Abstract
Specific Escherichia coli isolates lysogenised with prophages that express Shiga toxin (Stx) can be a threat to human health, with cattle being an important natural reservoir. In many countries the most severe pathology is associated with enterohaemorrhagic E. coli (EHEC) serogroups that express Stx subtype 2a. In the United Kingdom, phage type (PT) 21/28 O157 strains have emerged as the predominant cause of life-threatening EHEC infections and this phage type commonly encodes both Stx2a and Stx2c toxin types. PT21/28 is also epidemiologically linked to super-shedding (>103 cfu/g of faeces) which is significant for inter-animal transmission and human infection as demonstrated using modelling studies. We demonstrate that Stx2a is the main toxin produced by stx2a+/stx2c+ PT21/28 strains induced with mitomycin C and this is associated with more rapid induction of gene expression from the Stx2a-encoding prophage compared to that from the Stx2c-encoding prophage. Bacterial supernatants containing either Stx2a and/or Stx2c were demonstrated to restrict growth of bovine gastrointestinal organoids with no restriction when toxin production was not induced or prevented by mutation. Isogenic strains that differed in their capacity to produce Stx2a were selected for experimental oral colonisation of calves to assess the significance of Stx2a for both super-shedding and transmission between animals. Restoration of Stx2a expression in a PT21/28 background significantly increased animal-to-animal transmission and the number of sentinel animals that became super-shedders. We propose that while both Stx2a and Stx2c can restrict regeneration of the epithelium, it is the relatively rapid and higher levels of Stx2a induction, compared to Stx2c, that have contributed to the successful emergence of Stx2a+ E. coli isolates in cattle in the last 40 years. We propose a model in which Stx2a enhances E. coli O157 colonisation of in-contact animals by restricting regeneration and turnover of the colonised gastrointestinal epithelium.
Author summary
Enterohaemorrhagic E. coli (EHEC) O157 strains are found in cattle where they are asymptomatic, while human exposure can lead to severe symptoms including bloody diarrhoea and kidney damage due to the activity of Shiga toxin (Stx). The most serious symptoms in humans are associated with isolates that encode Stx subtype 2a. The advantage of these toxins in the animal reservoir is still not clear, however there is experimental evidence implicating Stx with increased bacterial adherence, immune modulation and suppression of predatory protozoa. In this study, the hypothesis that Stx2a is important for super-shedding and calf-to-calf transmission was tested by comparing excretion and transmission dynamics of E. coli O157 strains with and without Stx2a. While Stx2a did not alter excretion levels when calfs were orally challenge, it enabled colonisation of more in contact ‘sentinel’ animals in our transmission model. We show that Stx2a is generally induced more rapidly than Stx2c, resulting in increased levels of Stx2a expression. Both Stx2a and Stx2c were able to restrict cellular proliferation of epithelial cells in cultured bovine enteroids. Taken together, we propose that rapid production of Stx2a and its role in establishing E. coli O157 colonisation in the bovine gastrointestinal tract facilitate effective transmission and have led to its expansion in the cattle E. coli O157 population.
Introduction
Enterohaemorrhagic Escherichia coli (EHEC) causes life-threatening infections in humans including bloody diarrhoea and kidney failure [1, 2]. O157:H7 is the dominant serotype responsible annually for >15,000 and 1000 human EHEC infections in North America and the United Kingdom respectively [3]. Ruminant livestock, particularly cattle, are the primary reservoir host for EHEC O157:H7 with incidental human infection arising from exposure to contaminated water, meat or vegetables, direct animal and person-to-person contact [4].
The pathogenicity of EHEC O157:H7 is attributed to a Type Three Secretion System (T3SS) encoded by the Locus of Enterocyte Effacement (LEE) pathogenicity island and the production of Shiga toxins (Stx) encoded by lysogenic lambdoid bacteriophage (Φ). Expression of the LEE T3SS is essential for gut colonisation and the formation of attaching and effacing lesions while Stx activity results in the severe life-threatening pathology associated with EHEC infection such as haemorrhagic colitis and haemolytic uremic syndrome (HUS) [1, 5]. Based on protein sequence similarity Stx toxins have been classified into two major groups Stx1 and Stx2, with Stx2 toxins further divided into subtypes Stx2a –g [6, 7]. Disease severity in humans has been strongly correlated with Stx subtype, variant copy number and level of stx expression. Strains encoding subtype Stx2a are more likely to cause systemic sequelae [8–10] and this subtype was shown to be a pre-requisite to the development of HUS in a recent analysis of clinical cases in the UK [10]. A recent phylogenomic study has provided evidence that Stx2a was introduced into the UK E. coli O157 cattle population ~50 years ago, while before this Stx2c had been the main type of Stx2 [10]. The emergence of EHEC O157 as a life-threatening zoonosis is associated with this introduction of the Stx2a subtype. In cytotoxic killing assays Stx2a is 1000 times more toxic to human renal endothelial cells than Stx1 [11, 12]. This toxicity however was significantly reduced in a murine survival model by Stx1 when administered orally with Stx2a, indicating toxin competition for target receptors [13]. Stx toxin genes are encoded in the phage late gene region and are expressed during the phage (Φ) lytic cycle that culminates in host cell lysis and toxin release. Expression can be induced using DNA damaging agents such as mitomycin C and requires the phage-encoded anti-terminators Cro and N (early gene expression) and Q (late gene expression). Induced stx2a has been shown to be expressed at significantly higher levels than stx2c or other stx2 variants from single Stx2a-encoding prophage (Φstx2a) or double Φstx2a Φstx2c lysogens [14–16]. Ogura et al (2015) characterised 6 subtypes of Φstx2a according to their replication proteins each producing distinct levels of Stx2a. Importantly strains conferring the highest Stx2a production clustered with hyper-virulent clade 8 strains [17].
In cattle, colonisation by EHEC O157:H7 is considered asymptomatic and whether and how Stx may confer a selective advantage in cattle is still not clear. Stx has been shown in cell culture and mice to alter the expression and localisation of receptors for the bacteria that include nucleolin and integrin [18, 19], and these can facilitate E. coli O157 colonisation; however evidence in cattle is lacking. Stx1 and Stx2 have been shown to suppress host innate and adaptive immune responses during colonisation although whether this leads to increased bacterial excretion or promotes colonisation has not been demonstrated [18, 20–24]. It has also been proposed that Stx may be important for killing of grazing protozoa that predate on E. coli in the rumen, although there is conflicting data to support this interesting ecological concept [25, 26]. Importantly certain Stx subtypes, in particular Stx2a, have an epidemiological association with increased excretion levels of E. coli O157 from cattle, also known as super-shedding [27–30]. Cattle excreting E. coli O157:H7 at levels > 103 cfu/g faeces have been termed super-shedders and significantly affect prevalence levels on-farm and transmission probabilities between animals [31, 32]. In a recent analysis of faecal pat and clinical isolates of E. coli O157 collected in Scotland from 2002–2004, Matthews et al (2013) deduced that the Stx2a variant, alone or in combination with Stx2c, was a critical factor for super-shedding and that it increased the risk of human infection. Previous prevalence studies have estimated that 9–20% of animals within an E. coli O157 positive herd are super-shedders, however these few high shedding animals can account for > 90% of the total E. coli O157 present in feed-lot pens and are predicted to account for 80% of animal-to-animal transmission [32–38].
