Figures
Abstract
Cells are unceasingly confronted by oxidative stresses that oxidize proteins on their cysteines. The thioredoxin (Trx) system, which is a ubiquitous system for thiol and protein repair, is composed of a thioredoxin (TrxA) and a thioredoxin reductase (TrxB). TrxAs reduce disulfide bonds of oxidized proteins and are then usually recycled by a single pleiotropic NAD(P)H-dependent TrxB (NTR). In this work, we first analyzed the composition of Trx systems across Bacteria. Most bacteria have only one NTR, but organisms in some Phyla have several TrxBs. In Firmicutes, multiple TrxBs are observed only in Clostridia, with another peculiarity being the existence of ferredoxin-dependent TrxBs. We used Clostridioides difficile, a pathogenic sporulating anaerobic Firmicutes, as a model to investigate the biological relevance of TrxB multiplicity. Three TrxAs and three TrxBs are present in the 630Δerm strain. We showed that two systems are involved in the response to infection-related stresses, allowing the survival of vegetative cells exposed to oxygen, inflammation-related molecules and bile salts. A fourth TrxB copy present in some strains also contributes to the stress-response arsenal. One of the conserved stress-response Trx system was found to be present both in vegetative cells and in the spores and is under a dual transcriptional control by vegetative cell and sporulation sigma factors. This Trx system contributes to spore survival to hypochlorite and ensure proper germination in the presence of oxygen. Finally, we found that the third Trx system contributes to sporulation through the recycling of the glycine-reductase, a Stickland pathway enzyme that allows the consumption of glycine and contributes to sporulation. Altogether, we showed that Trx systems are produced under the control of various regulatory signals and respond to different regulatory networks. The multiplicity of Trx systems and the diversity of TrxBs most likely meet specific needs of Clostridia in adaptation to strong stress exposure, sporulation and Stickland pathways.
Author summary
Cells, that are exposed to oxidative stress in their environment, must rapidly adapt and repair their proteins and thiols. The thioredoxin (Trx) system plays a crucial role in the protection of cysteine from oxidation. Despite being ubiquitous, their role in the obligate anaerobic Clostridia, the relevance of the atypical multiplicity of Trx reductases in bacterial physiology and the importance of a clostridial-specific ferredoxin-dependent Trx reductase had remained unexplored. We analyzed the role of the thiol repair Trx systems in the gut enteropathogen Clostridioides difficile, a major cause of antibiotic-associated diarrhea. Two Trx systems are involved in the response to stresses encountered in the gastrointestinal tract during infection. One of these Trx systems is also present in the spore, the form of transmission and persistence in the environment, and protects the spore from hypochlorite, a disinfectant used to eradicate the spores in hospital. The third system is involved in glycine catabolism and contributes to efficient sporulation. This multiplicity of enzymes seems to meet the needs of cell during growth, compartmentation, and differentiation, not only in Clostridia but perhaps in other multiple-Trx reductase organisms such as Cyanobacteria or eukaryotes, which have dedicated Trx systems in mitochondria and chloroplast.
Citation: Anjou C, Lotoux A, Zhukova A, Royer M, Caulat LC, Capuzzo E, et al. (2024) The multiplicity of thioredoxin systems meets the specific lifestyles of Clostridia. PLoS Pathog 20(2): e1012001. https://doi.org/10.1371/journal.ppat.1012001
Editor: Bruce A. McClane, University of Pittsburgh School of Medicine, UNITED STATES
Received: September 28, 2023; Accepted: January 26, 2024; Published: February 8, 2024
Copyright: © 2024 Anjou et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Data Availability: All data are in the manuscript and/or supporting information files.
Funding: This work was supported by the Fondation pour la Recherche Médicale (#ECO202006011710) for the funding of the PhD of CA, by the Institut Universitaire de France for IMV and by the ANR Difox (ANR-22-CE15-0026-01) for the salary of AL. We received also financial support from Institut Pasteur and Université Paris Cité. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
Introduction
Most cells are exposed to oxidative stress in their environment [1], either to oxygen (O2) itself or to exogenous and endogenous sources of reactive oxygen species (ROS). Microorganisms must adapt to these oxidative conditions that lead to cellular damages with the oxidation of proteins, membrane components and nucleic acids [2–4]. Protein oxidation occurs mainly on cysteine residues, causing the formation of disulfide bonds, of sulfenic (R-SOH) or sulfinic (R-SO2H) acids but also the irreversible formation of sulfonic acid (R-SO3H). In addition, the presence of nitric oxide (NO) or reactive nitrogen species can cause S-nitrosylation of cysteine [2,5,6]. These modifications can inactivate proteins, and cells thus require active repair strategies that include thioredoxin (Trx) systems. Trx systems are ubiquitous thiol- and protein-repair systems, that play a crucial role in oxidative and nitrosative stress resistance [2,5,7]. These systems are composed of a thioredoxin (TrxA) and a thioredoxin reductase (TrxB) [5]. TrxAs are small proteins with a CXXC redox active site allowing disulfide bond exchange reactions for repair of oxidized cysteines in proteins via the reduction of intra- or inter-molecular disulfide bonds, sulfenic acid or S-nitrosylation in target proteins [5,8]. The resulting oxidized TrxAs are then recycled by a TrxB, usually a FAD-dependent protein in prokaryotes, that uses a reduced substrate, commonly NADPH (less frequently NADH) [5]. In model bacteria where Trx systems have already been studied, a unique and versatile NAD(P)H-using Thioredoxin Reductase (NTR) reduces a variable number of TrxAs. One to six TrxA proteins are present in a single microorganism [9]. However, atypical Trx systems that differ from canonical ones by their co-factors (FAD or Fe-S clusters), their electron donors or their organizations with fused TrxA and TrxB proteins exist [10]. TrxBs using a ferredoxin instead of NAD(P)H as electron donor have been described in Clostridia [5,11]. These organisms harboring Ferredoxin-dependent Flavin Thioredoxin Reductase (FFTRs) could have several TrxBs instead of a unique pleiotropic reductase [11]. The role of Trx systems in Clostridia, the relevance of the multiplicity of TrxBs in bacterial physiology and the role and importance of FFTRs remain unexplored so far.
Clostridia is a diverse polyphyletic group that includes ubiquitous bacteria of environmental, medical and biotechnological interest including gut commensals and pathogens [12–14]. One of these gut pathogens is Clostridioides difficile, which exhibits characteristics shared by Clostridia—Gram-positive, anaerobic, low GC content and usually spore-formers—as well as metabolic pathways such as Stickland reactions present in proteolytic Clostridia [15,16]. C. difficile causes moderate to severe diarrheas, pseudomembranous colitis or toxic megacolon, which can lead to the death of the patient [17,18]. C. difficile infection (CDI) classically occurs following antibiotic-induced gut dysbiosis [19]. The altered composition of the gut microbiota results in substantial changes in metabolic pools, with a decrease of secondary bile acids due to the loss of primary bile acids-metabolizing commensal bacteria [20,21]. While secondary bile acids are toxic for C. difficile, preventing host colonization by this organism [22], most of primary bile acids allow spore germination [23], which is followed by vegetative cell multiplication. Concomitantly, the dysbiosis leads to a depletion of butyrate-producing bacteria, inducing a metabolic switch in colonocytes. This switch, from the oxidation of butyrate towards glucose fermentation that consumes less O2, increases the O2-tension in the gut [24] contributing to a decrease of the integrity of the intestinal barrier [25]. In addition, the depletion of secondary bile acids also promotes inflammation [26]. These effects are amplified during CDI as a result of the action of the C. difficile toxins [27]. Their activity causes a disruption of the epithelial intestinal barrier [28–30], triggering a strong immune response with the secretion of pro-inflammatory cytokines and chemokines, the recruitment of immune cells and the production of various antimicrobial compounds notably ROS and reactive nitrogen species [28,31,32]. The activity of the toxins and the resulting host-response lead to the symptoms of the infection [31]. C. difficile survival to this inflammatory reaction of the host is supported by a large arsenal of detoxication enzymes [33,34] and repair systems that include Trx systems. Trx systems seem to be the only ones ensuring protein repair as C. difficile, like most Clostridia, lacks synthesis pathways and reductases associated with other known thiol repair systems, e.g., glutathione, mycothiol and bacillithiol [35–37]. Even if an uncharacterized thiol repair system may exist, the absence of these conventional alternative systems suggests a crucial role of Trx systems in C. difficile physiology.
Here, we studied the phylogenetic distribution of Trx systems in prokaryotes and the biological relevance of harboring multiple Trx systems. Specifically, we show the dedication of Trx systems in the key steps of the life cycle of C. difficile and their associated regulations. This study provides new insights into the physiology of this anaerobic gut pathogen and sheds light into the atypical complexity of Clostridial Trx systems.
Results
Complexity of Clostridial Trx systems
We analyzed the composition of Trx systems in a database containing 349 genomes representative of the bacterial diversity from Megrian et al. [38] using BLAST [39] with TrxA and TrxB sequences from Escherichia coli and C. difficile. Distinction between NTR and non-NTR was made by identification of the NAD(P)-binding site [11] (S1A Fig) in TrxB sequences. Results were then reported on a schematic tree of the prokaryote phylogeny [40] (Fig 1A). A high variability of the number of TrxAs is observed as previously described [9,41,42]. Conversely, most of the bacteria, including those for which Trx systems have been extensively studied such as E. coli, Mycobacterium tuberculosis and Helicobacter pylori, harbor a unique TrxB. Some phyla contain more than one TrxB, which is often correlated with the presence of a non-NTR. Among them, Firmicutes is the most remarkable one with up to four TrxBs in the same bacterium. Within this phylum, a diversity of the number of TrxBs is observed, with only one TrxB for the Bacilli and Tissierellales, and two to four copies for the Negativicutes and Clostridia with a few exceptions (Fig 1B). In the latter two groups, most of the bacteria have both types of TrxB: NTR and non-NTR, which are probably FFTR [11]. Despite the numerous studies on the role of Trx systems in bacterial physiology, their role in Clostridia and the implication of the presence of multiple systems have never been studied.
Composition of the Trx systems among the bacterial phylogeny (A) or among Firmicutes (B). The schematic phylogeny is based on Witwinosky et al. [40] (A) and on Taib et al. [43] (B). TrxA and TrxB are indicated by circles and squares, respectively. NTR are indicated in green and non-NTR in orange. Dark border indicates conservation among the phyla (A) or within the family (B), forms without border indicate presence in some individuals of the phyla but not in all of them. Chimeric enzymes are proteins with fused TrxA and TrxB domains. Firmicutes are highlighted in yellow (A). C. difficile is highlighted in bold red.
We focused on C. difficile, a genetically manipulatable bacterium with a well-characterized lifecycle. The reference strain (630Δerm) of our model bacterium has three TrxAs (TrxA1/CD630_16900, TrxA2/CD630_30330, TrxA3/CD630_23550) and three TrxBs (TrxB1/CD630_16910, TrxB2/CD630_21170, TrxB3/CD630_23560). TrxB2 and TrxB3 harbor NAD(P)H binding sites with GxGxxA and HRRxxxR motifs [11], suggesting that these two proteins are NTRs (S1A Fig). By contrast, TrxB1 lacks these NAD(P)H binding motifs and clusters with other clostridial FFTRs, suggesting that this copy uses ferredoxin as cofactor (S1A–S1B Fig). Finally, TrxA1 and TrxA2 harbor a classical TrxA WCGPC motif [5], while TrxA3 presents an atypical GCEPC motif described in other Clostridia [44] (S1C Fig).
Regulation of C. difficile Trx systems
A first step in deciphering the complexity of Trx systems is the analysis of their genetic organization and the regulation of their expression. The trxA1 and trxB1 genes form a two-gene operon, while trxA3 and trxB3 are part of the grd operon encoding the glycine-reductase [45] (Figs 2A and S1D). By contrast, the trxA2 and trxB2 genes are monocistronic and located in two distinct loci on the chromosome. Analysis of the genome-wide transcription-start site (TSS) mapping data [46] shows the presence of σA-recognized promoters upstream of the TSSs of trxA2 and the grd operon containing trxA3B3. 5’RACE technique was performed to identify the TSSs of the trxA1B1 operon and the trxB2 gene. Both TSSs were preceded by consensus sequences corresponding to promoters recognized by σB, the sigma factor of the general stress-response [33] (S2A Fig). We then compared by qRT-PCR the expression of the trx genes in the wild-type (WT) 630Δerm strain and in the sigB::erm mutant [33] (Fig 2B). As expected, no significative differences were observed for the expression of the trxB3 and trxA2 genes in the two strains, while the expression of the trxB1 and trxB2 genes decreased in the sigB mutant compared to the WT strain, confirming the σB-dependent control of these genes.
