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BMC Pediatrics logoLink to BMC Pediatrics
. 2018 Apr 26;18:144. doi: 10.1186/s12887-018-1119-6

Risk factors for carriage of Streptococcus pneumoniae in children

Maria G Koliou 1,2,3,, Kyriaki Andreou 4, Demetris Lamnisos 5, Giagkos Lavranos 5, Paris Iakovides 6, Christos Economou 6, Elpidoforos S Soteriades 3,7
PMCID: PMC5921789  PMID: 29699525

Abstract

Background

During the past decades Streptococcus pneumoniae has developed significant resistance to many classes of antimicrobial drugs. Potential risk factors for colonization of the nasopharynx by Streptococcus pneumoniae in children and for carriage of drug resistant strains were examined.

Methods

Between 2007 and 2008 nasopharyngeal swabs were collected from 402 children 6 months to 5 years old visiting the public sector immunization centers and outpatient departments as well as offices of paediatricians from private practice in Nicosia district in Cyprus. Information on demographic characteristics and potential risk factors of participating children were collected using a standardized questionnaire distributed to parents.

Results

In multivariable analyses we found that attendance at day care center, having siblings in the family and having both parents originating from Cyprus, statistically increased the risk of pneumococcal colonization. Full immunization with PCV7 appears to be a protective factor against colonization by pneumococcus. Previous administration of antimicrobials during the last month prior to specimen collection appeared to be the most consistent risk factor for carrying a non susceptible strain of Streptococcus pneumoniae to either penicillin or erythromycin. Factors such as age, nationality, previous or current breastfeeding, passive exposure to cigarette smoke and attendance in a day care center do not appear as independent risk factors for colonization by non susceptible strains.

Conclusions

Prudent use of antibiotics especially for upper respiratory tract infections in children as well as increased vaccination coverage by the pneumococcal conjugate vaccines could prove effective in reducing levels of colonization by drug resistant pneumococcal strains.

Keywords: Streptococcus pneumoniae, Colonization, Risk factors, Drug resistance, Vaccination, Cyprus

Background

Streptococcus pneumoniae is a common cause of meningitis, pneumonia and bacteraemia particularly among children and the elderly. It is also the most frequent pathogen causing acute otitis media in children and the most frequent bacterial cause of disease in children younger than 3 years of age [1]. Colonization of the nasopharynx by S. pneumoniae is considered a prerequisite for invasive disease and has a key role in the transmission of the pathogen to other individuals leading to pathogen spread in the community [2, 3]. Therefore strains colonizing the nasopharynx reflect the strains circulating in the community leading to different infections [4].

During the past decades, global development of resistance of S. pneumoniae to several antimicrobials appears to pose a significant challenge to the successful treatment of infections [5]. Development of pneumococcal conjugate vaccines has led to a significant decrease of pneumococcal infections in general and also to infections caused by drug resistant strains [6]. Conjugate vaccines act by decreasing infections caused by vaccine serotypes. They also reduce colonization by the same serotypes; a result which appears to account for a significant herd effect noted in older age groups who have not been vaccinated [7].

Vaccine serotypes account for the highest percentage of resistance in most countries. Several factors appear to influence the type and frequency of pneumococcal isolates colonizing the nasopharynx. Environmental and socioeconomic factors, overcrowding conditions and overconsumption of antimicrobials have been reported in various studies [811].

In Cyprus, the PCV7 (Pneumococcus 7-valent conjugate vaccine) was introduced in 2004 only in the private sector and was not subsidized by the state until 2010 when the 10-valent vaccine was introduced in the public sector and was offered free of charge. In 2011 the 13-valent vaccine was also introduced in Cyprus but only by the private sector. Therefore population coverage of children by the PCV7 vaccine in 2007–2008 when the current study was conducted remained relatively low. Data from the tri-annual survey performed in Cyprus by the Ministry of Health among children 17–24 months old in 2009, revealed full coverage by the PCV7 vaccine only in 37.5%, partial coverage in 42% and no vaccine coverage in 20.5% of children [12]. The susceptibility pattern and the circulating serotypes of S. pneumoniae isolated in Cypriot children have been reported elsewhere [13]. So far, no previous studies have been reported in Cyprus examining potential risk factors for colonization by pneumococcus in Cypriot children. The objective of our study was to evaluate the potential risk factors among Cypriot children associated with colonization of nasopharynx by S. pneumoniae and those risk factors that may be associated with the carriage of drug resistant strains.

