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Danino D, van der Beek BA, Givon-Lavi N, Ben-Shimol S, Greenberg D, Dagan R. Dynamics of Pediatric Antibiotic Use Differ between High- and Low-Prescribing Clinics after Pneumococcal Conjugate Vaccines. J Pediatr 2023; 263:113679. [PMID: 37611733 DOI: 10.1016/j.jpeds.2023.113679] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 05/23/2023] [Accepted: 08/14/2023] [Indexed: 08/25/2023]
Abstract
OBJECTIVE To compare dispensed oral antibiotic prescription rates (DAPRs) after implementation of pneumococcal conjugate vaccine (PCV) in high antibiotic-prescribing clinics (HPC) with low antibiotic-prescribing clinics (LPC) in 2 distinct ethnic groups of children (Jewish and Bedouin children) <5 years of age. METHODS Clinics with ≥50 insured children, active both pre-PCV (2005-2009) and post-PCV (2010-2018) implementation, were included. HPC and LPC were defined by DAPRs above or below the median in each age and ethnic group. Monthly dispensed antibiotic prescription rate (DAPR) trends (adjusted for age and ethnicity) were calculated using interrupted time series. Mean yearly incidence rate-ratios (late PCV13 vs pre-PCV) were calculated. RESULTS Bedouin HPC had the highest pre-PCV overall-DAPR per 1000 child-years ± SD (2520.4 ± 121.2), followed by Jewish HPC (1885.5 ± 47.6), Bedouin LPC (1314.8 ± 81.6), and Jewish LPC (996.0 ± 19.6). Shortly after PCV implementation, all DAPRs and amoxicillin/amoxicillin-clavulanate DAPRs declined in all groups except Jewish LPC, stabilizing within 4-5 years post-PCV. The rates and magnitudes of declines were directly proportional to the pre-PCV DAPR magnitudes, achieving near-complete closure of the pre-PCV DAPR gaps between the 4 groups (rates during late-PCV13 ranging from 1649.4 ± 23.5 [Bedouin HPC] to 1200.3 ± 72.4 [Jewish LPC]). CONCLUSIONS PCVs are a powerful tool in reducing outpatient antibiotic consumption among young children, especially in HPC, resulting in partial closure of DAPR gap between HPC and LPC. The higher impact on HPC suggests that PCV-associated declines of respiratory disease may strongly contribute to a judicious antibiotic approach in clinics with high antibiotic consumption.
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Affiliation(s)
- Dana Danino
- Faculty of Health Sciences, Ben Gurion University, Beer Sheva, Israel; The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer Sheva, Israel
| | - Bart Adriaan van der Beek
- The Shraga Segal Dept. of Microbiology, Immunology, and Genetics, Faculty of Health Sciences, Ben Gurion University of the Negev, Beer Sheva, Israel
| | - Noga Givon-Lavi
- Faculty of Health Sciences, Ben Gurion University, Beer Sheva, Israel; The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer Sheva, Israel
| | - Shalom Ben-Shimol
- Faculty of Health Sciences, Ben Gurion University, Beer Sheva, Israel; The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer Sheva, Israel
| | - David Greenberg
- Faculty of Health Sciences, Ben Gurion University, Beer Sheva, Israel; The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer Sheva, Israel
| | - Ron Dagan
- The Shraga Segal Dept. of Microbiology, Immunology, and Genetics, Faculty of Health Sciences, Ben Gurion University of the Negev, Beer Sheva, Israel.