(A) Genetic organization and transcriptional regulation of trx genes. The four trx loci are represented, with trxA genes in light blue and trxB genes in green. The two organizations of trxA2 (in trxB4 positive and negative strains) are represented with the additional trxB4 represented in pink. (B, C) Expression of trx genes was measured by qRT-PCR in (B) WT strain and sigB mutant after 4.5 h of growth in TY and in (C) WT strain after 24 h of growth in TY in anaerobiosis or at 1% O2. Mean and Standard Deviation (SD) are shown. Experiments were performed in 6 biological replicates. One sample t-tests were used with comparison of the fold change to 1. (D) Pictures of C. difficile WT and sigB mutant strains carrying a transcriptional fusion PtrxA1/B1-FASTCD. Cells were cultivated during 24 h in TY liquid medium in anaerobic or hypoxic conditions (1% O2) and observed at high magnification (60X). Images are overlays of bacterial autofluorescence (AF) (green) and FAST (red). Scale bars represent 10 μm. (E) Average PtrxA1B1-FASTCD fluorescence intensity of individualized bacteria from acquired images of panel D. Each group consists in the measure of the average PtrxA1B1-FASTCD of 600 cells from two independent experiments. Kruskal-Wallis tests were performed followed by Dunn’s multiple comparison test. *: p-value<0.05, ** <0.01, *** <0.001 and **** <0.0001.
As C. difficile faces low O2 tensions in the gut [47], and because of the role of Trx systems in oxidative stress response in other bacteria, we investigated the effect of O2 on the expression of trx genes. Using qRT-PCR, we showed that exposure to 1% O2 for 24 h led to a significant increase of expression of the trxB1 and trxA2 genes while the expression of trxB2 and trxB3 remained unchanged (Fig 2C). To confirm the induction of trxA1B1 expression, we used a transcriptional fusion between the promoter of this operon and the FASTCD reporter gene [48,49]. The FAST system is O2 independent and functions both in anaerobiosis and in the presence of O2. This system has been successfully used in Clostridium acetobutylicum [49]. While expression of the PtrxA1B1-FASTCD fusion was not detected in anaerobiosis, it was significatively induced in the presence of 1% of O2 (Fig 2D and 2E). The absence of fluorescent signal in the presence of O2 in the sigB::erm mutant confirmed the σB-dependent control of this operon. Finally, we detected in the WT strain a heterogeneity of expression of the PtrxA1B1-FASTCD fusion, as observed previously for other σB targets [50].
In summary, the trx loci are differentially regulated (Fig 2A). The trxA1B1 operon is σB-regulated and is induced in presence of O2, while trxB2 is not induced by O2 despite its σB-dependent regulation. The trxA2 gene is also induced in presence of O2 but is transcribed from a σA-dependent promoter, indicating that O2 induction and σB-dependent control are not linked. Finally, the trxA3B3 genes are part of the grd operon and are likely transcribed by σA. A glycine riboswitch has been previously identified upstream of the grd operon [51], suggesting an induction by glycine, as demonstrated in a recent study [52].
Trx systems are not essential in C. difficile
To investigate the role of the three Trx systems in C. difficile physiology, we inactivated the different trx genes. We were able to obtain mutants for all trx genes except trxB3 despite several attempts, and all the corresponding multi-mutants were obtained. We also obtained complemented strains for the different mutants with plasmids carrying the corresponding genes under the control of their own promoters. We were able to obtain a triple trxA mutant indicating that Trx systems are not essential in C. difficile. In addition, no growth defects were observed for any of the single or multiple mutants in TY medium (S3A Fig). However, the survival of the trxA triple mutant in stationary phase was strongly impacted, with a defect of more than two-logs already visible at 24 h (S3B Fig). The survival of the ΔtrxA1/ΔtrxA2 double mutant was also affected, but to a lesser extent than the triple mutant. No survival defect was observed for the trxB mutants (S3C Fig). These results indicated that even if TrxAs are not necessary for C. difficile growth, they are important for its survival during stationary phase, with a more important role of TrxA1 and TrxA2 compared to TrxA3.
Two Trx systems favor the survival of C. difficile when exposed to O2 and inflammation-related stresses
Even though C. difficile is a strict anaerobe and a gut resident, this pathogen is exposed to various low O2 tensions during its infectious cycle [47]. C. difficile must also deal with immune cells [32] and inflammation-produced molecules [27]. All these stresses target principally thiols [53], and we demonstrated that some trx genes were induced by low O2 tensions or controlled by σB. Thus, we investigated the role of Trx systems in stress tolerance by assessing the survival of all the trx mutants upon exposure to different molecules.
We first evaluated the survival in the presence of 1% O2 to mimic the O2-level at the mucus layer [47] and at 0.1% of O2 which corresponds to O2-tension in a dysbiotic gut lumen [47]. The trxB1::erm/ΔtrxB2 double mutant and the ΔtrxA1/ΔtrxA2/ΔtrxA3 triple mutant did not grow on plates when exposed to 1% O2 in contrast to the WT strain, showing the importance of Trx systems in O2 tolerance (Fig 3A and 3B). Furthermore, the ΔtrxA1/ΔtrxA2 double mutant displayed the same phenotype as the triple mutant at this O2 tension, whereas the two other trxA double mutants had a survival rate comparable to the WT strain. These results suggest that TrxA1 and TrxA2 but not TrxA3 are important for survival in the presence of O2. The O2 tolerance of all single mutants was similar to the one of the WT strain, suggesting functional redundancy for TrxA1 and TrxA2 as well as TrxB1 and TrxB2. The phenotypic complementation of double and triple mutants by only one of the above-mentioned partners further confirms this conclusion (S4A Fig). The trxA3 gene did not complement the trxA triple mutant (S4A Fig), supporting the absence of involvement of TrxA3 in O2 tolerance. The same results were obtained in the presence of 0.1% of O2 (S4B Fig).
(A, B) Samples were serially diluted, plated in duplicate on TY Taurocholate (Tau) plates and incubated either in anaerobiosis or in hypoxia at 1% O2 for 64 h. Survival was calculated by doing the ratio between CFUs in the last dilution with stress and CFUs in the last dilution without stress. Survival was then normalized as the ratio of the mutant vs the WT. (C, D) Samples were serially diluted and plated on TY and (C) TY + DEA NONOate 750 μM or (D) TY + HClO 0.1% and incubated for 24 h. (E) Samples were incubated in glycylglycine buffer in the presence or absence of H2O2 250 μM for 30 min, serially diluted and plated on TY plates. Mean and SD of survival are shown. Experiments were performed in 5 biological replicates. For all assays, ordinary one-way ANOVA was performed followed by Dunett’s multiple comparison test. The comparisons are made with the WT strain. *: p-value<0.05, ** <0.01, *** <0.001 and **** <0.0001.
We then wanted to study the role of Trx systems in an inflammation context by evaluating the tolerance of trx mutants to molecules produced by immune cells. As observed for O2 tolerance, the trxB1::erm/ΔtrxB2 double mutant, the ΔtrxA1/ΔtrxA2 double mutant and the trxA triple mutant were more sensitive to DEA NONOate, a NO donor (Fig 3C), to hypochlorite (HClO) (Fig 3D) and to hydrogen peroxide (H2O2) (Fig 3E), confirming the key role of these four proteins in stress response to inflammation-produced molecules. By contrast, the ΔtrxA1/ΔtrxA3 and ΔtrxA2/ΔtrxA3 mutants had a survival rate comparable to the WT strain (Fig 3C–3E), indicating a marginal role of TrxA3 in the survival to oxidative and nitrosative stress, as observed for O2 tolerance. Assays on complemented strains (S4 Fig) validated these observations.
Altogether, these results point out that despite the existence of specific detoxication enzymes for O2 and for oxidative and nitrosative stresses, Trx systems, and more precisely two TrxAs (TrxA1 and TrxA2) and two TrxBs (TrxB1 and TrxB2), are crucial for C. difficile survival when exposed to these stresses.
A supplementary TrxB is part of the stress-response arsenal in some strains of C. difficile
An in silico investigation for additional Trx partners in NCBI available C. difficile assembled genomes led to the identification, in some strains, of a fourth TrxB named TrxB4. In these strains, the trxB4 gene is located downstream of the trxA2 gene, which is monocistronic in the 630Δerm strain. The trxB4 gene when present forms an operon with trxA2. The trxB4 gene is widespread in clades 3 and 5 of C. difficile but is also found sporadically in some strains of other clades (Fig 4A). The maximum likelihood tree of the trxB4 gene follows the core-genome C. difficile phylogeny (S5A Fig), suggesting an ancestral origin of trxB4. We analyzed the genetic environment of trxA2 in C. difficile strains representative of the diversity of the species (Fig 4B). We found that a variable region was delimited by conserved genes, the trxA2 gene on one side and CD3026 encoding a hypothetical protein on the other side. In the 630Δerm, this variable region is composed of genes encoding a phosphotransferase system (CD3027 to CD3031) and a PLP-dependent aminotransferase (CD3032). These genes are absent in trxB4-containing strains, at the exception of the ancestral SA10-050 strain, which is used to root the tree (Fig 4A) [54]. In clade 5 strains carrying trxB4, the variable region is composed of an ABC transporter, a membrane protein, a two-component system and trxB4. These genes are also present in the SA10-050, confirming that all these genes, including trxB4, were ancestral and that several independent gene losses events probably occurred. Consistently, the trxB4-containing strains outside of clade 5 harbor scars of the two variable regions, illustrating at least two independent deletions (Fig 4B).
(A) Repartition of the trxB4 gene in a data set of 194 genomes. The core genome was used to reconstruct C. difficile phylogeny. The presence of trxB4 was assessed using BLASTN [55] and indicated by pink boxes in the outer layer. Final tree was produced with iTOL [56]. (B) Genetic environment of trxA2 genes. Sequence of trxA2 environments were analyzed using MicroScope platform [57]. (C-E) Complementation of the trxB1/trxB2 double mutant by the trxB1, the trxB2 or the trxB4 gene. (C) Samples were serially diluted, plated in duplicate on TY Tau plates and incubated either in anaerobiosis or in hypoxia at 1% O2 for 64 h. (D, E) Samples were serially diluted and plated on TY and on (D) TY + HClO 0.1% or (E) TY + DEA NONOate 750 μM. Plates were incubated for 24 h. Experiments were performed in 5 biological replicates. Mean and SD are shown. For stress assays, one-way ANOVA was performed followed by Dunett’s multiple comparison test. *: p-value<0.05, ** <0.01, *** <0.001 and **** <0.0001.
As TrxB1, TrxB4 lacks the NAD(P)H binding motifs and clusters with clostridial FFTRs, strongly suggesting that TrxB4 is a FFTR (S1A–S1B Fig). Given the importance of TrxB1 and TrxA2 in stress-response, we investigated the role of TrxB4 in this adaptive process. We complemented the trxB1::erm/ΔtrxB2 double mutant with the trxB4 gene of the E1 strain [58] expressed under the control of its own promoter, as we show that the σA-recognized promoter located upstream trxA2 was conserved between the 630Δerm and E1 strains (S5B Fig). The expression of the trxB4 gene in the trxB1::erm/ΔtrxB2 mutant restored a level of O2-survival comparable to the complementation obtained with the trxB1 and trxB2 genes (Fig 4C). The same observations were made with HClO and NO (Fig 4D and 4E), confirming the involvement of TrxB4 in stress-response.
Two Trx systems are required to cope with disulfide-bond formation induced by some bile salts
Bile acids are inextricably linked to the life cycle of C. difficile. Primary bile acids such as cholate (CHO), which are abundant in the CDI context, allow germination [21,23], whereas secondary bile acids such as deoxycholate (DOC) are known to prevent C. difficile colonization through growth inhibition [59]. C. difficile colonizes the gut at very low concentration of secondary bile acids [23], but faces higher levels during the microbiota recovery phase [60], leading to biofilm formation and/or clearance of the bacteria [61]. Hence, tolerance to bile acids is important for C. difficile transmission, persistence, and CDI recurrence.
To determine the implication of Trx systems in bile acids susceptibility, we exposed the trx mutants to DOC and CHO (Fig 5A and 5B). As observed for inflammation-related stresses, we found a decrease in survival of multi-mutants of trxA1, trxA2, trxB1 and trxB2 genes, suggesting their importance for C. difficile survival in presence of DOC, in agreement with a function in stress-response. For CHO, we observed a lesser effect compared to DOC, with only a significant sensitivity for the trxA triple mutant. The sensitivity of the complemented multi-mutants was in agreement with these results, with a phenotypic complementation only by trxA1 or trxA2 and trxB1 or trxB2 (S6A and S6B Fig). Interestingly, this phenotype was not seen when glycodeoxycholate (GlyDOC) was used (S6C Fig), suggesting a specific action of CHO and DOC.