Methods

Design and setting of the study

The study was conducted in Nicosia district (capital); the largest district of Cyprus, between November 2007 and May 2008. The population of Nicosia district at the end of 2007 was 301,103 people representing 38.8% of the total population of the Republic of Cyprus. The target population of the study was children 6 months to 5 years old, who visited the government immunization centers in urban and rural areas, the outpatient department of Archbishop Makarios III Hospital or those who visited the offices of 4 major pediatric units of the private sector. Due to the absence of a National health care system in Cyprus, health services are currently offered independently in the public and private sector. The public sector in Cyprus provides health coverage to about 80% of the population, which is eligible for medical care, including current and former public sector employees and their families, individuals with low income and other EU (European Union) nationals residing in Cyprus with recognized medical coverage in their country of origin. On the other hand, the private health sector in Cyprus currently offers its services to a particular segment of the population, who either pay out of pocket or maintain coverage from private health insurance plans. For each child participating in the study, written informed consent was taken from the parents or legal guardians. The study was approved by the National Bioethics Committee of the Republic of Cyprus.

Epidemiological and demographic data were collected through standardized questionnaires which were addressed to the parents at the time of specimen collection. Information was gathered on age, gender, parent nationality, exposure to passive smoking, previous or current breastfeeding, number of siblings, attendance to day care centers, immunization with PCV7 vaccine, current illness, whether the sample was taken from a public sector center or from a private paediatrician’s office (specimen origin) and on recent use of antibiotics. Children suffering from a bacterial infection or being on antibiotics at the day of specimen collection were excluded from the study. Specimens were taken from only one child from each family.

Sampling procedure

Nasopharyngeal specimens were collected using sterile Rayon swabs on flexible wire (Medical Wire and Equipment Co. Ltd.,Corsham, Wilts., England) and were plated within two hours on Blood agar plates supplemented with 5% defibrinated horse blood and chocolate agar plates and incubated in 5% CO2 for 24 h at 35 °C. S. pneumoniae strains were identified by optochin sensitivity and bile solubility as described before [14].

Susceptibility testing

Susceptibility testing was performed on Mueller-Hinton agar supplemented with 5% defibrinated horse blood as follows: All strains were tested by the disk diffusion methods for susceptibility to oxacillin, cefotaxime, erythromycin, clindamycin, trimethoprim – sulfamethoxazole, tetracycline, vancomycin, linezolid and levofloxacin and by assessing the MIC (Minimum Inhibitory Concentration) of all strains to penicillin. MIC was determined by the Etest method (AB Biodisk, Solna, Sweden) [15]. MIC was also determined for all antibiotics to which S. pneumoniae appeared non susceptible by the disk method.

Subsequently, the results of susceptibility to penicillin were interpreted based on the new definitions issued by the CLSI (Clinical and Laboratory Standards Institute) at the beginning of 2008 as applied for a non-meningitis infection if antibacterial is administered orally [16]. A strain is considered sensitive to penicillin if MIC is < 0.06 μg/ml, intermediate resistant if MIC is between 0.12–1 and resistant if MIC is > = 2 μg/ml.

Statistical analysis

The following factors were examined as possible risk factors for colonization and carriage of drug resistant strains for S. pneumoniae in the children population: gender, age, parent nationality, exposure to passive smoking, previous or current breastfeeding, number of siblings, attendance to day care centers, immunization with PCV7 vaccine, whether the sample was taken from a public sector center or from a private paediatrician’s office (specimen origin) and on recent use of antibiotics. These factors were first analyzed by a series of univariable analyses. Then, to control simultaneously for the possible confounding effects of the different variables, the risk of colonization and carriage of drug resistant strains of S. pneumoniae was estimated by multiple logistic regression analyses that simultaneously included all factors as predictor variables in the model. In both analyses, the association was expressed in OR (odds ratios) and 95% CI (confidence intervals). Statistical analyses were performed using the statistical package SPSS 20. Statistical significance was set at p < 0.05.

Results

Demographics

One nasopharyngeal specimen was taken from each of 402 children who represented 2.4% of the total population of the children of same age in the district of Nicosia. In Table 1 we present the socioeconomic and demographic characteristics of the children enrolled in the study. A total of 143 children attended a variety of 19 different day care centers while 33 children were cared for during the morning hours by an adult who also provided care for a small number of other children. The majority of children (226) stayed at their home supervised by an adult family member. A total of 60.3% of the specimens were obtained from children visiting a public sector center and 39.8% from the offices of private paediatricians. We found that 35.3% of the children in the sample were colonized by S. pneumoniae.

Table 1.

