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Genotypic and phenotypic characteristics of Streptococcus pneumoniae from community-acquired pneumonia patients and healthy asymptomatic participants in Sichuan province, China

Abstract

Background

Streptococcus pneumoniae (S. pneumoniae) is the common cause of community-acquired pneumonia (CAP) and is also found in the upper respiratory tract of healthy people. Hence, the study aimed to compare the serotypes, virulence/pili genes, and antibiotic susceptibility of S. pneumoniae from healthy asymptomatic participants and CAP patients.

Methods

Streptococcus pneumoniae were retrospectively collected from health asymptomatic participants and CAP patients in Sichuan, China. The serotypes were tested by multiplex polymerase chain reaction (PCR) or Quellung reaction. Antibiotic susceptibility testing was performed using the broth microdilution method. The molecular epidemiology of S. pneumoniae was analyzed by multilocus sequence typing (MLST). Additionally, the presence of virulence/pili genes were detected using PCR.

Results

A total of 83 pneumococcal isolates were collected in the current study. Of these, 52 and 31 isolates were from healthy asymptomatic participants and CAP patients, respectively. Most of S. pneumoniae were resistant to erythromycin (ERY), clindamycin (CLI), tetracycline (TET) and trimethoprim-sulfamethoxazole (SXT). 90.4% isolates were classified as multidrug resistant (MDR). The predominant serotypes were 3, 19F and 19A in the CAP carriers, whereas 3, 6 and 19F were the main serotypes among the asymptomatic carriers. The overall coverage rates of pneumococcal conjugate vaccine (PCV) 10 and PCV13 serotypes were 34.9% and 66.3%, respectively. The predominant sequence types (STs) were ST271, ST320, and ST3397. There were significant differences in some resistance and virulence characteristics between CAP patients and asymptomatic carriers. Additionally, clonal complex (CC) 271 strains had higher percentage in resistance to cefuroxime (CXM) and cefotaxime (CEF), meropenem (MER) and cefepime (CFP), which mainly carried the rlrA and sipA genes.

Conclusions

High coverage rate of PCV13 and high prevalence of MDR indicated the necessity to expand immunization with PCV13 and rationally use the antibiotics in Sichuan, China. Importantly, long-term surveillance should be conducted to assess effectiveness brought by vaccines. Our findings may supply new guidance for developing new pneumococcal vaccines.

Peer Review reports

Background

Community-acquired pneumonia (CAP) is an infection of lung parenchyma that occurs in persons outside the hospital, which has high rates of morbidity and mortality, especially in children and elderly [1, 2]. Among the pathogens, Streptococcus pneumoniae (S. pneumoniae) is considered as a major cause of CAP [3]. Since the first detection of antibiotic-resistant S. pneumoniae in 1977, multidrug-resistant (MDR) S. pneumoniae has appeared in various countries [4,5,6]. Additionally, previous study has stated that the multidrug resistance of S. pneumoniae in China was the highest among the 11 Asian countries [7], indicating the urgent needs for controlling antimicrobial resistance.

It is well known that analysis of the molecular characteristics exerts a key role in clinical treatment. To date, over 90 serotypes of S. pneumoniae were identified [8]. The diversity is based on variation in structure of the repeating units of capsular polysaccharide [9]. Additionally, capsular polysaccharides as virulence factors, are the basis of S. pneumoniae vaccines, including the 7-valent pneumococcal conjugate vaccine (PCV7), the 10-valent PCV (PCV10), and the 13-valent PCV (PCV13) [10]. Although PCV7 vaccine is introduced in 2008, the immunization rate of PCV7 was less than 10% because it had not been included into National Immunization Program in China. Especially among migrant children, they are not largely vaccinated [11]. In 2017, PCV13 vaccine is available in big cities of China, but this vaccine is given only on own expense. Additionally, a previous study has stated that serotype distribution varies in Asian countries, and non-PCV serotypes have emerged as well [12]. Therefore, monitoring local serotypes can prevent the occurrence of pneumococcal disease and provide the guidance for developing new pneumococcal vaccines.