Samples were serially diluted and plated on TY and on (A) TY + DOC 0.03%, (B) TY + CHO 0.4%, (C) TY + Triton X-100 0.01%, (D) TY + SDS 0.001% or (F) TY + diamide 0.2 mM. The plates were incubated for (F) 24 h or (A-D) 48 h. (E) WT and ΔtrxA1/ΔtrxA2/ΔtrxA3 mutant (trxA) were serially diluted and plated on TY and on TY containing either DOC 0.03%, DTT 0.1% or DOC 0.03%, and DTT 0.1%. The plates were incubated for 48 h. Survival was calculated by doing the ratio between CFUs in the last dilution with chemical and CFUs in the last dilution without chemical. Experiments were performed in 5 biological replicates. Mean and SD are shown. For all assays, ordinary one-way ANOVA was performed followed by Dunett’s multiple comparison test. *: p-value<0.05, ** <0.01, *** <0.001 and **** <0.0001.
To assess if this increased sensitivity of the mutants was due to the detergent activity of bile acids, we exposed the trx mutants to other detergents (Triton X-100 and SDS) (Fig 5C and 5D). We observed no sensitivity of the trx mutants at concentrations described to be critical for growth of a detergent-sensitive strain, the ΔbusAA mutant, used as a control (S6D and S6E Fig) [62]. The trx mutants are therefore not sensitive to detergents, suggesting that their bile acids-sensitivity is linked to another physico-chemical property. Bile acids have been described to form disulfide bonds [63], which could explain the observed phenotypes. To test this hypothesis, we exposed the trxA triple mutant to DOC in presence of dithiothreitol (DTT), a disulfide-bond reducing agent [64] (Fig 5E). The complete restoration of survival in presence of DTT confirmed that a disulfide bond-dependent mechanism is responsible for the increased susceptibility of trx mutants to DOC. This hypothesis is also supported by the fact that DOC-sensitive trx mutants were also more sensitive to diamide, a chemical triggering disulfide-bond formation [64] (Figs 5F and S6F). Conjointly, these results show the importance of Trx systems in the repair of disulfide-bonds induced by some bile acids, CHO and DOC.
The third Trx system is involved in sporulation
Sporulation is a key step of C. difficile life cycle. After gut colonization, the formation of spores is triggered by an undetermined signal. The newly-formed spores disseminate in the environment during diarrhea. As this metabolically inactive form is resistant to many stresses including air and acidic pH, it allows the transmission to new hosts. We therefore evaluated the contribution of Trx systems to sporulation. We first evaluated the sporulation capacity of the single mutants (Fig 6A). The ΔtrxA3 mutant showed a significantly lower rate of sporulation, suggesting a role of TrxA3 in this process. The sporulation rate of the ΔtrxA1/ΔtrxA3 and the ΔtrxA2/ΔtrxA3 mutants were even lower (Fig 6B), while the ΔtrxA1/ΔtrxA2 mutant had the same sporulation efficiency than the WT strain. These results suggest a major role for TrxA3 and a slight contribution of the two other TrxAs to sporulation in the absence of TrxA3.
TrxA3 contributes to spore formation (A-D) Effect of trxA gene inactivation on sporulation. Sporulation rate of WT strain and (A) trxA single mutants, (B) trxA double mutants and (C) ΔgrdAB mutant was evaluated daily over 4 days by numeration of total cells and spores by serial dilution and plating on TY + Tau before (total CFUs) and after (spores) ethanol shock. (D) Sporulation rate of WT strain in TY or TY + 20 mM glycine was evaluated. Experiments were performed in 5 biological replicates. Mean of sporulation rate and Standard Error of the Mean (SEM) are shown. For sporulation assays, t-tests were performed comparing the sporulation rate of the condition and the sporulation rate of the WT in TY. *: p-value<0.05, ** <0.01.
The trxA3 gene is part of the glycine reductase (grd) operon (S1D Fig). As other proteolytic Clostridia, C. difficile is able to extract energy from Stickland fermentations [15]. The grd operon contains the grdABCDEX genes encoding the enzymes involved in glycine reduction, and a Trx system (trxA3/trxB3) required for the reduction of the selenoenzyme GrdA [65]. To determine if the sporulation defect was associated with the glycine-reductase activity, we studied the sporulation of a ΔgrdAB mutant (Fig 6C). We observed a sporulation defect, suggesting that GrdAB contributes to the efficiency of spore formation. As glycine is a known co-germinant of C. difficile spores [59], we hypothesized that the observed reduction of sporulation efficiency could be due to a reduced consumption of glycine. Addition of glycine in the media decreased the sporulation rate of the WT strain at 24 h (Fig 6D), but at a lower extent than mutations of grdAB or trxA3, suggesting the existence of another mechanism to explain the observed phenotypes. Altogether, these results show that the third Trx system of C. difficile, TrxA3 and likely TrxB3, plays a role in the control of sporulation likely through a GrdAB-dependent mechanism.
Regulation and role of the spore Trx system
The link between Trx systems and the spores is not restricted to the grd operon. Interestingly, TrxA1 and TrxB1 have been detected in the spore proteome of the 630Δerm strain [66]. We used a PtrxA1B1-trxA1’-FASTCD translational fusion to confirm the presence of TrxA1 in the spores. We confirmed that this protein fusion was able to complement the ΔtrxA1/ΔtrxA2 mutant in a O2-survival experiment (S7A Fig). TrxA1 was detected both in the vegetative cells and in the sporulating cells, mainly in the forespore (Fig 7A). Using a PtrxA1B1-FASTCD transcriptional fusion (Fig 7B), and the membrane specific marker MTG, we showed that the trxA1B1 operon was expressed in the vegetative cell (yellow arrows), in the mother cell (pink arrows) and in the forespore (blue arrows). The expression of this fusion was detectable in all the compartments at the stage of asymmetric division. From the engulfment to the maturation of the spore, the expression was significantly increased in the mother cell compared to the vegetative cell, and higher in the forespore compared to the mother cell (Figs 7C and S7B). By contrast, the expression of the PtrxA1B1-FASTCD fusion was not visible anymore in the phase bright forespore (Fig 7C). In a sigB::erm mutant (Fig 7B and 7C), the expression of the fusion was no longer detectable in the vegetative cells consistently with our previous observations (Fig 2D) but also in the mother cell, suggesting that the expression in this compartment was σB-dependent. Interestingly, the expression of this fusion in the sigB::erm mutant was still visible in the forespore, suggesting the existence of an alternative σB-independent transcription of trxA1B1 during sporulation.
(A) The location of TrxA1 during sporulation was evaluated using the translational PtrxA1B1-trxA1’-FASTCD fusion. Bacteria were incubated in anaerobiosis for 48 h in sporulation medium and observed at high magnification (100X). Images are overlays of bacterial autofluorescence AF (green) and FAST (red). Scale bars represent 10 μm. White arrows indicate a forespore. (B) Expression of the trxA1/B1 operon was monitored using the transcriptional PtrxA1B1-FASTCD fusion in the WT strain and in the sigB::erm mutants. Bacteria were cultured for 48 h in anaerobiosis in sporulation medium. Images are overlays of phase contrast, MTG (green) and FAST (red). Scale bars represent 10 μm. Yellow arrows indicate vegetative cells, blue arrows forespores and pink arrows mother cells. (C) Expression of the trxA1/B1 over the stages of sporulation. The different stages of sporulation of the WT strain are shown. Yellow arrows indicate vegetative cells, blue arrows forespores and pink arrows mother cells. The schematic bacteria indicate the sigma factors present in the compartments over sporulation. The sigB::erm mutant is shown at the stage of engulfment. The sigF::erm mutant blocked at the stage of asymmetric division forms disporic cells and the sigG::erm mutant is blocked at the stage of engulfment. Scale bars represent 3 μm. (D) Promoter identification through 5’RACE using RNA extracted from the sigB::erm mutant grown in sporulation medium. The TSS (+1) is indicated in red. Upstream this TSS, σB and σG boxes [46] are represented in orange and green, respectively.
Four sigma factors are involved in sporulation: σE and σK in the mother cell and σF and σG in the forespore [67]. Given the fact that the trxA1B1 operon was expressed in the forespore in the sigB::erm mutant, σF and σG are the best candidates to be the alternative sigma factors that transcribe this operon during sporulation. However, the corresponding promoter was not identified by our first 5’RACE performed with RNA extracted from exponentially growing cells (S2A Fig). We mapped again the TSS using RNA extracted from a sigB::erm mutant after 24 h of growth in sporulation medium. We were able to identify a new TSS and the consensus sequences of a promoter recognized by σG (Figs 7D and S7C and S7D). To confirm this control, we introduced the PtrxA1B1-FASTCD transcriptional fusion in the sigF::erm and the sigG::erm mutants [67] (Fig 7B and 7C). As σF is necessary for sigG expression [68], a σF-transcribed gene is not expressed in a sigF::erm mutant but expressed in a sigG::erm mutant, while a σG-transcribed gene is expressed neither in a sigF::erm nor in a sigG::erm mutant. In a disporic sigF::erm mutant cell, the PtrxA1B1-FASTCD fusion was expressed only in the mother cell, likely under the control of σB, but not in the forespores (Fig 7C). The same observation was made for the sigG::erm mutant blocked following engulfment completion. These results confirm the σG-dependent control of the expression of the trxA1B1 operon during sporulation in agreement with the second promoter identified.
To understand the function of this Trx system in the spore, we first performed a sporulation assay using a ΔtrxA1/B1 double mutant (Fig 8A). This mutant has a similar sporulation rate as the WT strain, except after 24 h where the percentage of spores was significantly higher. This quicker sporulation is not due to a difference in growth (S7E Fig). The TrxA1/B1 system might thus contribute to delay sporulation but is clearly not required for sporulation. We then performed a germination assay using spores of both the WT and the ΔtrxA1/B1 mutant (Fig 8B). The germination was followed in anaerobiosis and in air (Fig 8B–8C) through measurement of the decrease of OD600nm of a spore suspension following addition of 1% taurocholate. The WT and ΔtrxA1/B1 mutant spores germinated similarly in anaerobiosis (Fig 8B), but the total OD600nm reduction was significantly lower in the mutant in aerobiosis (Fig 8C), suggesting a lower efficiency of germination. We also evaluated the germination in aerobiosis after 20 and 180 min under the microscope (Fig 8D and 8E). After 20 min, all the spores of the WT strain were phase-dark, while a subpopulation of approximately 15% of spores of the ΔtrxA1/B1 mutant remained phase-bright. After 180 min, this subpopulation only represented 5% of spores, which was still significantly higher than the WT strain. In addition, the reduced decrease of OD600nm observed in aerobiosis for the ΔtrxA1/B1 was still observed when DTT was added (S7F Fig). This result suggests that the reduced efficiency of germination is not due only to the disulfide bond reduction activity of Trx systems. Moreover, as a phenotype was only visible in aerobiosis, it seems that this germination defect is due to an increased sensitivity to oxidative stress. We also performed an outgrowth assay in anaerobiosis of the mutant, but we observed no difference with the WT strain (S7G Fig). However, as this assay requires anaerobiosis to observe growth, we are not able to conclude if the germination defect observed in aerobiosis would lead to an outgrowth defect in similar conditions.
To validate the hypothesis of a link with oxidative stress and knowing the impact of these TrxA1/B1 in oxidative stress tolerance (Fig 3), we tested the viability of the spores when exposed to a sporicidal molecule, HClO (Fig 8F). After 10 min of exposure at 0.1% HClO, we found that the survival of ΔtrxA1/B1 spores was more impacted than the one of the WT spores with a 33-fold decrease of spore survival. These results confirm the role of the TrxA1B1 system in the protection of the spore against oxidative stress and suggest a role during germination.
(A) Sporulation rate of the ΔtrxA1/trxB1 mutant was evaluated daily over 4 days as described in Fig 6. Mean of sporulation rate and SEM are shown. (B—E) Role of TrxA1/B1 in germination. ~107 spores of WT strain and of ΔtrxA1/B1 mutant were exposed to 1% taurocholate to induce germination, either (B) in anaerobiosis or (C) in air. OD600nm was monitored every 5 min to evaluate germination. Experiments were performed in 5 replicates with at least 2 independent spore suspensions. Mean and SD are shown. (D) ~107 spores of WT strain and of ΔtrxA1/B1 mutant were exposed to 1% taurocholate to induce germination. After 0, 20 and 180 min, spores were washed and fixed in 4% PFA before observation under phase contrast microscopy at high magnification (60X). Scale bars represent 5 μm. Yellow arrows indicate bright phase spores. (E) Percentage of bright phase spores were quantified from acquired images of panel C from 900 cells from two independent experiments. Mean and SD are shown. (F) Role of TrxA1/B1 in resistance to HClO treatment. 108 spores were exposed to 0.1% of HClO for 10 min, neutralized with 1% sodium thiosulfate, washed and diluted and spotted on TY Tau plates for numeration. Survival was estimated by calculating the ratio of CFUs between treated and non-treated spores. Experiments were performed in 5 biological replicates. Mean and SD are shown. For sporulation assays, t-tests were performed comparing the sporulation rate of the WT and the mutant. For germination assays, two-way ANOVA were performed. For comparison of the proportion of bright phase spores, multiple unpaired t tests were performed. For sporicidal assays, unpaired t-tests were performed. *: p-value<0.05, ** <0.01.