Sociodemographic characteristics

Characteristics/variables Categories Frequency (%)
Gender Boy 207 (51.5)
Girl 195 (48.5)
Age < 1 year 130 (32.3)
1–2 123 (30.6)
> 2 years 149 (37.1)
Nationality Both parents Cypriots 273 (67.9)
Others 128 (31.9)
Missing 1(0.2)
Breastfeeding Yes 300 (74.6)
No 97 (24.1)
Missing 5 (1.2)
Exposure to smoking Yes 142 (35.3)
No 255 (63.4)
Missing 5 (1.2)
Day care attendancea Yes 170 (42.3)
No 226 (56.2)
Missing 6 (1.5)
Siblings No 168 (42.5)
1 140 (35.4)
> = 2 87 (22.0)
Vaccinated Full 91 (22.6)
Incomplete 53 (13.2)
No 226 (56.2)
Missing 32 (16)
Origin of specimen From a public center 241 (60.3)
From the private sector 159 (39.8)
Colonized Yes 142 (35.3)
No 260 (64.7)

aIncludes children who were supervised during the morning hours by an adult who also cared for at least 3 other children

Risk factors for carriage

In Table 2 we delineate the association of different risk factors with the colonization of nasopharynx of children by S. pneumoniae. In multivariable analyses, we did not find any association between age or gender and the risk of colonization with S. pneumoniae. Furthermore, we did not find any statistically significant association between history of breastfeeding, exposure to passive smoking and specimen origin (obtained from a child attending the public sector versus the private sector) and the risk of colonization. Day care attendance or having siblings (one or more) appeared to increase the risk by nearly 3 fold. If both parents were Cypriot nationals in comparison with any other nationality also appeared to increase the risk of colonization by more than two times. On the other hand, full immunization status by PCV7 was associated with a protective effect (two-fold lower risk).

Table 2.

Association between potential risk factors and colonization by pneumococcal isolate

Variable/risk factor Category Percentage of colonized children (%) Unadjusted OR (95% CI) Adjusted ORd (95% CI) p-value
Gender Boy 37.7% Ref a Ref a
Girl 32.8% 0.81 (0.54, 1.22) 0.91 (0.57, 1.47) 0.71
Age < 1 year 26.2% Ref Ref
1–2 30.9% 1.26 (073, 2.19) 0.93 (0.50, 1.74) 0.83
> 2 years 47.0% 2.50 (1.52, 4.18) c 1.31 (0.63, 2.72) 0.47
Nationality Both parents Cypriots 41.0% 2.27 (1.43, 3.70) c 2.31 (1.29, 4.21) c < 0.01 c
Other 23.4% Ref Ref
Breastfeeding Yes 36.0% 1.09 (0.68, 1.78) 1.28 (0.73, 2.27) 0.40
No 34.0% Ref Ref
Exposure to smoking Yes 37.3% 1.13 (0.74, 1.73) 1.43 (0.86, 2.40) 0.17
No 34.5% Ref Ref
Day care attendanceb Yes 51.2% 3.34 (2.18, 5.15) c 2.88 (1.62, 5.20) c < 0.01 c
No 23.9% Ref Ref
Siblings No 25.6% Ref Ref
1 41.4% 2.06 (1.27, 3.35) c 2.72 (1.55, 4.86) c < 0.01 c
> = 2 46.0% 2.47 (1.44, 4.29) c 2.78 (1.47, 5.34) c < 0.01 c
Vaccination Full 29.7% 0.85 (0.50, 1.43) 0.48 (0.25, 0.92) c 0.03 c
Incomplete 47.2% 1.80 (0.98, 3.30) 1.64 (0.79, 3.38) 0.18
No 33.2% Ref Ref
Origin of specimen From a public center 34.0% Ref Ref
From a private center 37.7% 1.17 (0.77, 1.78) 1.05 (0.62, 1.77) 0.85

aRef means reference group

bIncludes children who were supervised during the morning hours by an adult who also cared for at least 3 other children

cStatistically significant associations are marked in bold

dAdjusted for gender, age, nationality, breastfeeding, exposure to smoking, day care attendance, siblings, vaccination and origin of specimen

p-values for multiple logistic regression model

Risk factors for drug resistant strains

The risk factors associated with colonization of children by a drug resistant strain to penicillin (full and intermediate resistance) are presented in Table 3. The only factor that was associated with an increased risk of colonization by drug resistant strains to penicillin was the use of antibiotics within the previous month before specimen collection [3-fold increased risk, OR: 2.83 (95% CI 1.09, 7.74)]. Two factors that appeared to be protective against colonization by resistant strains were female gender, [2.5 times lower risk, OR: 0.39 (95% CI 0.16, 0.90)], and the origin of the specimen from the office of a private paediatrician [3 times lower risk, OR: 0.32 (95% CI 0.12, 0.82)]. Percentages of resistance to penicillin are also presented in Table 3.

Table 3.