Streptococcus pneumoniae normally colonizes the upper respiratory tract of humans, and previous studies have shown the prevalence of S. pneumoniae carriage of 16.6% for healthy children in Shanghai, and nearly 70.0% for healthy children in Xinjiang, China [13, 14]. In the pathogenesis of pneumococcal disease, nasopharyngeal colonization is the necessary first step [15], suggesting that exploration of S. pneumoniae characteristics in asymptomatic carriers is warranted. Although epidemiology studies of S. pneumoniae from patients with CAP and IPD have been conducted in China [16, 17], limited data are available for the genotypic characteristics of S. pneumoniae from asymptomatic participants and CAP patients.

The study aimed to explore the genotypic and phenotypic characteristics of S. pneumoniae from asymptomatic participants and CAP patients in Sichuan, China, which may provide new guidance for PCVs coverage and developing new pneumococcal vaccines.

Methods

Study population

An observational and retrospective study to collect S. pneumoniae between January 2018 and December 2018 was conducted. The study was approved by the ethical committee of Chinese Center for Disease Control and Prevention. 600 patients diagnosed as CAP in the Fifth People’s Hospital of Chengdu and 598 healthy asymptomatic participants attending the routine health examination in Zigong Center for Disease Control and Prevention were included.

The inclusion criteria for CAP patients were patients (1) who were hospitalized due to diagnosis with CAP; (2) aged > 1 year old; (3) with S. pneumoniae isolated from blood specimens at hospital admission; (4) who did not vaccinate PCVs.

The inclusion criteria for asymptomatic participants were people (1) who were healthy; (2) aged > 1 year old; (3) who had no respiratory disease in this and previous physical examinations and no respiratory symptoms for nearly one month; (3) who lived in Zigong over 1 year; (4) who did not take any medication in the past one month prior to the study; (5) who did not vaccinate PCVs. The people were excluded if they had wounded nose (nasal trauma and injuries), or received antibiotics within the past one month. Oropharynx samples were collected from healthy asymptomatic participants using nylon-tipped swabs.

Microbiological studies

All specimens were transported to the department of clinical microbiology within 2 h. Following, specimens were cultured on Columbia blood agar with 5% sheep blood (OXOID, Basingstok, UK) and incubated at 37 °C for 24–48 h. S. pneumoniae was identified by colony morphology, hemolytic reaction, Gram staining, optochin susceptibility, and bile solubility testing.

Determination of capsular types

The capsular types were determined by multiplex polymerase chain reaction (PCR) as previously described [18]. If isolates could not be typed, standard Quellung reaction with pneumococcal typing antisera (Statens Serum Institut, Copenhagen, Denmark) was further applied [19]. Serotypes that could not be identified by multiplex PCR and Quellung reaction were classified as non-typeable (NT).

Multilocus sequence typing

Serotypeable S. pneumoniae isolates were investigated by Multilocus sequence typing (MLST) analysis. In this method, the internal fragments of seven housekeeping genes (aroE, gdh, gki, recP, spi, xpt, and ddl) were amplified by PCR as previously described [20]. The sequence types (STs) were obtained by sequencing, followed by submitting the sequences to the S. pneumoniae MLST database (http://pubmlst.org/spneumoniae/) for identification.

Antimicrobial susceptibility test

According to Clinical and Laboratory Standards Institute (CLSI) M100-S28 documents [21], the minimum inhibitory concentrations (MICs) of S. pneumoniae against 17 antimicrobial agents were determined by automated system (SCENKER, Liaocheng, China). MICs of erythromycin (ERY) and clindamycin (CLI) were determined using MIC strips in all ERY/CLI non-susceptible isolates (OXOID, Basingstok, UK). S. pneumoniae ATCC 49619 was used as the control strain. Isolates that were resistant to three or more classes of antimicrobial agents were defined as MDR S. pneumoniae.

Description and detection of virulence genes

Pneumolysin and autolysin are encoded by the ply and lytA genes, respectively, which can enhance the virulence of S. pneumoniae. Additionally, pneumolysin binds membrane cholesterol and forms transmembrane pores that lead to cell lysis [22]. Pneumococcal surface protein A is one of surface-exposed choline binding proteins, which is encoded by pspA gene and presents almost in all pneumococcal isolates [23]. The pavA gene of S. pneumoniae encodes a fibronectin-binding protein, which is crucial for virulence [24]. The cbpA and cbpG genes encode choline binding proteins that promote the colonization of the nasopharynx [25].