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Danino D, van der Beek BA, Greenberg D, Ben-Shimol S, Dagan R. The impact of pneumococcal conjugate vaccine on ceftriaxone consumption in the community among young children. Int J Infect Dis 2023; 135:21-27. [PMID: 37567556 DOI: 10.1016/j.ijid.2023.08.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 07/12/2023] [Accepted: 08/01/2023] [Indexed: 08/13/2023] Open
Abstract
OBJECTIVES Following pneumococcal conjugate vaccine (PCV) introduction, community pediatric dispensed prescription rates (DPR) of oral antibiotics declined, in parallel to respiratory tract infection (RTI). We assessed the dynamics of outpatient parenteral ceftriaxone DPR. METHODS Computerized data for children <5 years were examined during 13 years (including 4 pre-PCV years). DPR from clinics with ≥50 insured children, active both before and after PCV implementation were included. Interrupted time series with segmented regression stratified by age and ethnicity, and adjusted for seasonality was applied to show monthly DPR trends. RESULTS A total of 29,226 prescriptions were dispensed. No significant trends in ceftriaxone DPR were seen pre-PCV. Shortly after PCV implementation, DPR abruptly and significantly declined, stabilizing in late-PCV period (5 years postimplementation). The dynamics were compared between the two ethnic groups in the region, Jewish and Bedouin children (the latter with higher crowding and respiratory disease rates). Among Jewish children, ceftriaxone was mainly dispensed during winter vs no seasonality among Bedouin children. CONCLUSIONS In southern Israel, outpatient ceftriaxone DPR declined post-PCV in young children, similar to the trends of RTIs and oral antibiotic prescriptions, suggesting a causative role of PCVs. The differences between the two ethnic groups suggest possible involvement of additional factors.
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Affiliation(s)
- Dana Danino
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel; The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
| | - Bart Adriaan van der Beek
- The Shraga Segal Department of Microbiology, Immunology, and Genetics, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer Sheva, Israel
| | - David Greenberg
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel; The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
| | - Shalom Ben-Shimol
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel; The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
| | - Ron Dagan
- The Shraga Segal Department of Microbiology, Immunology, and Genetics, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer Sheva, Israel.
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Dagan R, van der Beek BA, Ben-Shimol S, Greenberg D, Shemer-Avni Y, Weinberger DM, Danino D. The COVID-19 pandemic as an opportunity for unravelling the causative association between respiratory viruses and pneumococcus-associated disease in young children: a prospective study. EBioMedicine 2023; 90:104493. [PMID: 36857965 PMCID: PMC9970381 DOI: 10.1016/j.ebiom.2023.104493] [Citation(s) in RCA: 23] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 02/06/2023] [Accepted: 02/08/2023] [Indexed: 03/02/2023] Open
Abstract
BACKGROUND In young children, rates of lower respiratory infections (LRI) and invasive pneumococcal disease (IPD) have been associated with respiratory syncytial virus (RSV), human metapneumovirus (hMPV), influenza (flu), and parainfluenza (PIV) (collectively termed here as pneumonia and pneumococcal disease-associated viruses [PDA-viruses]). However, their contribution to the pathogenesis of these disease endpoints has not yet been elucidated. The COVID-19 pandemic provided a unique opportunity to examine the question. METHODS This prospective study comprised all children <5 years, living in southern Israel, during 2016 through 2021. The data were previously collected in multiple ongoing prospective surveillance programs and include: hospital visits for community-acquired alveolar pneumonia (CAAP), non-CAAP LRI; nasopharyngeal pneumococcal carriage (<3 years of age); respiratory virus activity; and nationwide, all-ages COVID-19 episodes and IPD in children <5 years. A hierarchical statistical model was developed to estimate the proportion of the different clinical endpoints attributable to each virus from monthly time series data, stratified by age and ethnicity. A separate model was fit for each endpoint, with covariates that included a linear time trend, 12-month harmonic variables to capture unexplained seasonal variations, and the proportion of tests positive for each virus in that month. FINDINGS During 2016 through 2021, 3,204, 26,695, 257, and 619 episodes of CAAP, non-CAAP LRI, pneumococcal bacteremic pneumonia and non-pneumonia IPD, respectively, were reported. Compared to 2016-2019, broad declines in the disease endpoints were observed shortly after the pandemic surge, coincident with a complete disappearance of all PDA-viruses and continued circulation of rhinovirus (RhV) and adenovirus (AdV). From April 2021, off-season and abrupt surges of all disease endpoints occurred, associated with similar dynamics among the PDA-viruses, which re-emerged sequentially. Using our model fit to the entire 2016-2021 period, 82% (95% CI, 75-88%) of CAAP episodes in 2021 were attributable to the common respiratory viruses, as were 22%-31% of the other disease endpoints. Virus-specific contributions to CAAP were: RSV, 49% (95% CI, 43-55%); hMPV, 13% (10-17%); PIV, 11% (7-15%); flu, 7% (1-13%). RhV and AdV did not contribute. RSV was the main contributor in all endpoints, especially in infants. Pneumococcal carriage prevalence remained largely stable throughout the study. INTERPRETATION RSV and hMPV play a critical role in the burden of CAAP and pneumococcal disease in children. Interventions targeting these viruses could have a secondary effect on the burden of disease typically attributed to bacteria. FUNDING There was no funding for this study.