Risk factors associated with colonization by a penicillin non-susceptible strain

Variable/Risk factor Category Percentage of resistancea (%) Unadjusted OR (95% CI) Adjusted ORd (95% CI) p-value
Gender Boy 48.7% Ref b Ref b
Girl 32.8% 0.51 (0.26, 1.01) 0.39 (0.16, 0.90) c 0.03 c
Age < 1 year 44.1% Ref Ref
1–2 47.4% 1.14 (0.45, 2.91) 0.89 (0.23, 2.76) 0.85
> 2 years 37.1% 0.75 (0.33, 1.73) 0.47 (0.14, 1.55) 0.22
Nationality Both parents Cypriots 41.1% 0.91 (0.40, 2.09) 0.93 (0.29, 3.03) 0.91
Others 43.3% Ref Ref
Breastfeeding Yes 41.7% 1.10 (0.50, 2.48) 1.36 (0.52, 3.76) 0.54
No 39.4% Ref Ref
Exposure to smoking Yes 43.4% 1.16 (0.58, 2.32) 1.45 (0.59, 3.57) 0.41
No 39.8% Ref Ref
Day care attendance Yes 41.4% 1.03 (0.52, 2.06) 1.45 (0.54, 4.02) 0.47
No 40.7% Ref Ref
Siblings No 41.9% Ref Ref
1 41.4% 0.98 (0.44, 2.19) 0.98 (0.35, 2.76) 0.97
> = 2 40.0% 0.93 (0.38, 2.23) 0.67 (0.21, 2.06) 0.49
Vaccination Full 29.6% 0.63 (0.23, 1.59) 0.81 (0.24, 2.63) 0.72
Incomplete 56.0% 1.91 (0.77, 4.85) 2.55 (0.82, 8.32) 0.11
No 40.0% Ref Ref
Origin of specimen From a public center 47.6% Ref Ref
From a private center 33.3% 0.55 (0.27,1.09) 0.32 (0.12, 0.82) c 0.02 c
Antibiotics last month Yes 60.6% 2.86 (1.29, 6.55) c 2.83 (1.09, 7.74) c 0.04 c
No 35.0% Ref Ref
Antibiotics last trimester Yes 48.5% 1.80 (0.91, 3.63) 2.24 (0.95, 5.48) 0.07
No 34.3% Ref Ref

aStrain with intermediate and full resistance to penicillin are included

bRef: means a reference group

cStatistically significant associations are marked in bold

dAdjusted for gender, age, nationality, breastfeeding, exposure to smoking, day care attendance, siblings, vaccination, origin of specimen and antibiotic use the last month

p-values for multiple logistic regression model

In Table 4 we present identified risk factors associated with drug resistant isolates (full and intermediate resistance) to erythromycin. Univariable as well as multivariable analyses showed that the administration of antimicrobials to a child within the previous 30 days or the previous 3 months before specimen collection, both increased the risk of colonization by at least 3-fold (OR: 3.00 95% CI 1.15, 8.17). However, obtaining the specimen from a private paediatrician’s office versus the public sector outpatient clinic was associated with a protective effect for colonization [2.8 times lower risk, OR: 0.36 (95% CI 0.13,0.93)].

Table 4.

Risk factors associated with carriage by an erythromycin non–susceptible strain

Variable/risk factor Category Percentage of resistancea (%) Unadjusted OR (95% CI) Adjusted ORd (95% CI) p-value
Gender Boy 43.6% Ref b Ref b
Girl 37.5% 0.77 (0.39, 1.52) 0.74 (0.32, 1.70) 0.48
Age < 1 year 41.2% Ref Ref
1–2 44.7% 1.16 (0.45, 2.97) 1.39 (0.46, 4.31) 0.56
> 2 years 35.7% 0.79 (0.34, 1.86) 0.92 (0.28, 3.02) 0.89
Nationality Both parents Cypriots 41.1% 1.39 (0.61, 3.36) 3.04 (0.94, 10.70) 0.07
Others 33.3% Ref Ref
Breastfeeding Yes 41.7% 1.43 (0.64, 3.33) 2.27 (0.84, 6.65) 0.12
No 33.3% Ref Ref
Exposure to smoking Yes 41.5% 1.13 (0.56, 2.26) 1.62 (0.66, 4.00) 0.29
No 38.6% Ref Ref
Attendance at a Day care Yes 39.1% 0.93 (0.47, 1.88) 1.04 (0.39, 2.80) 0.94
No 40.7% Ref Ref
Siblings No 48.8% Ref Ref
1 39.7% 0.69 (0.31, 1.53) 0.65 (0.24, 1.76) 0.40
≥2 30.0% 0.44 (0.18, 1.09) 0.25 (0.07, 0.80) c 0.02 c
Vaccination Full 29.6% 0.60 (0.22, 1.50) 0.34 (0.10, 1.08) 0.07
Incomplete 44.0% 1.12 (0.44, 2.78) 0.66 (0.21, 2.05) 0.48
No 41.3% Ref Ref
Origin of specimen From a public center 42.7% Ref Ref
From a private center 35.0% 0.73 (0.36,1.43) 0.36 (0.13,0.93) c 0.04 c
Antibiotics last month Yes 54.5% 2.23 (1.01, 5.01) c 3.00 (1.15, 8.17) c 0.02 c
No 35.9% Ref Ref
Antibiotics last trimester Yes 51.5% 2.66 (1.32, 5.47) c 3.78 (1.56, 9.80) c < 0.01 c
No 30.0% Ref Ref

