Antibiotic resistance by high-level intrinsic suppression of a frameshift mutation in an essential gene

Significance Frameshift mutations have been reported in rpoB, an essential gene encoding the beta-subunit of RNA polymerase, in rifampicin-resistant clinical isolates of Mycobacterium tuberculosis. These have never been experimentally validated, and no mechanisms of action have been proposed. We show that Escherichia coli with a +1-nt frameshift mutation centrally located in rpoB is viable and highly resistant to rifampicin. Spontaneous frameshifting occurs at a high rate on a heptanucleotide sequence downstream of the mutation, with production of active protein increased to 61–71% of wild-type level by a feedback mechanism that increases translation initiation. Accordingly, apparently lethal mutations can be viable and cause clinically relevant phenotypes, a finding that has broad significance for predictions of phenotype from genotype.

A fundamental feature of life is that ribosomes read the genetic code in messenger RNA (mRNA) as triplets of nucleotides in a single reading frame. Mutations that shift the reading frame generally cause gene inactivation and in essential genes cause loss of viability. Here we report and characterize a +1-nt frameshift mutation, centrally located in rpoB, an essential gene encoding the beta-subunit of RNA polymerase. Mutant Escherichia coli carrying this mutation are viable and highly resistant to rifampicin. Genetic and proteomic experiments reveal a very high rate (5%) of spontaneous frameshift suppression occurring on a heptanucleotide sequence downstream of the mutation. Production of active protein is stimulated to 61-71% of wild-type level by a feedback mechanism increasing translation initiation. The phenomenon described here could have broad significance for predictions of phenotype from genotype. Several frameshift mutations have been reported in rpoB in rifampicin-resistant clinical isolates of Mycobacterium tuberculosis (Mtb). These mutations have never been experimentally validated, and no mechanisms of action have been proposed. This work shows that frameshift mutations in rpoB can be a mutational mechanism generating antibiotic resistance. Our analysis further suggests that genetic elements supporting productive frameshifting could rapidly evolve de novo, even in essential genes. rpoB | frameshift suppression | antibiotic resistance | evolution | gene regulation R eading frame maintenance is essential for correct translation of the genetic code into protein (1). Frameshifting errors during translation are rare (10 −5 to 10 −7 per codon), and the effects of unplanned frameshifting are generally catastrophic for the resulting protein (2,3). Error frequencies increase (typically 0.1-1%) on certain shift-prone sequences short enough to occur by chance (4), approaching 50% when a gene is very highly expressed off a multicopy plasmid (4)(5)(6).
In contrast, programmed ribosomal frameshifting (PRF) is promoted by evolved systems to direct the orderly slippage of ribosomes into a new reading frame at a specific site on messenger RNA (mRNA) during translation (7,8). PRF is used to increase the information density of size-limited DNA sequences and serves regulatory roles in protein production (7). PRF generally requires the contribution of a pause site (to halt the progress of the ribosome), a slippery sequence (where the frameshift occurs), and a stimulator sequence that increases the frequency of frameshifting (7,9,10).
Considering the functional importance of reading frame maintenance during translation it is surprising that there have been published reports of frameshift mutations in the essential gene rpoB among rifampicin-resistant clinical isolates of Mycobacterium tuberculosis (Mtb) (11)(12)(13)(14). To our knowledge none of these mutants have been investigated to determine either the validity of the mutation reported or a possible mechanism that could explain bacterial viability. The absence of investigation into this unexpected class of mutation may be due to the difficulty of performing complex genetic experiments in M. tuberculosis. There are several potential explanations for these observations. Leaving aside the trivial explanation (DNA sequencing errors) other possibilities include that the mutants carry a second functional copy of rpoB (unlikely if the DNA sequence analysis was done properly), that the mutants carry frameshift suppressor mutations (15)(16)(17), or that the mRNA contains sequence elements that promote a high level of ribosomal shifting into the correct reading frame to support cell viability (10). Interest in understanding these mutations goes beyond Mtb and concerns more generally the potential for rescue of mutants that acquire a frameshift mutation in any essential gene. We addressed this by isolating a mutant of Escherichia coli carrying a frameshift mutation in rpoB and experimentally dissecting its genotype and phenotypes.