Discussion
In this work, we used C. difficile as a model to understand the multiplicity of Trx systems in Clostridia and more broadly in bacteria. This representative of Clostridia can be genetically modified and is a major healthcare problem. Digging in its atypical but well-characterized lifestyle is thus of great interest, both for the understanding of the complexity of Trx systems and the better characterization of the physiology of the pathogen.
Two of the three Trx systems of C. difficile are involved in stress response while the third one is involved in glycine catabolism and sporulation. TrxA1, TrxB1, TrxA2 and TrxB2 play a crucial role in the response to infection-related stresses such as bile acids, O2, ROS, HClO and NO. These Trx systems contribute to a first line of defense against molecules produced by immune cells, especially neutrophils, which are massively recruited during CDI [32]. The absence of phenotypes for single mutants or for double mutants complemented by one of the copies indicates a functional redundancy between TrxA1 and TrxA2 on one hand and between TrxB1 and TrxB2 on the other hand. Whether each TrxB can reduce both TrxA1 and TrxA2 or whether specialized pairs exist remain to be determined. The TrxA1 protein and the TrxB1 FFTR, that are encoded by the same operon and detected both in vegetative cells and in spores [66], very likely form a first stress-dedicated pair. It is also noteworthy that the trxA2 gene forms an operon with trxB4, which encodes a FFTR in strains containing this fourth copy, suggesting that TrxA2 might function with FFTRs. In strain 630Δerm, both the trxA1B1 operon and the trxA2 gene are induced during long term exposure to 1% O2, but these genes are transcribed using different σ factors. These results suggest the existence of a common still uncharacterized regulator.
The spore-associated TrxA1/B1 system is important to protect the spore from oxidants including HClO, which is produced by immune cells but also used as a disinfectant in hospital to eradicate spores [69]. The TrxA1/B1 system probably also contributes to the protection of the germinating cells in the small intestine where the O2 tension is around 4–5% [47,70]. TrxB1 uses a ferredoxin instead of NAD(P)H as substrate [11]. As spores are metabolically dormant, NAD(P)H is probably not renewed. It is noteworthy that ferredoxins are present in the spore, as well as enzymes that could compose their renewal system, the pyruvate-ferredoxin oxidoreductase (CD2682) and an iron-only hydrogenase (CD3258) [66]. Using FFTRs may therefore allow C. difficile, and likely other Clostridia, to have a functional TrxB in the spore, even in absence of NAD(P)H. Seven ferredoxins, potential partners of the FFTR, are encoded in the genome of C. difficile. Among them, CD0115, CD1595.1 and CD3605.1 are present in the spore, strongly suggesting that at least one acts as a partner of TrxB1. CD3605.1 is controlled by σB and induced in the presence of 1% O2 (S2B and S2C Fig), following the same expression pattern as the trxA1B1 operon. Interestingly, CD1595.1 is less expressed in a sigF and a sigG mutant in transcriptome [71] and transcribed from a promoter recognized by σG [46], sharing this control with trxA1B1 during sporulation. These ferredoxins, which are detected in the proteome of the vegetative cells for CD3605.1 [72] and of the spores for CD3605.1 and CD1595.1 are good candidates as main partners of TrxB1.
TrxA3/TrxB3 are encoded by genes belonging to the grd operon. The inactivation of either grdAB or trxA3 leads to a reduced sporulation efficiency, consistently with a recent study about the role of GrdAB in sporulation [73]. This shared phenotype suggests that TrxA3 and likely TrxB3 correspond to the Trx system dedicated to the glycine reductase and the reduction of GrdA. GrdAB and its Trx system would therefore allow C. difficile to consume glycine, a spore co-germinant [59]. The gene content of the grd operon, including the presence of trxA3/B3, is conserved in other proteolytic Clostridia including Clostridium sticklandii, Paraclostridium bifermentans, Paeniclostridium sordelli and Clostridium botulinum, even if several genetic rearrangements are observed (S1D Fig). This metabolism allow the extraction of energy from glycine by Stickland fermentation [15,65,74] and is crucial for niche colonization, as interspecies competition for glycine has been shown to be a determinant of C. difficile germination and colonization [75]. In addition to the systematic presence of trxA3/B3 in the grd operon, TrxA3 contains an atypical [G/S]C[V/E]PC active site described in the grd-associated TrxA of other proteolytic Clostridia [44], while TrxA1 and TrxA2 contain a classical TrxA active center motif WCGPC [5] (S1C Fig). This grd-associated TrxA has been shown to function with Clostridial NTR but not with E. coli NTR, suggesting that TrxB3 might be dedicated only to the atypical TrxA3 protein and supporting the dedication of the TrxA3/B3 system to the reduction of GrdAB. The difference in the CXXC catalytic motif might be important to discriminate TrxA targets. In H. pylori, Trx1 and Trx2 are both TrxAs, but only the classical Trx1 with the WCPGC motif is able to reduce AhpC, a peroxiredoxin [76]. TrxA1 and TrxA2 have probably a broader range of partners than TrxA3. These diverse targets could contribute to the role of TrxA1 and TrxA2 in stress-response. Indeed, Trx systems have both a direct and indirect effect in stress-survival. The thiol-disulfide exchange reaction is directly required for thiol repair following stress exposure. Indeed, DOC, diamide and HClO trigger a disulfide-stress [77], ROS oxidize SH groups to disulfide or sulfenic acids and NO leads to S-nitrosylation. An indirect role would be mediated by detoxication or repair enzymes such as methionine sulfoxide reductase (MsrAB) and peroxiredoxins [thiol-peroxidase (Tpx) or bacterioferritin comigratory protein (Bcp)] [78–80] that require Trx and/or Grx systems for their activity. In bacteria lacking Grx and AhpF such as H. pylori, AhpC depends only on Trx for its activity [76]. In C. difficile, MsrAB and Bcp, although uncharacterized, are present. The msrAB and bcp genes are members of the σB regulon [33], in agreement with the increased sensitivity of the sigB mutant to oxidation [33,50]. This observation also indicates a coordinated regulation of a large set of genes encoding enzymes involved in ROS detoxication and damage repair. Another potential Trx target is CotE, a bifunctional spore-coat protein with chitinase and peroxiredoxin domains [81]. This second domain might be reduced by TrxA1/B1 in the spore. Finally, Trx systems also contribute to the activity and the recycling of proteins involved in central metabolism such as the ribonucleoside-di-phosphate reductase (CD2994-CD2995) [82] and GrdAB.
The specificity of TrxA targets could explain, at least partly, the multiplicity of Trx systems as observed for other detoxication enzymes. C. difficile encodes indeed many redundant detoxication enzymes, e.g. three catalases, four peroxidases, two flavodiiron proteins and two reverse rurbrerythrins [47]. The evolutionary origin of these multiplications remains unexplored. The Trx systems seem to be ancestral as they are conserved among C. difficile strains, at the exception of trxB4. TrxB2, a NTR, which is present in the vegetative cell, is involved in stress-response and is encoded by a monocistronic gene, would correspond to the ubiquitous bacterial TrxB copy able to reduce various TrxAs as observed in other bacteria [7]. The trxA2-trxB4 operon could be a duplication of the trxA1-trxB1 operon, as both TrxBs are FFTR with a high level of similarity (78% of similarity at the protein level). This is also true for TrxA, as TrxA1 and TrxA2 are closer (63% similarity) than TrxA3 (33 and 35% of similarity with TrxA1 and TrxA2, respectively). The multiplicity of stress-response genes could be associated with the lifestyle of C. difficile, a gut resident exposed to various O2 tensions, oxidative and nitrosative stresses [47]. Such multiplicity has already been observed in other gut anaerobes such as Bacteroides [83], with notably six TrxAs in Bacteroides fragilis [9]. Several TrxBs are also present in Fusobacterium, another gut anaerobic bacterium (Fig 1A). Conversely, only one TrxB, an NTR, is present in the aerobic members of the Firmicutes, Bacilli.
The multiplication of Trx systems has also been described in other organisms such as Cyanobacteria, with the existence of several TrxAs and TrxBs in the same organism [84]. Cyanobacteria are aerobic bacteria exposed to strong oxidative stress due to light exposure, aerobic photosynthesis and respiration [85]. Some Cyanobacteria fix nitrogen in condition of anoxia [86]. In these nitrogen-fixating organisms, TrxBs are key sensors of the redox state that reroute metabolism either towards respiration or nitrogen fixation [84]. Some TrxBs are indeed specific of dedicated compartments, either temporal with the day/night cycle, or spatial with heterocysts, which are specialized cells performing nitrogen fixation in filamentous Cyanobacteria [84,87]. Parallels could be drawn between the cell compartmentation and differentiation of Cyanobacteria and the sporulation of Clostridia. Heterocysts are anoxic cells in aerobic organisms, while spores of anaerobes tolerate O2 and ROS at significantly higher levels than vegetative cells [27]. Multiplication and evolution of adapted Trx systems would therefore meet the specific needs of compartmentation and differentiation. This could be extended beyond bacteria, as dedicated Trx systems are maintained specifically in chloroplasts and mitochondria [88,89].
Methods
Phylogenetic analysis of bacterial Trx systems
A dataset of 349 diversity-representative bacteria was used as the database for all bacteria [38]. A dataset of 67 bacteria was used as the Firmicutes database. BLASTP [39] was used using TrxB sequence from E. coli (accession number P0A9P5—TRXB_ECO57) and TrxB1 sequence from C. difficile. Presence of the NAD(P)H binding motifs (GxGxxA and HRRxxxR motifs [11]) were investigated for detection of NTR, while non-NTR were defined by the absence of the motifs. Schematic phylogeny was made following the one in Witwinoski et al. [40] for all bacteria and following Taib et al. [43] for Firmicutes. The number of TrxAs and TrxBs was reported following BLASTP results.
Bacterial strains and culture media
C. difficile strains and plasmids used in this study are listed in S1 and S2 Tables. C. difficile strains were grown anaerobically (5% H2, 5% CO2, 90% N2) in TY (Bacto tryptone 30 g.L-1, yeast extract 20 g.L-1, pH 7.4), in Brain Heart Infusion (BHI; Difco) or in sporulation medium [90]. For solid media, agar was added to a final concentration of 17 g.L-1. When necessary, thiamphenicol (Tm, 15 μg.mL-1), erythromycin (Erm, 2.5 μg.mL-1) and cefoxitin (Cef, 25 μg.mL-1) were added to C. difficile culture. E. coli strains were grown in LB broth. When indicated, ampicillin (Amp, 100 μg.mL-1) and chloramphenicol (Cm, 15 μg.mL-1) were added to the culture medium. When indicated, the spore germinant taurocholate (Tau) was added in plates at 0.05%.
Construction of C. difficile mutant strains
All primers used in this study are listed in S3 Table. The trxB1::erm mutant was obtained by using the ClosTron gene knockout system as previously described [91]. The PCR product generated by overlap extension that allows intron retargeting to trxB1 was cloned between the HindIII and BsrG1 sites of pMTL007 to obtain pDIA6190. The ΔtrxB2, ΔtrxA1, ΔtrxA2, ΔtrxA3, ΔtrxA1/B1 and ΔgrdAB knock-out mutants were obtained by using the allele chromosomic exchange method [92]. Briefly, PCR were performed to amplify 1 kb fragments located upstream and downstream of the targeted genes. Using the Gibson Assembly Master Mix (Biolabs), purified PCR fragments were cloned into the pMSR plasmid [92] linearized by inverse PCR and treated by DpnI. The sequence of the resulting plasmids was verified by sequencing. These plasmids (S1 Table) introduced in the HB101/RP4 E. coli strain were then transferred by conjugation into C. difficile strains. Transconjugants were selected on BHI plates supplemented with Tm and C. difficile selective supplement (SR0096, Oxoid). Single crossover integrants were identified by a faster growth on the selective plates. These clones were restreaked into new BHI plates containing Cef and Tm. They were then restreaked on BHI plate containing 200 ng.mL-1 of aTc. This compound allowed the expression of the CD2517.1 toxin gene cloned under the control of the Ptet promoter and the selection of a second crossover event [92]. The resulting clones were checked by PCR for the expected deletion. Steps were repeated in each different mutant to generate C. difficile multi-mutants.