aStrains with intermediate and full resistance to erythromycin are included

bRef means a reference group

cStatistically significant associations are marked in bold

dAdjusted for gender, age, nationality, breastfeeding, exposure to smoking, day care attendance, siblings, vaccination, origin of specimen and antibiotic use the last month

p-values for multiple logistic regression model

Discussion

To our knowledge, this is the first study in Cyprus to examine the association of various potential risk factors for carriage of S. pneumoniae and also for carriage of drug resistant isolates. Attendance at a day care center was identified as a risk factor for colonization by nearly 3-fold increased risk. Other studies have also reported similar findings and this is maybe due to the increased exposure of children to other children colonized or even suffering from a pneumococcal upper respiratory tract infection [9, 17]. Having siblings in the family has also been identified as a risk factor in the multi-variable analyses. Even one sibling increased the risk by at least 2.5 times. Other studies have also reported similar findings, which may be attributed to additional exposure to carriage or infections from siblings [9, 18].

Children with both parents originating from Cyprus had a significantly increased risk of colonization by S. pneumoniae isolates. The risk was increased by more than two times. This finding requires further investigation however, a possible explanation could be that these children may have a higher socioeconomic status compared to children from immigrants or other visitors due to the unique conditions of healthcare access in Cyprus discussed above. Higher socioeconomic status has been found among the risk factors associated with higher carriage of S. pneumoniae in one study from Greece [19].

Factors such as age, gender, history of breastfeeding, and passive exposure to smoking do not appear to be statistically significantly associated with the risk of colonization with S. pneumoniae. On the other hand, full immunization with PCV7 in comparison to non vaccinated children appeared to have a protective effect against colonization (two-fold decreased risk). Because of the herd effect, non immunized children can also benefit from the PCV7 vaccine. However the comparison between the groups revealed a protective effect of the vaccine against colonization. This has not been shown in other studies as in most countries the situation before and after the introduction of a conjugate vaccine is usually compared.

As shown in Tables 3 and 4, the most consistent and common factor associated with carriage of drug resistant isolates to either penicillin or erythromycin was the previous use of antibiotics during the month prior to specimen collection, raising the risk by more than 3 times. Use of antimicrobials even at 3 months prior to specimen collection was also a risk factor for colonization by drug resistant strains to both penicillin and erythromycin (2 to 3-fold increased risk). Many studies support our findings and have reported similar associations [10, 20, 21]. The association between high antibiotic use and high levels of antibiotic resistance in an area or a country is well documented [22, 23]. It is well known that the sub-inhibitory concentrations of anti-microbials allow S. pneumoniae to exhibit increased mutation frequency. Such increase in mutation frequency may give the bacterium a selective advantage as it helps to cope with the stress induced by the antimicrobials [24]. Selection of non-susceptible strains in colonization is likely to occur also by favoring the Growth and acquisition of non-susceptibility. Furthermore, horizontal gene transfer is considered a major cause of adaptability and spread of resistance genes within pneumococci and other mitis Group streptococci [25].

Female gender has also been found as an independent protective factor against carriage of penicillin drug resistant strains in comparison to males. Higher frequency of carriage with penicillin drug resistant pneumococcal isolates in boys was also detected in other studies however, no specific explanation has been identified [26]. Nevertheless, the frequency of pneumococcal infections in boys has also been reported to be higher than those in girls in various studies [2729].

In our study, obtaining the specimen from a child who visited the private sector has been found to be an independent protective factor for carriage of either penicillin or erythromycin drug resistant isolates. This may reflect the dual health care system in Cyprus. It is possible that it could be explained by the difference in socioeconomic level between the two categories of children attending the private versus the public sector. The children visiting paediatricians in the private sector usually come from a higher socioeconomic status. In previous studies, higher socioeconomic level was also associated with lower carriage of pneumococci resistant to penicillin [18].

Our sample of children enrolled in this study, despite being a convenience sample, is largely representative of the general population of this age group. Children enrolled in the study come from the public and the private sector, therefore children from a broad socioeconomic spectrum participated in the study. Further to the above, children who attended a great number of day care centers and many others who were cared for at home are also represented. We believe that this broad representation prevented the cluster effect that would occur if we had included children from only a small number of day care centers.