In the UK, E. coli O157 strains are subtyped according to their sensitivity to a panel of 16 bacteriophages [10]. Over the last decade Lineage I (Lineage Ic) strains of phage type (PT) 21/28 have been associated with both severe human disease and super-shedding in cattle, particularly in Scotland which has one of the highest rates of EHEC O157 incidence in the world [10, 32, 39, 40]. Analyses of faecal pat prevalence data on Scottish farms from two major surveys (SEERAD 1998–2000, IPRAVE 2002–2004) determined PT21/28 strains were more likely to be associated with super-shedding, a higher rate of animal-to-animal transmission and an increased risk of severe disease in humans compared with PT32 strains, a PT found in 10% of Scottish cattle [27, 36, 38]. Critically, toxin subtype Stx2a was encoded by the majority of PT21/28 strains, either alone or in combination with Stx2c, compared with the Scottish PT32 cattle strains which tended to encode stx2c only [28].
A recent phylogenetic study of E. coli O157 in the UK concluded that PT32 was a direct ancestor of PT21/28 strains [10] and in fact integration of Φstx2a into a PT32 Φstx2c background can result in PT conversion from PT32 to PT21/28 [41]. PT21/28 has therefore evolved from PT32 in part by acquisition of Φstx2a. In the present study we have set out to investigate the biology of Stx2a in PT21/28 strains, including, (1) understanding toxin expression when both Stx2a and Stx2c can be produced; (2) testing directly the impact of Stx2a on both the super-shedding phenotype and transmission between animals. We provide evidence that while both Stx2a & 2c can inhibit epithelial cell regeneration, Stx2a is induced to higher levels and more rapidly than Stx2c in PT21/28 strains. In a series of controlled cattle trials we show that calves orally dosed with a PT21/28 strain shed at significantly higher levels than those dosed with a PT32 strain. In transmission experiments, functional Stx2a was shown to be important for establishing a super-shedding phenotype in sentinel calves. We propose a model for how Stx2a and its carrier prophage combine in E. coli O157 PT21/28 strains to promote colonisation and transmission in cattle.
Results
Stx2a-producing PT21/28 strains produce more Stx2 than strains of other phage types producing Stx2c alone
Epidemiological studies provide evidence that PT21/28 Stx2a+ strains are associated with super-shedding and serious disease in humans compared to other PTs producing Stx2c only [10, 28]. We wanted to determine if carrying ΦStx2a leads to increased Stx production compared to ΦStx2c. Stx toxin levels of sixteen PT21/28 Φstx2a+ isolates were compared with ten isolates encoding only Φstx2c (details of the strains used are provided in Table 1). The Stx type of all selected isolates was determined previously by PCR or illumina sequencing [28, 42, 43]. Selected PT21/28 isolates encoded either Φstx2a alone or in combination with Φstx2c. Isolates encoding only Φstx2c comprised a mixture of PT32 (n = 7), PT34 (n = 2) and PT49 (n = 1). As determined using a commercial Stx2 ELISA, the PT21/28 Φstx2a+ isolates produced significantly higher (p < 0.0001) levels of Stx2 toxin compared with isolates carrying only Φstx2c (Fig 1A). To be within the limits of detection for the toxin assay, samples from Φstx2a+ isolates were diluted 1 x 10−4 while Φstx2c only samples were used at 1 x 10−3; therefore PT21/28 isolates encoding Φstx2a produced >10-fold more Stx2 than strains with just Φstx2c. There was no evidence of a cumulative effect of possessing both Φstx2a and Φstx2c phage, in fact PT21/28 isolates with Φstx2a alone produced significantly (p = 0.0019) more Stx2 than isolates with both phage (Fig 1A).
Table 1. Details of bacterial strains used in this study.
Strain | Shiga Toxin gene (s) | Phage Type | Origin | Modification | Source/Reference |
---|---|---|---|---|---|
9000 | stx2a, stx2c | PT21/28 | Cattle faeces | None | [40] |
10671a | stx2c | PT32 | Cattle faeces | None | [40] |
9000R | stx2a, stx2c | PT21/28 | Strain 9000 | ΔISEc8 stx2a | This study |
ZAP1380 | stx2a, stx2c | PT21/28 | Strain 9000 | NalR | [76] |
ZAP1381 | stx2c | PT32 | Strain 10671 | NalR | [76] |
ZAP1723 | stx2a, stx2c | PT21/28 | Strain 9000R | NalR | This study |
ZAP1460 | stx2c | PT32 | Strain 9000 | ΔΦstx2a | [41] |
ZAP1452 | stx2a | PT21/28 | Strain 9000 | ΔΦstx2c | [41] |
ZAP1463 | None | NT | Strain 10671 | ΔΦstx2c | [41] |
ZAP1465 | None | NT | Strain 9000 | ΔΦstx2a/ΔΦstx2c | [41] |
ZAP563a | stx2a, stx2c | PT21/28 | Cattle faeces | None | [40] |
ZAP564a | stx2a | PT21/28 | Cattle faeces | None | [40] |
ZAP859a | stx2a, stx2c | PT21/28 | Cattle faeces | None | [40] |
ZAP882a | stx2a, stx2c | PT21/28 | Cattle faeces | None | [40] |
ZAP885a | stx2a, stx2c | PT21/28 | Cattle faeces | None | [40] |
ZAP903a | stx2a, stx2c | PT21/28 | Cattle faeces | None | [40] |
ZAP909a | stx2a, stx2c | PT21/28 | Cattle faeces | None | [40] |
ZAP1478a | stx2a, stx2c | PT21/28 | Cattle faeces | None | [40] |
ZAP1504a | stx2a, stx2c | PT21/28 | Cattle faeces | None | [40] |
ZAP1625a,b | stx2a, stx2c | PT21/28 | Human | None | [40] |
ZAP1626a,b | stx2a, stx2c | PT21/28 | Human | None | [40] |
ZAP1634a,c | stx2a | PT21/28 | Human | None | |
ZAP1635a,c | stx2a | PT21/28 | Human | None | |
ZAP1823a,b | stx2a | PT21/28 | Human | None | |
ZAP1824a,b | stx2a | PT21/28 | Bovine | None | |
ZAP1831a,b | stx2a | PT21/28 | Bovine | None | |
ZAP858a | stx2c | PT32 | Cattle faeces | None | [40] |
ZAP875a | stx2c | PT32 | Cattle faeces | None | [40] |
ZAP877a | stx2c | PT32 | Cattle faeces | None | [40] |
ZAP881a | stx2c | PT32 | Cattle faeces | None | [40] |
ZAP884a | stx2c | PT32 | Cattle faeces | None | [40] |
ZAP895a | stx2c | PT32 | Cattle faeces | None | [40] |
ZAP1493a | stx2c | PT34 | Cattle faeces | None | [40] |
ZAP1494a | stx2c | PT34 | Cattle faeces | None | [40] |
ZAP1549a | stx2c | PT49 | Cattle faeces | None | [40] |
aIsolate used for PT21/28 and PT32 lysis and toxin comparisons;
bStrain provided by Scottish E. coli Reference Laboratory (SERL);
cStrain provided by Public Health England (PHE) NT = not tested; NalR = nalidixic acid resistant.