Complementation of the different mutants
For the construction of the complementation plasmids, different strategies were used (S3 Table). To complement the mutants with trxA1 or trxB1, a fragment containing their promoter region and the trxA1 plus trxB1 genes (IMV1183/IMV1151) was first cloned between the XhoI and BamHI sites of pMTL84121 giving pDIA7025. The plasmid pDIA7025 (pMTL84121-P-trxA1-trxB1) was then linearized by inverse PCR to delete either trxA1 (IMV1200/IMV1201) or trxB1 (IMV1331/CM13) to give pDIA7042 or pDIA7129, respectively. The trxA2 gene or the trxB2 gene with their promoter regions were amplified by PCR using CA24/CA25 (trxA2) or IMV1202/IMV1203 (trxB2) and cloned into pMTL84121 linearized by inverse PCR with the oligonucleotides CM13 and IMV993 using the Gibson Assembly method giving pDIA7122 and pDIA7050. A PCR fragment corresponding to the grd operon promoter region and the grdX-trxB3-trxA3 genes was amplified using IMV1235/CA43. The PCR product was cloned by the Gibson Assembly method into pMTL84121 to produce pDIA7162. The grdX and trxB3 genes were deleted from plasmid pDIA7162 by inverse PCR using IMV1300/IMV1389 giving pDIA7164. For the plasmid containing trxB4, a PCR fragment corresponding to the promoter region and the trxA2 and trxB4 genes was first obtained using CA26/CA27 and DNA from the E1 strain as template. The fragment was cloned into pMTL84121 by the Gibson Assembly method to give pDIA7113. Inverse PCR was then performed with CA75/CA76 to remove the trxA2 gene giving pDIA7156.
All the plasmids were verified by sequencing, introduced into HB101/RP4 E. coli strain and then transferred into C. difficile strains by conjugation. Transconjugants were selected on BHI plates supplemented with Tm and C. difficile selective supplement. The presence of the cloned gene was then verified by PCR.
RNA extraction, qRT-PCR and 5’RACE
Cultures of the WT strain were inoculated in TY at OD600nm 0.05 and incubated for 24 h in anaerobiosis or with 1% O2 (BugBox M from Baker Ruskinn). To ensure proper gas diffusion, cultures were made with 2 ml in 6-well plates. Cultures of the WT strain and the sigB::erm mutant were harvested after 4.5 h of culture in TY. Pellets were resuspended in the RNApro solution (MP Biomedicals) and RNA was extracted using the FastRNA Pro Blue Kit (MP Biomedicals). cDNAs synthesis and real-time quantitative PCR were performed as previously described [51,93]. In each sample, the quantity of cDNAs of a gene was normalized to the quantity of cDNAs of the gyrA gene. The relative change in gene expression was recorded as the ratio of normalized target concentrations (the threshold cycle ΔΔCt method) [94]. Experiment was performed in at least 6 biological replicates.
To determine the transcription initiation site of trxA1 and trxB2, the 5’ RACE (Rapid Amplification of cDNA Ends, Invitrogen kit) technique was used. Using SuperScript II reverse transcriptase in the buffer provided (20 mM Tris-HCl (pH 8.4), 50 mM KCl, MgCl2 2.5 mM, dNTP 0.4 mM, DTT 0.01 mM), a single-strand cDNA was synthesized from a site internal to the unknown 5’ end of the mRNA using an oligonucleotide specific of each gene. For the trxA1 gene, we used either mRNA extracted from the WT strain after 5 h of growth in TY or from the sigB mutant after 24 h of growth in sporulation medium. The matrix mRNA was eliminated by treatment with H and T1 RNAses. A polyC tail was then added to the 3’ end of the cDNA via the terminal deoxynucleotidyl transferase. A PCR was then performed using a primer complementary to the polyC tail (containing an arbitrary sequence in 5’) and another primer specific to each cDNA. A second amplification of the obtained PCR product is performed with oligonucleotides specific for the start of each gene and a primer hybridizing with the arbitrary sequence located upstream of the polyC (Abridged Anchor Primer APP). The PCR products were cloned into the plasmid pGEMT easy (Promega). For each gene, 4 to 8 plasmids corresponding to white colony-forming transformants were extracted and sequenced to determine the TSS.
Fusion with the FASTCD reporter system
To develop a new fluorescent reporter system for use in C. difficile, we turned to the FAST-tag reporter, a 14-kDa monomeric protein, engineered from the photoactive yellow protein, that interacts rapidly and reversibly with 4-hydroxybenzylidene rhodamine derivatives [48,49]. We designed a synthetic FAST cassette with a codon usage optimized for C. difficile (Integrated DNA Technology), which we termed FASTCD. This cassette was cloned into pFT47 [67] by replacement of the SNAP gene by the FASTCD gene to give pDIA7190. This plasmid was then linearized by inverse PCR using IMV1103 and either IMV1440 (transcriptional fusions) or IMV1498 (translational fusion). We amplified by PCR a 210 bp DNA fragment corresponding to the promoter region upstream of the trxA1B1 genes using primers IMV1105/IMV1443 (S2 Table). Using the Gibson Assembly method, we inserted this promoter region into pDIA7190 to obtain pDIA7194 carrying a transcriptional PtrxA1B1-FASTCD fusion. The promoter region and the complete sequence of trxA1 without its stop codon using IMV1105/IMV1499 was also amplified and cloned into pDIA7190 to obtain pDIA7236 carrying a translational PtrxA1B1-trxA1’-FASTCD fusion. These plasmids were introduced into E. coli HB101 (RP4) and then transferred to C. difficile 630Δerm, sigB::erm, sigF::erm or sigG::erm strain by conjugation. Transconjugants were selected on BHI agar plates containing Tm and Cfx.
Fluorescence microscopy and image analysis
For FAST labelling, cells were harvested after 24 h of growth in anaerobiosis or at 1% of O2 in TY or after 48 h in sporulation medium in anaerobiosis. Cells were washed once (PBS), fixed in 4% paraformaldehyde (PFA) in PBS for 20 min at room temperature and gently washed 4 times (PBS). Cells were then resuspended in 100 μl in PBS and the TF-coral substrate (Twinkle Factory) was added at a final concentration of 5 μM. The membrane dye Mitotracker Green (MTG) (0.5 μg/ml, ThermoFisher) was added before fixation and the suspension was incubated at room temperature for 15 minutes in the dark.
For phase-contrast and fluorescence microscopy, 5 μL of vegetative and/or sporulating cells were mounted on 1.7% agarose-coated glass slides to keep the cells immobilized and to obtain sharper images. The images were taken with exposure times 600 ms for FAST and FITC. Vegetative cells were observed using a Nikon Eclipse TI-E microscope 60x Objective and captured with a CoolSNAP HQ2 Camera. For the spores, cells were observed using a Delta Vision Elite microscope equipped with an Olympus 100x objective and captured with sCMOS camera. The images were analyzed using ImageJ. Acquisition parameters were similar for all samples of an experiment. Average of FAST fluorescence intensity consists of fluorescence intensity of at least 600 bacteria from two independent experiments from 3 different microscopic fields.
Growth curves, survival and sporulation assays
Overday cultures of C. difficile strains were inoculated by a 1:50 dilution in TY medium. After 5 h of growth, new bacterial suspensions were prepared at an OD600nm of 0.05 in TY and 100 μl were used in 5 technical replicates for preparation of 96 wells plates that were sealed with a gas-impermeable adhesive film (MicroAmp Optical Adhesive Film, Applied Biosystems). OD600nm was monitored every hour at 37°C for 24 h by using a GloMax Explorer plate-reader (Promega).
For sporulation assays, 5 ml bacterial suspensions were prepared from an overday culture at an OD600nm of 0.05 in TY. At 0, 24, 48, 72 and 96 h, the number of total cells was determined by serial dilution and plating on TY Tau. The spore number was determined by replating the dilution after an ethanol shock (volume 1:1 of absolute ethanol) of 1h. Sporulation rate was estimated by calculating the ratio of spores to total cells over time. Total cells data from 0, 24 and 48 h were used for survival curves. Experiments were performed in 5 biological replicates.
O2-tolerance assays
Overday cultures in TY Tau were used to prepare bacterial suspensions at an OD600nm of 0.5. After serial dilution (non-diluted to 10−5), 5 μl of each dilution were spotted on TY Tau plates. Plates prepared in duplicate were incubated at 37°C either in anaerobia or in the presence of 0.1% or 1% of O2 for 64 h. The last dilution allowing growth after incubation was recorded and the CFUs of this dilution were counted. Survival was calculated by doing the ratio between CFUs in the last dilution in hypoxia and CFUs in the last dilution in anaerobiosis. The results were then normalized by doing the ratio between the results obtained for a mutant with the results of the reference strain, 630Δerm or 630Δerm pMTL84121 for plasmid-carrying strains. Experiments were performed in 5 biological replicates.
Stress tolerance assays
NO, HClO, DOC, CHO, SDS, Triton X-100 and diamide stress assays were performed in TY by using the serial dilution protocol as indicated in the O2-tolerance section. Dilutions of a suspension at an OD600nm of 0.5 were plated on TY plate and in TY plate containing either 750 μM of DEA NONOate (Sigma-Aldrich), 0.1% of NaClO (Sigma-Aldrich), 0.03% (725 μM) of DOC (Sigma-Aldrich), 0.4% (9.3 mM) of CHO (Sigma-Aldrich), 0.1% (2.2 mM) of GlyDOC (Sigma-Aldrich), 0.01% of Triton X-100 (Merck), 0.003% of SDS (Euromedex) or 0.2 mM of diamide (Sigma-Aldrich). When indicated, DTT (Sigma-Aldrich) was added at 0.1%. For each plate, the last dilution allowing growth was recorded after incubation at 37°C for 24 h (NO, HClO, diamide) or 48 h (DOC, CHO, SDS, triton). The survival was evaluated by doing the ratio of the CFUs in presence of the stress on the CFUs on the control plate. For H2O2, overday cultures were used to prepare two bacterial suspensions per strain at an OD600nm of 0.5 in glycyl-glycine buffer (glycylglycine 50 mM, glucose 0.2%, pH 8). H2O2 (Honeywell) was added in one of the suspensions to a final concentration of 250 μM. After 30 minutes, the suspensions were serially diluted and plated on TY plate and survival was calculated as mentioned above. Experiments were performed in 5 biological replicates.
Spore production, germination, outgrowth and sporicidal assays
Spore suspensions were prepared as previously described [95]. Briefly, 200 μl from overnight cultures of C. difficile strains were plated on SMC agar plates and were incubated at 37°C for 7 days. Spores scraped off with water were incubated for 7 days at 4°C. Cell fragments and spores were separated by centrifugation using a HistoDenz (Sigma-Aldrich) gradient [96]. Spores were enumerated by CFU calculation on TY Tau.
Spore germination was monitored by OD600nm as previously described [95]. Briefly, a spore suspension was resuspended in BHI and exposed to 1% Tau, and the OD600nm was measured every 5 min for 1 h, either in anaerobiosis or in air, with or without DTT at 0.1%. Experiments were performed in 5 independent replicates, with at least 2 independent spore preparations. For evaluation under the microscope, a spore suspension was resuspended in BHI and exposed to 1% Tau. After 0, 20 and 180 min, spores were washed and fixed in 4% PFA. Spores were then observed under phase contrast microscopy under 60x magnification using a Nikon Eclipse TI-E microscope 60x Objective and captured with a CoolSNAP HQ2 Camera. The images were analyzed using ImageJ. Percentage of bright phase spores were quantified from 900 cells from two independent experiments from three different microscopic fields.
Outgrowth was monitored by OD600nm as previously described [97]. A spore suspension was resuspended in BHI and exposed to 1% Tau, and the OD600nm was measured every 10 min for 1 h followed by every 30 min for 10 h. OD600nm was normalized by the initial OD600nm. Experiments were performed in 5 independent replicates, with at least 2 independent spore preparations.
The sporicidal assay was performed as previously described [98]. Spore suspensions were exposed for 10 min to 0.1% HClO or to water. 1 volume of 1% sodium thiosulfate was then added to neutralize HClO, and the spores were washed twice in water. After resuspension, spores were serial diluted and spotted on TY Tau for quantification. Survival corresponds to the ratio between treated spores on untreated spores. Experiments were performed in 5 independent replicates, with at least 2 independent spore preparations.
C. difficile core genome phylogenetic tree
Using Bio.Entrez package of Biopython [99] we retrieved all the accession numbers for C. difficile available in GenBank database [100] (retrieved on 2022-12-27), with the following query: ("Clostridioides difficile"[Organism] OR "Clostridium difficile"[Organism]) AND ("4000000"[SLEN]: "10000000"[SLEN])". 2251 accession numbers were fetched. For those of them that had a sequence associated and whose molecular type was "genomic DNA", we retrieved their sequences and metadata. We thus obtained a dataset of 212 C. difficile genomes. We added three custom genomes to this data set (E1, CD10165 and SA10050) [54,58], obtaining a data set of 215 sequences. Redundant strains were removed, leading to the final data set of 194 genomes. We annotated these genomes in our data set, extracted their core genome and aligned it with PanACoTA [101] (v1.3.1, the gene annotation was performed with Prodigal [102]). We then reconstructed a phylogenetic tree for the core genome with IQ-TREE 2 [103] (v2.2.2, with model selection [104]: -m TEST, partition [105] by 1st, 2nd and 3rd codon positions, and 1000 ultrafast bootstraps [106]). In the resulting tree, we collapsed the non-informative branches (of less than 1/2 mutations) with gotree [107]. The final figure was produced with iTOL [56].
