Abstract
Streptococcus pneumoniae is a remarkably adaptable and successful human pathogen, playing dual roles of both asymptomatic carriage in the nasopharynx and invasive disease including pneumonia, bacteremia, and meningitis. Efficacious vaccines and effective antibiotic therapies are critical to mitigating morbidity and mortality. However, clinical interventions can be rapidly circumvented by the pneumococcus by its inherent proclivity for genetic exchange. This leads to an underappreciated interplay between vaccine and antibiotic pressures on pneumococcal populations. Circulating populations have undergone dramatic shifts due to the introduction of capsule-based vaccines of increasing valency imparting strong selective pressures. These alterations in population structure have concurrent consequences on the frequency of antibiotic resistance profiles in the population. This review will discuss the interactions of these two selective forces. Understanding and forecasting the drivers of antibiotic resistance and capsule switching are of critical importance for public health, particularly for such a genetically promiscuous pathogen as S. pneumoniae.
Graphical Abstract

Introduction
Antimicrobial resistance is one of the most significant microbial-related threats to human health. Deaths in 2019 caused by multidrug resistant (MDR) bacterial infections were higher than HIV and malaria combined1. Vaccines are effective against antibiotic-resistant and -sensitive bacteria since they enable immune-mediated bacterial clearance. Thus, for a given bacterial population, antibiotics and vaccines exert two mechanistically distinct evolutionary pressures on survival. Streptococcus pneumoniae (pneumococcus) is a model pathogen to study the interplay between vaccine escape and antimicrobial resistance because of its diversity of capsules that are the vaccine target and the plasticity of its penicillin binding proteins (PBPs) as an antimicrobial target, both of which can intermingle in an arena of heightened ability to undergo genetic exchange.
Antibiotics and vaccines can force any of several genetic strategies to allow a bacterium to circumvent current treatment. Strategies include: 1) serotype switching, selecting for different capsule types that can be rapidly disseminated through genetic recombination2; 2) an increase in non-encapsulated and non-vaccine type pneumococci that are not covered by capsule-based vaccines and which can serve as a genetic reservoir for the exchange of antimicrobial resistance genes3,4; and 3) allowing for the expansion of non-pneumococcal streptococci in shared ecological niches that could serve as genetic reservoirs for both resistance and novel capsule types5,6. This review will focus on the interplay of pneumococcal vaccination pressures on antibiotic resistance and discusses current challenges on how to predict the outcome of these interactions over time.
Pneumococcus is a Gram-positive coccus that usually exists as a commensal of the human nasopharyngeal mucosa but is often characterized as a pathogen due to its ability to disseminate from the nasopharynx into the middle ear space, lower respiratory tract, blood and brain7,8. Community acquired pneumonia (CAP) is the most common manifestation of invasive pneumococcal disease (IPD) especially in those under five and over sixty-five years old8. S. pneumoniae is estimated to cause nearly 15% of all deaths in children under five9. Together, this makes the pneumococcus the fifth leading cause of death overall and second in children under five10. Even in the modern era of antibiotics, CAP continues to be a leading cause of death despite being considered one of the most vaccine-preventable diseases by the World Health Organization11,12. Antibiotic treatment of CAP accounts for 30–50% of all antibiotic use13. Pneumococcus has developed resistance to many antibiotics, including beta-lactams, fluroquinolones, and macrolides and is one of the top five pathogens with the highest rate of global deaths attributed to antimicrobial resistance1,14.
Critical to the success of the pneumococcus as a major human pathogen is the predominant virulence factor, the polysaccharide capsule (CPS), encoded by the cps locus. The CPS, the dominant surface structure covalently attached to the outer surface of the cell wall peptidoglycan, can be up to 400 nm thick, making up more than half of the bacterial volume15. Over 100 distinct serotypes have been identified, underscoring the diverse biochemical and structural composition of the CPS16,17. Most serotypes are immunologically distinct with limited cross-reactivity18,19. As such, immune responses against the CPS are a major selective pressure on the pneumococcal population as protective immunity is typically engendered in a serotype-specific manner following CPS-specific antibody responses.
Pneumococcal capsule is necessary for bloodstream infections. Anti-CPS vaccines effectively prevent IPD by antibiotic-resistant and -sensitive serotypes. The mechanism by which anti-CPS vaccines affect colonization remains unknown. Conversely, antibiotics treat invasive disease independent of serotype, but are not effective against antibiotic-resistant bacteria. By targeting different parts of the pneumococcal population, each of these interventions remain effective in situations where the other could fail20,21, establishing a synergistic effect to maintain pressure on the pneumococcal population. Since pneumococcal vaccines currently only target up to one quarter of the ~100 known serotypes, post vaccine IPD favors non-vaccine serotypes arising in the human population through serotype replacement or serotype switching via genetic recombination and subsequent expansion of clones outside of vaccine coverage22–27. Serotype replacement occurs at the population level and is defined as the expansion of non-vaccine serotypes upon elimination of vaccine-targeted serotypes (Fig. 1A)28. For example, 95% of pneumococci carried by PCV13 vaccinated healthy children were found to be of serotypes not covered by the vaccine, and specific non-vaccine strains bloomed as a cause of IPD29–31. Serotype switching occurs at the single bacterium level and is defined as the genetic exchange of a new cps locus (Fig. 1B)2. Such major shifts in population dynamics make forecasting of both serotype prevalence and antibiotic resistance trends particularly challenging.
Figure 1. S. pneumoniae respond to antibiotic and vaccine pressures.

A) Serotype replacement: Deployment of capsule based vaccines and antibiotics leads to elimination of target bearing clones within a human population and expansion non-targeted clones (vaccine escape mutants or antibiotic resistant mutants). B) Serotype switching: Pneumococci and other oral streptococcal species occupy the nasopharynx. Shared natural competence allows for rapid intraspecies and interspecies recombination, often spreading novel virulence factors and antibiotic resistance genes to the pneumococci.
Historical dueling interventions for pneumococcal infections
Vaccines and antibiotics have been integral in our attempts to control IPD for over 50 years; however, genetic promiscuity of the pneumococcus has driven constant re-emergence of antimicrobial resistance and vaccine escape19. Early vaccines were based on a combination of purified pneumococcal capsular polysaccharides (PPVs)19,32. The first PPV, deployed in the United States in the 1930’s, targeted only serotypes 1 and 2 and successfully reduced IPD and transmission33. Soon after, pneumonia caused by other serotypes emerged and dominated clinical cases, resulting in a reformulation of the PPVs in the 1940s34. However, a major limitation of PPVs was lack of an immune response in children under two years of age, a peak age group for mortality from IPD35. Therefore, penicillin gradually overshadowed PCVs as the intervention of choice. Penicillin binds the penicillin binding protein transpeptidase active site, inhibiting the final cross-linking steps of cell wall synthesis. Before 1970, the most common pneumococcal infections in children, including otitis media and CAP, were easily treated with penicillin. This was so effective that it was questioned whether early pneumococcal vaccines developed in the 1930’s and 40’s were even clinically useful36.
Interest in vaccines rebounded in the mid-1970s, when penicillin-resistant isolates emerged and spread globally37–41. Treatment failures were related to resistant pneumococcal isolates and clinical interest swung back to improving vaccines42,43. A major milestone for the prevention of pneumococcal disease occurred in 2000 with the introduction of pneumococcal conjugate vaccines (PCV)44–46. PCVs are composed of multiple polysaccharides conjugated to immunogenic non-pneumococcal proteins, such as diphtheria toxoid. This formulation increases immunogenicity in children under 2 years old by eliciting appropriate T-cell and memory B-cell responses35. A seven-valent PCV (PCV7) that targeted the predominant serotypes circulating in North America (serotypes 4, 6B, 9V, 14, 18C, 19F, and 23F) was developed and dramatic decreases in IPD followed deployment in 2000’s19,32. PCV7 deployment also reduced transmission from the young to elderly33. It was thought that widespread vaccination with PCV would result in a concurrent decrease in rates of antibiotic resistance in circulating pneumococci since many of the targeted serotypes had a high predominance of penicillin resistant strains21. However, reality proved this assumption short-sighted. After PCV7 introduction, penicillin resistant pneumococcal infections declined temporarily; however, infections by the highly penicillin-resistant serotype 19A, that was not included in PCV7, increased leading to a rebound in penicillin-resistant infections39,47. Similar trends were identified in the United States, Germany, South America (Brazil, Colombia, and Chile) and Japan14. In turn, resistant 19A was subsequently eliminated by inclusion in the next generation PCV13, which was expanded to include serotypes 1, 3, 5, 6A, 7F, and 19A48. From 2000 to 2015, vaccination was predicted to result in a 51% decline in the number of pediatric pneumococcal deaths49.
By targeting the population of circulating pneumococci, vaccines also have indirect effects on non-vaccinated individuals. In a human cohort in Lao PDR with moderate PCV13 vaccination rate, there was an observed 36% reduction in vaccine serotype carriage through indirect effects for up to five years50. Similar effects have also been identified in infants from the United States51. In infants too young to be vaccinated, carriage of vaccine serotypes decreased for only two years following PCV introduction through indirect effects50. Additionally, in select countries, there has been a reported 5% decline in IPD for each 10% increase in vaccination coverage52,53, highlighting the extent of the vaccine indirect effects on a population level.
Because beta-lactam resistance is due to pbp mutations that decrease the affinity of the antibiotic for the binding protein, high levels of beta-lactam therapy, specifically with amoxicillin and penicillin G, can remain efficacious against pneumococcal infections in some body sites such as the lung where antibiotic penetration is excellent (in contrast to meningitis)54,55. However, if the isolate exhibits high level beta-lactam resistance, therapy with ceftriaxone or vancomycin may be recommended54,56. Beta-lactams administered in conjunction with macrolides may provide synergistic therapy against the pneumococcus due to the two different mechanisms of action57. As IPD caused by non-PCV13 serotypes emerged58, new strains were not only resistant to penicillin but also erythromycin, cotrimoxazole, and tetracycline arose. Multidrug resistance surged compared to the pre-PCV era59. In 2019, antibiotic-resistant pneumococci caused nearly one million infections in the United States, and has been classified as a “serious threat” by the Centers of Disease Control and Prevention60. Thus, the historical record indicates that the composition of the circulating pneumococcal population undergoes profound alterations as a result of both selective pressures of vaccines and antibiotics.