Results
Isolation of a Frameshift Mutation in rpoB of E. coli. Experimental evolution of ciprofloxacin resistance in E. coli frequently selects mutations in rpoB (18). During one such experiment a strain was isolated with a +1-nt insertion at codon Ser531 (TCC to TCCC) in the rifampicin-resistance-determining region (RRDR) of rpoB (Fig. 1). Sequencing of PCR-amplified DNA, and mRNA-derived cDNA (complementary DNA), confirmed the presence of the mutation (Fig. 1D). The mutation is predicted to result in a truncated RpoB protein, with Ser531 being followed by nine incorrect amino acids and a premature termination codon (Fig. 1A).
Since rpoB is essential, it is unlikely that a severely truncated form of the protein (19) would retain RNA-polymerase function (RpoB is 1,342 amino acid residues) (Fig. 1B). We reasoned that Significance Frameshift mutations have been reported in rpoB, an essential gene encoding the beta-subunit of RNA polymerase, in rifampicinresistant clinical isolates of Mycobacterium tuberculosis. These have never been experimentally validated, and no mechanisms of action have been proposed. We show that Escherichia coli with a +1-nt frameshift mutation centrally located in rpoB is viable and highly resistant to rifampicin. Spontaneous frameshifting occurs at a high rate on a heptanucleotide sequence downstream of the mutation, with production of active protein increased to 61-71% of wild-type level by a feedback mechanism that increases translation initiation. Accordingly, apparently lethal mutations can be viable and cause clinically relevant phenotypes, a finding that has broad significance for predictions of phenotype from genotype. Data deposition: The paired-end sequence reads of the evolved strain carrying the frameshift mutation in rpoB (strain CH1343) and the reconstructed wild-type strain carrying the frameshift mutation (strain HS297) have been deposited to the NCBI Bioproject database with accession number PRJNA601628, https://www.ncbi.nlm.nih.gov/bioproject? term=PRJNA601628. 1 To whom correspondence may be addressed. Email the frameshift mutation must be suppressed. To test this, Western blots were done using polyclonal rabbit antibodies targeted to the N terminus of RpoB (Fig. 1E). These showed that the mutant strain contained RpoB protein indistinguishable in length from that of wild-type E. coli. Visual examination of the Western blot suggested that the mutant contained at least 50% of the amount of RpoB present in wild-type E. coli. We concluded that the frameshift mutation is suppressed allowing production of full-length RpoB protein.
Since the mutation arose in an evolved strain containing additional mutations (Fig. 1C), we suspected that one of these might be a suppressor of the frameshift mutation. To test this, we transferred the rpoB mutation by phage P1-mediated transduction to strains with subsets of the mutations present in the final strain. The mutation was viable in all backgrounds, including in the wild-type parental E. coli. Whole-genome sequencing (WGS) confirmed that the mutant had not acquired a de novo suppressing mutation during transduction. We also reconstructed the mutation in a wild-type strain by recombineering. These experiments confirmed that a strain carrying the rpoB frameshift mutation in an otherwise wild-type background is viable. The relative growth rate of the mutant in Luria broth (LB medium) is 0.41 (wild type = 1). Because the mutation is in the RRDR we measured minimal inhibitory concentration (MIC) of rifampicin. MIC for the mutant is >1,500 mg/L (wild-type MIC = 12). Similar phenotypes (increased MIC and reduced growth rate) are associated with many rifampicin-resistance mutations caused by amino acid substitutions in RpoB (20).
Identification of the Site of Frameshift Suppression. Since no external mutation is required for suppression, we concluded the signal(s) allowing suppression of the frameshift were contained within the rpoB sequence itself. We noted that downstream of the site of the +1-nt insertion the codons that would be translated differed from those ordinarily observed in highly expressed genes like rpoB. Specifically, three codons downstream of the insertion, the di-codon CCC-AGG (Pro-Arg) was moved into the ribosomal reading frame by the mutation.
