1Sp genotype reached a subpopulation level approaching 10% (Fig. 2D). Intriguingly, when we tested colonies picked from spectinomycin plates (allowing growth of both unmated recipients and transconjugants), 235 of 242 tested exhibited the tetracycline resistance phenotype of pCF10 even though tetracycline resistance was not selected for in vivo or on the primary enumeration plates (pCF10 carriage 94.2 ± 4.5% of OG1Sp population, 95% confidence interval). We conclude that pCF10 carriage confers a competitive advantage in vivo to invading OG1Sp distinct from the fitness effects of the chromosomal genotype.
As shown in Table 1, comparison of the two experiments with the donor in the invader role (1 A: OG1Sp:pCF10; 2 C:OG1ES:pCF10) showed no significant differences between the donor strains in plasmid transfer efficiency or total transconjugants on Day 1, indicating that the chromosomal genotype of the donor did not affect transfer during the 1-day period following invader inoculation. In contrast, a comparison of the experiments involving the two recipient strains as invaders (1B and 2D) showed differences in total transconjugants and transconjugants/donor (Table 1); this likely reflects chromosomally-determined differences in fitness between OG1Sp and OG1ES.
Figure 3 summarizes the strain invasion experiments described above, where each point represents one mouse. The contribution of plasmid pCF10 in the two strain backgrounds OG1Sp and OG1ES to an invasion of a niche occupied by the opposite strain or exclusion of an invading strain are displayed in Fig. 3A as “invasion index” (II). II is defined as the ratio of invaders/residents (on day 1 or day 21) following the introduction of the invading strain. Although Day 1 provides a baseline and gives an indication of the early kinetics of invasion, the Day 21 II reflects the long-term competitive fitness as determined by strain background and pCF10 carriage.
The data depicted in the upper panels of Fig. 3 illustrate the relative fitness defects of all OG1ES strains as invaders, with the index falling between Day 1 and 21 in all cases. In contrast, OG1Sp derivatives were more successful invaders, with indices that either increased or remained constant between Days 1 and 21 (Fig. 3, lower panels). Comparison of Day 21 indices for invading OG1Sp, OG1Sp:pCF10 and OG1Sp:pCF10ΔprgB suggests the interesting possibility that, in the absence of a functional prgB gene, pCF10 carriage may confer a fitness cost to the invading host strain; Day 1 indices also support this notion.
Invasion of pCF10 into the plasmid-free recipient population followed a different pattern and was not significantly dependent on strain background but rather on the role of the recipients as resident or as invader (Table 1). pCF10 invasion into the recipient population at day 1 was highly efficient and reached values observed in vitro. There was no difference between the success of pCF10 invading the resident recipient population if originating in OG1Sp or OG1ES (Table 1). It is notable that the percentage of plasmid-carrying recipients versus total recipients increased between Day 1 and 21 in all experiments (Figs. 1A, B and 2C, D). The most striking result was the presence of pCF10 in virtually all remaining OG1Sp invaders at Day 21 (Fig. 2D), a clear indication that selective pressure unrelated to antibiotic selection favors pCF10 carriage in the GI tract.
Pheromone signaling in vivo
The prgB gene is within the long prgQ operon of pCF10 and contains over 25 pheromone-inducible genes involved in conjugative plasmid transfer. In vitro, the expression of these genes is tightly controlled by several complex and interdependent mechanisms14. Ultimately, the induction state of a donor cell is determined by the ratio of two extracellular signaling peptides, C (cCF10, encoded by the chromosomal ccfA gene), and I (iCF10, encoded by the pCF10 prgQ gene). Both peptides are secreted by donor cells and re-imported into these cells, where they compete for binding to the master transcription regulator PrgX. PrgX-C complexes result in induction of the prgQ operon while PrgX-I complexes repress the operon. This control system has evolved under selective conditions that require delicately balancing costs of excessive expression—including growth defects and cell lysis15—with the benefits of controlled expression, which still allows the spread of the plasmid to new hosts, and increased competitive fitness of the bacterial host cell, as described above.