The virulence genes (ply, lytA, pspA, pavA, cbpA, cbpG) and pilus genes (rlrA and sipA) of S. pneumoniae were amplified using PCR. The primers, PCR reactions and conditions were used as previously described [26]. The 100-bp plus DNA ladder marker (Takara, Dalian, China) was used for estimating molecular weight.

Statistical analysis

Categorical variables were analyzed by the Chi-square or Fisher’s exact tests using the software SPSS22. P-values < 0.05 were considered significant. BioNumerics software (Version 7.1, Applied Maths, Kortrijk, Belgium) was used to create a cluster tree and minimum spanning trees (MST), based on the allelic profiles. In MST, a clonal complex (CC) was formed by STs with six of seven MLST alleles in common and at least three STs; the founder ST was defined as the ST with the highest number of single-locus variants (SLVs); single genotypes that did not correspond to any clone groups were defined as singletons. The size of each circle indicated the number of strains of that particular type.

Results

Characteristics of study population

As shown in Table 1, the median ages of asymptomatic participants overall and CAP patients overall were 27.5 and 28.5 years, respectively (P = 0.727). There were no statistical differences in the distributions of age and gender between two groups (P = 0.727, P = 0.088).

Table 1 Characteristics of study population

A total of 83 pneumococcal isolates were obtained from 598 healthy asymptomatic participants and 600 CAP patients. Of these, 52 isolates (8.7%) were collected from asymptomatic participants, among which 27 were male (51.9%) and 25 were female (49.1%), respectively. The median age of asymptomatic carriers was 5 years. Among the asymptomatic carriers, S. pneumoniae were mostly from children ≤ 5 years of age (63.5%). Additionally, 31 S. pneumoniae (5.2%) were obtained from CAP patients. 17 isolates of S. pneumonia were from male (54.8%) and 14 from female (45.2%). The median ages of CAP patients were 67 years. There was no statistical difference in gender distribution between CAP carriers and asymptomatic carriers (P = 0.797), but there was significant difference in age distribution (P = 0.000). The positive rate for pneumococcus in CAP patients was significantly different from asymptomatic participants (P = 0.000).

Distribution of capsular types and PCVs coverage

As shown in Table 2, there were 21 capsular types, as well as 5 NT isolates detected among 83 S. pneumoniae. Among them, 16 serotypes and 5 NT isolates were identified in asymptomatic carriers group, and the major serotypes were 3 (23.1%), 6 (17.3%), and 19F (7.7%). For isolates from CAP carriers, there were 9, 7, and 3 cases of serotypes 3, 19F, and 19A; 2 cases each of serotypes 8, 23A, and 23F; and 1 case each of serotypes 4, 6, 7, 14, 20, and 35A/C. The overall coverage rates of PCV10 and PCV13 were 34.9% and 66.3%, respectively. The coverage rate of PCV13 in the CAP carriers group (80.6%) was higher than that of asymptomatic carriers group (57.7%) (P = 0.03). Furthermore, rates of PCV13/non-PCV7 serotypes in the CAP carriers and asymptomatic carriers groups were 41.9% and 26.9%, respectively (P = 0.16). Serotypes 11, 13, 15B/C, 16F, 18, 22, 23B, 34 and 35B were detected only in isolates from asymptomatic carriers, and serotypes 4, 7, 8, 14, and 20 were detected only in isolates from CAP carriers, which accounts for 15.7% and 7.2%, respectively. Overall, serotype 3 was the most common in both asymptomatic carriers and CAP carriers.

Table 2 Sequence types of 78 S. pneumoniae isolates among different serotypes

MLST analysis of S. pneumoniae

A total of 35 STs were identified in the 78 serotypeable S. pneumoniae isolates. The dominant STs were ST271 (13/78, 16.6%), ST320 (6/78, 7.7%) and ST3397 (6/78, 7.7%). 8 new STs were also detected, which were related to serotypes 3, 35, 23A, 19F, and 7. Most of isolates with ST271 were typed into serotype 19F, and all isolates with ST81 were typed into serotype 23F. Additionally, strains with ST320 were typed into serotypes 19A, 3, and 19F (Table 2).

MST analysis based on allelic profiles showed that ST271 (n = 10) was the most common ST followed by ST320 (n = 4), ST81 (n = 2), and ST180 (n = 2) in the CAP carriers group. 17 STs were divided into 1 clonal complex 271 (CC271) and 14 singletons. CC271 contained 3 STs and 15 strains. ST271 was the founder ST of CC271 and contained 10 strains; the other 2 STs (ST320 and ST1465) of CC271 were single-locus variants (SLVs) of ST271 (Fig. 1A, C).