CCC is the least frequently used proline codon (21,22) and is implicated in frameshifting as a "slippery" codon (16). AGG is the least frequently used codon in E. coli and never appears in highly expressed genes (SI Appendix, Table S1). This suggested a hypothesis for suppression of the frameshift mutation. The acylated transfer RNA (tRNA) pool of tRNA Arg CCU (responsible for decoding AGG) is not optimized in tRNA level or acylation rate to satisfy the demands placed on it by the translation of this codon in highly expressed genes. Placing AGG into the reading frame of rpoB thus leads to depletion of acylated tRNA Arg CCU . Ribosomes encountering AGG must pause and wait for acylated tRNA Arg CCU to arrive. The longer this pause, the greater the chance that base-pairing between the P-site tRNA anticodoncodon transiently disassociates and the mRNA slips in the ribosome, restoring the wild-type reading frame (23). This slippage event is potentiated by the presence of the slippery CCC codon in the P-site. The reason for the slippery characteristic of the CCC codon is that when an mRNA slips in the ribosome, the anticodon of the P-site proline tRNA can reestablish base-pairing with the sequence 1 nucleotide toward the 3′ end of the mRNA (CCN), particularly the important first-and second-position bases. The anticodon of the specific proline tRNA in the P site can affect the likelihood of a successful slippage event, as previously described (9). This hypothesis makes a specific prediction of the RpoB protein sequence that should be observed in the mutant if our hypothesis is correct ( Fig. 2A).
To test this hypothesis, we assayed RpoB protein from wildtype and frameshift-bearing E. coli by LC-MS/MS (liquid chromatography with tandem mass spectrometry) analysis. We tested a variety of protein sequence hypotheses (SI Appendix, Fig. S1) extending upstream of the stop codon that was placed into the reading frame by the frameshift. From the wild type, the only fragments recovered corresponded to the wild-type sequence of RpoB (SI Appendix, Fig. S2 A and B). From the mutant, no wildtype fragments were recovered that spanned the site of the mutation, and the only protein sequence for which a fragment was recovered at the frameshift site corresponded to that predicted by our model, with a net substitution of ALG in the wild type by RTR in the mutant ( Fig. 2 and SI Appendix, Fig. S2 C and  D). This directly confirms that +1 frameshifting in the mutant occurs on the CCC-AGG-C sequence.
As a further test we constructed by recombineering a strain in which rpoB has the frameshift-suppressed sequence but without the frameshift (net replacement of amino acids 532-534, ALG to RTR). This strain has a relative growth rate of 0.78 (wild type = 1), confirming that the frameshifted RpoB protein supports viability.
Quantitation of RpoB in the Mutant Frameshift Strain. We quantified the amount of RpoB protein by LC-MS/MS, using two different assays. In one, specific target fragments in RpoB were chosen, calibration curves of these fragments were constructed by loading a range of masses of total protein from wild-type cells into the LC-MS/MS device, and the relative protein concentrations were determined by loading equal masses of wild-type or mutant proteins and comparing fragment recoveries. In the second, all fragments recovered from loading digested total protein were assigned to E. coli proteins, and relative amounts of each individual protein were calculated as a ratio of total cellular protein.
The results of these two techniques were in good agreement with one another, with mutant RpoB protein levels being quantified as 59.6% (±21.1%) and 71.2% (±11.5%) of wild-type levels, respectively (SI Appendix, Tables S2 and S3).
The level of rpoB mRNA was assayed by qPCR to test whether transcriptional up-regulation contributed to the high level of RpoB protein in the mutant. We found similar levels of rpoB mRNA in mutant and wild-type cells (SI Appendix, Fig. S3). Accordingly, the level of RpoB protein from the frameshifted gene is solely due to factors acting on a translational level, such as frequency of frameshifting on the slippery site and/or upregulation of translation initiation on rpoB mRNA.