Gene-specific phylogenetic trees
We detected the orthologs of the four trxB genes (trxB1, trxB2, trxB3, and trxB4) in the 194 genomes of our data set with BLASTN [55]. For each of the four genes we created a multiple sequence alignment with Clustal Omega [108] available in SeaView [109] (v5.0.5). Each alignment was manually curated. We reconstructed the phylogenetic trees for each gene with the same procedure as for the core tree. We then compared them to the core tree with ETE3 toolkit [110]: the trees were highly compatible, with 96–98% of their branches present in the core-genome tree. The final figure was produced with Dendroscope [111].
Protein alignment, distance tree and synteny analysis
TrxA and TrxB sequences from diverse bacteria were aligned with MAFFT software [112] using the Auto Strategy option of the software. Alignment was visualized on Jalview software [113]. For TrxBs, distance tree was obtained using neighbor joining method with a JTT substitution model. TrxB from Desulfovibrio vulgaris [114] was used as outgroup to root the tree. Final tree was produced with iTOL [56]. For synteny analysis, grd operons and trxA2 genetic context from Clostridia and C. difficile strains were analyzed using the MicroScope website [57].
Statistical analysis and data presentation
For survival assays, multiple unpaired t-tests were performed. For qPCRs, one sample t-tests were performed with comparison of the fold change to 1. For microscopy, Kruskal-Wallis tests were performed followed by Dunn’s multiple comparison test. For stress assays, one-way ANOVA were performed. When significant, multiple comparison was performed using Dunett’s multiple comparison test. For sporulation assays, unpaired t-tests were performed comparing the sporulation rate of two conditions. For germination and outgrowth assays, two-way ANOVA were performed. For comparison of the proportion of bright phase spores, multiple unpaired t tests were performed. For sporicidal assays, unpaired t-test were performed.
Bar plots, curves, violin plots and statistical analysis were performed with GraphPad Prism 10.0.1 (170). Figs 2A, 4B, S1D and S2A were produced with BioRender.com.
* indicates p-value<0.05, ** <0.01, *** <0.001 and **** <0.0001.
Supporting information
S1 Fig. Conservation of protein sequences of Trx partners and of genetic organization of the grd operon.
(A) Alignment of TrxB sequences from diverse bacteria. Alignment was performed using MAFFT software [112]. The CxxC active motif is indicated by a red box and the NAD(P)H binding motifs by a green box. (B) Distance tree of TrxBs was obtained using the neighbor-joining method. FFTRs cluster in orange and NTRs in green. The atypical TrxB from Desulfovibrio vulgaris [114] was used to root the tree. Bootstraps are indicated on the branches. (C) Alignment of TrxA sequences from diverse bacteria. Alignment was performed using MAFFT. CxxC active domain is indicated by a red box, the classical GP site is highlighted in green and the atypical V/EP site in blue. (D) Synteny of Clostridial grd operons. Sequence of grd operons from proteolytic Clostridia were analyzed using the MicroScope platform [57].
https://doi.org/10.1371/journal.ppat.1012001.s001
(TIF)
S2 Fig. Promoters of the trx genes and regulation of the trxB1 gene and of genes encoding its associated ferredoxin.
(A) Promoter identification through 5’RACE using RNA extracted from exponentially growing cells of strain 630Δerm. The TSS (+1) is indicated in red. Upstream this TSS, sB boxes are represented in orange. (B-C) Expression of the trxB1 gene and the CD3605.1 gene encoding a ferredoxin was monitored by qRT-PCR in (B) WT strain after 24 h of growth in TY medium in anaerobiosis or at 1% O2 or in (C) WT strain and sigB mutant after 4.5 h of growth in TY. Experiments were performed in at least 6 biological replicates. Mean and SD are shown. One sample t-tests were used with comparison of the fold change to 1. *: p- value<0.05, ** <0.01, *** <0.001.
https://doi.org/10.1371/journal.ppat.1012001.s002
(TIF)
S3 Fig. Growth curves and survival of trx mutants.
(A) Growth curves of the different trx mutants. Growth was monitored in a 96-well plate using an initial bacterial suspension at OD600nm 0.05 in TY for 24 h at 37°C. Experiments were performed in 5 biological replicates. Mean and SD are shown. The first panel presents all curves represented in other panels as individual curves. (B, C) Survival of (B) trxA and (C) trxB mutants. A bacterial suspension at OD600nm 0.05 in TY was prepared. Total bacteria were numerated daily over 2 days by plating serial dilutions on TY Tau plates. Experiments were performed in 5 biological replicates. Mean and SEM are shown. Multiple unpaired t-tests were performed. *: p-value<0.05, ** <0.01, *** <0.001.
https://doi.org/10.1371/journal.ppat.1012001.s003
(TIF)
S4 Fig. Stress tolerance of complemented strains.
(A, B) Samples were serially diluted, plated in duplicate on TY Tau plates and incubated either in anaerobiosis or in hypoxia at (A) 1% O2 or (B) 0.1% O2 for 64 h. Survival was then normalized by doing the ratio of the mutant vs the WT. (C, D) Samples were serially diluted and plated on TY and on (C) TY + DEA NONOate 750 μM or (D) TY + HClO 0.1% and incubated for 24 h. Mean and SD are shown. Experiments were performed in 5 biological replicates. For all assays, one-way ANOVA were performed followed by Dunett’s multiple comparison tests. *: p-value<0.05, ** <0.01, *** <0.001 and **** <0.0001.
https://doi.org/10.1371/journal.ppat.1012001.s004
(TIF)
S5 Fig. Conservation of the trxB4 gene and the promoter of the trxA2-trxB4 operon.
(A) Comparison of the C. difficile core genome and trxB4 evolution. The tanglegram representing the trxB4 tree (right) and the core-genome tree pruned to contain only genomes present in the trxB4 tree (left). The branch lengths are measured in substitutions per site and are on the same scale. The only difference between the two trees is that the trxB4 one is less resolved, which is explained by the limited phylogenetic signal in only one gene used for its reconstruction. The figure is produced with Dendroscope [111]. (B) Alignment of trxA2 promoter region in the 630Δerm and the E1 strains. Regions corresponding to the 150 bp upstream the trxA2 start codon (ATG) and the following 100 bp from the 630Δerm and the E1 strains were aligned using the MAFFT software [112]. The ATG, the TSS and the sA promoter [46] are indicated. Jalview software [113] was used for visualization.
https://doi.org/10.1371/journal.ppat.1012001.s005
(TIF)
S6 Fig. Bile acids tolerance of complemented strains.
Strains were serially diluted and plated on TY and on (A) TY + DOC 0.03%, (B) TY + CHO 0.4%, (C) TY + GlyDOC 0.1%, (D) TY + Triton X-100 0.01%, (E) TY + SDS 0.003% or (F) TY + diamide 0.02% and incubated for 24 h. Survival was calculated by doing the ratio between CFUs in the last dilution with stress and CFUs in the last dilution without stress. Mean and SD are shown. Experiments were performed in 5 biological replicates. For all assays, one-way ANOVA were performed followed by Dunett’s multiple comparison test. *: p-value<0.05, ** <0.01, *** <0.001 and **** <0.0001.
https://doi.org/10.1371/journal.ppat.1012001.s006
(TIF)
S7 Fig. Regulation and role of the trxA1B1 operon during sporulation.
(A) Samples were serially diluted, plated in duplicate on TY Tau plates and incubated either in anaerobiosis or in hypoxia at 1% O2 for 64 h. Survival was then normalized by doing the ratio of the mutant vs the WT. Mean and SD are shown. Experiment was performed in 5 biological replicates. (B) Average PtrxA1B1-FASTCD fluorescence intensity of different compartments from acquired images of panel 7B. Each group consists in the measure of the average PtrxA1B1-FASTCD of 150 cells from two independent experiments. (C) Promoter identification through 5’RACE using RNA extracted from exponentially growing cells of strain 630Δerm sigB::erm. The TSS (+1) is indicated in red. Upstream this TSS, sB box is represented in orange, sG box in green. (D) sG consensus, Figure from [46]. (E) Growth curves of the ΔtrxA1/B1 mutants. Growth was monitored in a 96-well plate using an initial bacterial suspension at OD600nm 0.05 in TY for 24 h at 37°C. Experiments were performed in 5 biological replicates. Mean and SD are shown. (F) ~107 spores of WT strain and of ΔtrxA1/B1 mutant were exposed to 1% Tau to induce germination in air with 0.1% DTT. OD600nm was monitored every 5 min to evaluate germination. Experiments were performed in 5 replicates with at least 2 independent spore suspensions. Mean and SD are shown. (G) Outgrowth assay. ~107 spores of WT strain and of ΔtrxA1/B1 mutant were exposed to 1% Tau. OD600nm was monitored every 10 min for 1 h followed by every 30 minutes for 10 h. OD600nm was normalized by initial OD600nm. Experiments were performed in 5 replicates with at least 2 independent spore suspensions. Mean and SEM are shown. For O2-survival, one-way ANOVA was performed followed by Dunett’s multiple comparison tests. For fluorescence intensity quantification, Kruskal-Wallis tests were performed followed by Dunn’s multiple comparison test. For germination and outgrowth assay, two-way ANOVA were performed *: p-value<0.05, ** <0.01, *** <0.001 and **** <0.0001.
https://doi.org/10.1371/journal.ppat.1012001.s007
(TIF)
S2 Table. List of plasmids used in this study.
https://doi.org/10.1371/journal.ppat.1012001.s009
(PDF)
S3 Table. List of oligonucleotides used in this study.
https://doi.org/10.1371/journal.ppat.1012001.s010
(PDF)
Acknowledgments
We thank Johan Peltier, Auriane Monestier and Nicolas Kint for providing us the busAA mutant, the pMSR-ACE ΔgrdAB plasmid and the trxB1 mutant, respectively, Julie Le Bris for her help with the bioinformatic analysis and Joseph Mangony Mpay for his help in the optimization of sporulation assays. We are thankful to Arnaud Gautier for the development of the FAST tool and helpful discussions and to Jazmín Meza Torres for the design of an adapted FAST sequence for C. difficile. We thank Laurent Audry and Giulia Manina for their help with the microscopy experiments. Finally, we thank Olaya Rendueles, Basile Beaud, Simonetta Gribaldo and Bruno Dupuy for helpful discussions.
References
- 1. Imlay JA. Where in the world do bacteria experience oxidative stress? Environ Microbiol. 2019 Feb;21(2):521–30. pmid:30307099
- 2. Ezraty B, Gennaris A, Barras F, Collet JF. Oxidative stress, protein damage and repair in bacteria. Nat Rev Microbiol. 2017 Jul;15(7):385–96. pmid:28420885
- 3. Fasnacht M, Polacek N. Oxidative Stress in Bacteria and the Central Dogma of Molecular Biology. Front Mol Biosci. 2021 May 10;8:671037. pmid:34041267
- 4. Seixas AF, Quendera AP, Sousa JP, Silva AFQ, Arraiano CM, Andrade JM. Bacterial Response to Oxidative Stress and RNA Oxidation. Front Genet. 2022 Jan 10;12:821535.
- 5. Balsera M, Buchanan BB. Evolution of the thioredoxin system as a step enabling adaptation to oxidative stress. Free Radic Biol Med. 2019 Aug;140:28–35. pmid:30862542
- 6. Lafaye C, Van Molle I, Tamu Dufe V, Wahni K, Boudier A, Leroy P, et al. Sulfur Denitrosylation by an Engineered Trx-like DsbG Enzyme Identifies Nucleophilic Cysteine Hydrogen Bonds as Key Functional Determinant*. J Biol Chem. 2016 Jul 15;291(29):15020–8. pmid:27226614
- 7. Zeller T, Klug G. Thioredoxins in bacteria: functions in oxidative stress response and regulation of thioredoxin genes. Naturwissenschaften. 2006 Jun;93(6):259–66. pmid:16555095
- 8. Meyer Y, Buchanan BB, Vignols F, Reichheld JP. Thioredoxins and Glutaredoxins: Unifying Elements in Redox Biology. Annu Rev Genet. 2009 Dec 1;43(1):335–67. pmid:19691428
- 9. Reott MA, Parker AC, Rocha ER, Smith CJ. Thioredoxins in redox maintenance and survival during oxidative stress of Bacteroides fragilis. J Bacteriol. 2009 May;191(10):3384–91. pmid:19286811
- 10. Wieles B, van Soolingen D, Holmgren A, Offringa R, Ottenhoff T, Thole J. Unique gene organization of thioredoxin and thioredoxin reductase in Mycobacterium leprae. Mol Microbiol. 1995;16(5):921–9. pmid:7476189
- 11. Buey RM, Fernández-Justel D, de Pereda JM, Revuelta JL, Schürmann P, Buchanan BB, et al. Ferredoxin-linked flavoenzyme defines a family of pyridine nucleotide-independent thioredoxin reductases. Proc Natl Acad Sci. 2018 Dec 18;115(51):12967–72. pmid:30510005
- 12. Hatheway CL. Toxigenic clostridia. CLIN MICROBIOL REV. 1990;3. pmid:2404569
- 13. Lopetuso LR, Scaldaferri F, Petito V, Gasbarrini A. Commensal Clostridia: leading players in the maintenance of gut homeostasis. Gut Pathog. 2013;5(1):23. pmid:23941657
- 14. Vees CA, Neuendorf CS, Pflügl S. Towards continuous industrial bioprocessing with solventogenic and acetogenic clostridia: challenges, progress and perspectives. J Ind Microbiol Biotechnol. 2020 Oct 1;47(9–10):753–87. pmid:32894379
- 15. Neumann-Schaal M, Jahn D, Schmidt-Hohagen K. Metabolism the Difficile Way: The Key to the Success of the Pathogen Clostridioides difficile. Front Microbiol. 2019 Feb 15;10:219.