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Affiliation(s)
- Ron Dagan
- The Shraga Segal Deptartment of Microbiology, Immunology, and Genetics, Faculty of Health Sciences, Ben Gurion University of the Negev, Beer Sheva, Israel.
| | - Bart Adriaan van der Beek
- The Shraga Segal Deptartment of Microbiology, Immunology, and Genetics, Faculty of Health Sciences, Ben Gurion University of the Negev, Beer Sheva, Israel
| | - Shalom Ben-Shimol
- Faculty of Health Sciences, Ben Gurion University, Beer Sheva, Israel; The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer Sheva, Israel
| | - David Greenberg
- Faculty of Health Sciences, Ben Gurion University, Beer Sheva, Israel; The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer Sheva, Israel
| | - Yonat Shemer-Avni
- Faculty of Health Sciences, Ben Gurion University, Beer Sheva, Israel; Clinical Virology Laboratory, Soroka University Medical Center, Beer-Sheva, Israel
| | - Daniel M Weinberger
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Dana Danino
- Faculty of Health Sciences, Ben Gurion University, Beer Sheva, Israel; The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer Sheva, Israel
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The Etiology of Community-Acquired Pneumonia Correlates with Serum Inflammatory Markers in Children. J Clin Med 2022; 11:jcm11195506. [PMID: 36233374 PMCID: PMC9571658 DOI: 10.3390/jcm11195506] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Revised: 09/02/2022] [Accepted: 09/14/2022] [Indexed: 11/22/2022] Open
Abstract
Community-acquired pneumonia (CAP) severely affects pediatric hospitalizations. This study assessed the contribution of CAP to hospitalizations, its etiology in relationship with age, and the inflammatory markers. Between 2013 and 2018, 1064 CAP patients were hospitalized and diagnosed with bacterial/possibly bacterial pneumonia (BP), viral/possibly viral pneumonia (VP) and atypical pneumonia (AP). The etiology was confirmed using blood/pleural fluid culture/polymerase chain reaction (PCR), rapid antigen test/PCR in nasopharyngeal swabs, or serological studies. CAP accounted for 9.9% of hospitalizations and 14.8% of patient days. BP was diagnosed in 825 (77.5%), VP in 190 (17.9%), and AP in 49 (4.6%) cases; the confirmed etiology (n = 209; 20%) included mostly influenza (39%; n = 82), respiratory syncytial virus (RSV, 35%; n = 72), and Mycoplasma pneumoniae (19%; n = 39). VP frequency decreased with age (41% in < 3 mo to 9% in ≥ 60 mo), in contrast to AP (13% in ≥ 60 mo). Among the analyzed parameters, the best differentiating potential was shown by: C-reactive protein (CRP, AUCBP-VP = 0.675; 95% CI: 0.634−0.715), procalcitonin (AUCBP-AP = 0.73; 95% CI: 0.67−0.794), and CRP/procalcitonin (AUCAP-VP = 0.752; 95% CI: 0.67−0.83); a good positive predictive value (88.8%, 98.3%, and 91.6%, respectively) but a low negative predictive value (29.5%, 13.1%, and 40.7%, respectively) was observed. CAP influences hospital patient days more than the crude number of patients would suggest. On a clinical basis, BP is mainly recognized, although viral pneumonia is confirmed most often. RSV and influenza are responsible for a huge percentage of hospitalized cases, as well as M. pneumoniae in children aged ≥ 5 years. Serum inflammatory markers may help differentiate etiological factors.