Genetic mechanisms underlying vaccine and antibiotic escape
Pneumococci are naturally competent and highly recombinogenic. They utilize multiple mechanisms of horizontal gene transfer and recombination including transformation, mobile genetic elements, and bacteriophages61. During antibiotic stress, pneumococci increase activation of competence systems that facilitate exogenous DNA uptake62. One of the best characterized hotspots for recombination in the genome is the cps locus, a genomic cassette that is characterized as an integrative conjugative element (ICE), allowing for accelerated diversification and recombination (Fig. 2A)63. Important for the proclivity of pneumococcal CPS switching is the observation that the cps locus is flanked by highly conserved genes dexB and aliA that serve as homologous hotspots for recombination2,64. During recombination of the cps locus, genetic content located outside of the cps locus can also be exchanged resulting in gDNA upstream and downstream of the locus being integrated concurrently. The cps locus is around ~20kB, and recombination fragments can range from the predicted ~20kB to ~56.5kB2,65,66. Such recombination events often include both the cps locus and adjacent pbp1a or pbp2x (Fig. 2B). In one study, 75% of capsule switches from serotype 9V to 14 contained an average recombination block size of 26.5kB in length, spanning the entire cps locus and frequently encompassing the neighboring pbp1a and pbp2x genes67,68. While this additional contiguous gDNA most frequently includes pbp1a and pbp2x2,69, genes farther downstream of the cps locus, such as pbp2b, may also be included. Mutated PBPs 1a, 2b, and 2x, which show decreased penicillin binding by changes in polarity, charge distribution, or flexibility of the PBP active site70, are among the most commonly identified PBPs in beta-lactam resistant pneumococcal isolates71,72. These are mosaic genes comprised of recombined blocks of DNA that are hotspots for causative mutations73. Their proximity to the capsule locus underlies the linkage between penicillin resistance and serotype switching. Recombination may facilitate exchange of resistance to antibiotics also. pbp1a, pbp2b, pbp2x, and folA (encoding a dihydrofolate reductase leading to resistance against trimethoprim74) have been identified as recombination hotspots across multiple serotypes75.
Figure 2. Homologous gene transfer of the pneumococcal cps locus often includes the upstream and downstream pbp genes.

A) Homologous recombination of the cps locus between encapsulated pneumococci occurs at the highly conserved genes dexB and aliA, allowing the cell to express a new capsule serotype. B) Schematic of the pbp genes flanking the cps locus in S. pneumoniae strain TIGR4 (not drawn to scale). By alignment, the genes encoded within the ~6200 bp upstream of dexB are largely conserved between strains TIGR4, D39, and BHN97, (drawn to scale). These adjacent loci can be included in genetic recombination events at the cps locus. Alignment generated with clinker146.
Using data obtained from the Global Pneumococcus Sequencing Project, the majority of sequenced pneumococci that exhibit penicillin high or intermediate resistance belong to serotype 19A (Fig. 3A) while penicillin sensitive serotypes are more diverse (Fig. 3D). Breaking down this group of 19A serotypes into sequence types, it is dominated by multidrug resistant sequence type 320 (Fig. 3B) (summarized in76). The serotype 19A isolates that are penicillin sensitive are widely distributed across multiple sequence types (Fig. 3E), while conversely serotypes that belong to sequence type 320, regardless of penicillin resistance status, are restricted to serotypes 19F and 19A (Fig. 3C). This example highlights the high level of genetic diversity within serogroup 19 and the clonal success of the serotype 19A multidrug resistant sequence type 320 in causing IPD76,77.
Figure 3. Penicillin resistant serotype 19A is dominated by the sequence type 320.

Data from the Global Pneumococcal Sequencing Project was used to analyze the serotype and genetic profile of penicillin resistant isolates. A) Isolates characterized as non-meningitis penicillin intermediate or resistant were broken down by in silico serotype. B) Penicillin intermediate and resistant isolates were further characterized by sequence type (ST). C) All 320 sequence types were analyzed by in silico serotype. D) Penicillin sensitive isolates broken down into in silico serotypes. E) Penicillin sensitive 19A analyzed by sequence type (ST). When designated, only the serotypes or sequence types making up >1% of the isolates are displayed in the legend.
Physiological mechanisms underlying vaccine and antibiotic escape
Capsule switching:
Horizontal gene transfer of accessory genes, particularly metabolic genes, outside the of the cps locus is also critical for understanding constraints that govern CPS switching and replacement. Although the rate of a given CPS switch combination is based in part on donor/recipient frequency in the population78, serotypes that most commonly switch typically share similar biochemical composition and cps locus gene homology79. For instance, if expression of a new CPS requires new metabolic pathways, the metabolic genes, whether located in proximity to or distant from the cps locus, must be transferred along with the cps cassette. Vaccine induced metabolic shift (VIMS) is defined as the apparent transfer of vaccine-targeted metabolic types to a non-vaccine serotype through genetic recombination. This has been identified and well documented following the introduction of PCV7 through deep sequencing approaches80,81. Non-PCV7 serotypes 15B/C and 19A acquired new metabolic types sharing 84.6% and 90.0% of metabolic loci, respectively, with vaccine serotype 9V81. Ultimately, CPS switching is likely facilitated by epistatic interactions between cps genes and central metabolic pathways. Metabolic pathways may impose limitations on which bacteria have the biochemical information required to make a specific CPS type. This may explain why CPS types that share certain residues experience less diverse antigenic shifts and remain constricted to one particular serogroup82. It is possible to identify multiple accessory genetic loci that drive the competitive successes of certain serotypes83. For example, biosynthetic genes required for production of vaccine-type capsules 14, 19F, and 23F are the same as the genes required for the non-vaccine type capsules of 15B/C, 19A, and 23B, resulting in stabilization of the presence of these accessory genes80. Frequency of accessory genes can also be maintained via transfer of mobile genetic elements between pneumococcal strains with divergent core genomes, but similar accessory genomes, allowing for further diversification of strains83. This presents one potential mechanism for persistence of antibiotic resistance genes such as mel/mef, tetM, and ermB within the pneumococcal population68,80. Evolution of pneumococcal accessory genomes is thought to be due to negative frequency-dependent selection, whereby alleles are most beneficial when they are rarer in the population. This model encourages enrichment of antigenic loci such as CPS biosynthesis genes due to their immunogenicity and can extend to non-capsular genes such as bacteriocin production to promote survival within their niche in the presence of other colonizing bacterial species84.
Capsule replacement:
Successful CPS replacement events are also selected through non-genetic mechanisms such as the relative fitness of pneumococcal strains during carriage. Studies have shown that pneumococci that are more successfully carried are more heavily encapsulated and have an association with specific polysaccharide structures85,86. These capsules are more resistant to neutrophil-mediated killing and are thus more successful colonizers and may be a predictor of serotype replacement86. Consistent with this data, the surface charge of CPS also been shown to contribute to escape from host immunity. Negatively charged capsules decrease the electrostatic interactions between mucus and neutrophils, which are also negatively charged. Thus, serotypes with more negatively charged capsules may be more prevalent due to their ability to evade host responses and be a potential contributor to serotype prevalence. This mechanism could have been one of the selective forces behind serotype replacement following implementation of the PCV7 vaccine85. This underscores the complexity and challenges of accurate serotype replacement forecasting in responses to CPS-based vaccination strategies as both population structure as well as impact on host-pathogen interactions can influence the ultimate rise of new serotypes in a population.
Antibiotic resistance:
Metabolic constraints also impact acquisition of antibiotic resistance traits, particularly as non-vaccine serotypes now more frequently interact with vaccine-type pneumococci81. Serotype 24F has been increasingly identified in surveillance studies after PCV13 introduction3. In the 1980s, prior to PCV13, IPD caused by serotype 24F was infrequent87. Today, this is an invasive serotype with high rates of meningitis reported, with some lineages of the serotype harboring multi-drug resistance3. The coexistence of multiple pneumococcal strains, including antibiotic resistant and sensitive strains, within a single human host further complicates the diversification of the pneumococci through genetic recombination. Deep sequencing of the pneumococcal population within healthy individuals revealed the evolutionary dynamics of the pneumococci through antibiotic pressures over the course of three years88. Major findings included the negative association between antibiotic resistance and colonization with multiple pneumococcal strains and the bottleneck presented with antibiotic treatment that allow for the rise of subsequent colonization of antibiotic resistant strains88.
In silico mathematical modeling has demonstrated that elimination of vaccine-targeted serotypes can increase the prevalence of non-vaccine serotypes due to the removal of cross-immunity or resource competition within the shared niche81,89–92. This concept has been further expanded, investigating the changes in the metabolic profiles of the pneumococcal population required to synthesize new CPS types. The selection of metabolic types with new serotypes upon vaccination highlights the hypothesis that metabolic types contain successful genetic repertoires that allow the pneumococcus to successfully CPS switch in potentially nutrient-limited and competitive niches93. These models have the potential to predict the influence of new vaccines or antibiotic therapies on the pneumococcal population, allowing for the development of rational interventions that limit adverse selection for resistant populations.
Vaccine impact varies with different antibiotics
While the variations in efficacy of vaccines and beta-lactams on pneumococcal populations has been repeatedly observed, this is not the case for all antibiotics. Given the prevalence of beta-lactam resistant pneumococci, other classes of antibiotics such as fluoroquinolones have been used preferentially to treat respiratory tract infections. However, increased use has not been followed by increased resistance. PCV7 targeted serotypes 6B, 9V, 14, and 23F are known to be resistant to fluoroquinolones47. Despite increased use, fluoroquinolone resistance in pneumococci has remained at only 1–2%94,95. It is possible that additional barriers for acquiring fluoroquinolone resistance contribute to this sustained low prevalence level. Two mechanisms are proposed for the development of fluoroquinolone resistance: a genetic mechanism targeting DNA replication genes, and a mechanism involving active efflux of fluoroquinolones. Fluoroquinolones inhibit DNA replication by binding to either topoisomerase IV (encoded by parC) or DNA gyrase (encoded by gyrA)96. Single mutations in the genes encoding either of these proteins incrementally change the MIC and result in a stepwise increased resistance97. However, no specific genotypes or clades have been shown to strongly correlate or predict the subsequent development of on-target resistance to fluoroquinolones98. A second, but less studied, mechanism of fluoroquinolone resistance involves active efflux of fluoroquinolone compounds. Multiple efflux pumps may indirectly contribute to decreased susceptibility by reducing the intracellular concentrations of fluoroquinolones to a sublethal level99–101. Current reports estimate that 0–11% of fluoroquinolone-resistant pneumococci are a result of homologous gene transfer of these two complex resistance mechanisms5,102, and there is no evidence of clonal expansion of these strains5,103.