Determining the Minimal Sequence Required for Frameshifting in rpoB. We asked whether there were sequence elements, in addition to CCC-AGG-C, that stimulate the frequency of frameshifting. We constructed rpoB-syfp translational fluorescent reporter fusions to address this. Since RpoB is an essential protein the fusions were constructed in strains carrying a trapped duplication of the rpoB region (Fig. 3A). rpoB is in a region of the chromosome flanked by ribosomal RNA (rRNA) operons that is frequently spontaneously duplicated (24). This duplication allowed us to make changes in one copy of rpoB while the unchanged copy in the secondary locus sustained viability. In all fusions the upstream regulatory region and first 100 codons of rpoB were kept intact to ensure wild-type regulation of the operon.
Through stepwise reductions in the length of the fusion leader sequence (Fig. 3B), we determined the minimal sequence required for frameshifting. A fusion containing CCC-AGG-C, frameshifted with respect to the syfp gene, expressed SYFP at levels similar to those observed for a strain carrying the frameshift mutation in the context of the complete rpoB sequence (Fig.  3B). This shows that the high level of frameshift suppression on CCC-AGG-C does not require any local upstream or downstream sequence elements.
Determining the Level of Frameshifting on the Minimal Sequence. We asked whether the high level of RpoB produced in the mutant was determined solely by the level of frameshifting on CCC-AGG-C or whether up-regulation of translation initiation on mRNA also contributed to the level of protein produced. RpoB production is known to be up-regulated at the translational level in response to RpoB starvation (25). We determined the level of frameshifting in a manner designed to isolate the effects of frameshift suppression from up-regulation at the translational level. We constructed A B Fig. 2. Model of the +1 frameshift to produce full-length RpoB protein. (A) Sequence of the E. coli rpoB gene in the vicinity of the frameshift site (red nucleotide), along with the predicted translation frame during frameshift suppression. The slippery proline is shown in green, and the rare arginine is shown in red. The protein sequence of the wild-type and suppressed protein products are shown below. Differences between the wild-type and suppressed sequence are indicated in yellow. (B) A Ribosome encountering the AGG codon must pause and wait for acylated tRNA Arg CCU to arrive. Base-pairing between the P-site tRNA anticodon-codon transiently disassociates, and the mRNA slips in the ribosome, restoring the wild-type reading frame. minimal fusions with and without the frameshift mutation in two genetic backgrounds 1) with a wild-type rpoB gene in the secondary location expressing a wild-type level of RpoB and 2) with a frameshifted rpoB gene in the secondary location causing RpoB starvation (Fig. 3C).
The frameshifting rate on CCC-AGG-C was 5% in the wildtype rpoB background (Fig. 3C), which is not sufficient to explain the level of RpoB protein (60-71% of wild type) in a strain with the frameshift mutation (SI Appendix, Tables S2 and S3). However, translation of the rpoB-syfp fusions was increased 4.7-fold under RpoB-depleted conditions (Fig. 3C). We conclude that the amount of RpoB protein produced in E. coli with the frameshift mutation in rpoB results from a high-level frameshift (5%) at CCC-AGG-C, combined with a 4.9-fold increase of rpoB mRNA translation caused by RpoB starvation. The product of these two factors (24.5%) does not completely account for 66% frameshift suppression of rpoB-syfp in the background containing the frameshift mutation in the structural copy of RpoB (Fig. 3C). This discrepancy can be accounted for by the predicted increase in frameshifting under the burden of even greater translational demands on the pool of tRNA Arg CCU caused by translational upregulation of RpoB. The 66% frameshift suppression in this fusion strain closely matches the results of the direct protein quantitation (60-71% of wild type) (SI Appendix, Tables S2 and S3).