The best characterised route to Stx2 release is phage-mediated lysis of the host bacterium. To examine if lysis kinetics were distinct for isolates containing the different Stx2-encoding prophages, the timing of lysis following induction with mitomycin C (MMC, 2 μg/ml) was determined for each isolate. All PT21/28 isolates with Φstx2a had a rapid lysis phenotype compared to those with only Φstx2c (Fig 1B). Lysis began after 90 min and complete lysis was observed for every strain tested at 180–210 min post-induction. Lysis of isolates with only Φstx2c was more variable but in general all strains had a similar lysis phenotype with cessation of growth occurring after 120 min followed by a gradual decline in culture OD up to 300 min (Fig 1B). Complete lysis was observed for all strains after 24 h. These results indicate that Φstx2a have a rapid lysis phenotype when induced and produce more Stx2 than Φstx2c alone in the phage types tested.
Rapid activation of Φstx2a gene expression leads to dominant Stx2a production
The above results indicate that Φstx2a may be the main source of Stx2 toxin in strains with both Stx2a and Stx2c prophages. To investigate this further, we selected and generated a series of strains which vary in their Stx phage repertoire and capacity to produce Stx2a. As we intended to compare excretion and transmission of strains with and without Stx2a, we chose strains isolated from cattle as part of a national survey [40]. PT21/28 strain 9000 was associated with a high single pat count (6.9 x 105 cfu/g) and was positive for both stx2a and stx2c toxin gene variants by PCR and PT32 strain 10671 which was only detected by enrichment in a faecal pat (<50 cfu/g) and was positive for only stx2c by PCR. Following long-read sequencing of strain 9000 we identified that the stx2A subunit gene contained an ISEc8 insertion sequence (IS) element at position +594 relative to ATG (S1 Fig). This strain therefore served as a natural Stx2a null mutant. We precisely removed the ISEc8 from the stx2A gene by allelic replacement to generate a ‘repaired’ 9000 variant termed 9000R. These three strains: 9000 (stx2a::ISEc8 and stx2c+), 9000R (ΔISEc8 stx2a+ and stx2c+) and 10671 (stx2c+) along with isogenic derivatives in which either Stx bacteriophage Φstx2a or Φstx2c or respective toxin genes, stx2a or stx2c, were deleted (Table 1) were compared for Stx2 toxin production, lysis and Φstx2a/c gene expression.
Upon removal of ISEc8 from the Stx2a A subunit gene in strain 9000R, pan-Stx2 toxin production was now >10-fold higher than strains 10671 or 9000, confirming that the ISEc8 had prevented Stx2a production in strain 9000 (Fig 2A). Comparable toxin levels were observed for both 9000R and 9000R Δstx2c indicating that repair of stx2a was responsible for the significant increase in toxin levels relative to 9000 and 10671 and that Stx2a is the primary toxin produced by 9000R (Fig 2A). The ΔΦstx2a 9000 derivative produced equivalent Stx2 levels to 9000 confirming that all toxin produced by the WT strain 9000 was Stx2c and that stx2a was inactivated by ISEc8. The strain 9000 ΔΦstx2a ΔΦstx2c double deletion produced no Stx compared to a Lysogeny broth (LB) control as was the case for strain 10671 ΔΦstx2c (Fig 2A).
Lysis of wildtype strains 9000 (Φstx2a+ Φstx2c+), 9000R (Φstx2a+ Φstx2c+), 10671 (Φstx2c+) and isogenic derivatives was monitored after induction with MMC (2 μg/ml) (Fig 2B). Without induction (no MMC) all strains grew comparably. When induced lysis of strains 9000 and 9000R began after 90 min and complete lysis occurred 180–210 min post-induction. Φstx2c did not influence this lysis phenotype as strain 9000 ΔΦstx2c had an equivalent lysis curve. In contrast when Φstx2a was deleted lysis of strain 9000 ΔΦstx2a was comparable to strain 10671 which carries Φstx2c+ but not Φstx2a+. Growth of both strains stopped at 120 mins post-induction but no cellular lysis occurred as no drop in culture OD was recorded for the duration of the experiment (Fig 2B). Lysis of a double Φstx2 phage deletion strain, 9000 ΔΦstx2a ΔΦstx2c, was also monitored which revealed a slow lysis phenotype. Lysis of strain 9000 ΔΦstx2a ΔΦstx2c began after 90 min post-induction and proceeded at steady rate thereafter (-0.23 OD600nm /30 min). It should be noted that complete lysis of strains 9000 ΔΦstx2a, 9000 ΔΦstx2a ΔΦstx2c and 10671 (Φstx2c+) was observed after overnight incubation for 24 h.
As demonstrated in Fig 2A, Stx2 levels produced from Φstx2a in PT21/28 strain 9000R were significantly higher than levels of Stx2c produced from Φstx2c. To test if this higher level of toxin production results from increased stx2a expression relative to stx2c, expression of the stx2 B subunit gene was measured in strains 9000 and 9000R after induction of phage replication (MMC, 2 μg/ml) (Fig 2C). Expression of the early gene regulators cro (Fig 2D) and N (Fig 2E) were also determined from Φstx2a (cro2a, N2a) and Φstx2c (cro2c, N2c). At 30 min post-induction the expression of N2a and cro2a in both 9000 and 9000R, increased 6–8-fold and expression of stx2a, encoded within the late gene region, increased 2–4-fold. In contrast, basal levels of expression of stx2c, N2c and cro2c (0.2–2.5-fold change) were observed at this same time point. A plateau in the expression of both Φstx2a- and Φstx2c-located genes occurred 60–90 min post-induction however all Φstx2a-located genes (stx2a, N2a and cro2a) were expressed at significantly higher levels (p < 0.05) than their Φstx2c-encoded analogues at every time point in both strain 9000 and strain 9000R. As cro and N control early phage gene expression during replication these results indicate that Φstx2a initiates replication faster than Φstx2c and once started significantly more Stx2a is produced. Consequentially the strains carrying Φstx2a produce higher levels of Stx2 toxin relative to Φstx2c.