Since the early 2000s, pneumococcal isolates with both the ermB and mefE/mel resistance mechanisms have emerged, accounting for over 50% of macrolide-resistant isolates in some regions of the United States104. This dual mechanism is encoded by the Tn2010 mobile element, a member of the Tn916 family of transposases105, which emerged from the multidrug resistant strain ST320 upon widespread use of PCV7106. This strain was a result of capsule switching from the serotype 19F strain to a 19A serotype107, and has been disseminated into other strains of pneumococci by recombination events108. Overall, macrolide-resistant IPD has decreased with the introduction of the PCV13 vaccine, and macrolide-resistant serotypes not covered by PCV have only slightly increased109.
Similarly, other forms of drug resistance have not undergone major expansion in pneumococcal populations. Tetracycline resistance is commonly encoded by the tet(M) gene, encoding a protein that prevents tetracycline binding to bacterial 30S ribosome subunit. tetS and the mosaic tet(M/S), often carried on Tn916 and IS1216, are occasionally identified in other Streptococcus species, but rarely the pneumococcus110,111. Recently it has been identified that Tn916 with tet(M/S) or tet(M) disseminated locally through southern Africa in a pneumococcal strain that underwent recent capsule switching112, highlighting the impact of inter-species genetic recombination on antibiotic resistance. Mutations in the genes encoding dihydropteroate synthetase and dihydrofolate reductase, targeted by sulfamethoxazole and trimethoprim respectively113, allow for pneumococcal resistance to cotrimoxazole14. High levels of resistance to cotrimoxazole have remained wide-spread amongst pneumococci despite vaccines114. The distinct trajectories for the incidence of these various resistance mechanisms underscores the lack of generalizable rules across antibiotic classes for how vaccine selection will impact antibiotic resistance patterns.
In silico models have been used to further understand the evolution of antibiotic resistance post-vaccination and assess interventions that may reduce this. Clearance-accelerating vaccines, that is, vaccines that reduce the duration of pneumococcal carriage, are projected to have greater potential to slow the rate of antibiotic resistance since they would negate any fitness advantage that antibiotic-resistant strains gain from selective pressures due to antibiotic use115. However, decreases in antibiotic resistance evolution also depend on the mechanism by which pneumococci acquire resistance to antibiotics; for example, the degree to which in-host competition is beneficial for either antibiotic-resistance or -sensitive strains will also determine how effective interventions like clearance-accelerating vaccines will be115.
Roles of genetic reservoirs: Nontypeable pneumococci and oral streptococci
Widespread PCV vaccination has increased pressure on specific serotypes, promoting a global expansion of non-targeted serotypes. An extreme result of this constant pressure has been the increasing recognition of non-encapsulated strains in carriage and importantly, as a cause of disease116,117. Non-encapsulated strains are known as nontypeable pneumococci (NTPn). NTPn fall into two distinct categories: isolates that do not carry CPS synthesis genes118, and isolates that do not produce a CPS but carry down-regulated or defective CPS synthesis genes119. Oftentimes, other Streptococcus species such as Streptococcus pseudopneumoniae are incorrectly classified as atypical pneumococci, getting incorrectly classified with NTPn120. NTPn isolates have the highest observed recombination rate, consistent with the hypothesis that a capsule serves as a physical barrier to DNA uptake75. NTPn strains have larger genomes than encapsulated pneumococci, and these genomes can harbor novel ICEs and regions of DNA encoding >100 unique clusters of orthologous groups (COG) promoting cell adhesion, immune evasion, and surface macromolecules121.
NTPn are often more resistant to antibiotics such as penicillin, tetracycline, and erythromycin75,116,122. About 90% of isolated NTPn strains sampled across Japan after PCV introduction were shown to be multidrug-resistant123. 2019 brought the first reported case of pneumonia caused by non-encapsulated, MDR pneumococcus in an immunocompromised patient124. Another study found that approximately 10% of otitis media and rhinosinusitis in children in Japan was caused by NTPn125. The biology and pathogenicity of infection in the absence of CPS in NTPns remains an area of active investigation4. In some NTPn strains, the cps locus is replaced with genes that encode surface proteins that aid in colonization and otitis media117. While the non-encapsulated isolates are typically restricted to mucosal infections and rarely cause invasive disease, they serve as an important threat due to their potential to undergo homologous gene transfer with encapsulated, vaccine-targeted strains, dispersing novel COGs.
Pneumococci readily take up and incorporate DNA not only from other pneumococci but also from the large population of related streptococci that inhabit the same nasopharyngeal niche in the human host (Fig. 1B)126. Resistance to beta-lactams in pneumococcus is typically not mediated by de novo mutation but rather arises by stepwise recombination events with other oral Streptococcus species, such as viridans and mitis group, that lead to mosaic PBPs127. Interspecies recombination is facilitated through the fratricidal behavior between pneumococci and related oral streptococci128. In fact, there is evidence that pneumococcal strains that commonly colonize the human nasopharynx harbor pbp genes that cluster with those genes in co-colonizing S. mitis strains, suggesting that horizontal gene transfer events may readily occur between these species in a human host129. For example, the emergence of serotypes 19A/D was a direct result of recombination that began with importing the entire cps locus from S. mitis, integration of transposases allowing for further genetic transfer, and finally inactivating mutations within the cps locus130. Genetic analysis strongly suggests that these recombination events are unidirectional, wherein genes from oral streptococci species are transferred to S. pneumoniae, resulting in polymorphisms and acquisition of genetic elements that confer beta-lactam resistance130.
Co-carriage of these bacterial species in the upper respiratory tract and nasopharynx promotes successful genetic exchange131, and strains of pneumococci that have a longer duration of carriage are more likely to accumulate resistance mutations as they may be exposed to antibiotics in the time they are carried132. These mosaic pbp genes can then disseminate within pneumococcal populations via homologous recombination of the cps due to their close proximity within the genome6,133. It is thought that beta-lactam resistance obtained via recombination may result in fewer fitness costs than de novo pbp mutations, because of the benefit of co-transferred metabolic genes69. Further evidence supports that many de novo pathways that increase resistance to beta-lactams are associated with greater significant fitness cost in vivo compared with resistance acquired via horizontal transfer69. This underscores the importance of recombination for the evasion of both antibiotics and CPS based immunity.
Vaccine vs antibiotic dynamics differ for other pathogens
It is tempting to speculate that the interplay of vaccines and antibiotic resistance for other naturally competent pathogens would follow the pattern of linkage seen for pneumococci. Haemophilus influenzae is another human respiratory pathogen with a polysaccharide CPS that serves as the serotyping antigen. A conjugate vaccine against the encapsulated H. influenzae serotype b (Hib) was introduced in the early 2000s and saw a rapid decline in Hib infections, including meningitis. Similar to the pneumococcus, H. influenzae has serotypes outside of vaccine coverage as well as a non-typeable population (NTHi). However, although recombination resulting in the loss of cps or a cps switch event can occur in vitro, it is rarely observed in humans134. Furthermore, vaccination against H. influenzae has not resulted in an increase in prevalence of beta-lactamase producing strains or other drug resistance mechanisms135. We suggest that, in contrast to the pneumococcus where serotype switching is readily observed and can impact antibiotic resistance due to proximity of the cps locus to pbp loci, the lack of proximity for resistance genes in relation to the CPS coding region for H. influenzae decouple serotype switching from beta-lactam resistance. Genetic analysis of multidrug resistant strains of H. influenzae suggest they arise via horizontal gene transfer by conjugative transfer of ICEs or transformation of genetic material obtained from reservoirs in other species136. One exception may be resistance mediated by PBP3137. Recombination of PBP3, also referred to as ftsI, can result in mosaics PBPs and increased beta-lactam resistance in H. influenzae138,139, similar to the mosaic PBPs conferring beta-lactam resistance observed in pneumococcus. Serotype B meningococci cause a disproportional number of cases in infants and prolonged epidemics leading to aggressive and invasive infections caused by this serotype140,141. Neisseria meningitidis is another encapsulated respiratory pathogen consisting of multiple serotypes that can undergo capsule switching142. N. meningitidis conjugate vaccines target serotypes A, C, W, and Y; capsule switching could allow for serotype B expansion. These studies underscore the importance of genetic reservoirs as a wide spread source of antibiotic resistance in naturally competent pathogens, a process independent of clinical interventions driving population structures. Therefore, the trajectories that pneumococci have taken in response to vaccination and antimicrobial pressures may serve as a warning for these other respiratory pathogens.
Concluding thoughts
Despite advances in global surveillance of pneumococcal infections post-PCV, it is still difficult to predict future trends in serotype replacement and antibiotic resistance. Expanding vaccine valency coupled with continued and expanded antibiotic coverage impart strong selective pressures resulting in a highly dynamic population structure (Fig. 4). Thus, it is anticipated that even with the introduction of the newest 20-valent PCV in 2023, subsequent increase of drug resistant strains will continue to emerge in the ensuing vacuum. To stay ahead of these population perturbations and their subsequent potential resistance profiles, there has been a focus on developing predictive models using genomic datasets upon selection by various hypothetical vaccines83,84,143,144. This knowledge can be used to design rational vaccines that can theoretically minimize antibiotic resistance and IPD in high risk populations143.
Figure 4. Vaccines and antibiotics alternate impact on pneumococcal populations.