Fig. 1
figure 1

Minimum spanning tree (MST) analysis of strains based on the allelic profiles generated by MLST about pili genes. In the MST, the STs are displayed as circles. The size of each circle indicates the number of isolates within this particular type. The digits on the lines between two circles represent the differences in the numbers of the two types. With or without pili genes are represented by different colors. A Colors categorize with or without rlrA in CAP carriers; B colors categorize with or without rlrA in asymptomatic carriers. C Colors categorize with or without sipA in CAP carriers; D colors categorize with or without sipA in asymptomatic carriers

In the asymptomatic carriers group, MST results revealed that the major STs were ST876 (n = 5), ST3397 (n = 5), and ST230 (n = 4). 28 STs were divided into 2 CCs (CC271 and CC2754) and 28 singletons. CC271 contained 3 STs and 6 strains. ST271 was the founder ST of CC271 and contained 3 strains; the other 2 STs (ST320 and ST13377) of CC271 were SLVs of ST271. CC2754 contained 3 STs and 5 strains. ST2754 was the founder ST of CC2754 and contained 3 strains; the other 2 STs (ST9063 and ST NEW-3) of CC2754 were SLVs of ST2754 (Fig. 1B, D).

Antimicrobial susceptibilities of S. pneumoniae

The antibiotic activities of 83 S. pneumoniae against the 17 antimicrobials were listed in Table 3. All isolates were susceptible to moxifloxacin (MOX). The resistance rates to erythromycin (ERY), clindamycin (CLI), tetracycline (TET) and trimethoprim-sulfamethoxazole (SXT) were 100%, 100%, 77.1% and 69.9%, respectively. The proportions of non-susceptible strains against TET, cefotaxime (CEF) and penicillin (PEN) were higher in the CAP carriers group, compared with asymptomatic carriers group (P < 0.05).

Table 3 Antimicrobial susceptibility of the 83 S. pneumoniae isolates to 17 antimicrobial agents

The resistance patterns of the pneumococcal isolates were shown in Table 4. About 90.4% (75/83) of the isolates were classified as MDR, and the most common resistance pattern was ERY-CLI-SXT-TET (21/83, 25.3%). To be specific, the most frequent pattern in the CAP carriers and asymptomatic carriers groups were ERY-CLI-TET and ERY-CLI-SXT-TET, respectively. Among the 75 MDR isolates, 3 (19/75, 25.3%), 19F (11/75, 14.7%), and 6 (7/75, 9.3%) were the most common serotypes. The most common resistance patterns of serotype 3 were ERY-CLI-SXT-TET and ERY-CLI-TET, and that of serotype 19F was ERY-CLI-SXT-TET-CXM-CEF-PEN.

Table 4 Antimicrobial resistance pattern of the 83 S. pneumoniae isolates

Distribution of non-susceptible strains in CC271 and other singletons

As shown in Table 5, the percentages of non-susceptible strains against CXM, CEF, MER and cefepime (CFP) in CC271 were more than other singletons between two groups (P < 0.05). Moreover, the percentages of strains non-susceptible to TET, AMPC/CVA and LIN in CC271 were slightly higher compared with other singletons between two groups, but no obvious differences were observed (P > 0.05).

Table 5 Differences on the distribution of strains that were non-susceptible to antibiotics in CC271 and the others

Virulence/pili genes analysis of S. pneumoniae

Among the 52 isolates from asymptomatic carriers, all isolates carried lytA, cbpG and pavA. Additionally, there were 96.2%, 98.1%, 94.2% isolates carrying ply, pspA and cbpA. In all isolates from CAP carriers, ply, lytA, pspA, cbpA, cbpG and pavA were detected. However, rlrA and sipA genes were amplified in only 37.3% and 27.7% of S. pneumoniae. The percentages of isolates carrying rlrA and sipA in CAP carriers group were higher than those of asymptomatic carriers group (P < 0.05), indicating significant association between the genes of rlrA and sipA and the source of S. pneumoniae (Table 6).