Stx2a and Stx2c inhibit budding of bovine ileal organoids
The established receptor for Stx subtypes is Gb3/CD77 [44, 45]. We have previously shown that the Stx toxin receptor, Gb3, is expressed within bovine ileal crypts and demonstrated Stx1 toxin binding in the basal region of isolated crypts [46, 47]. We hypothesized that Stx2a/c may also target these cells and impact on epithelial function and homeostasis to the advantage of the bacterium. Therefore, any differences in Stx2 production by E. coli O157 strains in vivo may lead to differential effects on such a phenotype. To investigate the activities of Stx2-containing supernatants, the budding phenotype of bovine ileal organoids (‘miniguts’) was assessed. These organoids consist of a central internal lumen lined with a single layer of polarised enterocytes including intestinal stem cells analogous to those within ileal crypts, and form new ‘buds’ as a result of intestinal stem cell proliferation [48].
Organoid cultures were treated with toxin-containing supernatants derived from strain 9000 (stx2c+ stx2a::ISEc8) and 9000R (stx2c+ stx2a+) after induction with MMC and organoid size/budding was quantified after 7-days (Fig 3). Treatments occurred during passage of the organoids, when mechanical disruption of organoid exposes the internal luminal surface. Toxin-containing supernatants from both 9000 and 9000R significantly inhibited organoid budding (p < 0.0001) compared to untreated control organoids (Fig 3). There was evidence that supernatants from strain 9000R (stx2c+ stx2a+) inhibited budding to a greater extent than organoids treated with supernatants from strain 9000 (stx2c+ stx2a::ISEc8) (p = 0.0001). Similarly, inhibition of budding by supernatants containing Stx2a only (9000R Δstx2c) was comparable to 9000R. All inhibition of budding was toxin dependent as treatment with supernatants derived from a toxin negative control strain, 9000 Δstx2aΔstx2c, did not inhibit budding relative to untreated organoids. To test if treatment with Stx induced apoptosis/cell death, organoids treated with toxin-containing supernatants from strains 9000, 9000R and untreated control organoids were stained for dead cells after 7-days (S2 Fig). In both control and Stx treated organoids dead cells were found to accumulate within the organoid lumen, with no evidence of any dead cells in the periphery of either treated or untreated organoids. Furthermore upon passage without toxin, budding of Stx treated organoids was recovered to levels (~72–74% budding) comparable with untreated controls. These results indicate that both Stx2a and Stx2c can restrict normal cellular proliferation within bovine crypts independent of cell death/apoptosis with evidence of increased activity in the presence of Stx2a.
Increased shedding and animal-to-animal transmission associated with functional Stx2a
To assess the contribution that acquisition of Φstx2a by PT21/28 strains had on ‘super shedding’ and animal-to-animal transmission, three separate animal trials were conducted in which calves were challenged with NalR derivative strains of PT32 10671 (trial 1), PT21/28 9000 (trial 2) or PT21/28 9000R (trial 3). For each trial animals were housed in each of three rooms (C1, C2 and C3) as detailed in S3 Fig. On day 0 all animals in C1 were orally challenged with ≈1x109 cfu/ml of the inoculum strain and bacterial shedding was monitored by faecal counts (cfu/g) for all challenged animals over a 25-day period (S4 Fig). On Day 5, when peak shedding was observed, one high shedding challenged animal was moved into C2 and another into C3, each room housing five naïve sentinel calves. All transmission events between challenged and sentinel animals were monitored by faecal counts (cfu/g) over an 18-day period (S4 Fig). Environmental levels of each challenge strain were also monitored in rooms C1 –C3 for the duration of each trial. It is noteworthy that environmental levels mirrored that of the highest shedding animal in each room (S4 Fig) indicating that the environment did not act as a significant reservoir of infection under these experimental conditions.
Shedding analysis for challenged animals
Faecal samples from animals challenged with strains 10671 (n = 6), 9000 (n = 4) and 9000R (n = 7) were collected daily for 18-days post challenge and on alternate days thereafter and the mean daily cfu/g faeces enumerated from triplicate plate counts (Fig 4A). Mean cfu/g counts over time were modelled using a Poisson generalised linear mixed model (GLMM) to determine strain specific differences. Statistically significant differences in mean cfu/g over time were observed between strains with mean counts for PT32 strain 10671 predicted to diverge from strains 9000 and 9000R (Fig 4B). Pairwise testing of the differences in mean cfu/g between strains further confirmed that calves challenged with PT32 strain 10671 had significantly lower daily mean bacterial shedding compared with calves challenged with either PT21/28 strain 9000 or 9000R (p = 0.012 and p = 0.018, respectively). No statistically significant differences in shedding between strain 9000 and 9000R was observed (p = 0.454). Total bacterial excretion over the duration of the trial was calculated by Area under the Curve (AUC) analysis and a negative binomial GLM was used for strain comparison. No statistically significant differences in mean were observed between the three strains (p = 0.108) (Fig 4C). Thus in our high dose oral challenge model the ability to produce active Stx2a toxin had no significant effect on shedding as strains 9000 and 9000R had equivalent predicted mean shedding curves.
Animal-to-animal transmission
Transmission of strains 10671, 9000 and 9000R between experimentally infected and sentinel animals was monitored by enumerating cfu/g faeces from all sentinel animals in rooms C2 (n = 5) and C3 (n = 5) (S4 Fig). The mean daily cfu/g faeces from animals colonized by each strain over the 18-day trial period are plotted in Fig 4D. Both PT21/28 strains 9000 and 9000R were transmitted to 9/10 and 10/10 sentinel animals, respectively. Furthermore 6/10 animals colonised by strain 9000R became super-shedders, many of which excreted > 1 x 103 cfu/g for several consecutive days (S4 Fig). In contrast detection of strain 9000 was sporadic and generally required sample enrichment with the exception of one super-shedding event lasting just 2-days (S4 Fig). PT32 strain 10671 did not transmit to any sentinel animals and so was excluded from any further analysis. As above, statistical modelling was used to determine strain specific differences between strains 9000 and 9000R. Significantly higher mean cfu/g counts over time were predicted for strain 9000R compared to stain 9000 (p < 0.001, Fig 4E) with the difference in mean cfu/g counts between 9000R and 9000 predicted to increase 0.43 log cfu/g per day. The mean total cfu/g faeces (AUC) for strain 9000R was also estimated to be ~ 50 fold greater than strain 9000 (p < 0.001) (Fig 4F).
Stx2a does not suppress immune recognition
Stx2 was previously shown to suppress adaptive immune responses in cattle [22]. We hypothesized that Stx2a mediated suppression of E. coli O157-specific adaptive immune responses by 9000R within the intestinal mucosa may increase colonisation of the bovine intestinal tract and account for the enhanced transmission phenotype. To test this we characterised the circulating and mucosal E. coli O157-specific antibody responses in calves orally challenged with 9000, 9000R and 10671 during the above challenge trials.