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Incidence rates, emerging serotypes and genotypes, and antimicrobial susceptibility of pneumococcal disease in Taiwan: A multi-center clinical microbiological study after PCV13 implementation. J Infect 2022; 84:788-794. [DOI: 10.1016/j.jinf.2022.04.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Revised: 02/19/2022] [Accepted: 04/08/2022] [Indexed: 11/21/2022]
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Hsiao A, Hansen J, Timbol J, Lewis N, Isturiz R, Alexander-Parrish R, McLaughlin JM, Gessner BD, Klein NP. Incidence and Estimated Vaccine Effectiveness Against Hospitalizations for All-Cause Pneumonia Among Older US Adults Who Were Vaccinated and Not Vaccinated With 13-Valent Pneumococcal Conjugate Vaccine. JAMA Netw Open 2022; 5:e221111. [PMID: 35302634 PMCID: PMC8933738 DOI: 10.1001/jamanetworkopen.2022.1111] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
IMPORTANCE Following routine use of 13-valent pneumococcal conjugate vaccine (PCV13) in children in 2010, invasive pneumococcal disease rates have decreased substantially in children and adults. In 2014, the Advisory Committee for Immunization Practices recommended routine use of PCV13 among adults aged 65 years or older; previously only 23-valent pneumococcal polysaccharide vaccine (PPV23) was recommended. OBJECTIVE To estimate the association between the incidence of hospitalized all-cause pneumonia and lower respiratory tract infections (LRTI) and PCV13 vaccination among older adults at Kaiser Permanente Northern California (KPNC). DESIGN, SETTING, AND PARTICIPANTS This retrospective cohort study included adults at KPNC aged 65 years or older between July 1, 2015, and June 30, 2018, born after 1936 with no known history of PPV23 or PCV13 receipt before age 65. The study took place at an integrated health care system with an annual membership more than 4 million individuals, approximately 15% of whom are 65 years or older and broadly representative of the region. Data analysis took place from July 2018 to December 2021, and data collection took place from November 2016 to June 2018. EXPOSURES PCV13 vaccination status was ascertained from the electronic medical record (EMR). Individuals were considered vaccinated 14 days following immunization. MAIN OUTCOMES AND MEASURES First hospitalized all-cause pneumonia was identified in the EMR using primary/secondary discharge diagnosis International Classification of Diseases, Ninth Revision and International Statistical Classification of Diseases and Related Health Problems, Tenth Revision codes. First hospitalized LRTI was identified using pneumonia codes and acute bronchitis codes. Relative risk (RR) of first pneumonia or LRTI hospitalization of individuals who were PCV13 vaccinated vs PCV13 unvaccinated was estimated using Poisson regressions adjusted for sex, race, ethnicity, age, influenza vaccine receipt, PPV23 receipt since age 65, pneumonia risk factors, health care use, and season. Vaccine effectiveness (VE) was estimated as (1-RR) × 100%. RESULTS Of 192 061 adults, 107 957 (56%) were female and 139 024 (72%) were White individuals. PCV13 coverage increased from 0 in 2014 to 135 608 (76.9%) by 2018. There were 3488 individuals with 3766 pneumonia hospitalizations and 3846 individuals with 4173 LRTI hospitalizations. PCV13 was associated with an adjusted VE of 10.0% (95% CI, 2.4-17.0; P = .01) against hospitalized pneumonia and 9.4% (95% CI, 2.1-16.1; P = .01) against hospitalized LRTI. CONCLUSIONS AND RELEVANCE In the context of a robust pediatric PCV13 immunization program, PCV13 vaccination of adults aged 65 years or older was associated with significant reductions in hospitalizations for all-cause pneumonia and LRTI. Vaccinating older adults with PCVs may provide broader public health benefit against pneumonia hospitalizations.