High immunization coverage with PCV vaccines has been shown to decrease the frequency of invasive infections in general as well as by drug resistant isolates. This phenomenon is attributed to the significant decrease in the presence of pneumococcal serotypes included in the vaccine as many of these serotypes are characterized by significant resistance to antimicrobials [6]. As it has been shown in our published study, two of the most frequent serotypes colonizing Cypriot children, specifically 6B and 19F, are vaccine serotypes and demonstrated a high percentage of resistance to both penicillin and erythromycin [13]. In Cyprus, coverage with the PCV7 vaccine at the time of the study was relatively low [12]. In addition, antibiotic consumption in Cyprus is one of the highest in Europe [30] and antimicrobial resistance of S. pneumoniae to the main classes of antimicrobials in Cyprus has been found to be relatively high. In this study, multi-variable analyses revealed recent antibiotic use as the most consistent independent risk factor associated with increased risk of carriage for drug resistant pneumococcal strains to both penicillin and erythromycin. A campaign targeting the prudent use of antibiotics by physicians and the population in general, in combination with a vaccination campaign to increase the coverage of children by the available pneumococcal conjugate vaccines, may be the most important interventions towards the reduction of resistance of S. pneumoniae to anti-microbials and the lowering of the burden of these infections in Cyprus.

Conclusions

Prudent use of antibiotics especially for upper respiratory tract infections in children as well as increased vaccination coverage by the pneumococcal conjugate vaccines could prove effective in reducing levels of colonization by non susceptible pneumococcal strains.

Acknowledgements

We would like to express our gratitude to the health visitors at Arch. Makarios III Hospital and various primary care/immunization centers who supported the collection of nasopharyngeal specimens.

Funding

This research study was partly funded by the A. G. Leventis Foundation and the Radiomarathonios non Governmental non Profit organization in Cyprus. The funding bodies had no role in the design of the study, collection, analysis, and interpretation of data and had no role in the writing of the manuscript.

Availability of data and materials

The data and materials of the study include personal medical records that are confidential and cannot be shared. All data supporting the statistical results reported in the article are kept in an electronic database by the corresponding author. They can be made available on reasonable request.

Abbreviations

CI

Confidence Intervals)

CLSI

Clinical and Laboratory Standards Institute)

EU

European Union)

MIC

Minimum Inhibitory Concentration)

OR

Odds Ratio)

PCV7

Pneumococcus 7-valent conjugate vaccine)

Authors’ contributions

MGK and ESS conceived of the idea for the project and designed the study. KA worked in the collection of data by completing the questionnaires, processed the specimens by culturing, performing sensitivity testing and serotyping of the isolates and formed the electronic database. MGK, PI and CE collected the specimens and data for the questionnaires. MGK also processed specimens by culturing, by performing sensitivity testing and by putting data on the electronic database. MGK, DL and GL analysed the data by statistical methods and created the tables. MGK and ESS wrote the first draft of the manuscript. All authors contributed to the preparation of final manuscript. All authors read and approved of the final manuscript.

Ethics approval and consent to participate

The study was approved by the National Bioethics Committee of the Republic of Cyprus. For each child participating in the study, written informed consent was taken from the parents or legal guardians.

Competing interests

The authors declare that they have no competing interests.

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Contributor Information

Maria G. Koliou, Phone: +357 2240 5000, Phone: +357 99646 929, Email: mkoliou@spidernet.com.cy

Kyriaki Andreou, Email: koulla_29@hotmail.com.

Demetris Lamnisos, Email: D.Lamnisos@euc.ac.cy.

Giagkos Lavranos, Email: g.lavranos@euc.ac.cy.

Paris Iakovides, Email: drparis@spidernet.com.cy.

Christos Economou, Email: yiasemin@logos.net.cy.