Following introduction of an initial conjugate vaccine (red syringe), vaccine serotypes (red line) are rapidly replaced in the population by non-vaccine serotypes (green line). Expansion of vaccine valency to include relevant serotypes (green and blue syringes) continues this trend of serotype replacement (blue line). Concurrent with vaccine pressure, antibiotics exert pressure on the population escaping vaccine coverage (pill boxes) and encourages capsule switching by homologous gene transfer of contiguous cap and pbp genes. In parallel, non-vaccine and non-typable pneumococci rise in the population via serotype replacement (black line).
Rather than continue the battle between PCVs and pneumococcus, there has been an increased interest in developing a universal pneumococcal vaccine to engender serotype independent protection against both mucosal and invasive infection145. The ideal universal vaccine could be a protein-based or whole-cell vaccine, targeting proteins that are conserved across encapsulated and non-encapsulated pneumococci. However, there are some areas of further research that must be done to develop optimal protein based or whole-cell vaccines. Success of these advances requires: understanding the expression levels of surface proteins and how they differ across pneumococcal strains to identify the best targets for a protein-based vaccine; how anti-protein or whole cell antibody efficacy changes between colonization and infection, when capsule expression levels differ and thus alter antibody binding to surface macromolecules; and including protein targets that are immunogenic from NTPn. A universal vaccine would theoretically reduce the rate of all serotypes of multi-drug resistant pneumococci and also eliminate NTPn as an important reservoir for genetic recombination. However, even with a successful universal pneumococcal vaccine, the oral streptococcal species that drive the generation of mosaic PBPs would continue to serve as an important reservoir for antibiotic resistance development. While serotypes targeted by vaccines are rapidly reduced in prevalence, the continued utilization of antibiotics and the rise of strains outside vaccine coverage underscore the importance of continued surveillance to anticipate the characteristics of the next wave of pneumococcal disease in response to ever expanding vaccine coverage.
References
- 1.Murray CJ, Ikuta KS, Sharara F, Swetschinski L, Aguilar GR, Gray A, Han C, Bisignano C, Rao P, and Wool E (2022). Global burden of bacterial antimicrobial resistance in 2019: a systematic analysis. The Lancet 399, 629–655. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Wyres KL, Lambertsen LM, Croucher NJ, McGee L, von Gottberg A, Liñares J, Jacobs MR, Kristinsson KG, Beall BW, Klugman KP, et al. (2013). Pneumococcal Capsular Switching: A Historical Perspective. The Journal of Infectious Diseases 207, 439–449. 10.1093/infdis/jis703. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Lo SW, Mellor K, Cohen R, Alonso AR, Belman S, Kumar N, Hawkins PA, Gladstone RA, von Gottberg A, Veeraraghavan B, et al. (2022). Emergence of a multidrug-resistant and virulent Streptococcus pneumoniae lineage mediates serotype replacement after PCV13: an international whole-genome sequencing study. Lancet Microbe 3, e735–e743. 10.1016/s2666-5247(22)00158-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Bradshaw JL, and McDaniel LS (2019). Selective pressure: Rise of the nonencapsulated pneumococcus. PLOS Pathogens 15, e1007911. 10.1371/journal.ppat.1007911. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Balsalobre L, Ferrándiz MJ, Liñares J, Tubau F, and Campa A.G.d.l. (2003). Viridans group streptococci are donors in horizontal transfer of topoisomerase IV genes to Streptococcus pneumoniae. Antimicrobial Agents and Chemotherapy 47, 2072–2081. doi: 10.1128/AAC.47.7.2072-2081.2003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Jensen A, Valdórsson O, Frimodt-Møller N, Hollingshead S, and Kilian M (2015). Commensal Streptococci Serve as a Reservoir for β-Lactam Resistance Genes in Streptococcus pneumoniae. Antimicrobial Agents and Chemotherapy 59, 3529–3540. 10.1128/AAC.00429-15. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Gillespie SH, and Balakrishnan IY Pathogenesis of pneumococcal infection. Journal of Medical Microbiology 49, 1057–1067. 10.1099/0022-1317-49-12-1057. [DOI] [PubMed] [Google Scholar]
- 8.Robb CT, Regan KH, Dorward DA, and Rossi AG (2016). Key mechanisms governing resolution of lung inflammation. Semin Immunopathol 38, 425–448. 10.1007/s00281-016-0560-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Chen C, Liceras FC, Flasche S, Sidharta S, Yoong J, Sundaram N, and Jit M (2019). Effect and cost-effectiveness of pneumococcal conjugate vaccination: a global modelling analysis. The Lancet Global Health 7, e58–e67. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Whitney CG (2017). Measuring progress on preventing pneumonia deaths: are we there yet? The Lancet Infectious Diseases 17, 1100–1101. [DOI] [PubMed] [Google Scholar]
- 11.Pneumococcus: vaccine preventable diseases surveillance standards. (2018). (Publications of the World Health Organization; ). [Google Scholar]
- 12.Troeger C, Blacker B, Khalil IA, Rao PC, Cao J, Zimsen SRM, Albertson SB, Deshpande A, Farag T, Abebe Z, et al. (2018). Estimates of the global, regional, and national morbidity, mortality, and aetiologies of lower respiratory infections in 195 countries, 1990–2016: a systematic analysis for the Global Burden of Disease Study 2016. The Lancet Infectious Diseases 18, 1191–1210. 10.1016/S1473-3099(18)30310-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Guz D, Bracha M, Steinberg Y, Kozlovsky D, Gafter-Gvili A, and Avni T (2023). Ceftriaxone versus ampicillin for the treatment of community-acquired pneumonia. A propensity matched cohort study. Clinical Microbiology and Infection 29, 70–76. 10.1016/j.cmi.2022.07.022. [DOI] [PubMed] [Google Scholar]
- 14.Li L, Ma J, Yu Z, Li M, Zhang W, and Sun H (2023). Epidemiological characteristics and antibiotic resistance mechanisms of Streptococcus pneumoniae: An updated review. Microbiological Research 266, 127221. 10.1016/j.micres.2022.127221. [DOI] [PubMed] [Google Scholar]
- 15.Skov Sørensen UB, Blom J, Birch-Andersen A, and Henrichsen J (1988). Ultrastructural localization of capsules, cell wall polysaccharide, cell wall proteins, and F antigen in pneumococci. Infection and Immunity 56, 1890–1896. 10.1128/iai.56.8.1890-1896.1988. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Geno KA, Saad JS, and Nahm MH (2017). Discovery of novel pneumococcal serotype 35D, a natural WciG-deficient variant of serotype 35B. Journal of Clinical Microbiology 55, 1416–1425. 10.1128/JCM.00054-17. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Paton JC, and Trappetti C (2019). Streptococcus pneumoniae Capsular Polysaccharide. Microbiology Spectrum 7, 7.2.33. 10.1128/microbiolspec.GPP3-0019-2018. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Ferreira DM, Neill DR, Bangert M, Gritzfeld JF, Green N, Wright AKA, Pennington SH, Moreno LB, Moreno AT, Miyaji EN, et al. (2013). Controlled human infection and rechallenge with Streptococcus pneumoniae reveals the protective efficacy of carriage in healthy adults. Am J Respir Crit Care Med 187, 855–864. 10.1164/rccm.201212-2277OC. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Croucher NJ, Løchen A, and Bentley SD (2018). Pneumococcal vaccines: host interactions, population dynamics, and design principles. Annual Review of Microbiology 72, 521–549. 10.1146/annurev-micro-090817-062338. [DOI] [PubMed] [Google Scholar]
- 20.Klugman KP, and Black S (2018). Impact of existing vaccines in reducing antibiotic resistance: Primary and secondary effects. Proceedings of the National Academy of Sciences 115, 12896–12901. 10.1073/pnas.1721095115. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Dagan R, and Klugman KP (2008). Impact of conjugate pneumococcal vaccine on antibiotic resistance. In Pneumococcal Vaccines, (John Wiley & Sons, Ltd; ), pp. 369–385. [DOI] [PubMed] [Google Scholar]
- 22.Pelton SI, Huot H, Finkelstein JA, Bishop CJ, Hsu KK, Kellenberg J, Huang SS, Goldstein R, and Hanage WP (2007). Emergence of 19A as virulent and multidrug resistant Pneumococcus in Massachusetts following universal immunization of infants with pneumococcal conjugate vaccine. Pediatr Infect Dis J 26, 468–472. 10.1097/INF.0b013e31803df9ca. [DOI] [PubMed] [Google Scholar]
- 23.Pilishvili T, Lexau C, Farley MM, Hadler J, Harrison LH, Bennett NM, Reingold A, Thomas A, Schaffner W, Craig AS, et al. (2010). Sustained reductions in invasive pneumococcal disease in the era of conjugate vaccine. J Infect Dis 201, 32–41. 10.1086/648593. [DOI] [PubMed] [Google Scholar]
- 24.Rosen JB, Thomas AR, Lexau CA, Reingold A, Hadler JL, Harrison LH, Bennett NM, Schaffner W, Farley MM, Beall BW, et al. (2011). Geographic variation in invasive pneumococcal disease following pneumococcal conjugate vaccine introduction in the United States. Clin Infect Dis 53, 137–143. 10.1093/cid/cir326. [DOI] [PubMed] [Google Scholar]
- 25.Isaacman DJ, McIntosh ED, and Reinert RR (2010). Burden of invasive pneumococcal disease and serotype distribution among Streptococcus pneumoniae isolates in young children in Europe: impact of the 7-valent pneumococcal conjugate vaccine and considerations for future conjugate vaccines. Int J Infect Dis 14, e197–209. 10.1016/j.ijid.2009.05.010. [DOI] [PubMed] [Google Scholar]