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Affiliation(s)
- Amber Hsiao
- Kaiser Permanente Vaccine Study Center, Oakland, California
| | - John Hansen
- Kaiser Permanente Vaccine Study Center, Oakland, California
| | - Julius Timbol
- Kaiser Permanente Vaccine Study Center, Oakland, California
| | - Ned Lewis
- Kaiser Permanente Vaccine Study Center, Oakland, California
| | - Raul Isturiz
- Pfizer Vaccine Medicines Development and Scientific Clinical Affairs, Collegeville, Pennsylvania
| | - Ronika Alexander-Parrish
- Pfizer Vaccine Medicines Development and Scientific Clinical Affairs, Collegeville, Pennsylvania
| | - John M. McLaughlin
- Pfizer Vaccine Medicines Development and Scientific Clinical Affairs, Collegeville, Pennsylvania
| | - Bradford D. Gessner
- Pfizer Vaccine Medicines Development and Scientific Clinical Affairs, Collegeville, Pennsylvania
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Faingelernt Y, Dagan R, Givon-Lavi N, van der Beek BA, Ben-Shimol S, Shany E, Greenberg D. The impact of the pneumococcal conjugate vaccines on the incidence of community-acquired alveolar pneumonia in premature compared with in term-born infants. Vaccine 2022; 40:568-573. [PMID: 34973848 DOI: 10.1016/j.vaccine.2021.12.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2021] [Revised: 12/05/2021] [Accepted: 12/13/2021] [Indexed: 11/15/2022]
Abstract
BACKGROUND Preterm-born children are prone to respiratory infections and complications during infancy and early childhood. In Israel, pneumococcal conjugated vaccines (PCVs) were introduced in 2009-2010, with high vaccination coverage. We assessed the impact of PCV implementation on community-acquired alveolar pneumonia (CAAP) in children < 2 years old born prematurely, in comparison with term born infants. METHODS We conducted a prospective, active, population-based surveillance of children < 2 years old with radiologically-proven CAAP, visiting the only regional medical center. CAAP incidence in the pre-PCV and post-PCV eras were compared in early premature (29-32 weeks gestational age [WGA]), late premature (33-36 WGA) and term-born infants (>36 WGA). RESULTS Of 214,947 births during the study period, 6'791 CAAP episodes were diagnosed; 211, 653 and 5,806 were in early premature, late premature and term infants, respectively. After PCV implementation, overall CAAP visits were reduced by 44% (95% CI 36-51): 60%, 21% and 45% among those born early preterm, late preterm and at term, respectively (statistically significant for children born early preterm and at term). For outpatients, the respective rate reductions were 79%, 40% and 65% (statistically significant for the children born at term). Importantly, the mean annual rates in the post-PCV period became similar in all 3 groups. The rate reductions among the hospitalized children were lower those that among the non-hospitalized children, with reductions of 56%, 16% and 33% for the three groups, respectively (statistically significant for early preterm and at term children). CONCLUSIONS CAAP reduction trends after PCV implementation for preterm-born infants were similar to those for term-born infants. Whether this was because of similar direct PCV- protection, because of indirect (herd) protection or both, is unclear. Post-PCV implementation, the gaps in CAAP rates between infants born prematurely and at term were reduced.
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Affiliation(s)
- Yaniv Faingelernt
- The Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel; The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
| | - Ron Dagan
- The Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel.