Elpidoforos S. Soteriades, Email: esoteria@hsph.harvard.edu

References

  • 1.Musher DM. Infections caused by Streptococcus pneumoniae: clinical spectrum, pathogenesis, immunity, and treatment. Clin Infect Dis. 1992;14(4/Apr):801–807. doi: 10.1093/clinids/14.4.801. [DOI] [PubMed] [Google Scholar]
  • 2.Givon-Lavi N, Fraser D, Porat N, Dagan R. Spread of Streptococcus pneumoniae and antibiotic-resistant S. pneumoniae from day-care center attendees to their younger siblings. J Infect Dis. 2002;186(11):1608–1614. doi: 10.1086/345556. [DOI] [PubMed] [Google Scholar]
  • 3.Bogaert D, De Groot R, Hermans PWM. Streptococcus pneumoniae colonisation: the key to pneumococcal disease. Lancet Infect Dis. 2004;4(3/Mar):144–154. doi: 10.1016/S1473-3099(04)00938-7. [DOI] [PubMed] [Google Scholar]
  • 4.Kellner JD, McGeer A, Cetron MS, Low DE, Butler JC, Matlow A, et al. The use of Streptococcus pneumoniae nasopharyngeal isolates from healthy children to predict features of invasive disease. Pediatr Infect Dis J. 1998;17(4):279–286. doi: 10.1097/00006454-199804000-00004. [DOI] [PubMed] [Google Scholar]
  • 5.Linares J, Ardanuy C, Pallares R, Fenoll A. Changes in antimicrobial resistance, serotypes and genotypes in Streptococcus pneumoniae over a 30-year period. Clin Microbiol Infect. 2010;16(5/May):402–410. doi: 10.1111/j.1469-0691.2010.03182.x. [DOI] [PubMed] [Google Scholar]
  • 6.Kyaw MH, Lynfield R, Schaffner W. Effect of introduction of the pneumococcal conjugate vaccine on drug-resistant Streptococcus pneumoniae. N Engl J Med. 2006;354:1455–1463. doi: 10.1056/NEJMoa051642. [DOI] [PubMed] [Google Scholar]
  • 7.Miller E, Andrews NJ, Waight PA, Slack MP, George RC. Herd immunity and serotype replacement 4 years after seven-valent pneumococcal conjugate vaccination in England and Wales: an observational cohort study. Lancet Infect Dis. 2011;11(10/Oct):760–768. doi: 10.1016/S1473-3099(11)70090-1. [DOI] [PubMed] [Google Scholar]
  • 8.Huang SS, Finkelstein JA, Rifas-Shiman SL, Kleinman K, Platt R. Community-level predictors of pneumococcal carriage and resistance in young children. Am J Epidemiol. 2004;159(7):645–654. doi: 10.1093/aje/kwh088. [DOI] [PubMed] [Google Scholar]
  • 9.Principi N, Marchisio P, Schito GC, Mannelli S. Risk factors for carriage of respiratory pathogens in the nasopharynx of healthy children. Ascanius project collaborative group. Pediatr Infect Dis J. 1999;18(6/Jun):517–523. doi: 10.1097/00006454-199906000-00008. [DOI] [PubMed] [Google Scholar]
  • 10.Katsarolis I, Poulakou G, Analitis A, Matthaiopoulou I, Roilides E, Antachopoulos C, et al. Risk factors for nasopharyngeal carriage of drug-resistant Streptococcus pneumoniae: data from a nation-wide surveillance study in Greece. BMC Infect Dis. 2009;9(Jul):120. doi: 10.1186/1471-2334-9-120. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11.HY T, Lauderdale TL, Wang JT, Chen YS, Liu JW, Huang JH, Hu BH, Yang CJ, Lu DC, Chang SC. Updated antibiotic resistance and clinical spectrum of infections caused by Streptococcus pneumoniae in Taiwan: emphasis on risk factors for penicillin nonsusceptibilities. J Microbiol Immunol Infect. 2013;46(5):345–351. doi: 10.1016/j.jmii.2012.07.012. [DOI] [PubMed] [Google Scholar]
  • 12.Vaccination Coverage in toddlers 17-24 months old, 2009. Unit for surveillance and control of communicable diseases, Medical and public health services. Cyprus: Ministry of Health.
  • 13.Koliou MG, Andreou K, Lamnisos D, Lavranos G, Iakovides P, Economou C, Soteriades ES. Serotypes and antimicrobial resistance of S. pneumoniae nasopharyngeal carriage in children from Cyprus: a country with relatively low coverage with the seven-valent pneumococcal conjugate vaccine. J Epidemiological Res. 2017;3(2):51–57. doi: 10.5430/jer.v3n2p51. [DOI] [Google Scholar]
  • 14.Ruoff KL. Streptococcus. In: Murray PR, Baron EJ, Pfaller MA, Tenover FC, Yolken RH, editors. Manual of clinical microbiology. 6. Washington, DC: Americal Society for Microbiology; 1995. pp. 299–307. [Google Scholar]
  • 15.Jacobs MR, Bajaksouzian S, Appelbaum PC, Bolmström A. Evaluation of the E-test for susceptibility testing of pneumococci. Diagn Microbiol Infect Dis. 1992;15(5):473–478. doi: 10.1016/0732-8893(92)90093-9. [DOI] [PubMed] [Google Scholar]
  • 16.Clinical and Laboratory Standards Institute . Performance Standards for Antimicrobial Susceptibility Testing. Pa, USA: Wayne; 2009. pp. M100–MS19. [Google Scholar]