Assessing the Importance of tRNA Pro Slippage on the CCC Codon. The CCC codon can be read by two different proline tRNA species: proL reads CCC/U while proM reads CCX (9,26,27). Our hypothesis is that tRNA Pro reading CCC shifts onto CCA to mediate the frameshift. This predicts that the specific tRNA Pro reading CCC should influence the frequency of shifting onto CCA when the ribosome is paused on AGG. It also predicts that increased reading of AGG should reduce the probability of frameshifting. We tested these predictions by 1) manipulating the levels of tRNAs predicted to increase or decrease frameshifting and 2) by analyzing mutants selected for increased frameshifting. 1) We cloned different tRNAs and expressed them in two different reporter strains (Fig. 3F). Increased reading of AGG Fluorescence values (mean ± SD, n = 4) were measured in a strain containing a minimal rpoB-syfp fusion (7 nt) and a wild-type structural rpoB (C, Bottom Left). Growth measurements (mean ± SD, n = 9) were made in a strain containing the rpoB frameshift mutation. All measurements were normalized to the corresponding isogenic plasmid-free strain.
reduced frameshifting (and frameshift-dependent growth rate), while increased reading of CCC by a tRNA that could shift to CCA increased frameshifting and frameshiftdependent growth rate (Fig. 3F) (28). 2) We evolved the rpoB frameshift strain to select mutations conferring a faster growth rate. Five clones assessed by WGS had acquired a mutation in proL while retaining the frameshift mutation in rpoB (Fig. 3E). Based on this we sequenced proL and rpoB (region surrounding the frameshift) from 33 independently evolved clones. Two clones had acquired −1-nt mutations near the +1-nt frameshift site in rpoB, restoring the correct reading frame with a net single amino acid substitution (S531P or A532R) (Fig. 3D). The remaining 31 clones retained the rpoB frameshift mutation but acquired mutations distributed throughout proL (14 different mutations including partial deletions) (Fig. 3E). Our interpretation is that mutations that reduce the activity of proL tRNA increase the likelihood of CCC being read by the "shifty" proM tRNA, increasing frequency of frameshifting (and frameshift-dependent growth rate).
These experiments support the hypothesis that frameshifting on CCC-AGG-C is initiated by ribosome pausing on AGG, increasing the probability that P-site tRNA (encoded by proM) shifts from CCC to CCA, placing the ribosome into a productive reading frame to make full-length RpoB.

Discussion
Ribosomal frameshifting errors occur rarely, but when they do the consequences for protein function are generally catastrophic, and frameshift mutations are generally only observed in nonessential genes. In this context we were intrigued by reports of clinical isolates of Mtb carrying frameshift mutations (11)(12)(13)(14), or nonsense mutations (12,(29)(30)(31), in the essential gene rpoB. Surprisingly, none of the publications reported any experimental analysis of the mutations or explained how these mutants were viable. Because frameshift mutations are not expected to be viable in this essential gene we set out to determine how such mutants could survive.
To address this, we isolated a frameshift mutation in rpoB in the experimentally amenable species, E. coli. We show here that an otherwise wild-type strain carrying a frameshift mutation in rpoB is viable, and the mutation generates a high level of resistance to the antibiotic rifampicin. We also detailed the mechanism of intrinsic frameshift suppression that supports bacterial viability. There are at least 120 different mutations, mostly amino acid substitutions but also deletions and additions of single or multiple amino acids tolerated in the RRDR, and causing resistance to rifampicin (20). This study expands this list of rifampicin-resistance mutations to include frameshift mutations in rpoB. Importantly, it shows that frameshift mutations, in the right sequence context, can generate viable selectable phenotypes in essential genes. This has significant implications in two additional fields: 1) the probability of de novo evolution of PRF systems and 2) the use of genome sequence analysis to predict phenotypes, in particular in clinical bacterial isolates.
The evolution of PRF systems in essential genes presents a conundrum. The first step in the evolution would necessarily be the frameshift, since associated stimulating sequences would have no selection by which to evolve in the absence of the need that the frameshift satisfies. The viability of a strain carrying this ostensibly lethal mutation suggests that PRF features may evolve by harnessing surprisingly high levels of spontaneous frameshifting under certain circumstances to then allow the evolution of more complex features to increase the frequency of frameshifting. This opens a path by which PRF can be evolved to serve productive roles, regulatory or otherwise.