- 26.Hsu KK, Shea KM, Stevenson AE, Pelton SI, and Massachusetts Department of Public, H. (2010). Changing serotypes causing childhood invasive pneumococcal disease: Massachusetts, 2001–2007. Pediatr Infect Dis J 29, 289–293. 10.1097/INF.0b013e3181c15471. [DOI] [PubMed] [Google Scholar]
- 27.Steens A, Bergsaker MA, Aaberge IS, Ronning K, and Vestrheim DF (2013). Prompt effect of replacing the 7-valent pneumococcal conjugate vaccine with the 13-valent vaccine on the epidemiology of invasive pneumococcal disease in Norway. Vaccine 31, 6232–6238. 10.1016/j.vaccine.2013.10.032. [DOI] [PubMed] [Google Scholar]
- 28.Hanage WP, Finkelstein JA, Huang SS, Pelton SI, Stevenson AE, Kleinman K, Hinrichsen VL, and Fraser C (2010). Evidence that pneumococcal serotype replacement in Massachusetts following conjugate vaccination is now complete. Epidemics 2, 80–84. 10.1016/j.epidem.2010.03.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Tiley KS, Ratcliffe H, Voysey M, Jefferies K, Sinclair G, Carr M, Colin-Jones R, Smith D, Bowman J, Hart T, et al. (2022). Nasopharyngeal carriage of pneumococcus in children in England up to 10 years after 13-valent pneumococcal conjugate vaccine introduction: Persistence of serotypes 3 and 19A and emergence of 7C. The Journal of Infectious Diseases 227, 610–621. 10.1093/infdis/jiac376. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Makwana A, Ladhani SN, Kapatai G, Campion E, Fry NK, and Sheppard C (2018). Rapid spread of pneumococcal nonvaccine serotype 7C previously associated with vaccine serotype 19F, England and Wales. Emerging Infectious Diseases 24, 1919. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Flasche S, Van Hoek AJ, Sheasby E, Waight P, Andrews N, Sheppard C, George R, and Miller E (2011). Effect of pneumococcal conjugate vaccination on serotype-specific carriage and invasive disease in England: A cross-sectional study. PLoS medicine 8, e1001017. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Hausdorff WP, Bryant J, Paradiso PR, and Siber GR (2000). Which Pneumococcal Serogroups Cause the Most Invasive Disease: Implications for Conjugate Vaccine Formulation and Use, Part I. Clinical Infectious Diseases 30, 100–121. 10.1086/313608. [DOI] [PubMed] [Google Scholar]
- 33.Whitney CG, Farley MM, Hadler J, Harrison LH, Bennett NM, Lynfield R, Reingold A, Cieslak PR, Pilishvili T, Jackson D, et al. (2003). Decline in Invasive Pneumococcal Disease after the Introduction of Protein–Polysaccharide Conjugate Vaccine. New England Journal of Medicine 348, 1737–1746. 10.1056/NEJMoa022823. [DOI] [PubMed] [Google Scholar]
- 34.MacLeod CM, Hodges RG, Heidelberger M, and Bernhard WG (1945). PREVENTION OF PNEUMOCOCCAL PNEUMONIA BY IMMUNIZATION WITH SPECIFIC CAPSULAR POLYSACCHARIDES. J Exp Med 82, 445–465. [PMC free article] [PubMed] [Google Scholar]
- 35.Golos M, Eliakim‐Raz N, Stern A, Leibovici L, and Paul M (2019). Conjugated pneumococcal vaccine versus polysaccharide pneumococcal vaccine for prevention of pneumonia and invasive pneumococcal disease in immunocompetent and immunocompromised adults and children. Cochrane Database Syst Rev 2019, CD012306. 10.1002/14651858.CD012306.pub2. [DOI] [Google Scholar]
- 36.Ekwurzel GM, Simmons JS, Dublin LI, and Felton LD (1938). Studies on immunizing substances in pneumococci: VIII. Report on field tests to determine the prophylactic value of a pneumococcus antigen. Public Health Reports (1896–1970) 53, 1877–1893. 10.2307/4582686. [DOI] [Google Scholar]
- 37.El Moujaber G, Osman M, Rafei R, Dabboussi F, and Hamze M (2017). Molecular mechanisms and epidemiology of resistance in Streptococcus pneumoniae in the Middle East region. Journal of Medical Microbiology 66, 847–858. 10.1099/jmm.0.000503. [DOI] [PubMed] [Google Scholar]
- 38.Zhao W, Pan F, Wang B, Wang C, Sun Y, Zhang T, Shi Y, and Zhang H (2019). Epidemiology sharacteristics of Streptococcus pneumoniae from children with pneumonia in Shanghai: a retrospective study. Frontiers in Cellular and Infection Microbiology 9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Isturiz R, Sings HL, Hilton B, Arguedas A, Reinert R-R, and Jodar L (2017). Streptococcus pneumoniae serotype 19A: worldwide epidemiology. Expert Review of Vaccines 16, 1007–1027. 10.1080/14760584.2017.1362339. [DOI] [PubMed] [Google Scholar]
- 40.Kim L, McGee L, Tomczyk S, and Beall B (2016). Biological and epidemiological features of antibiotic-resistant Streptococcus pneumoniae in pre- and post-conjugate vaccine eras: a United States perspective. Clinical Microbiology Reviews 29, 525–552. 10.1128/CMR.00058-15. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Klugman KP (1990). Pneumococcal resistance to antibiotics. Clinical Microbiology Reviews 3, 171–196. 10.1128/CMR.3.2.171. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Gartner JC, and Michaels RH (1979). Meningitis from a pneumococcus moderately resistant to penicillin. JAMA 241, 1707–1709. [PubMed] [Google Scholar]
- 43.Paredes A, Taber LH, Yow MD, Clark D, and Nathan W (1976). Prolonged pneumococcal meningitis due to an organism with increased resistance to penicillin. Pediatrics 58, 378–381. [PubMed] [Google Scholar]
- 44.Dagan R, Melamed R, Muallem M, Piglansky L, Greenberg D, Abramson O, Mendelman PM, Bohidar N, and Yagupsky P (1996). Reduction of nasopharyngeal carriage of pneumococci during the second year of life by a heptavalent conjugate pneumococcal vaccine. The Journal of Infectious Diseases 174, 1271–1278. 10.1093/infdis/174.6.1271. [DOI] [PubMed] [Google Scholar]
- 45.Obaro SK, Adegbola RA, Banya W.a.S., and Greenwood BM (1996). Carriage of pneumococci after pneumococcal vaccination. The Lancet 348, 271–272. 10.1016/S0140-6736(05)65585-7. [DOI] [PubMed] [Google Scholar]
- 46.Rennels MB, Edwards KM, Keyserling HL, Reisinger KS, Hogerman DA, Madore DV, Chang I, Paradiso PR, Malinoski FJ, and Kimura A (1998). Safety and Immunogenicity of Heptavalent Pneumococcal Vaccine Conjugated to CRM197 in United States Infants. Pediatrics 101, 604–611. 10.1542/peds.101.4.604. [DOI] [PubMed] [Google Scholar]
- 47.Kyaw MH, Lynfield R, Schaffner W, Craig AS, Hadler J, Reingold A, Thomas AR, Harrison LH, Bennett NM, Farley MM, et al. (2006). Effect of Introduction of the Pneumococcal Conjugate Vaccine on Drug-Resistant Streptococcus pneumoniae. New England Journal of Medicine 354, 1455–1463. 10.1056/NEJMoa051642. [DOI] [PubMed] [Google Scholar]
- 48.Chacon-Cruz E, Velazco-Mendez Y, Navarro-Alvarez S, Rivas-Landeros RM, Volker ML, and Lopez-Espinoza G (2012). Pneumococcal disease: emergence of serotypes 19A and 7F following conjugate pneumococcal vaccination in a Mexican hospital. The Journal of Infection in Developing Countries 6, 516–520. 10.3855/jidc.1954. [DOI] [PubMed] [Google Scholar]
- 49.Wahl B, O’Brien KL, Greenbaum A, Majumder A, Liu L, Chu Y, Lukšić I, Nair H, McAllister DA, Campbell H, et al. (2018). Burden of Streptococcus pneumoniae and Haemophilus influenzae type b disease in children in the era of conjugate vaccines: global, regional, and national estimates for 2000–15. Lancet Glob Health 6, e744–e757. 10.1016/s2214-109x(18)30247-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Satzke C, Dunne EM, Choummanivong M, Ortika BD, Neal EF, Pell CL, Nation ML, Fox KK, Nguyen CD, and Gould KA (2019). Pneumococcal carriage in vaccine-eligible children and unvaccinated infants in Lao PDR two years following the introduction of the 13-valent pneumococcal conjugate vaccine. Vaccine 37, 296–305. [DOI] [PubMed] [Google Scholar]
- 51.Loughlin AM, Hsu K, Silverio AL, Marchant CD, and Pelton SI (2014). Direct and indirect effects of PCV13 on nasopharyngeal carriage of PCV13 unique pneumococcal serotypes in Massachusetts’ children. The Pediatric infectious disease journal 33, 504–510. [DOI] [PubMed] [Google Scholar]
- 52.Warren JL, Shioda K, Kürüm E, Schuck-Paim C, Lustig R, Taylor RJ, Simonsen L, and Weinberger DM (2017). Impact of pneumococcal conjugate vaccines on pneumonia hospitalizations in high-and low-income subpopulations in Brazil. Clinical Infectious Diseases 65, 1813–1818. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Shiri T, Datta S, Madan J, Tsertsvadze A, Royle P, Keeling MJ, McCarthy ND, and Petrou S (2017). Indirect effects of childhood pneumococcal conjugate vaccination on invasive pneumococcal disease: a systematic review and meta-analysis. The Lancet Global Health 5, e51–e59. [DOI] [PubMed] [Google Scholar]
- 54.von Specht M, García Gabarrot G, Mollerach M, Bonofiglio L, Gagetti P, Kaufman S, Vigliarolo L, Toresani I, and Lopardo HA (2021). Resistance to β-lactams in Streptococcus pneumoniae. Revista Argentina de Microbiología 53, 266–271. 10.1016/j.ram.2021.02.007. [DOI] [PubMed] [Google Scholar]
- 55.Huynh D, Tung N, Dam Q, Tran T, Hulten KG, Harrison CJ, Kaplan SL, Nguyen A, Do TH, Setty A, and Le J (2023). Amoxicillin and penicillin G dosing in pediatric community-acquired pneumococcal pneumonia in the era of conjugate pneumococcal vaccines. Pharmacotherapy 00, 1–9. 10.1002/phar.2756. [DOI] [PubMed] [Google Scholar]
- 56.Olarte L (2018). Vancomycin should be part of empiric therapy for suspected bacterial meningitis. Journal of the Pediatric Infectious Diseases Society 8, 187–188. 10.1093/jpids/piy121. [DOI] [PubMed] [Google Scholar]