Table 6 Distribution of virulence/pili genes in asymptomatic carriers and CAP carriers

Additionally, we observed that the most predominant serotype carrying sipA was 19F (n = 9), followed by 3 (n = 6) and 19A (n = 5). Similarly, the order of serotypes carrying both rlrA and sipA was 19F (n = 8), 3 (n = 6) and 19A (n = 5). Moreover, 95.2% and 100% of the isolates in CC271 carried rlrA and sipA (Fig. 1).

Discussion

The current study was the first to evaluate the serotypes distribution, virulence/pili genes, and antibiotic susceptibility of S. pneumoniae from healthy asymptomatic participants and CAP patients in China. We found that the most frequent serotypes were 3 in CAP carriers and asymptomatic carriers. Additionally, 4 serotypes exclusively associated with CAP carriers, and 7 with asymptomatic carriers were observed. Over half of the isolates belonged to PCV13 serotypes and were resistant to ERY, CLI, SXT, and TET. The MDR rate was up to 90.2%. The dominant STs were ST271, ST320, and ST3397, respectively. The most interesting findings were significant association between the rlrA and sipA genes and the source of S. pneumoniae.

It is well known that the distribution of S. pneumoniae serotypes changes over age, geographic region, time, and diseases [27, 28]. In our study, the most frequent serotypes in CAP carriers group were 3, 19F, 19A, which were similar to other recent studies in China [16, 29], however different with serotypes in Italy [30]. Additionally, the major serotypes from asymptomatic carriers were 3, 6, and 19F in our study, whereas were 19F, 6B, and 6C in Brazil [31], indicating that serotypes is closely related to geographic region. NT isolates are deemed to be less virulent, due to lacking the polysaccharide capsule [32]. Correspondingly, previous study has analyzed the distribution of NT isolates between the asymptomatic carriers and IPDs, and found NT isolates were only from asymptomatic carriers [31]. Similarly, NT isolates were only detected from asymptomatic carriers in our study as well. On the other side, we found that serotypes 3 and 19F were frequently found in both asymptomatic carriers and CAP carriers. Indeed, these serotypes are common in asymptomatic carriers and CAP carriers worldwide [16, 33,34,35].

PCVs can effectively reduce the burden of pneumococcal diseases and improve the population immunity [36]. Previous studies have revealed that incidence of vaccine-covered serotypes was significantly decreased after vaccination with PCVs. In parallel, occurrence of non-PCVs serotypes was increased over time [37, 38]. In our study, the overall coverage rate of PCV13 was 66.3%, which was conformed to previous study reported the 50–68% coverage of PCV13 in mainland China [39]. Additionally, we also found that the major serotypes in CAP carriers and asymptomatic carriers were PCV13 serotypes. Those results indicated that PCV13 may be useful to prevent against S. pneumoniae. However, several studies have concluded the different points regarding the PCV13 efficacy for serotype 3 in different regions. For example, Morre et al. [40] have reported that PCV13 presents high effectiveness against pneumococcal disease in USA. On the contrary, Andrews et al. [41] have stated that PCV13 is effective for most serotypes except for serotype 3 in UK. Additionally, a similar study in Hong Kong, China has found that the efficacy of PCV13 against pneumococcal disease caused by serotype 3 is low [42]. Therefore, whether the introduction of PCV13 against pneumococcal disease caused by serotype 3 is effective needs to be monitored, because serotype 3 was the most common in both asymptomatic carriers and CAP carriers.

The increase of antibiotic resistance enables the S. pneumoniae to be a worrying threat for public health. Previous studies have demonstrated that overuse of antibiotic contributes to the increase of antibiotic resistance [43, 44]. Although many measures have been taken to regulate the use of antibiotics in hospitals, antibiotics use is also widespread in China. A previous report has shown that duration of bacterial carriage is closely associated with prevalence of resistance [45]. In our study, higher resistance rates to CEF, TET and PEN in CAP carriers compared with asymptomatic carriers were shown. This may be related to the differences in serotype distribution and duration of bacterial carriage. Additionally, a few pneumococcal isolates in asymptomatic carriers and CAP carriers groups were susceptible to other antibiotics, such as CHL, CEF, CRO, MER, CFR, MOX, LEV, VAN, RIF, AMPC/CVA, and LIN, which brought hope to the treatment of drug-resistant S. pneumoniae. Therefore, rational use of antibiotics may be appropriate measure to control the spread of antibiotic-resistant strains.