Weekly serum antibody responses to four E. coli O157 antigens: H7, EspA, Intimin and Tir, involved in protective immunity to E. coli O157 [49, 50], are shown in S5 Fig. Challenge with all three strains induced a significant increase in serum H7-specific IgA (p < 0.01). An increase in serum levels of H7-specific IgG1 was also seen in calves challenged with strain 9000R only (p = 0.029). A small but significant increase in Tir and EspA-specific IgG1 was also observed in calves challenged with strain 10671 (p = 0.045 & 0.023 for Tir and EspA, respectively) but not the 9000 or 9000R strains. As the predominant colonisation site of E. coli O157 in cattle is the terminal rectum [51], Antibody Secreting Cell (ASC) probes [52] were generated from rectal lymph nodes collected at post-mortem from challenge and unchallenged control calves to quantify antibody responses local to the site of colonisation. ASC probes from calves challenged with strain 9000R had significantly higher levels of H7, Tir, EspA and Intimin-specific IgA (p = 0.003, 0.018, 0.011 and 0.018, respectively), and H7-specific IgG1 (p = 0.003) compared to their unchallenged controls, whereas challenge with strains 9000 and 10671 resulted in no detectable increase in antibodies to any of the four E. coli O157 antigens tested (Fig 5). This indicates that local E. coli O157-specific antibody responses were greatest following challenge with strain 9000R and Stx2a-enhanced transmission of the PT21/28 strain is unlikely to be due to suppression of E. coli O157-specific immune responses at the site of colonisation.
Discussion
Within different geographical regions such as North and South America, the UK and Sweden, different E. coli O157 subtypes are present in the cattle population that encode the Stx2a subtype and these are associated with serious pathology in humans [40, 53, 54]. Stx2a has emerged in the last 50 years in the cattle population with the prophage inserting into strain backgrounds often already containing Stx2c [10, 55]. In the UK, this has led to the emergence of Stx2a+2c+ PT21/28 isolates which have been the most significant O157 subtype associated with life-threatening human infections in the UK over the last 15 years [10]. In the current study, our analysis of phage induction kinetics and toxin production in E. coli O157 PT21/28 backgrounds demonstrated that Stx2a-encoding prophage are generally induced more rapidly than those encoding Stx2c. The more rapid induction and lysis kinetics means that Stx2a becomes the dominant Stx2 subtype produced by these isolate populations, thus reducing any selection pressure that would have been applied by production of Stx2c. Studies have shown that Stx2c phage (Φ) have undergone significant gene loss over time particularly in genes required for lysis, replication and repair [41, 56]. We also identified an IS element inserted in the excisionase (xis) gene of ΦStx2c in strain 9000 that prevented precise excision [41]. Such targeted gene loss and IS interruptions preventing precise excision may account for the observed slow lysis phenotype in the absence of ΦStx2a. In contrast phage producing Stx2a are diverse and six ΦStx2a sub-types have recently been classified based upon differences within phage regulatory regions which, in part, correlate with different levels of toxin production [16, 17, 41].
Based on our findings, it is likely that Stx2a is also the main toxin subtype produced by PT21/28 strains following induction in the bovine host. There is an epidemiological association between encoding stx2a and higher levels of excretion from cattle (super-shedding)[27–30] and a primary aim of the current study was to experimentally investigate the role of Stx2a in shedding and transmission dynamics of E. coli O157 within the primary bovine reservoir. A key finding was that restoring the capacity to produce Stx2a in PT21/28 strain 9000 significantly increased excretion from sentinel calves co-housed with a shedding animal. Despite the fact that such experiments were logistically difficult to arrange under restrictions in the UK on working with Stx+ isolates, a successful protocol was established in which experimentally-colonized Trojan calves were introduced into groups of naïve sentinels (S3 Fig). While there was evidence of transfer of the original PT21/28 strain 9000 (stx2a::ISEc8) isolate from the Trojan calves to the sentinels, only 1/10 super-shedding animal was established. By contrast after restoring Stx2a production in this PT21/28 strain (9000R) it was successfully transmitted to 10/10 sentinel animals of which 6/10 became super-shedders. On analysis the sentinel animals therefore excreted significantly higher levels of the Stx2a+ restored strain. A critical point is that when excretion levels for the two PT21/28 strains was compared for animals orally dosed with high levels of the bacteria (109), then all animals became colonized at super-shedding levels and there was no significant difference in overall excretion level. As a consequence, we consider that the advantage conferred by stx2a is more evident and relevant during our transmission experiments which potentially reflect more natural, lower dose, exposure conditions with respect to the sentinel animals.
The oral challenge experiments also demonstrated that both PT21/28 strains 9000 and 9000R were excreted at significantly higher levels than the selected PT32 (strain 10671) isolate. It is therefore evident that Stx2a alone cannot account for the increased excretion phenotype of PT21/28 strains compared with PT32 strain 10671 when the infection dose is high. Alignment of the PacBio sequences for strains PT21/28 strain 9000 and PT32 strain 10671 examined in this study indicates that while a primary difference is the integrated ΦStx2a (S6 Fig), other differences in prophage regions, 2829 SNP differences and a total of 315 and 188 genes unique to strains 9000 and 10671 (S1 Table), respectively, were also detected. We have previously shown how protein regulators and sRNAs from the Stx2a encoding prophage can impact on other chromosomal loci, including type III secretion [42, 57]. Other ΦStx2a encoded genes and/or regulators therefore cannot be excluded from having a role in establishing a super-shedding phenotype. Future work will assess deletion of specific ΦStx2a and non-ΦStx2a regions in vitro before confirmatory experiments could be justified in cattle.
A definitive role for Stx in ruminants has been elusive with evidence for multiple phenotypes including adherence, immune modulation and killing of protozoa that predate on E. coli [19, 22, 23, 58]. In the present study we found no evidence to support a role for immune suppression [23] in the increased excretion of the Stx2a+ isolate by sentinel calves and in fact the strain with the reinstated stx2a generally exhibited higher responses to key antigens commensurate with higher excretion levels from these animals. Our research has demonstrated another potential role for Stx in the bovine host as supernatants containing Stx2a and Stx2c restricted the budding activity of bovine ileal organoid cultures. These cultures were set up to allow stem-like cells in the epithelial crypts to proliferate in vitro producing new epithelium which buds out from the seeded organoid [59]. Proliferation was determined by measuring an increase in the size of individual organoids and was restricted by cultures containing either Stx2a or Stx2c (or both) but there was no inhibition from induced culture supernatants in which no Stx toxin was present. This indicates that both Stx2a and Stx2c subtypes can prevent regeneration of the epithelium and provides evidence for an important phenotype that would have obvious benefits for bacteria that colonise by tight attachment to epithelial cells, as is the case for E. coli O157 at the terminal rectum of cattle [60].