- 57.Lodise TP, Kwa A, Cosler L, Gupta R, and Smith RP (2007). Comparison of β-lactam and macrolide combination therapy versus fluoroquinolone monotherapy in hospitalized veterans affairs patients with community-acquired pneumonia. Antimicrobial Agents and Chemotherapy 51, 3977–3982. doi: 10.1128/aac.00006-07. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 58.Bajema KL, Gierke R, Farley MM, Schaffner W, Thomas A, Reingold AL, Harrison LH, Lynfield R, Burzlaff KE, Petit S, et al. (2022). Impact of pneumococcal conjugate vaccines on antibiotic-nonsusceptible invasive pneumococcal disease in the United States. The Journal of Infectious Diseases 226, 342–351. 10.1093/infdis/jiac154. [DOI] [PubMed] [Google Scholar]
- 59.Lo SW, Gladstone RA, van Tonder AJ, Lees JA, du Plessis M, Benisty R, Givon-Lavi N, Hawkins PA, Cornick JE, Kwambana-Adams B, et al. (2019). Pneumococcal lineages associated with serotype replacement and antibiotic resistance in childhood invasive pneumococcal disease in the post-PCV13 era: an international whole-genome sequencing study. The Lancet Infectious Diseases 19, 759–769. 10.1016/S1473-3099(19)30297-X. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Antibiotic resistance threats in the United States, 2019. (2019). [PubMed]
- 61.Andam CP, and Hanage WP (2015). Mechanisms of genome evolution of Streptococcus. Infection, Genetics and Evolution 33, 334–342. 10.1016/j.meegid.2014.11.007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Slager J, Kjos M, Attaiech L, and Veening J-W (2014). Antibiotic-Induced Replication Stress Triggers Bacterial Competence by Increasing Gene Dosage near the Origin. Cell 157, 395–406. 10.1016/j.cell.2014.01.068. [DOI] [PubMed] [Google Scholar]
- 63.Johnson CM, and Grossman AD (2015). Integrative and Conjugative Elements (ICEs): What They Do and How They Work. Annu Rev Genet 49, 577–601. 10.1146/annurev-genet-112414-055018. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 64.Coffey TJ, Enright MC, Daniels M, Morona JK, Morona R, Hryniewicz W, Paton JC, and Spratt BG (1998). Recombinational exchanges at the capsular polysaccharide biosynthetic locus lead to frequent serotype changes among natural isolates of Streptococcus pneumoniae. Molecular Microbiology 27, 73–83. 10.1046/j.1365-2958.1998.00658.x. [DOI] [PubMed] [Google Scholar]
- 65.Brueggemann AB, Pai R, Crook DW, and Beall B (2007). Vaccine escape recombinants emerge after pneumococcal vaccination in the United States. PLOS Pathogens 3, e168. 10.1371/journal.ppat.0030168. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 66.Golubchik T, Brueggemann AB, Street T, Gertz RE, Spencer CCA, Ho T, Giannoulatou E, Link-Gelles R, Harding RM, Beall B, et al. (2012). Pneumococcal genome sequencing tracks a vaccine escape variant formed through a multi-fragment recombination event. Nat Genet 44, 352–355. 10.1038/ng.1072. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 67.D’Aeth JC, van der Linden MP, McGee L, de Lencastre H, Turner P, Song JH, Lo SW, Gladstone RA, Sá-Leão R, Ko KS, et al. (2021). The role of interspecies recombination in the evolution of antibiotic-resistant pneumococci. Elife 10. 10.7554/eLife.67113. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 68.Gladstone RA, Lo SW, Goater R, Yeats C, Taylor B, Hadfield J, Lees JA, Croucher NJ, van Tonder AJ, Bentley LJ, et al. (2020). Visualizing variation within Global Pneumococcal Sequence Clusters (GPSCs) and country population snapshots to contextualize pneumococcal isolates. Microbial Genomics 6. 10.1099/mgen.0.000357. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 69.Nishimoto AT, Dao TH, Jia Q, Ortiz-Marquez JC, Echlin H, Vogel P, van Opijnen T, and Rosch JW (2022). Interspecies recombination, not de novo mutation, maintains virulence after β-lactam resistance acquisition in Streptococcus pneumoniae. Cell Reports 41, 111835. 10.1016/j.celrep.2022.111835. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 70.Contreras-Martel C, Dahout-Gonzalez C, Martins Ados S, Kotnik M, and Dessen A (2009). PBP active site flexibility as the key mechanism for beta-lactam resistance in pneumococci. Journal of Molecular Biology 387, 899–909. 10.1016/j.jmb.2009.02.024. [DOI] [PubMed] [Google Scholar]
- 71.Barcus VA, Ghanekar K, Yeo M, Coffey TJ, and Dowson CG (1995). Genetics of high level penicillin resistance in clinical isolates of Streptococcus pneumoniae. FEMS Microbiology Letters 126, 299–303. 10.1111/j.1574-6968.1995.tb07433.x. [DOI] [PubMed] [Google Scholar]
- 72.Dewé TCM, D’Aeth JC, and Croucher NJ (2019). Genomic epidemiology of penicillin-non-susceptible Streptococcus pneumoniae. Microb Genom 5. 10.1099/mgen.0.000305. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 73.Chewapreecha C, Marttinen P, Croucher NJ, Salter SJ, Harris SR, Mather AE, Hanage WP, Goldblatt D, Nosten FH, and Turner C (2014). Comprehensive identification of single nucleotide polymorphisms associated with beta-lactam resistance within pneumococcal mosaic genes. PLoS genetics 10, e1004547. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 74.Adrian PV, and Klugman KP (1997). Mutations in the dihydrofolate reductase gene of trimethoprim-resistant isolates of Streptococcus pneumoniae. Antimicrobial agents and chemotherapy 41, 2406–2413. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 75.Chewapreecha C, Harris SR, Croucher NJ, Turner C, Marttinen P, Cheng L, Pessia A, Aanensen DM, Mather AE, Page AJ, et al. (2014). Dense genomic sampling identifies highways of pneumococcal recombination. Nat Genet 46, 305–309. 10.1038/ng.2895. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 76.Ruiz García Y, Nieto Guevara J, Izurieta P, Vojtek I, Ortega-Barría E, and Guzman-Holst A (2021). Circulating clonal complexes and sequence types of Streptococcus penumoniae serotype 19A worldwide: the importance of multidrug resistance: a systemic literature review. Expert Review of Vaccines 20, 45–57. 10.1080/14760584.2021.1873136. [DOI] [PubMed] [Google Scholar]
- 77.Ricketson LJ, Vanderkooi OG, Wood ML, Leal J, and Kellner JD (2014). Clinical features and outcomes of serotype 19A invasive pneumococcal disease in Calgary, Alberta. Can J Infect Dis Med Microbiol 25, e71–75. 10.1155/2014/196748. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 78.Abruzzo AR, Aggarwal SD, Sharp ME, Bee GCW, and Weiser JN (2022). Serotype-dependent effects on the dynamics of pneumococcal colonization and implications for transmission. mBio 13, e00158–00122. doi: 10.1128/mbio.00158-22. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 79.Joshi SS, Al-Mamun MA, and Weinberger DM (2020). Correlates of Nonrandom Patterns of Serotype Switching in Pneumococcus. The Journal of Infectious Diseases 221, 1669–1676. 10.1093/infdis/jiz687. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 80.Croucher NJ, Finkelstein JA, Pelton SI, Mitchell PK, Lee GM, Parkhill J, Bentley SD, Hanage WP, and Lipsitch M (2013). Population genomics of post-vaccine changes in pneumococcal epidemiology. Nat Genet 45, 656–663. 10.1038/ng.2625. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 81.Watkins ER, Penman BS, Lourenço J, Buckee CO, Maiden MCJ, and Gupta S (2015). Vaccination drives changes in metabolic and virulence profiles of Streptococcus pneumoniae. PLOS Pathogens 11, e1005034. 10.1371/journal.ppat.1005034. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 82.Joshi SS, Al-Mamun MA, and Weinberger DM (2019). Correlates of Nonrandom Patterns of Serotype Switching in Pneumococcus. The Journal of Infectious Diseases 221, 1669–1676. 10.1093/infdis/jiz687. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 83.Azarian T, Martinez PP, Arnold BJ, Qiu X, Grant LR, Corander J, Fraser C, Croucher NJ, Hammitt LL, Reid R, et al. (2020). Frequency-dependent selection can forecast evolution in Streptococcus pneumoniae. PLOS Biology 18, e3000878. 10.1371/journal.pbio.3000878. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 84.Corander J, Fraser C, Gutmann MU, Arnold B, Hanage WP, Bentley SD, Lipsitch M, and Croucher NJ (2017). Frequency-dependent selection in vaccine-associated pneumococcal population dynamics. Nature Ecology & Evolution 1, 1950–1960. 10.1038/s41559-017-0337-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 85.Li Y, Weinberger DM, Thompson CM, Trzciński K, and Lipsitch M (2013). Surface Charge of Streptococcus pneumoniae Predicts Serotype Distribution. Infection and Immunity 81, 4519–4524. doi: 10.1128/IAI.00724-13. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 86.Weinberger DM, Trzciński K, Lu Y-J, Bogaert D, Brandes A, Galagan J, Anderson PW, Malley R, and Lipsitch M (2009). Pneumococcal capsular polysaccharide structure redicts serotype prevalence. PLOS Pathogens 5, e1000476. 10.1371/journal.ppat.1000476. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 87.Pantosti A, Gherardi G, Conte M, Faella F, Dicuonzo G, and Beall B (2002). A novel, multiple drug–resistant, serotype 24F strain of Streptococcus pneumoniae that caused meningitis in patients in Naples, Italy. Clinical Infectious Diseases 35, 205–208. [DOI] [PubMed] [Google Scholar]