| | - Noga Givon-Lavi
- The Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel; The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
| | | | - Shalom Ben-Shimol
- The Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel; The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
| | - Eilon Shany
- The Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel; Neonatal department Soroka University Medical Center, Beer-Sheva, Israel
| | - David Greenberg
- The Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel; The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
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Danino D, Ben-Shimol S, Van Der Beek BA, Givon-Lavi N, Avni YS, Greenberg D, Weinberger DM, Dagan R. Decline in Pneumococcal Disease in Young Children During the Coronavirus Disease 2019 (COVID-19) Pandemic in Israel Associated With Suppression of Seasonal Respiratory Viruses, Despite Persistent Pneumococcal Carriage: A Prospective Cohort Study. Clin Infect Dis 2021; 75:e1154-e1164. [PMID: 34904635 PMCID: PMC8754767 DOI: 10.1093/cid/ciab1014] [Citation(s) in RCA: 60] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND The incidence of invasive pneumococcal disease (IPD) declined during the COVID-19 pandemic. Previous studies hypothesized that this was due to reduced pneumococcal transmission resulting from nonpharmaceutical interventions. We used multiple ongoing cohort surveillance projects in children <5 years to test this hypothesis. METHODS The first SARS-CoV-2 cases were detected in February 2020, resulting in a full lockdown, followed by several partial restrictions. Data from ongoing surveillance projects captured the incidence dynamics of community-acquired alveolar pneumonia (CAAP), nonalveolar lower respiratory infections necessitating chest X-rays (NA-LRIs), nasopharyngeal pneumococcal carriage in nonrespiratory visits, nasopharyngeal respiratory virus detection (by polymerase chain reaction), and nationwide IPD. Monthly rates (January 2020 through February 2021 vs mean monthly rates 2016-2019 [expected rates]) adjusted for age and ethnicity were compared. RESULTS CAAP and bacteremic pneumococcal pneumonia were strongly reduced (incidence rate ratios [IRRs]: .07 and .19, respectively); NA-LRIs and nonpneumonia IPD were also reduced by a lesser magnitude (IRRs: .46 and .42, respectively). In contrast, pneumococcal carriage prevalence was only slightly reduced, and density of colonization and pneumococcal serotype distributions were similar to previous years. The decline in pneumococcus-associated disease was temporally associated with a full suppression of respiratory syncytial virus, influenza viruses, and human metapneumovirus, often implicated as co-pathogens with pneumococcus. In contrast, adenovirus, rhinovirus, and parainfluenza activities were within or above expected levels. CONCLUSIONS Reductions in pneumococcal and pneumococcus-associated diseases occurring during the COVID-19 pandemic in Israel were not predominantly related to reduced pneumococcal carriage and density but were strongly associated with the disappearance of specific respiratory viruses.
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Affiliation(s)
- Dana Danino
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel,The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
| | - Shalom Ben-Shimol
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel,The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
| | | | - Noga Givon-Lavi
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel,The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
| | - Yonat Shemer Avni
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel,Clinical Virology Laboratory, Soroka University Medical Center, Beer-Sheva, Israel
| | - David Greenberg
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel,The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
| | - Daniel M Weinberger
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, USA
| | - Ron Dagan
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel,Corresponding author: Ron Dagan, MD, The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel, E-mail:
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Chen Y, Roberts CS, Ou W, Petigara T, Goldmacher GV, Fancourt N, Knoll MD. Deep learning for classification of pediatric chest radiographs by WHO's standardized methodology. PLoS One 2021; 16:e0253239. [PMID: 34153076 PMCID: PMC8216551 DOI: 10.1371/journal.pone.0253239] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Accepted: 05/31/2021] [Indexed: 11/05/2022] Open
Abstract
Background The World Health Organization (WHO)-defined radiological pneumonia is a preferred endpoint in pneumococcal vaccine efficacy and effectiveness studies in children. Automating the WHO methodology may support more widespread application of this endpoint. Methods We trained a deep learning model to classify pneumonia CXRs in children using the World Health Organization (WHO)’s standardized methodology. The model was pretrained on CheXpert, a dataset containing 224,316 adult CXRs, and fine-tuned on PERCH, a pediatric dataset containing 4,172 CXRs. The model was then tested on two pediatric CXR datasets released by WHO. We also compared the model’s performance to that of radiologists and pediatricians. Results The average area under the receiver operating characteristic curve (AUC) for primary endpoint pneumonia (PEP) across 10-fold validation of PERCH images was 0.928; average AUC after testing on WHO images was 0.977. The model’s classification performance was better on test images with high inter-observer agreement; however, the model still outperformed human assessments in AUC and precision-recall spaces on low agreement images. Conclusion A deep learning model can classify pneumonia CXR images in children at a performance comparable to human readers. Our method lays a strong foundation for the potential inclusion of computer-aided readings of pediatric CXRs in vaccine trials and epidemiology studies.