The results of previous studies of colonization of gnotobiotic mice by enterococci and of the role of peptide pheromones in pCF10 transfer in the GI tract, suggesting that the bacteria are localized in biofilm-like microcolonies throughout the epithelial surface of the GI tract16. Although previous work suggested significant induction of donors in the absence of recipients could occur in an environment where serum is present17, it seems unlikely that this could occur in the intestine. Pheromone induction of plasmid transfer in the intestine appears to be limited to donors that are in close physical proximity to recipients since the presence of wild-type C-secreting recipients in the same animals containing mutants unable to produce C did not restore the conjugation defect of the latter5.
To examine pheromone induction and plasmid transfer at the single-cell level in the GI tract, we visualized the behavior of conjugation-proficient donors and recipients differentially labeled with fluorescent probes in the mouse intestine. Donors carrying pCF10 encoding a constitutively expressed tdTomato fluorescent protein (i.e., always red), whereas induced donors also expressed a pheromone-inducible GFP derivative inserted in the intergenic region between prgC and prgD (see Methods for details). Fluorescent d-amino acid labeled recipients (blue) were also used in these experiments; we introduced one of the strains into gnotobiotic mice and allowed this strain to establish for 72 h, prior to the addition of the second strain. Mice were sacrificed 6 h after the introduction of the invading strain, a time point that we had previously established as sufficient for detection for plasmid transfer in the murine GI tract in our system5. In mice initially colonized by recipients, we observed mucosal surface microcolonies (with nearly all these cells exhibiting blue fluorescence) throughout the GI tract (e.g., Fig. 4A, B) as expected from the previous studies16. Invading donor cells were also detected in low numbers in these mice, also in agreement with previous results based on enumeration of strains by plating homogenized tissues on selective media. Figure 4C, E shows an example of a recipient microcolony associated with an invading donor in red; that donor cell was clearly induced as indicated by co-expression of GFP. In mice initially colonized with donors, widespread colonization of mucosal surfaces by both strains was observed, but with donor cells present in much larger numbers, as anticipated (Fig. 4F–I). The red (but not green) fluorescence of most of these cells suggests that they were generally not induced in the GI environment of these mice. Closer inspection revealed some green-labeled (induced) donor cells (Fig. 4G–I). All induced donors identified in these experiments were in close physical proximity to blue-labeled recipient cells, suggesting induction mediated via direct contact (Fig. 4C–I).
The results obtained in the experiments shown in Fig. 1A, B and their visualization in Fig. 4 are consistent with a model of invading donors attaching to recipient microcolonies and where these adherent residents secrete substantial amounts of C—promoting efficient plasmid transfer (Fig. 5). The indication from the representative images shown suggests that donors attach—most likely by a random, stochastic event—to the resident microcolony, are induced by proximity to the recipients, and transfer the pCF10 plasmid. The plasmid then can spread within the microcolony within the constraints of pheromone availability, metabolic and spatial factors, and positive selection pressure (Fig. 5A, B). We suggest that a ratio of ~90% recipients to 10% donors (invading donors plus transconjugants; Fig. 1A) allows for a continued basal level of induction that may benefit the entire population while limiting the costs to donors of unregulated gene expression. In the donor-dominated scenario (Fig. 5C), we suggest that recipient attachment is also a random event and that direct contact of adherent donors with invading recipient cells can lead to the induction of specific donor cells and subsequent plasmid transfer. We would expect that the relatively high steady-state I concentration in donor-dominated microcolonies might limit the subsequent spread of the plasmid beyond the initial transfer events. Notably, however, the more drastic reduction of induction and transfer (as much as 106-fold) observed in vitro in donor-dominated niches9 may be less extensive in vivo due to non-random distribution of C and I in the GI tract and induction via direct contact in microcolonies.
The cumulative data presented here suggests that three major selective factors influence the composition of enterococcal microbial communities in the GI tract following the invasion of residents of one cell type by a new cell type. The strongest determinant of the final composition is the initial resident strain, which was maintained as the majority subpopulation in all experiments. The chromosomal genotype and pCF10 plasmid carriage also had significant (and independent) fitness effects influencing the final composition of the community. Pheromone regulation of transfer functions likely evolved to optimize the efficiency of the spread of the plasmid into a new host when a plasmid-carrying donor cell encounters a large population of potential recipients, and to enable both invaders and newly generated transconjugants to persist as part of a stable mixed population. Tight control of the system prevents excessive expression of costly transfer functions in scenarios where the availability of recipients is low, and minimizes costs of plasmid maintenance and expression of transfer functions to the donor while still allowing for the significant spread of the plasmid into a new genotype. A remarkable result of our study is that unmated recipient residents are not negatively impacted by the limited invasion of the donors, and may even benefit in the long term by being members of a mixed population.