  • 17.Huang SS, Finkelstein JA, Lipsitch M. Modeling community- and individual-level effects of child-care center attendance on pneumococcal carriage. Clin Infect Dis. 2005;40(9/May):1215–1222. doi: 10.1086/428580. [DOI] [PubMed] [Google Scholar]
  • 18.Jourdain S, Smeesters PR, Denis O, Dramaix M, Sputael V, Malaviolle X, et al. Differences in nasopharyngeal bacterial carriage in preschool children from different socio-economic origins. Clin Microbiol Infect. 2011;17(6/Jun):907–914. doi: 10.1111/j.1469-0691.2010.03410.x. [DOI] [PubMed] [Google Scholar]
  • 19.Volonakis K, Souli M, Kapaskelis A, Baziaka F, Grammelis V, Ziakas PD, et al. Evolution of resistance patterns and identification of risk factors for Streptococcus pneumoniae colonisation in daycare Centre attendees in Athens, Greece. Int J Antimicrob Agents. 2006;28(4/Oct):297–301. doi: 10.1016/j.ijantimicag.2006.07.002. [DOI] [PubMed] [Google Scholar]
  • 20.Chiu SS, Ho PL, Chow FK, Yuen KY, Lau YL. Nasopharyngeal carriage of antimicrobial-resistant Streptococcus pneumoniae among young children attending 79 kindergartens and day care centers in Hong Kong. Antimicrob Agents Chemother. 2001;45(10/Oct):2765–2770. doi: 10.1128/AAC.45.10.2765-2770.2001. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 21.Bergman M, Huikko S, Huovinen P, Paakkari P, Seppala H. Finnish Study Group for Antimicrobial Resistance (FiRe Network). Macrolide and azithromycin use are linked to increased macrolide resistance in Streptococcus pneumoniae. Antimicrob Agents Chemother. 2006;50(11/Nov):3646–3650. doi: 10.1128/AAC.00234-06. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22.Riedel S, Beekmann SE, Heilmann KP, Richter SS, Garcia-De-Lomas J, Ferech M, et al. Antimicrobial use in Europe and antimicrobial resistance in Streptococcus pneumoniae. Eur J Clin Microbiol Infect Dis. 2007;26(7/Jul):485–490. doi: 10.1007/s10096-007-0321-5. [DOI] [PubMed] [Google Scholar]
  • 23.Van Eldere JJ, Mera RM, Miller LA, Poupard JA, Amrine-Madsen H. Risk factors for development of multiple-class resistance to Streptococcus pneumoniae strains in Belgium over a 10-year period: antimicrobial consumption, population density, and geographic location. Antimicrob Agents Chemother. 2007;51(10/Oct):3491–3497. doi: 10.1128/AAC.01581-06. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 24.Henderson-Begg SK, Livermore DM, Hall LM. Effect of subinhibitory concentrations of antibiotics on mutation frequency in Streptococcus pneumoniae. J Antimicrob Chemother. 2006;57(5):849–854. doi: 10.1093/jac/dkl064. [DOI] [PubMed] [Google Scholar]
  • 25.Cerdá Zolezzi P, Laplana LM, Calvo CR, Cepero PG, Erazo MC, Gómez-Lus R. Molecular basis of resistance to macrolides and other antibiotics in commensal viridans group streptococci and Gemella spp. and transfer of resistance genes to Streptococcus pneumoniae. Antimicrob Agents Chemother. 2004;48(9):3462–3467. doi: 10.1128/AAC.48.9.3462-3467.2004. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26.Melander E, Mölstad S, Persson K, Hansson HB, Söderström M, Ekdahl K. Previous antibiotic consumption and other risk factors for carriage of penicillin-resistant Streptococcus pneumoniae in children. Eur J Clin Microbiol Infect Dis. 1998;(12):834–8. [DOI] [PubMed]
  • 27.Klein JO. The epidemiology of pneumococcal disease in infants and children. Rev Infect Dis. 1981;3(2/Mar-Apr):246–253. doi: 10.1093/clinids/3.2.246. [DOI] [PubMed] [Google Scholar]
  • 28.Scott JA, Hall AJ, Dagan R, Dixon JM, Eykyn SJ, Fenoll A, et al. Serogroup-specific epidemiology of Streptococcus pneumoniae: associations with age, sex, and geography in 7,000 episodes of invasive disease. Clin Infect Dis. 1996;(6):973–81. [DOI] [PubMed]
  • 29.Burman LA, Norrby R, Trollfors B. Invasive pneumococcal infections: incidence, predisposing factors, and prognosis. Rev Infect Dis. 1985;Mar-Apr7(2):133–142. [DOI] [PubMed]
  • 30.Adriaenssens N, Coenen S, Versporten A, Muller A, Minalu G, Faes C, et al. ESAC Project Group. European Surveillance of Antimicrobial Consumption (ESAC): outpatient antibiotic use in Europe (1997–2009). J Antimicrob Chemother. 2011;(Suppl):6:vi3–12. [DOI] [PubMed]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Data Availability Statement

The data and materials of the study include personal medical records that are confidential and cannot be shared. All data supporting the statistical results reported in the article are kept in an electronic database by the corresponding author. They can be made available on reasonable request.


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