- 88.Tonkin-Hill G, Ling C, Chaguza C, Salter SJ, Hinfonthong P, Nikolaou E, Tate N, Pastusiak A, Turner C, Chewapreecha C, et al. (2022). Pneumococcal within-host diversity during colonization, transmission and treatment. Nature Microbiology 7, 1791–1804. 10.1038/s41564-022-01238-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 89.Bottomley C, Roca A, Hill PC, Greenwood B, and Isham V (2013). A mathematical model of serotype replacement in pneumococcal carriage following vaccination. Journal of The Royal Society Interface 10, 20130786. doi: 10.1098/rsif.2013.0786. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 90.Melegaro A, Choi YH, George R, Edmunds WJ, Miller E, and Gay NJ (2010). Dynamic models of pneumococcal carriage and the impact of the heptavalent pneumococcal conjugate vaccine on invasive pneumococcal disease. BMC Infectious Diseases 10, 90. 10.1186/1471-2334-10-90. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 91.Flasche S, Edmunds WJ, Miller E, Goldblatt D, Robertson C, and Choi YH (2013). The impact of specific and non-specific immunity on the ecology of Streptococcus pneumoniae and the implications for vaccination. Proceedings of the Royal Society B: Biological Sciences 280, 20131939. doi: 10.1098/rspb.2013.1939. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 92.Cobey S, and Lipsitch M (2012). Niche and neutral effects of acquired immunity permit coexistence of pneumococcal serotypes. Science 335, 1376–1380. doi: 10.1126/science.1215947. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 93.Lourenço J, Daon Y, Gori A, and Obolski U (2021). Pneumococcal competition modulates antibiotic resistance in the pre-vaccination era: a modelling study. Vaccines (Basel) 9. 10.3390/vaccines9030265. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 94.Linder JA, Huang ES, Steinman MA, Gonzales R, and Stafford RS (2005). Fluoroquinolone prescribing in the United States: 1995 to 2002. Am J Med 118, 259–268. 10.1016/j.amjmed.2004.09.015. [DOI] [PubMed] [Google Scholar]
- 95.Jones RN, Sader HS, Moet GJ, and Farrell DJ (2010). Declining antimicrobial susceptibility of Streptococcus pneumoniae in the United States: Report from the SENTRY Antimicrobial Surveillance Program (1998–2009). Diagnostic Microbiology and Infectious Disease 68, 334–336. 10.1016/j.diagmicrobio.2010.08.024. [DOI] [PubMed] [Google Scholar]
- 96.Smith HJ, Nichol KA, Hoban DJ, and Zhanel GG (2002). Dual activity of fluoroquinolones against Streptococcus pneumoniae: The facts behind the claims. Journal of Antimicrobial Chemotherapy 49, 893–895. 10.1093/jac/dkf047. [DOI] [PubMed] [Google Scholar]
- 97.Lim S, Bast D, McGeer A, de Azavedo J, and Low DE (2003). Antimicrobial susceptibility breakpoints and first-step parC mutations in Streptococcus pneumoniae: redefining fluoroquinolone resistance. Emerging Infectious Diseases 9, 833–837. 10.3201/eid0907.020589. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 98.Mobegi FM, Cremers AJH, de Jonge MI, Bentley SD, van Hijum SAFT, and Zomer A (2017). Deciphering the distance to antibiotic resistance for the pneumococcus using genome sequencing data. Sci Rep 7, 42808. 10.1038/srep42808. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 99.Garvey MI, Baylay AJ, Wong RL, and Piddock LJV (2011). Overexpression of patA and patB, which encode ABC transporters, is associated with fluoroquinolone resistance in clinical isolates of Streptococcus pneumoniae. Antimicrobial Agents and Chemotherapy 55, 190–196. 10.1128/AAC.00672-10. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 100.Baylay AJ, Ivens A, and Piddock LJV (2015). A novel gene amplification causes upregulation of the PatAB ABC transporter and fluoroquinolone resistance in Streptococcus pneumoniae. Antimicrobial Agents and Chemotherapy 59, 3098–3108. 10.1128/AAC.04858-14. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 101.Baylay AJ, and Piddock LJV (2014). Clinically relevant fluoroquinolone resistance due to constitutive overexpression of the PatAB ABC transporter in Streptococcus pneumoniae is conferred by disruption of a transcriptional attenuator. Journal of Antimicrobial Chemotherapy 70, 670–679. 10.1093/jac/dku449. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 102.Pletz MWR, McGee L, Beall B, Whitney CG, and Klugman KP (2005). Interspecies recombination in type II topoisomerase genes is not a major cause of fluoroquinolone resistance in invasive Streptococcus pneumoniae isolates in the United States. Antimicrobial Agents and Chemotherapy 49, 779–780. doi: 10.1128/AAC.49.2.779-780.2005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 103.Canton R, Morosini M, Enright MC, and Morrissey I (2003). Worldwide incidence, molecular epidemiology and mutations implicated in fluoroquinolone-resistant Streptococcus pneumoniae: Data from the global PROTEKT surveillance programme. Journal of Antimicrobial Chemotherapy 52, 944–952. 10.1093/jac/dkg465. [DOI] [PubMed] [Google Scholar]
- 104.Bowers JR, Driebe EM, Nibecker JL, Wojack BR, Sarovich DS, Wong AH, Brzoska PM, Hubert N, Knadler A, Watson LM, et al. (2012). Dominance of multidrug resistant CC271 clones in macrolide-resistant Streptococcus pneumoniae in Arizona. BMC Microbiology 12, 12. 10.1186/1471-2180-12-12. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 105.Del Grosso M, Camilli R, Iannelli F, Pozzi G, and Pantosti A (2006). The mef(E)-carrying genetic element (mega) of Streptococcus pneumoniae: insertion sites and association with other genetic elements. Antimicrobial Agents and Chemotherapy 50, 3361–3366. 10.1128/AAC.00277-06. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 106.Hsieh Y-C, Lin T-L, Chang K-Y, Huang Y-C, Chen C-J, Lin T-Y, and Wang J-T (2013). Expansion and evolution of Streptococcus pneumoniae serotype 19A ST320 clone as compared to its ancestral clone, Taiwan19F-14 (ST236). The Journal of Infectious Diseases 208, 203–210. 10.1093/infdis/jit145. [DOI] [PubMed] [Google Scholar]
- 107.Moore MR, Gertz JRE, Woodbury RL, Barkocy-Gallagher GA, Schaffner W, Lexau C, Gershman K, Reingold A, Farley M, Harrison LH, et al. (2008). Population snapshot of emergent Streptococcus pneumoniae serotype 19A in the United States, 2005. The Journal of Infectious Diseases 197, 1016–1027. 10.1086/528996. [DOI] [PubMed] [Google Scholar]
- 108.Chancey ST, Agrawal S, Schroeder MR, Farley MM, Tettelin H, and Stephens DS (2015). Composite mobile genetic elements disseminating macrolide resistance in Streptococcus pneumoniae. Frontiers in Microbiology 6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 109.Schroeder MR, Chancey ST, Thomas S, Kuo W-H, Satola SW, Farley MM, and Stephens DS (2017). A population-based assessment of the impact of 7- and 13-valent pneumococcal conjugate vaccines on macrolide-resistant invasive pneumococcal disease: Emergence and decline of Streptococcus pneumoniae serotype 19A (CC320) with dual macrolide resistance mechanisms. Clinical Infectious Diseases 65, 990–998. 10.1093/cid/cix446. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 110.Barile S, Devirgiliis C, and Perozzi G (2012). Molecular characterization of a novel mosaic tet (S/M) gene encoding tetracycline resistance in foodborne strains of Streptococcus bovis. Microbiology 158, 2353. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 111.Lancaster H, Roberts AP, Bedi R, Wilson M, and Mullany P (2004). Characterization of Tn 916 S, a Tn 916-like element containing the tetracycline resistance determinant tet (S). Journal of bacteriology 186, 4395–4398. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 112.Lo SW, Gladstone RA, van Tonder AJ, Du Plessis M, Cornick JE, Hawkins PA, Madhi SA, Nzenze SA, Kandasamy R, Ravikumar KL, et al. (2020). A mosaic tetracycline resistance gene tet(S/M) detected in an MDR pneumococcal CC230 lineage that underwent capsular switching in South Africa. Journal of Antimicrobial Chemotherapy 75, 512–520. 10.1093/jac/dkz477. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 113.Cherazard R, Epstein M, Doan T-L, Salim T, Bharti S, and Smith MA (2017). Antimicrobial resistant Streptococcus pneumoniae: Prevalence, mechanisms, and clinical implications. American Journal of Therapeutics 24, e361–e369. [DOI] [PubMed] [Google Scholar]
- 114.Dayie NTKD, Baffuor-Asare M, Labi A-K, Obeng-Nkrumah N, Olayemi E, Lartey M, Slotved H-C, and Donkor ES (2019). Epidemiology of pneumococcal carriage among HIV-infected individuals in the conjugate vaccine era: a study in southern Ghana. BioMed Research International 2019, 3427174. 10.1155/2019/3427174. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 115.Davies NG, Flasche S, Jit M, and Atkins KE (2021). Modeling the effect of vaccination on selection for antibiotic resistance in Streptococcus pneumoniae. Sci Transl Med 13. 10.1126/scitranslmed.aaz8690. [DOI] [PubMed] [Google Scholar]
- 116.Sá-Leão R, Nunes S, Brito-Avô A, Frazão N, Simões AS, Crisóstomo MI, Paulo ACS, Saldanha J, Santos-Sanches I, and Lencastre H.d. (2009). Changes in pneumococcal serotypes and antibiotypes carried by vaccinated and unvaccinated day-care centre attendees in Portugal, a country with widespread use of the seven-valent pneumococcal conjugate vaccine. Clinical Microbiology and Infection 15, 1002–1007. 10.1111/j.1469-0691.2009.02775.x. [DOI] [PubMed] [Google Scholar]