In vivo transfer experiments employed OG1ES18, or OG1Sp19 as wild-type recipients. E. faecalis OG1Sp:pCF101, OG1ES: pCF101, or OG1Sp:pCF10:ΔprgB13 served as plasmid donor strains. The strains were inoculated for overnight cultures from frozen (−80 °C) stock cultures. Fluorescent protein plasmid constructs for both the inducible superfolder GFP (originally developed for Streptococcus pneumoniae20) and the donor constitutive E. faecalis codon-optimized tdTomato sequence have been previously published21. Cell walls of recipient strains were labeled with a non-toxic, blue fluorescent d-amino acid dye (7-Hydroxycoumarin-3-carboxylic acid-amino-d-alanine; 1 mM) for 3 hours in routine growth medium prior to gavage (details below) using a previously reported protocol22.
Selective plates and enumeration
Recipients were quantified on tryptic soy agar (TSA) plates with 10 μg/ml erythromycin, and donors on TSA with 630 μg/ml spectinomycin plus 10 μg/ml tetracycline. Transconjugants were selected on TSA with 10 μg/ml erythromycin plus 10 μg/ml tetracycline. Each data point shown in the graphs plotted in Figs. 1 and 2 was based on at least three separate plated and counted samples.
The animal studies reported here were reviewed and approved by the IACUC committees at both the University of Minnesota (Animal Welfare Assurance number A3456) Protocol 2111-39568B. 11/10/2021–11/10/2022.) and the Mayo Clinic (Animal welfare assurance number D16-00187 - A3291-01).
Care and handling of mice were similar to the previous studies5. Mice were housed in the germ-free facility at Mayo Clinic Rochester in flexible film isolators. Germ-free Swiss Webster mice used for the study were obtained by breeding in larger breeder isolators and then transferring mice to smaller experimental isolators. Mice in experimental groups were age, and sex-matched. Care for the mice was provided by laboratory personnel specifically trained in the care of gnotobiotic mice following common animal husbandry practices. For dark/light cycle we employed a 12 h light cycle (6 am to 6 pm) and an ambient temperature of 67–70° F. Humidity was not controlled. Diet consisted of autoclaved Purina® chow and autoclaved drinking water. Food, water, bacterial inocula, and fecal samples were transferred in and out of the isolators through sterile ports using specialized transport material. Materials for gavaging were sterilized and placed in the isolator prior to transferring the mice to the experimental isolator. Mice were monitored daily and identified by cage number and ear punches.
A total of 92 gnotobiotic Swiss Webster (20–25 g) mice (equal numbers of each sex) were used in the research reported here. For each resident/invader strain combination tested we used an input of at least eight mice (four mice/cage); each cage represented a biological replicate and each mouse within the same cage represented a technical replicate. In the legends for Figs. 1 and 2, we list the number of input animals for each experiment whose results are plotted. For resident recipient experiments, mice received oral gavage with 1.3–2.1 × 107 colony forming units (cfu)/mouse on day −3 and 1.7–2.0 × 107 cfu/mouse donors on day 0 for all experiments. For resident donor experiments, mice received 1.8–1.9 × 107 cfu/mouse donors on day −3 and 2.3–9.2 × 107 cfu/mouse recipient on day 0.
For experiments using E. faecalis wild-type donor wild-type strain OG1Sp:pCF10, 12 mice were used for each of two replicate experiments. Donors, recipients, and transconjugants were enumerated from fecal samples on days 1, 4, 7, 11, 14, 18, 21, 25, 28, 32, and 35 and from GI tissue (an upper, a middle, and a lower section) on day 7 (n = 4) and on day 35 (n = 8) by selective plate quantitative culture. Note that the day 14, 21, 28, and 32 fecal collection was done only in the donor resident experiment (not in the recipient resident experiment).