Fig 6 illustrates a model for this Stx activity in which cell turnover is restricted in the intestinal epithelium by Stx2, presumably by activity on stem cells that drive epithelial expansion. This specific activity now needs to be determined but our previous research indicates that a subset of cells in bovine intestinal crypts are Gb3/CD77 positive (the receptor for Stx subtypes) and these may be stem-like cells [46, 47]. However, our previous work had indicated that purified Stx1 interaction with these receptors led to retrograde transport of the toxin out of the cell [47] and so it remains to be determined whether Stx2-subtypes have a different interaction or if Stx toxins are delivered in a different way, for example in outer membrane vesicles (OMVs) [61–63], they may avoid such retrograde trafficking. As proposed by others, it is also possible that Stx-subtypes can enhance colonisation by up-regulation of receptors for intimin such as nucleolin and integrin, although this would need a delivery mechanism, such as OMVs, into differentiated epithelial cells which are Gb3- in cattle [18, 19, 64].
The proposed inhibition of proliferation by Stx could work in conjunction with effector proteins that inhibit apoptosis as together they would help stabilise the colonised epithelium [65–67] (Fig 6). Of note the cycle-inhibiting factor (Cif) effector protein, produced by some specific sub-clusters of enteropathogenic E. coli (EPEC) and non-O157 EHEC, has been shown to cause cell cycle arrest and delays apoptosis when translocated into host cells [68, 69]. For Shigella, secreted effector proteins also act to stabilize the epithelium either by inhibiting cell proliferation (IpaB) [70] or cell removal (OspE) [71] to enable persistence of the colonising bacteria.
Predictive modelling previously concluded that Stx2a was likely to be a critical factor in the development of super-shedding and the occurrence of clinical human EHEC O157 isolates [28]. Furthermore super-shedding of EHEC O157 from cattle was predicted to significantly enhance the risk of infection in humans [28]. We have experimentally confirmed that Stx2a has a critical role in the development of a super-shedding phenotype and transmission of PT21/28 isolates. Although the exact mechanism by which Stx2a mediates a super-shedding phenotype remains unclear we propose that this is, in part, due to Stx2a being the dominant toxin produced by PT21/28 Stx2a+/stx2c+ strains in the GI tract of cattle and therefore has greater activity than Stx2c on the epithelium. Factors driving toxin production in vivo however are unknown and recent work has highlighted the complexity of Stx toxin production dynamics in vivo [72] including the possibility that phage induction does not require lysis for Stx release. Further work is therefore required to understand the expression and lysis dynamics of Stx2 phage and determine the relative levels of Stx2 subtypes produced during colonisation of hosts. It is also evident that super-shedding is multi-factorial, enabled by both Stx2a and the genetic background of the strain. Identifying PT21/28 specific genes or gene variants, in addition to stx2a, that are involved in super-shedding is essential to understanding this important phenotype.
Recent evidence indicates a subset of PT21/28 isolates associated with severe disease that have now lost the Stx2c prophage and consequently produce only the Stx2a toxin [10]. Our data demonstrates that such strains produce higher levels of Stx2a than strains encoding both Stx2a and Stx2c with increased activity for strain 9000RΔstx2c on organoid budding. It remains a concern that as these bacteria evolve ways to increase the activity of Shiga toxins in vivo then such strains may represent more of a threat to human health. As a counter argument, detection of insertion sequence elements in stx genes is relatively common [73] therefore bacteria must encounter conditions where preventing expression of the toxin is a selective advantage. Inactivation of stx2a by three separate IS elements (IS1203v, IS629 and ISEc8) has now been reported [41, 73, 74] and selection against stx-encoding genes has been observed at farm-wide level [56]. Taken together, research in this area highlights the value of understanding Stx activity and drivers for its selection and maintenance in the animal reservoir as these should inform strategies that can reduce the threat to human health.
Materials and methods
Bacterial strains, culture conditions and inocula
Bacterial strains and primers used in this study are listed in Table 1 and S2 Table, respectively. Strain 9000R was constructed by removal of ISEc8 from stx2a in two steps by allelic exchange as described previously [75]. Primer pairs No stx2a/Ni stx2a and Co stx2a/Ci stx2a were used to generate PCR products of the 5’ and 3’ stx2a flanking regions, respectively. Products were cloned into pTOF25 and a KanR cassette was inserted between the stx2a flanking regions. This construct was used as an allelic exchange vector for deletion of stx2a. A wildtype stx2a gene with flanking regions was then generated by overlap extension PCR using primer pairs No stx2a/NiOE stx2a and Co stx2a/CiOE stx2a. The wildtype stx2a gene PCR product was cloned into pTOF25 and used as an allelic exchange vector to replace the KanR cassette with wildtype stx2a on the strain 9000 chromosome. Strain 9000 derivatives spontaneously cured of Φstx2a or Φstx2c lysogens were generated previously using an in-house selection method [41]. Deletion of ISEc8 and loss Φstx2a or Φstx2c were confirmed by PCR and sequencing. NalR derivative strains used in animal studies were naturally derived. All strains were cultured in lysogeny broth (LB) at 37 °C with shaking (200 r.p.m) unless otherwise stated. To prepare animal challenge inocula, NalR derivatives of strains 9000, 9000R or 10671 were resuscitated from freezer stocks on LB-agar plates and incubated at 37 °C overnight. Four 5 ml LB starter cultures were inoculated with single colonies (2 colonies per starter culture) and grown for 6 h (37 °C, 180 r.p.m.). After 6 h, starter cultures were pooled and used to inoculate (1/1000) 50 ml LB final inocula cultures. Final inocula cultures were grown for 18 h (37 °C, 200 r.p.m) before being used in animal studies.
Ethics statement
All animal challenge experiments were performed at the Moredun Research Institute (MRI) under Home Office Licence 70/7914 granted by the UK Home Office under the Animal (Scientific Procedures) Act 1986. Ethical approval was obtained from the MRI Animal Experiments and Ethical Review Committee.
Animal experiments
Transmission studies: Calves used were conventionally reared male Holstein-Friesian dairy cows with an average age of 12 ± 2 weeks at the time of challenge. Calves were fully weaned and fed hay and calf concentrate for 3-weeks prior to challenge, allowing for the establishment of ruminal flora. For each trial calves were randomly assigned to three rooms (C1 –C3) at the MRI High Security Unit (HSU). All calves were screened weekly and confirmed negative for EHEC O157:H7 by immunomagnetic separation (IMS) (anti-EHEC O157 Dynabeads; ThermoFisher) and qPCR (below) for four weeks prior to trial start. The experimental study design is shown in Supplementary S3 Fig. Calves housed in C1 were orally challenged on Day 0 by orogastric intubation with 500 ml PBS containing 10 ml of NalR final inocula cultures (Trial 1: Strain 10671, Trial 2: Strain 9000, Trial 3: Strain 9000R). At peak shedding (Day 5 post challenge) a high shedding calf (> 104 cfu/g faeces) was moved into room C2 and C3 each housing naïve sentinel animals. Faecal shedding was monitored in all challenged and sentinel animals over a 25-day and 18-day period, respectively. 10 g faeces taken directly from the rectum was suspended in 90 ml PBS. Tenfold serial dilutions were made in PBS and 100 μl from three dilutions across a 1000-fold range was plated in triplicate on cefixime-tellurite sorbitol MacConkey (CT-SMAC) agar supplemented with Nalidixic acid (20 μg/ml). Re-suspended faeces were stored at 4 °C. Plates were incubated overnight at 37 °C and colonies enumerated at an appropriate dilution. Five to 10 colonies from each plate were confirmed O157 positive using E. coli O157 Latex Test kit (ThermoFisher). Where no colonies were observed, samples were enriched by adding 1 ml of re-suspended feces to 9 ml Tryptone Soya Broth (TSB; Oxoid). Samples were incubated at 37 °C overnight without shaking and plated onto CT-SMAC plates supplemented with Nalidixic acid (20 μg/ml). Bacterial growth was tested for the presence of O157 by latex agglutination. Faeces negative by direct plating but positive after enrichment were assigned an arbitrary value of 10 cfu/g.