- 117.Keller LE, Robinson DA, and McDaniel LS (2016). Nonencapsulated Streptococcus pneumoniae: Emergence and Pathogenesis. mBio 7, e01792–01715. 10.1128/mBio.01792-15. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 118.Hanage WP, Kaijalainen T, Saukkoriipi A, Rickcord JL, and Spratt BG (2006). A successful, diverse disease-associated lineage of nontypeable pneumococci that has lost the capsular biosynthesis locus. Journal of Clinical Microbiology 44, 743–749. 10.1128/JCM.44.3.743-749.2006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 119.Hathaway LJ, Meier PS, Bättig P, Aebi S, and Mühlemann K (2004). A Homologue of aliB Is Found in the Capsule Region of Nonencapsulated Streptococcus pneumoniae. Journal of Bacteriology 186, 3721–3729. 10.1128/JB.186.12.3721-3729.2004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 120.Rolo D, Simões AS, Domenech A, Fenoll A, Liñares J, Lencastre H.d., Ardanuy C, and Sá-Leão R (2013). Disease isolates of Streptococcus pseudopneumoniae and non-typeable S. pneumoniae presumptively identified as atypical S. pneumoniae in Spain. PLOS ONE 8, e57047. 10.1371/journal.pone.0057047. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 121.Hilty M, Wüthrich D, Salter SJ, Engel H, Campbell S, Sá-Leão R, de Lencastre H, Hermans P, Sadowy E, Turner P, et al. (2014). Global Phylogenomic Analysis of Nonencapsulated Streptococcus pneumoniae Reveals a Deep-Branching Classic Lineage That Is Distinct from Multiple Sporadic Lineages. Genome Biology and Evolution 6, 3281–3294. 10.1093/gbe/evu263. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 122.Golden AR, Baxter MR, Davidson RJ, Martin I, Demczuk W, Mulvey MR, Karlowsky JA, Hoban DJ, Zhanel GG, Adam HJ, et al. (2019). Comparison of antimicrobial resistance patterns in Streptococcus pneumoniae from respiratory and blood cultures in Canadian hospitals from 2007–16. Journal of Antimicrobial Chemotherapy 74, iv39–iv47. 10.1093/jac/dkz286. [DOI] [PubMed] [Google Scholar]
- 123.Kawaguchiya M, Urushibara N, Aung MS, Kudo K, Ito M, Sumi A, and Kobayashi N (2021). Clonal lineages and antimicrobial resistance of nonencapsulated Streptococcus pneumoniae in the post-pneumococcal conjugate vaccine era in Japan. International Journal of Infectious Diseases 105, 695–701. 10.1016/j.ijid.2021.02.109. [DOI] [PubMed] [Google Scholar]
- 124.Takeuchi N, Ohkusu M, Hishiki H, Fujii K, Hotta M, Murata S, and Ishiwada N (2020). First report on multidrug-resistant non-encapsulated Streptococcus pneumoniae isolated from a patient with pneumonia. Journal of Infection and Chemotherapy 26, 749–751. 10.1016/j.jiac.2020.02.009. [DOI] [PubMed] [Google Scholar]
- 125.Hotomi M, Nakajima K, Hiraoka M, Nahm MH, and Yamanaka N (2016). Molecular epidemiology of nonencapsulated Streptococcus pneumoniae among Japanese children with acute otitis media. Journal of Infection and Chemotherapy 22, 72–77. 10.1016/j.jiac.2015.10.006. [DOI] [PubMed] [Google Scholar]
- 126.Bracco RM, Krauss MR, Roe AS, and MacLeod CM (1957). Transformation reactions between pneumococcus and three strains of streptococci. Journal of Experimental Medicine 106, 247–259. 10.1084/jem.106.2.247. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 127.Mousavi SF, Pana M, Feizabadi M, Jalali P, Ghita M, Denapaite D, and Hakenbeck R (2017). Diversity of Mosaic pbp2x Families in Penicillin-Resistant Streptococcus pneumoniae from Iran and Romania. Antimicrobial Agents and Chemotherapy 61, e01535–01517. 10.1128/AAC.01535-17. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 128.Johnsborg O, Eldholm V, Bjørnstad ML, and Håvarstein LS (2008). A predatory mechanism dramatically increases the efficiency of lateral gene transfer in Streptococcus pneumoniae and related commensal species. Molecular Microbiology 69, 245–253. 10.1111/j.1365-2958.2008.06288.x. [DOI] [PubMed] [Google Scholar]
- 129.Kalizang’oma A, Chaguza C, Gori A, Davison C, Beleza S, Antonio M, Beall B, Goldblatt D, Kwambana-Adams B, and Bentley SD (2021). Streptococcus pneumoniae serotypes that frequently colonise the human nasopharynx are common recipients of penicillin-binding protein gene fragments from Streptococcus mitis. Microbial Genomics 7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 130.Kilian M, Riley DR, Jensen A, Brüggemann H, and Tettelin H (2014). Parallel evolution of Streptococcus pneumoniae and Streptococcus mitis to pathogenic and mutualistic lifestyles. mBio 5, e01490–01414. 10.1128/mBio.01490-14. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 131.Kalizang’oma A, Chaguza C, Gori A, Davison C, Beleza S, Antonio M, Beall B, Goldblatt D, Kwambana-Adams B, Bentley SD, and Heyderman RSYR Streptococcus pneumoniae serotypes that frequently colonise the human nasopharynx are common recipients of penicillin-binding protein gene fragments from Streptococcus mitis. Microbial Genomics 7, 000622. 10.1099/mgen.0.000622. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 132.Lehtinen S, Blanquart F, Croucher NJ, Turner P, Lipsitch M, and Fraser C (2017). Evolution of antibiotic resistance is linked to any genetic mechanism affecting bacterial duration of carriage. Proceedings of the National Academy of Sciences 114, 1075–1080. 10.1073/pnas.1617849114. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 133.Gertz RE, Pimenta FC, Chochua S, Larson S, Venero A-K, Bigogo G, Milucky J, Carvalho M.d.G., and Beall B (2021). Nonpneumococcal Strains Recently Recovered from Carriage Specimens and Expressing Capsular Serotypes Highly Related or Identical to Pneumococcal Serotypes 2, 4, 9A, 13, and 23A. mBio 12, e01037–01021. 10.1128/mBio.01037-21. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 134.De Chiara M, Hood D, Muzzi A, Pickard DJ, Perkins T, Pizza M, Dougan G, Rappuoli R, Moxon ER, Soriani M, and Donati C (2014). Genome sequencing of disease and carriage isolates of nontypeable Haemophilus influenzae identifies discrete population structure. Proc Natl Acad Sci U S A 111, 5439–5444. 10.1073/pnas.1403353111. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 135.Heilmann KP, Rice CL, Miller AL, Miller NJ, Beekmann SE, Pfaller MA, Richter SS, and Doern GV (2005). Decreasing prevalence of beta-lactamase production among respiratory tract isolates of Haemophilus influenzae in the United States. Antimicrob Agents Chemother 49, 2561–2564. 10.1128/AAC.49.6.2561-2564.2005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 136.Hegstad K, Mylvaganam H, Janice J, Josefsen E, Sivertsen A, and Skaare D (2020). Role of Horizontal Gene Transfer in the Development of Multidrug Resistance in Haemophilus influenzae. mSphere 5. 10.1128/mSphere.00969-19. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 137.Giufre M, Cardines R, Caporali MG, Accogli M, D’Ancona F, and Cerquetti M (2011). Ten years of Hib vaccination in Italy: prevalence of non-encapsulated Haemophilus influenzae among invasive isolates and the possible impact on antibiotic resistance. Vaccine 29, 3857–3862. 10.1016/j.vaccine.2011.03.059. [DOI] [PubMed] [Google Scholar]
- 138.Witherden EA, Bajanca-Lavado MP, Tristram SG, and Nunes A (2014). Role of inter-species recombination of the ftsI gene in the dissemination of altered penicillin-binding-protein-3-mediated resistance in Haemophilus influenzae and Haemophilus haemolyticus. J Antimicrob Chemother 69, 1501–1509. 10.1093/jac/dku022. [DOI] [PubMed] [Google Scholar]
- 139.Sondergaard A, Witherden EA, Norskov-Lauritsen N, and Tristram SG (2015). Interspecies transfer of the penicillin-binding protein 3-encoding gene ftsI between Haemophilus influenzae and Haemophilus haemolyticus can confer reduced susceptibility to beta-lactam antimicrobial agents. Antimicrob Agents Chemother 59, 4339–4342. 10.1128/AAC.04854-14. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 140.Lucidarme J, Lekshmi A, Parikh SR, Bray JE, Hill DM, Bratcher HB, Gray SJ, Carr AD, Jolley KA, Findlow J, et al. (2017). Frequent capsule switching in ‘ultra-virulent’ meningococci - Are we ready for a serogroup B ST-11 complex outbreak? J Infect 75, 95–103. 10.1016/j.jinf.2017.05.015. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 141.Trotter C, Findlow J, Balmer P, Holland A, Barchha R, Hamer N, Andrews N, Miller E, and Borrow R (2007). Seroprevalence of bactericidal and anti-outer membrane vesicle antibodies to Neisseria meningitidis group B in England. Clinical and Vaccine Immunology 14, 863–868. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 142.Harrison LH, Shutt KA, Schmink SE, Marsh JW, Harcourt BH, Wang X, Whitney AM, Stephens DS, Cohn AA, Messonnier NE, and Mayer LW (2010). Population structure and capsular switching of invasive Neisseria meningitidis isolates in the pre-meningococcal conjugate vaccine era--United States, 2000–2005. J Infect Dis 201, 1208–1224. 10.1086/651505. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 143.Colijn C, Corander J, and Croucher NJ (2020). Designing ecologically optimized pneumococcal vaccines using population genomics. Nat Microbiol 5, 473–485. 10.1038/s41564-019-0651-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 144.Harrow GL, Lees JA, Hanage WP, Lipsitch M, Corander J, Colijn C, and Croucher NJ (2021). Negative frequency-dependent selection and asymmetrical transformation stabilise multi-strain bacterial population structures. The ISME Journal 15, 1523–1538. 10.1038/s41396-020-00867-w. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 145.Pichichero ME (2017). Pneumococcal whole-cell and protein-based vaccines: changing the paradigm. Expert Review of Vaccines 16, 1181–1190. 10.1080/14760584.2017.1393335. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 146.Gilchrist CLM, and Chooi Y-H (2021). clinker & clustermap.js: automatic generation of gene cluster comparison figures. Bioinformatics 37, 2473–2475. 10.1093/bioinformatics/btab007. [DOI] [PubMed] [Google Scholar]