For the experiments using E. faecalis plasmid donor OG1Sp:pCF10:ΔprgB as the invader (Fig. 1C), 10 mice were used for each of three replicates, and eight mice were used for the donor resident experiment (Fig. 1D). Donors, recipients, and transconjugants were enumerated from fecal samples on days 1, 4, 7, 11, 14, 18, and 20. Samples from GI tissue (an upper, a middle, and a lower section) were taken at 5 hours (n = 2), day 7 (n = 2), and 20 days (n = 4 or 6) days by selective plate quantitative culture.
Fecal samples were collected as pellet from each individual mouse at each time point and each placed in 1 ml sterile saline, homogenized, quantitatively cultured, and reported as log10 cfu/ml. The GI tissue sections were aseptically dissected, fecal contents removed, sliced open longitudinally, weighed, and placed into 1 ml sterile saline. They were vortexed for 30 seconds, sonicated for 5 minutes (frequency, 40 ± 2 kHz; and power density, 0.22 ± 0.04 W/cm2, Zenith Ultrasonic Inc., Norwood, NJ) and vortexed an additional 30 s. The sonicate fluid was quantitatively cultured and log10 cfu/g tissue calculated. The frequency of plasmid transfer is reported as transconjugant/donor ratio (T/D) or transconjugant/recipient (T/R) if indicated.
GI tissue samples were harvested from germ-free mice largely as previously published16. In brief, samples were aseptically grossly dissected and rapidly chilled in 2% EM-grade paraformaldehyde/KPBS. Tissue was initially fixed for ~3 h at 4 °C to improve handling and stability without excessive fluorescent protein signal degradation. After microdissection, samples were fixed in 10% normal buffered formalin for ~6 h at 4 °C, rinsed 3× in KPBS, and mounted in Prolong Glass (ThermoFisher) with a custom spacer to avoid tissue compression (Grace BioLabs). Slides were imaged on a Zeiss Axio Observer Z1 in standard confocal mode using either a ×20 (N.A. 0.8) or ×60 (N.A. 1.4) objectives under Zeiss Zen (v2.3). Post-processing was done with Huygens Professional (v 20.04; SVI) and the FIJI package (ImageJ; v1.52)23. Presented micrographs are representative of the full data set, and all processing was done in accordance with widely recognized microscopic data management standards24.
Statistical analysis of primary enumeration data (Figs. 1 and 2) was performed using the statistics package contained in the Prism GraphPad package (v 8.0) and R (v 3.5.3). Linear regression models were fit to assess differences in slopes in the corresponding figures by adjusting for curve, day, and their interaction. In each case, the effect of the interaction term was assessed. The lower limit of detection threshold, 10 CFU, was inserted in all cases where the values were below this limit. All outcomes were log base 10 transformed to match the scaling of the corresponding figures; p values < 0.05 were deemed significant. Additional analyses used in the comparison of population differences at specific timepoints between experiments are described in Table 1 and Fig. 3; detailed data and analysis are in the Source Data file, and posted online as noted above.
We examined several different ways to display the enumeration data. Because the strain populations from different replicate mice and replicate cages were very similar for a given experimental condition, we chose to present the cumulative data for all mice as scatter plots to illustrate the population dynamics for all animals in each type of competition; direct comparison of results between competitions with statistical validation are presented in Table 1 and Fig. 3 as described in the text.
Further information on research design is available in the Nature Research Reporting Summary linked to this article.
The detailed primary enumeration data and statistical analysis were used to generate Figs. 1–3, Supplementary Figs. 1–3, and Table 1 are available in the Source Data are provided for this paper, and also posted online at https://figshare.com/articles/dataset/Original_data_files_for_Hirt_et_al_2022_Nat_Comm_/19196624. https://doi.org/10.6084/m9.figshare.19196624. Source data are provided with this paper.
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We would like to thank Michael Travisano and William Harcombe for their input and critical review of the manuscript, as well as Tim Leonard for assistance with graphics. This work was supported by PHS grants 1R35GM118079 to G.M.D. and R35 GM 136365 to M.S.VN., with additional support for A.M.T.B via NIH training grant AI055433.
The authors declare no competing interests.
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Hirt, H., Greenwood-Quaintance, K.E., Barnes, A.M.T. et al. Dynamics of plasmid-mediated niche invasion, immunity to invasion, and pheromone-inducible conjugation in the murine gastrointestinal tract. Nat Commun 13, 1377 (2022). https://doi.org/10.1038/s41467-022-29028-7