The sequence on which +1 frameshifting occurs in the rpoB mutant (CCC-AGG-C) has similarities to the site of PRFs in yeast transposon TY1 (32) and the essential E. coli gene prfB encoding peptide release factor 2 (RF2) (33). In TY1 a +1 reading frame shift occurs at 20% efficiency on CUU-AGG-C (34). The ribosome pauses on the rare AGG codon, and during the pause leucine tRNA reading CUU shifts to read the cognate UUU codon, causing a frameshift into the +1 reading frame (32). The outcome in TY1 is production of two different proteins from the same genetic sequence (one short and one long). In prfB the +1-nt frameshift occurs with an efficiency of ∼50% on the in-frame CUU-UGA-C sequence. Ribosomes stall on the UGA stop codon, and leucine tRNA reading CUU shifts +1 onto the cognate UUU codon (35). The efficiency prfB frameshifting is stimulated by an upstream Shine-Delgarno sequence that base pairs with 16S rRNA (35), whereas the TY1 frameshift does not appear to require a stimulator sequence. The PRF in prfB functions to autoregulate RF2 production in response to demand. In these examples, and in the rpoB mutant, the common mechanism is ribosomal pausing on a starved or empty A-site codon, allowing a P-site tRNA to shift to an overlapping cognate codon resulting in the frameshift. The efficiency of intrinsic suppression of the rpoB mutation (5% frameshifting) suggests that the barrier to the de novo evolution of similar PRF systems is low.
Increasingly, WGS is used to predict phenotypes from genotypes. This is particularly interesting in clinical microbiology to predict antibiotic resistance and inform therapy. Genome sequence analysis is rapid and could provide significant diagnostic advantages over traditional phenotype-based methods with slowgrowing organisms such as Mtb (36,37). However, sequence analysis relies fundamentally on the assumption that ORFs accurately predict protein sequences. When frameshift (or nonsense) mutations are noted, the natural assumption will be made that they inactivate the gene in question (although this should raise a red flag if the gene is essential) and abolish production of the protein. Our results undermine this assumption, significantly complicating the process of predicting phenotype from genotype.
How to deal with this issue? Determine the sequence has been correctly called and that the mutation is not part of a PRF system characteristic of that species. If established as a genuine mutation, then assess its effect on product levels experimentally (proteomics analysis) and in silico, looking for similarities with known shifty sequences. With the exception of genes with wellknown phenotypes (like rpoB and rifampicin resistance) there is currently no easy path to definitively predict the phenotypes of frameshift/nonsense mutations in most genes.
By examining publicly available genome sequences of 58 clinical Mtb isolates we found that each genome carried on average 68 (53-213) genes with frameshift mutations. These included mutations in essential genes such as rpsK, rpsQ, infB, secA, and tilS (SI Appendix, Table S4). This suggests that frameshift (and nonsense) mutations may be a hugely underappreciated class of mutations in clinical isolates, with largely unknown consequences for phenotype. The high frequency of such mutations in genome sequences strongly motivates the need to develop improved predictive genotype to phenotype methods.
In summary, we have elucidated how an apparent knockout mutation in rpoB is viable and causes antibiotic resistance. The wider implications are that there is considerable potential for de novo evolution of new PRF systems in bacterial genomes, and there is a need to develop sophisticated approaches to predict phenotype from genome sequence data.

Materials and Methods
Experimental Evolution. Cultures of a media-adapted wild-type E. coli MG1655 were grown from independent single colonies overnight at 37°C in Mueller-Hinton (MH) broth (Becton-Dickson). From each culture, 100-μL aliquots were spread onto five MH agar plates containing different ciprofloxacin concentrations, 0.032, 0.064, 0.096, 0.128, and 0.16 μg/mL, corresponding to 2, 4, 6, 8, and 10 times the MIC of the parental strain. Plates were incubated for up to 48 h and examined for the growth of colonies. From each culture a single colony was picked from the highest drug concentration where growth occurred (defined as colony diameter ≥1 mm within 48 h). Each colony was purified by streaking on MH agar plates with the drug concentration at which it was isolated. Second-step mutants were selected by resuspending a colony of each of the purified first-step mutants in 0.9% NaCl and plating ∼10 8 colony-forming units onto MH agar plates with ciprofloxacin at 2, 4, 6, 8, and 10 times the concentration at which the mutant was originally selected and purified. Selection was continued through 3-8 successive cycles until the concentration at which mutants were being selected reached or exceeded 1 mg/L.