For each of the three trials, a control group of age, sex and breed matched EHEC O157 negative calves (n = 5 per trial) was included to provide negative control material (serum, lymph node cells) for subsequent immunological assays. To monitor EHEC O157 shedding in these control calves, faecal samples were collected every second day for the duration of each trial. Samples were diluted 1:10 in PBS then plated out directly onto CT-SMAC plates and incubated overnight at 37 °C. No EHEC O157 colonies were detected in any of the control faecal samples tested.
Quantitation of E. coli O157-specific antibody responses
Levels of E. coli O157-specific IgA, IgG1 and IgG2 were quantified in serum samples collected weekly from orally challenged or unchallenged control calves, or within antibody secreting cell (ASC) probes generated from rectal lymph node collected at post-mortem. These ASC probes represent spontaneous antibody production of antibodies from B cells within the rectal lymph nodes [52] and were generated as follows: rectal lymph nodes were collected and placed in transport medium (Hanks Balanced Salt Solution (HBSS) without calcium and magnesium, 2% heat inactivated foetal calf serum (Hi-FCS), 10 mg/ml gentamycin (Sigma-Aldrich), 200 IU/ml penicillin and 200 μg/ml streptomycin) prior to processing. Lymph nodes were washed twice in transport medium then cut into small (~0.5 cm2) pieces prior to being homogenized in a stomacher (Colwarth Stomacher 870, Seward Ltd, UK) for 30 s. The homogenized lymph node was then filtered through a 70 μm filter (Thermo-Fisher) before being under-laid with Ficoll-paque Plus (GE Healthcare) and centrifuged for 30 min at 800 × g. The mononuclear cell layer was washed twice with PBS, re-suspended in complete culture medium (RPMI 1640 (Gibco), 10% Hi-FCS, 200 mM L-glutamine, 50 μM β-mercaptoethanol, 200 IU/ml penicillin and 200 μg/ml streptomycin). Cells were then seeded into 24-well plates at a density of 5 x 106 cells per well and incubated at 37°C and 5% CO2. After 5 d, supernatants containing spontaneously released antibody were collected and stored at -20°C prior to analysis.
Levels of IgA, IgG1 and IgG2 to four E. coli O157 antigens (H7, Tir, EspA and Intimin) were quantified by indirect ELISA as previously described [50] with results expressed as optical density at 492 nm (OD492). Optimal serum dilutions were determined following serial dilution of serum to ensure that the OD492 was on the linear part of the curve. Serum dilutions of 1:10 and 1:50 were used for IgA and IgG2 ELISAs respectively. For IgG1 ELISAs serum was diluted 1:100 for H7 and Intimin-specific ELISAs, 1:50 for EspA-specific ELISAs, and 1:250 for Tir-specific ELISAs. All ASC probes were analysed neat.
Phage lysis curves and Stx toxin ELISA
3 ml LB was inoculated directly from glycerol stocks and grown overnight at 37 °C. 6 ml LB was inoculated 1/100 from overnight cultures and grown to an OD600nm = 0.6–0.8 (t = 0). Cultures were split 1:1 and phage lysis was induced in one half by the addition of Mitomycin C (MMC, 2 μg/ml). Subsequent growth/lysis in induced and un-induced cultures was monitored spectrophotometrically at OD600nm. For Stx toxin ELISA assays cultures were grown as above and growth/lysis allowed to proceed for 24 h. After 24 h, 1 ml culture was taken and live cells and cell debris removed by centrifugation (13,000 r.p.m, room temperature (RT)). Stx toxin containing supernatants were further sterilized by syringe filtering (0.22 μm; Milipore). The level of Stx toxin in each sample was assayed using the RIDASCREEN Verotoxin ELISA kit (R-Biopharm) according to manufacturer guidelines.
Culture of bovine ileal organoids
Bovine ileal organoids were derived previously from small intestinal crypts [48]. For toxin sensitivity assays ≈ 1,000 intestinal crypts in 100 μl advanced DMEM/F12 DMEM/F12 containing 1X B27 supplement minus vitamin A (ThermoFisher Scientifc), 25 μg/mL gentamicin and 100 U/ mL penicillin/streptomycin were added to 150 μl BD Growth Factor Reduced Matrigel Matrix (BD Biosciences, UK). 50 μl of Matrigel containing crypts were plated into the wells of a pre-warmed 24-well plate (NUNC, Thermo-Fisher) and incubated at 37 °C in a 5% CO2/air atmosphere for 10 min to allow the Matrigel to solidify. Once solidified 650 μl of pre-warmed IntestiCult Organoid Growth Medium (Mouse) (STEMCELL Technologies, UK) containing 50 μg/mL gentamicin and supplemented with 10 μM ROCK inhibitor (Y-27632, Cambridge Bioscience, UK), 500 nM TGF-β receptor kinase type 1 inhibitor (LY2157299, Cambridge Bioscience) and 10 μM p38 MAP kinase inhibitor (SB202190,Enzo Life Sciences, UK) was added. Stx toxin containing supernatants, derived as per ELISA assay, were added to organoids at a final dilution of 1/200 and organoids were maintained at 37 °C in a 5% CO2/air atmosphere replacing growth media every 2–3 days. 3D-organoids were imaged after 7-days using a Zeiss StereoLumar V12 Fluorescent Stereomicroscope (0.8x Objective Lens, 28x Zoom) and organoid size (in pixels) was determined using OrganSeg software with default settings [77]. For fluorescent cell imaging organoids were stained sequentially with Propidium Iodide (eBioscience) (dead cells) or Hoescht 33342 (all cells) at 7-days post treatment. Organoids were incubated first with 10 μl of propidium iodide added directly to the culture medium for 10 min, washed (2 x 650 μl of warm PBS) and then incubated with Hoescht 33342 diluted 1/1000 in 650 μl PBS for 10 min before fixation with freshly-prepared 1% paraformaldehyde (PFA). Stained organoids were imaged using a Zeiss Axiovert 25 inverted fluorescent microscope. Organoids were routinely passaged after 7-days by removing growth media followed by resuspension of Matrigel in 1 ml ice-cold advanced DMEM/F12 containing 1X B27 supplement minus vitamin A (ThermoFisher Scientifc), 25 μg/mL gentamicin and 100 U/mL penicillin/streptomycin by pipetting. Resulting suspensions were transfer to a Pyrex FACS tube (Corning, Wycombe, UK) and organoids were allowed to settle. The supernatant was removed, organoids were re-suspended in 1 ml advanced DMEM/F12 and then mechanically disrupted by pipetting using a 200 μl pipette tip. The number of crypts was counted and organoid cultures were established as above.