- 16. Pavao A, Graham M, Arrieta-Ortiz M, Immanuel SRC, Baliga NS, Bry L. Reconsidering the in vivo functions of Clostridial Stickland amino acid fermentations. Anaerobe. 2022 Aug;76:102600.
- 17. Smits WK, Lyras D, Lacy DB, Wilcox MH, Kuijper EJ. Clostridium difficile infection. Nat Rev Dis Primer. 2016 Dec 22;2(1):16020. pmid:27158839
- 18. Leffler DA, Lamont JT. Clostridium difficile Infection. N Engl J Med. 2015 Apr 16;372(16):1539–48. pmid:25875259
- 19. Schäffler H, Breitrück A. Clostridium difficile–From Colonization to Infection. Front Microbiol. 2018 Apr 10;9:646. pmid:29692762
- 20. Antonopoulos DA, Huse SM, Morrison HG, Schmidt TM, Sogin ML, Young VB. Reproducible Community Dynamics of the Gastrointestinal Microbiota following Antibiotic Perturbation. Infect Immun. 2009 Jun;77(6):2367–75. pmid:19307217
- 21. Theriot CM, Koenigsknecht MJ, Carlson PE, Hatton GE, Nelson AM, Li B, et al. Antibiotic-induced shifts in the mouse gut microbiome and metabolome increase susceptibility to Clostridium difficile infection. Nat Commun. 2014;5:3114. pmid:24445449
- 22. Cheng JKJ, Unnikrishnan M. Clostridioides difficile infection: traversing host–pathogen interactions in the gut. Microbiology. 2023;169(2):001306. pmid:36848200
- 23. Zhu D, Sorg JA, Sun X. Clostridioides difficile Biology: Sporulation, Germination, and Corresponding Therapies for C. difficile Infection. Front Cell Infect Microbiol. 2018 Feb 8;8:29. pmid:29473021
- 24. Byndloss MX, Olsan EE, Rivera-Chávez F, Tiffany CR, Cevallos SA, Lokken KL, et al. Microbiota-activated PPAR-γ-signaling inhibits dysbiotic Enterobacteriaceae expansion. Science. 2017 Aug 11;357(6351):570–5.
- 25. Liu Z, Li C, Liu M, Song Z, Moyer MP, Su D. The Low-density Lipoprotein Receptor-related Protein 6 Pathway in the Treatment of Intestinal Barrier Dysfunction Induced by Hypoxia and Intestinal Microbiota through the Wnt/β-catenin Pathway. Int J Biol Sci. 2022;18(11):4469–81.
- 26. Sinha SR, Haileselassie Y, Nguyen LP, Tropini C, Wang M, Becker LS, et al. Dysbiosis-induced Secondary Bile Acid Deficiency Promotes Intestinal Inflammation. Cell Host Microbe. 2020 Apr 8;27(4):659–670.e5. pmid:32101703
- 27. Awad MM, Johanesen PA, Carter GP, Rose E, Lyras D. Clostridium difficile virulence factors: Insights into an anaerobic spore-forming pathogen. Gut Microbes. 2014 Sep 3;5(5):579–93.
- 28. Aktories K, Schwan C, Jank T. Clostridium difficile Toxin Biology. Annu Rev Microbiol. 2017 Sep 8;71:281–307. pmid:28657883
- 29. Kuehne SA, Cartman ST, Heap JT, Kelly ML, Cockayne A, Minton NP. The role of toxin A and toxin B in Clostridium difficile infection. Nature. 2010 Oct;467(7316):711–3. pmid:20844489
- 30. Aktories K, Papatheodorou P, Schwan C. Binary Clostridium difficile toxin (CDT)—A virulence factor disturbing the cytoskeleton. Anaerobe. 2018 Oct 1;53:21–9.
- 31. Abt MC, McKenney PT, Pamer EG. Clostridium difficile colitis: pathogenesis and host defence. Nat Rev Microbiol. 2016 Oct;14(10):609–20. pmid:27573580
- 32. Naz F, Petri WA. Host Immunity and Immunization Strategies for Clostridioides difficile Infection. Clin Microbiol Rev. 2023 May 10;e00157–22. pmid:37162338
- 33. Kint N, Janoir C, Monot M, Hoys S, Soutourina O, Dupuy B, et al. The alternative sigma factor σ B plays a crucial role in adaptive strategies of Clostridium difficile during gut infection: Role of σ B in Stress Adaptation in C. difficile. Environ Microbiol. 2017 May;19(5):1933–58.
- 34. Kint N, Alves Feliciano C, Martins MC, Morvan C, Fernandes SF, Folgosa F, et al. How the Anaerobic Enteropathogen Clostridioides difficile Tolerates Low O 2 Tensions. Papoutsakis ET, editor. mBio [Internet]. 2020 Oct 27 [cited 2021 Dec 8];11(5). Available from: https://journals.asm.org/doi/10.1128/mBio.01559-20.
- 35. Chandrangsu P, Loi VV, Antelmann H, Helmann JD. The Role of Bacillithiol in Gram-Positive Firmicutes. Antioxid Redox Signal. 2018 Feb 20;28(6):445–62.
- 36. Reyes AM, Pedre B, De Armas MI, Tossounian MA, Radi R, Messens J, et al. Chemistry and Redox Biology of Mycothiol. Antioxid Redox Signal. 2018 Feb 20;28(6):487–504. pmid:28372502
- 37.
The Many Faces of Glutathione in Bacteria [Internet]. [cited 2022 Jun 28]. Available from: https://www.liebertpub.com/doi/epdf/10.1089/ars.2006.8.753.
- 38. Megrian D, Taib N, Jaffe AL, Banfield JF, Gribaldo S. Ancient origin and constrained evolution of the division and cell wall gene cluster in Bacteria. Nat Microbiol. 2022 Nov 21;7(12):2114–27. pmid:36411352
- 39. Camacho C, Coulouris G, Avagyan V, Ma N, Papadopoulos J, Bealer K, et al. BLAST+: architecture and applications. BMC Bioinformatics. 2009 Dec 15;10(1):421.
- 40. Witwinowski J, Sartori-Rupp A, Taib N, Pende N, Tham TN, Poppleton D, et al. An ancient divide in outer membrane tethering systems in bacteria suggests a mechanism for the diderm-to-monoderm transition. Nat Microbiol. 2022 Mar;7(3):411–22. pmid:35246664
- 41. Scharf C, Riethdorf S, Ernst H, Engelmann S, Völker U, Hecker M. Thioredoxin Is an Essential Protein Induced by Multiple Stresses in Bacillus subtilis. J Bacteriol. 1998 Apr;180(7):1869–77.
- 42. Serata M, Iino T, Yasuda E, Sako T. Roles of thioredoxin and thioredoxin reductase in the resistance to oxidative stress in Lactobacillus casei. Microbiology. 2012 Apr 1;158(4):953–62. pmid:22301908
- 43. Taib N, Megrian D, Witwinowski J, Adam P, Poppleton D, Borrel G, et al. Genome-wide analysis of the Firmicutes illuminates the diderm/monoderm transition. Nat Ecol Evol. 2020 Dec;4(12):1661–72. pmid:33077930
- 44. Harms C, Meyer MA, Andreesen JR. Fast purification of thioredoxin reductases and of thioredoxins with an unusual redox-active centre from anaerobic, amino-acid-utilizing bacteria. Microbiology. 1998 Mar 1;144(3):793–800. pmid:9534247
- 45. Bouillaut L, Dubois T, Francis MB, Daou N, Monot M, Sorg JA, et al. Role of the Global Regulator Rex in Control of NAD+-Regeneration in Clostridioides (Clostridium) difficile. Mol Microbiol. 2019 Jun;111(6):1671–88. pmid:30882947
- 46. Soutourina O, Dubois T, Monot M, Shelyakin PV, Saujet L, Boudry P, et al. Genome-Wide Transcription Start Site Mapping and Promoter Assignments to a Sigma Factor in the Human Enteropathogen Clostridioides difficile. Front Microbiol. 2020 Aug 13;11:1939. pmid:32903654
- 47. Kint N, Morvan C, Martin-Verstraete I. Oxygen response and tolerance mechanisms in Clostridioides difficile. Curr Opin Microbiol. 2022 Feb;65:175–82. pmid:34896836
- 48.
Gautier A, Jullien L, Li C, Plamont MA, Tebo AG, Thauvin M, et al. Versatile On-Demand Fluorescent Labeling of Fusion Proteins Using Fluorescence-Activating and Absorption-Shifting Tag (FAST). In: Zamir E, editor. Multiplexed Imaging: Methods and Protocols [Internet]. New York, NY: Springer US; 2021 [cited 2023 Jun 11]. p. 253–65. (Methods in Molecular Biology). Available from: https://doi.org/10.1007/978-1-0716-1593-5_16.
- 49. Streett HE, Kalis KM, Papoutsakis ET. A Strongly Fluorescing Anaerobic Reporter and Protein-Tagging System for Clostridium Organisms Based on the Fluorescence-Activating and Absorption-Shifting Tag Protein (FAST). Appl Environ Microbiol. 2019 Jul;85(14):e00622–19. pmid:31076434
- 50. Kint N, Alves Feliciano C, Hamiot A, Denic M, Dupuy B, Martin-Verstraete I. The σ B signalling activation pathway in the enteropathogen Clostridioides difficile. Environ Microbiol. 2019 Aug;21(8):2852–70.
- 51. Soutourina OA, Monot M, Boudry P, Saujet L, Pichon C, Sismeiro O, et al. Genome-Wide Identification of Regulatory RNAs in the Human Pathogen Clostridium difficile. Casadesús J, editor. PLoS Genet. 2013 May 9;9(5):e1003493. pmid:23675309
- 52. Rizvi A, Vargas-Cuebas G, Edwards AN, DiCandia MA, Carter ZA, Lee CD, et al. Glycine fermentation by C. difficile promotes virulence and spore formation, and is induced by host cathelicidin. Infect Immun. 91(10):e00319–23. pmid:37754683
- 53. Poole LB. The basics of thiols and cysteines in redox biology and chemistry. Free Radic Biol Med. 2015 Mar;80:148–57. pmid:25433365
- 54. Monot M, Eckert C, Lemire A, Hamiot A, Dubois T, Tessier C, et al. Clostridium difficile: New Insights into the Evolution of the Pathogenicity Locus. Sci Rep. 2015 Oct 8;5:15023. pmid:26446480
- 55. Boratyn GM, Thierry-Mieg J, Thierry-Mieg D, Busby B, Madden TL. Magic-BLAST, an accurate RNA-seq aligner for long and short reads. BMC Bioinformatics. 2019 Jul 25;20(1):405. pmid:31345161
- 56. Letunic I, Bork P. Interactive Tree Of Life (iTOL) v5: an online tool for phylogenetic tree display and annotation. Nucleic Acids Res. 2021 Jul 2;49(W1):W293–6.
- 57. Vallenet D, Engelen S, Mornico D, Cruveiller S, Fleury L, Lajus A, et al. MicroScope: a platform for microbial genome annotation and comparative genomics. Database J Biol Databases Curation. 2009;2009:bap021.
- 58. Kurka H, Ehrenreich A, Ludwig W, Monot M, Rupnik M, Barbut F, et al. Sequence Similarity of Clostridium difficile Strains by Analysis of Conserved Genes and Genome Content Is Reflected by Their Ribotype Affiliation. PLoS ONE. 2014 Jan 23;9(1):e86535. pmid:24482682
- 59. Sorg JA, Sonenshein AL. Bile Salts and Glycine as Cogerminants for Clostridium difficile Spores. J Bacteriol. 2008 Apr;190(7):2505–12. pmid:18245298
- 60. Theriot CM, Bowman AA, Young VB. Antibiotic-Induced Alterations of the Gut Microbiota Alter Secondary Bile Acid Production and Allow for Clostridium difficile Spore Germination and Outgrowth in the Large Intestine. mSphere. 2016 Jan 6;1(1):e00045–15. pmid:27239562
- 61. Dubois T, Tremblay YDN, Hamiot A, Martin-Verstraete I, Deschamps J, Monot M, et al. A microbiota-generated bile salt induces biofilm formation in Clostridium difficile. NPJ Biofilms Microbiomes. 2019;5(1):14. pmid:31098293
- 62. Oberkampf M, Hamiot A, Altamirano-Silva P, Bellés-Sancho P, Tremblay YDN, DiBenedetto N, et al. c-di-AMP signaling is required for bile salt resistance, osmotolerance, and long-term host colonization by Clostridioides difficile. Sci Signal. 2022 Sep 6;15(750):eabn8171. pmid:36067333
- 63. Cremers CM, Knoefler D, Vitvitsky V, Banerjee R, Jakob U. Bile salts act as effective protein-unfolding agents and instigators of disulfide stress in vivo. Proc Natl Acad Sci U S A. 2014 Apr 22;111(16):E1610–9. pmid:24706920
- 64. Kosower NS, Kosower EM. [11] Diamide: An oxidant probe for thiols. In: Methods in Enzymology [Internet]. Elsevier; 1995 [cited 2022 Aug 1]. p. 123–33. Available from: https://linkinghub.elsevier.com/retrieve/pii/0076687995511164.