Whole-Genome Sequencing. Genomic DNA was prepared using Genomic-tip 100/G kit and Genomic DNA Buffer Set (Qiagen), according to the instructions of the manufacturer. Genomic DNA was sent to BGI for library assembly and genome sequencing with Illumina sequencing technology. Sequencing data were aligned and analyzed using CLC Genomic Workbench v6 (CLC Bio).
Local Sequencing of PCR Products and cDNA. Total RNA was purified from exponentially growing cultures using RNeasy Mini Kit (Qiagen). RNA was reverse-transcribed using High Capacity cDNA Reverse Transcription Kit (Applied Biosystems, Thermo Fisher). PCR amplification for local sequencing of genomic DNA and cDNA was done using PCR Master Mix (Thermo Scientific) according to manufacturer specifications. DNA sequencing of PCR products was performed at Macrogen Europe. Sequences were analyzed using CLC Main Workbench 7.
Genetic Methods. The rpoB mutation was moved by P1-mediated transduction (38) into strains that contained subsets of the mutations present in the final evolved strain, with selection for a linked chloramphenicolresistance marker, yjaG::cat-sacB. Lambda Red recombineering was used to generate a variety of genetic constructions (39). The frameshift mutation was directly reconstructed in wild-type E. coli MG1655 by transformation with an 81-mer oligonucleotide containing the mutation flanked by 40 nucleotides of rpoB homology on either side and selecting for slow-growing transformants on LB agar plates containing rifampicin at 100 μg/mL. Fusions of SYFP to various lengths of RpoB were constructed by designing oligonucleotides that would replace the 3′ end of rpoB with SYFP and a kanR cassette (40). The SYFP gene was translationally fused to the remaining fragment of rpoB, while the kanR gene retained its own native promoter. The deletion of the C-terminal region of RpoB in these constructions assured that any kanamycin-resistant colonies had duplicated the rpoB region; subsequent whole-genome sequencing of the resultant strains revealed that the trapped duplication was invariably between rrnC and rrnE, a duplication of roughly 260 kb.
Growth Rate and Fluorescence Measurements. Cultures were started by diluting a stationary-phase overnight culture 1:1,000 in fresh LB media. Growth rates were measured using a Bioscreen C Device (Oy Growth Curves) incubating at 37°C with shaking. Readings of OD600 were taken every 4 min, and doubling times were calculated using the first 10 readings after the OD600 value exceeded 0.015. Fluorescence values were measured in a MACSQuant VYB device (Miltenyi Biotech) using exponentially growing cells collected at OD600 of 0.2-0.3. For each replicate the fluorescence of 100,000 single-cell events was measured.
Protein Analysis. Protein gels, Western blotting, protein sequencing, and quantification by two different methods were performed as described in SI Appendix, Supplementary Materials and Methods.
Data Availability Statement. All data discussed in the paper are available in the main text and SI Appendix. The paired-end sequence reads of the evolved strain carrying the frameshift mutation in rpoB (strain CH1343) and the reconstructed wild-type strain carrying the frameshift mutation (strain HS297) have been deposited to the NCBI Bioproject database with accession number PRJNA601628.
ACKNOWLEDGMENTS. This work was supported by the Science for Life Mass Spectrometry Technology Platform in Uppsala, Sweden. The Proteomics Core Facility at Sahlgrenska Academy, Gothenburg University, performed analysis for a second protein quantification method. This work was supported by grants from Vetenskapsrådet and the Knut and Alice Wallenberg Foundation (RiboCORE Project).