Multiplex qPCR screening and RT-qPCR
All calves were pre-screened for the presence of EHEC O157:H7 by qPCR on a weekly basis for four weeks prior to trial start. 1 g of faeces, taken directly from the rectum, was suspended in 10 ml EC broth (Oxoid) supplemented with Novobiocin (15 μg/ml) and incubated statically at 37 °C for 6 h. After 6 h, 100 μL of enriched culture was suspended in 900 μl PBS, cells harvested by centrifugation (13,000 r.p.m, 5 min, RT) and total DNA isolated using InstaGene Matrix (Bio-Rad) according to manufacturer guidelines. Isolated DNA was screened for the presence of the EHEC O157:H7 rfb gene and Stx toxin variants stx1 and stx2 by multiplex qPCR using primer probe pairs (IDT DNA) specific for each gene (S2 Table). All reactions were carried out using a QuantiTect Probe PCR kit (Qiagen) according to manufacturer guidelines under the following conditions: 95 °C for 15 min (1 cycle), 95 °C, 15 sec; 60 °C, 1 min (45 cycles). Expression of N, cro and stx from Φstx2a and Φstx2c was monitored by RT-qPCR during lysis. Cultures were grown as per lysis curves and 0.2 OD600nm culture units were harvested at t = 0, 30, 60, 90 and 120 min by centrifugation. Total RNA was extracted from cell pellets using a RNeasy Mini kit (Qiagen) according to manufacturer guidelines. Extracted RNA was quantified and 2 μg of each samples was DNase treated using TURBO DNA-free kit. 200 ng of DNase treated RNA was then converted to cDNA using iScript Reverse Transcription Supermix (Bio-Rad) according to manufacturer guidelines. All qPCR reactions were carried out using iQ Syber Green supermix (Bio-Rad) and gene specific primers (IDT-DNA) under the following conditions: 95 °C for 15 s (1 cycle), 95 °C for 15 s; 60 °C for 1 min (40 cycles). Gene expression was quantified relative to a standard curve generated from 9000R genomic DNA.
Genomic sequence comparison
Whole genome chromosomal sequences of strains 9000 and 10671 were obtained from NCBI (accession numbers: CP018252.1, and CP018250.1) as full Genbank files, and complete nucleotide sequence FASTA files. FASTA files were used to make a ProgressiveMauve alignment [78], and the SNPs were extracted using the export SNPs option. FASTA files were also used in conjunction with the prophage sequences of strain 9000 [41], to produce a BLAST Ring Image Generator (BRIG) diagram [79] displaying the content of strain 9000 absent, or different in strain 10671 (blast+ version 2.2.31+) (S3 Fig). Genbank files were converted to GFF3 files using the BioPerl [80] script genbank2gff3 and input into Roary [81] to obtain the core and shell genes for each strain. The gene presence and absence file was then amended with gene loci to show bona fide gene content differences between strains 9000 and 10671 (S1 Table).
Statistical analysis
Analysis of daily shedding measured in cfu/g from challenged and sentinel animals was conducted by fitting separate Poisson generalised linear mixed models (GLMM) by the maximum likelihood method, using logarithmic link function and Laplace approximations to calculate log-likelihoods. The models included the logarithm of the corresponding dilution factor as an offset variable. The fixed effects part of the models consisted of bacterial strain, post-challenge day (centred at the mean day, 11.69 and 9.3 for challenged and sentinel animals respectively) and a term accounting for the interaction both. The relationship between repeated measurements from the same animal was accounted for by including animal as a random effect. Random effects of pen and of the interaction between animal and day were included in the model along with a random effect at observation level to account for data over-dispersion. Total shedding over the course of the experiment was estimated for each animal by the area under the curve (AUC) using the composite trapezoid rule. Differences in mean AUCs per strain were statistically tested by fitting negative binomial generalised linear models (GLM) by iteratively reweighted least squares (IWLS) using a logarithm link function. This way we considered an extra parameter to model over-dispersion in AUC. For sentinels, all animals were negative to strain 10671 and, hence, only those positive to strains 9000 and 9000R were considered in the modelling. For challenged animals, pairwise tests of differences in mean between strains were conducted based on the predicted marginal means from the GLMM and GLM estimates. The corresponding p-values were adjusted for multiplicity using the false discovery rate (FDR) approach [82]. Note that only data from day 1 were considered for fitting the models as the values were all zero at day 0.
PCR data were log transformed and differences in mean gene expression between genes encoded by ΦStx2a and ΦStx2c analogues were statistically assessed at each time-point using t-tests. The corresponding p-values were corrected for multiplicity using the FDR approach [82]. Stx2 production data was analysed by ordinary one-way ANOVA with multiple comparisons testing. Differences in mean organoid size were statistically assessed by ordinary one-way ANOVA multiple comparisons tests in which mean organoid size for each supernatant treatment was compared with strain 9000 or untreated controls. The corresponding p-values were corrected for multiplicity using the FDR approach [82].
Antibody data was analysed as follows: non-parametric Mann-Whitney U tests were used to compare antibody levels within ASC probes. Generalised additive mixed models with identity link function and Gaussian errors were fitted by REML to investigate the effects of challenge strain on serum antibody responses over time. The antibody responses were (log + 1) transformed to normalise the data. The models included challenge strain as a fixed effect and spline-based smooth terms (one per strain) to account for potential non-linear relationships of the response with time, and animal added as a random effect. Heterogeneous variances by group were allowed.
Statistical modelling of bacterial shedding, antibody data over time and transmission data was conducted on the R system for statistical computing version 3.2 [83]. PCR data, Stx2 production data and ASC antibody data were analysed using GraphPad Prism version 6.05 for Windows (GraphPad Software, La Jolla California USA, www.graphpad.com). In all cases statistical test significance was assessed at the 5% significance level.
Supporting information
Acknowledgments
We thank the Moredun Research Institute Bioservices Division for their excellent care of experimental animals.
Data Availability
All relevant data are within the manuscript and its Supporting Information files.
Funding Statement
This work was funded by the Food Standards Agency/Food Standards Scotland grant FS101055: E. coli O157 super-shedding in cattle and mitigation of human risk (https://www.food.gov.uk/science/research/foodborneillness/fs101055) awarded to DLG and TNM. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
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