- 65. Andreesen JR. Glycine reductase mechanism. Curr Opin Chem Biol. 2004 Oct;8(5):454–61.
- 66. Lawley TD, Croucher NJ, Yu L, Clare S, Sebaihia M, Goulding D, et al. Proteomic and Genomic Characterization of Highly Infectious Clostridium difficile 630 Spores. J Bacteriol. 2009 Sep;191(17):5377–86.
- 67. Pereira FC, Saujet L, Tomé AR, Serrano M, Monot M, Couture-Tosi E, et al. The Spore Differentiation Pathway in the Enteric Pathogen Clostridium difficile. PLoS Genet. 2013 Oct 3;9(10):e1003782. pmid:24098139
- 68. Saujet L, Pereira FC, Henriques AO, Martin-Verstraete I. The regulatory network controlling spore formation in Clostridium difficile. FEMS Microbiol Lett. 2014 Sep;358(1):1–10.
- 69. Barbut F. How to eradicate Clostridium difficile from the environment. J Hosp Infect. 2015 Apr 1;89(4):287–95. pmid:25638358
- 70. Marteyn B, Scorza FB, Sansonetti PJ, Tang C. Breathing life into pathogens: the influence of oxygen on bacterial virulence and host responses in the gastrointestinal tract. Cell Microbiol. 2011;13(2):171–6. pmid:21166974
- 71. Fimlaid KA, Bond JP, Schutz KC, Putnam EE, Leung JM, Lawley TD, et al. Global Analysis of the Sporulation Pathway of Clostridium difficile. PLoS Genet. 2013 Aug 8;9(8):e1003660.
- 72. Garcia-Garcia T, Douché T, Gianetto QG, Poncet S, El Omrani N, Smits WK, et al. In-depth characterization of the Clostridioides difficile phosphoproteome to identify Ser/Thr kinase substrates. Mol Cell Proteomics. 2022 Oct;100428. pmid:36252736
- 73. McBride S. Glycine fermentation by C. difficile promotes virulence, spore formation, and is induced by host cathelicidin.
- 74. Andreesen JR. Glycine metabolism in anaerobes. Antonie Van Leeuwenhoek. 1994;66(1–3):223–37. pmid:7747933
- 75. Leslie JL, Jenior ML, Vendrov KC, Standke AK, Barron MR, O’Brien TJ, et al. Protection from Lethal Clostridioides difficile Infection via Intraspecies Competition for Cogerminant. mBio. 2021 Mar 30;12(2):e00522–21. pmid:33785619
- 76. Baker LMS, Raudonikiene A, Hoffman PS, Poole LB. Essential Thioredoxin-Dependent Peroxiredoxin System from Helicobacter pylori: Genetic and Kinetic Characterization. J Bacteriol. 2001 Mar;183(6):1961–73. pmid:11222594
- 77. Loi VV, Rossius M, Antelmann H. Redox regulation by reversible protein S-thiolation in bacteria. Front Microbiol [Internet]. 2015 Mar 16 [cited 2021 Dec 8];6. Available from: http://journal.frontiersin.org/Article/10.3389/fmicb.2015.00187/abstract. pmid:25852656
- 78. Reeves SA, Parsonage D, Nelson KJ, Poole LB. Kinetic and Thermodynamic Features Reveal That Escherichia coli BCP Is an Unusually Versatile Peroxiredoxin. Biochemistry. 2011 Oct 18;50(41):8970–81.
- 79. Baker LMS, Poole LB. Catalytic Mechanism of Thiol Peroxidase from Escherichia coli: sulfenic acid formation and overoxidation of essential Cys61*. J Biol Chem. 2003 Mar 14;278(11):9203–11.
- 80. Alamuri P, Maier RJ. Methionine sulfoxide reductase in Helicobacter pylori: Interaction with methionine-rich proteins and stress-induced expression. J Bacteriol. 2006;188(16):5839–50. pmid:16885452
- 81. Hong HA, Ferreira WT, Hosseini S, Anwar S, Hitri K, Wilkinson AJ, et al. The Spore Coat Protein CotE Facilitates Host Colonization by Clostridium difficile. J Infect Dis. 2017 Dec 1;216(11):1452–9. pmid:28968845
- 82. Torrents E. Ribonucleotide reductases: essential enzymes for bacterial life. Front Cell Infect Microbiol. 2014 Apr 28;4:52. pmid:24809024
- 83. Mishra S, Imlay JA. An anaerobic bacterium, Bacteroides thetaiotaomicron, uses a consortium of enzymes to scavenge hydrogen peroxide. Mol Microbiol. 2013 Dec;90(6): pmid:24164536
- 84. Mallén-Ponce MJ, Huertas MJ, Florencio FJ. Exploring the Diversity of the Thioredoxin Systems in Cyanobacteria. Antioxidants. 2022 Mar 28;11(4):654. pmid:35453339
- 85. Latifi A, Ruiz M, Zhang CC. Oxidative stress in cyanobacteria. FEMS Microbiol Rev. 2009 Mar 1;33(2):258–78. pmid:18834454
- 86. Herrero A, Stavans J, Flores E. The multicellular nature of filamentous heterocyst-forming cyanobacteria. FEMS Microbiol Rev. 2016 Nov 1;40(6):831–54. pmid:28204529
- 87. Kumar K, Mella-Herrera RA, Golden JW. Cyanobacterial Heterocysts. Cold Spring Harb Perspect Biol. 2010 Apr;2(4):a000315. pmid:20452939
- 88. Nikkanen L, Toivola J, Diaz MG, Rintamäki E. Chloroplast thioredoxin systems: prospects for improving photosynthesis. Philos Trans R Soc B Biol Sci. 2017 Sep 26;372(1730):20160474. pmid:28808108
- 89. Miranda-Vizuete A, Damdimopoulos AE, Spyrou G. The Mitochondrial Thioredoxin System. Antioxid Redox Signal. 2000 Dec;2(4):801–10. pmid:11213484
- 90. Wilson KH, Kennedy MJ, Fekety FR. Use of sodium taurocholate to enhance spore recovery on a medium selective for Clostridium difficile. J Clin Microbiol. 1982 Mar;15(3):443–6. pmid:7076817
- 91. Heap JT, Pennington OJ, Cartman ST, Carter GP, Minton NP. The ClosTron: a universal gene knock-out system for the genus Clostridium. J Microbiol Methods. 2007 Sep;70(3):452–64. pmid:17658189
- 92. Peltier J, Hamiot A, Garneau JR, Boudry P, Maikova A, Hajnsdorf E, et al. Type I toxin-antitoxin systems contribute to the maintenance of mobile genetic elements in Clostridioides difficile. Commun Biol. 2020 Nov 27;3:718. pmid:33247281
- 93. Saujet L, Monot M, Dupuy B, Soutourina O, Martin-Verstraete I. The Key Sigma Factor of Transition Phase, SigH, Controls Sporulation, Metabolism, and Virulence Factor Expression in Clostridium difficile▿. J Bacteriol. 2011 Jul;193(13):3186–96.
- 94. Livak KJ, Schmittgen TD. Analysis of Relative Gene Expression Data Using Real-Time Quantitative PCR and the 2−ΔΔCT Method. Methods. 2001 Dec;25(4):402–8.
- 95. Alves Feliciano C, Douché T, Giai Gianetto Q, Matondo M, Martin-Verstraete I, Dupuy B. CotL, a new morphogenetic spore coat protein of Clostridium difficile. Environ Microbiol. 2019;21(3):984–1003. pmid:30556639
- 96. Dembek M, Stabler RA, Witney AA, Wren BW, Fairweather NF. Transcriptional Analysis of Temporal Gene Expression in Germinating Clostridium difficile 630 Endospores. PLoS ONE. 2013 May 15;8(5):e64011. pmid:23691138
- 97. Mooyottu S, Flock G, Venkitanarayanan K. Carvacrol reduces Clostridium difficile sporulation and spore outgrowth in vitro. J Med Microbiol. 2017;66(8):1229–34. pmid:28786786
- 98. Malyshev D, Jones IA, McKracken M, Öberg R, Harper GM, Joshi LT, et al. Hypervirulent R20291 Clostridioides difficile spores show disinfection resilience to sodium hypochlorite despite structural changes. BMC Microbiol. 2023 Mar 6;23(1):59. pmid:36879193
- 99. Cock PJA, Antao T, Chang JT, Chapman BA, Cox CJ, Dalke A, et al. Biopython: freely available Python tools for computational molecular biology and bioinformatics. Bioinformatics. 2009 Jun 1;25(11):1422–3. pmid:19304878
- 100. Clark K, Karsch-Mizrachi I, Lipman DJ, Ostell J, Sayers EW. GenBank. Nucleic Acids Res. 2016 Jan 4;44(D1):D67–72.
- 101. Perrin A, Rocha EPC. PanACoTA: a modular tool for massive microbial comparative genomics. NAR Genomics Bioinforma. 2021 Mar;3(1):lqaa106. pmid:33575648
- 102. Hyatt D, Chen GL, Locascio PF, Land ML, Larimer FW, Hauser LJ. Prodigal: prokaryotic gene recognition and translation initiation site identification. BMC Bioinformatics. 2010 Mar 8;11:119. pmid:20211023
- 103. Minh BQ, Schmidt HA, Chernomor O, Schrempf D, Woodhams MD, von Haeseler A, et al. IQ-TREE 2: New Models and Efficient Methods for Phylogenetic Inference in the Genomic Era. Mol Biol Evol. 2020 May 1;37(5):1530–4. pmid:32011700
- 104. Kalyaanamoorthy S, Minh BQ, Wong TKF, von Haeseler A, Jermiin LS. ModelFinder: fast model selection for accurate phylogenetic estimates. Nat Methods. 2017 Jun;14(6):587–9. pmid:28481363
- 105. Chernomor O, von Haeseler A, Minh BQ. Terrace Aware Data Structure for Phylogenomic Inference from Supermatrices. Syst Biol. 2016 Nov;65(6):997–1008. pmid:27121966
- 106. Hoang DT, Chernomor O, von Haeseler A, Minh BQ, Vinh LS. UFBoot2: Improving the Ultrafast Bootstrap Approximation. Mol Biol Evol. 2018 Feb 1;35(2):518–22. pmid:29077904
- 107. Lemoine F, Gascuel O. Gotree/Goalign: toolkit and Go API to facilitate the development of phylogenetic workflows. NAR Genomics Bioinforma. 2021 Sep;3(3):lqab075.
- 108. Sievers F, Wilm A, Dineen D, Gibson TJ, Karplus K, Li W, et al. Fast, scalable generation of high-quality protein multiple sequence alignments using Clustal Omega. Mol Syst Biol. 2011 Oct 11;7:539.
- 109. Gouy M, Guindon S, Gascuel O. SeaView version 4: A multiplatform graphical user interface for sequence alignment and phylogenetic tree building. Mol Biol Evol. 2010 Feb;27(2):221–4. pmid:19854763
- 110. Huerta-Cepas J, Serra F, Bork P. ETE 3: Reconstruction, Analysis, and Visualization of Phylogenomic Data. Mol Biol Evol. 2016 Jun;33(6):1635–8. pmid:26921390
- 111. Huson DH, Scornavacca C. Dendroscope 3: an interactive tool for rooted phylogenetic trees and networks. Syst Biol. 2012 Dec 1;61(6):1061–7. pmid:22780991
- 112. Katoh K, Standley DM. MAFFT Multiple Sequence Alignment Software Version 7: Improvements in Performance and Usability. Mol Biol Evol. 2013 Apr 1;30(4):772–80. pmid:23329690
- 113. Waterhouse AM, Procter JB, Martin DMA, Clamp M, Barton GJ. Jalview Version 2—a multiple sequence alignment editor and analysis workbench. Bioinformatics. 2009 May 1;25(9):1189–91. pmid:19151095
- 114. Valette O, Tran TTT, Cavazza C, Caudeville E, Brasseur G, Dolla A, et al. Biochemical Function, Molecular Structure and Evolution of an Atypical Thioredoxin Reductase from Desulfovibrio vulgaris. Front Microbiol. 2017 Sep 29;8:1855. pmid:29033913