The most common STs in this study were ST271 and ST320, which was similar to the findings of other reports in other regions of China [46, 47]. The predominant CC was CC271 in our study, which it was found in both CAP carriers and asymptomatic carriers. Additionally, CC271 was also closely associated with the carriage of rlrA and sipA. Consistent with our study, previous study has revealed that the PI-1 and PI-2 encoded by rlrA and sipA genes are present in isolates of CC271 [48]. In the current study, the carriage rates of rlrA and sipA genes from CAP carriers were higher than those of asymptomatic carriers, indicating that rlrA and sipA may be closely associated with high virulence. Additionally, our study showed that the genes including ply, lytA, pspA, cbpA, cbpG and pavA were widely conserved, suggesting that these may be candidates for developing vaccine in future. Moreover, we found the rlrA was present in serotypes 19F, 3, 19A, which has also been reported in previous study [26]. However, it has been reported that sipA gene is present in over half of pneumococcal isolates and commonly detected in serotypes 19F, 11A and 7A/F [26]. In this study, the most dominant serotype carrying sipA was 19F, followed by 3 and 19A. Taken together, rlrA and sipA may be important for colonization and pathogenicity of pneumococcal isolates.

The limitations of this study should be noted. First, our surveillance was not a population-based study but rather an actively participating surveillance, which led to the small numbers of isolates collected. All study populations have not been vaccinated with PCVs, and the changes after introduction of PCVs in this population remain unclear. Last, serogroup 6 was not typed, due to the limited laboratory equipment and reagents.

Conclusions

The current study showed the serotype distribution and antimicrobial resistance of pneumococcal isolates from CAP carriers and asymptomatic carriers in Sichuan, China. In addition, high prevalence of MDR and high coverage of PCV13 emphasized the importance of rational use of antibiotics and the necessity to expand the immunization with PCV13. Importantly, some virulence/pili genes were conserved, which may supply new guidance for pneumococcal vaccines in the future.

Availability of data and materials

All data generated or analyzed during this study are included in this article.

Abbreviations

S. pneumoniae :

Streptococcus pneumoniae

CAP:

Community-acquired pneumonia

IPDs:

Invasive pneumococcal diseases

Non-IPDs:

Non-invasive pneumococcal diseases

PCV:

Pneumococcal conjugate vaccine

MDR:

Multidrug resistant

STs:

Sequence types

CC:

Clonal complex

MST:

Minimum spanning trees

SLVs:

Single-locus variants

PCR:

Polymerase chain reaction

NT:

Non-typeable

MLST:

Multilocus sequence typing

MICs:

Minimum inhibitory concentrations

CLSI:

Clinical and Laboratory Standards Institute

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Acknowledgements

Not applicable.

Funding

This work was supported by the National Natural Science Foundation of China (Grant number 81671985); the National Major Science and Technology Project of China (Grant number 2018ZX10712001-007); the Science Foundation for the State Key Laboratory for Infectious Disease Prevention and Control of China (Grant number 2019SKLID403); the Sanming Project of Medicine in Shenzhen (Grant number SZSM201811071); the Major Science and Technological Project of Jiangxi Province (Grant number 20201BBG71010); and Science and Technology Department of Jiangxi Province, China (20202BBGL73049).

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TQ conceived of the study, participated in analysis and interpretation of the results. SHP contributed to data collection, analysis and interpretation of the results and writing of the manuscript. HYR, JPD, ZDZ, LZL, BW, XH, and CGG provided materials and samples. NZ, LZZ, ZL, and QL participated in collection and analysis of the results. TQ, HYR, ML, QWY, NLZ, SNC, and HYC provided administrative support. All authors read and approved the final manuscript and consented to publish this manuscript.

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Correspondence to Tian Qin.

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The study was approved by the ethical committee of Chinese Center for Disease Control and Prevention, and all methods were carried out in accordance with relevant guidelines and regulations/Declaration of Helsinki. Written informed consent was obtained from patients and healthy people/carriers. And in the case of participants less than 16 years old, informed consent obtained from their parents or legal guardian.

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Peng, S., Ren, H., Deng, J. et al. Genotypic and phenotypic characteristics of Streptococcus pneumoniae from community-acquired pneumonia patients and healthy asymptomatic participants in Sichuan province, China. BMC Infect Dis 21, 1030 (2021). https://doi.org/10.1186/s12879-021-06737-w

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