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Affiliation(s)
- Yiyun Chen
- Merck & Co., Inc., Kenilworth, New Jersey, United States of America
- * E-mail:
| | - Craig S. Roberts
- Merck & Co., Inc., Kenilworth, New Jersey, United States of America
| | - Wanmei Ou
- Merck & Co., Inc., Kenilworth, New Jersey, United States of America
| | - Tanaz Petigara
- Merck & Co., Inc., Kenilworth, New Jersey, United States of America
| | | | - Nicholas Fancourt
- Menzies School of Health Research, Charles Darwin University, Darwin, Australia
| | - Maria Deloria Knoll
- Department of International Health, International Vaccine Access Center, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, United States of America
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Ben-Shimol S, Givon-Lavi N, Kotler L, Adriaan van der Beek B, Greenberg D, Dagan R. Post-13-Valent Pneumococcal Conjugate Vaccine Dynamics in Young Children of Serotypes Included in Candidate Extended-Spectrum Conjugate Vaccines. Emerg Infect Dis 2021; 27:150-160. [PMID: 33350916 PMCID: PMC7774550 DOI: 10.3201/eid2701.201178] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
After worldwide implementation of 10-valent and 13-valent pneumococcal conjugate vaccines (PCV10/PCV13), a 20-valent PCV (PCV20) was developed. We assessed dynamics of non-PCV13 additional PCV20 serotypes (VT20–13), compared with all other non-VT20 serotypes, in children <2 years of age in late PCV13 (2015–2017) and early PCV (2009–2011) periods. Our prospective population-based multifaceted surveillance included isolates from carriage in healthy children, children requiring chest radiography for lower respiratory tract infections (LRTIs), and children with non-LRTI illness, as well as isolates from acute conjunctivitis, otitis media (OM), and invasive pneumococcal disease (IPD). After PCV13 implementation, VT20–13 increased disproportionally in OM, IPD, and carriage in LRTI. VT20–13/non-VT20 prevalence ratio range was 0.26–1.40. VT20–13 serotypes were more frequently antimicrobial-nonsusceptible than non-VT20 serotypes. The disproportionate increase of VT20–13 in respiratory infections and IPD points to their higher disease potential compared with all other non-VT20 as a group.
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Danino D, Van Der Beek BA, Givon-Lavi N, Greenberg D, Ben-Shimol S, Dagan R. Unravelling the Impact of Pneumococcal Conjugate Vaccines on Ambulatory Antibiotic Drug Consumption in Young Children: An Interrupted Time Series Analysis. Clin Infect Dis 2021; 73:1268-1278. [PMID: 34013338 DOI: 10.1093/cid/ciab413] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Indexed: 01/22/2023] Open
Abstract
BACKGROUND Pneumococcal conjugate vaccines (PCVs) reduce respiratory infections in young children, the main antibiotic consumers. Following PCV implementation, dispensed antibiotic prescription (DAP) rates in young children were expected to decline. METHODS Computerized data on DAP for children <5 years were examined during a 13-year period (including 4 pre-PCV years). All DAPs from clinics with ≥50 insured children, active both pre- and post-PCV implementation were included. Interrupted time series with segmented regression was applied to analyze monthly DAP rate trends, adjusted for age, ethnicity and season. Incidence rate ratios (IRR) DAPs during late PCV13 period vs. 4 years pre-PCV were calculated both as absolute rate ratios (aIRR) and relative to expected rates (rIRR). RESULTS Of 1,090,870 DAPs, 57% were in children <2 years. All-DAP rates peaked in the cold season. Post-PCV7/PCV13 implementation, all DAP-rates abruptly and significantly declined, reaching a plateau within 5 years. This was largely driven by amoxicillin/amoxicillin-clavulanate (75% of DAPs). Age <2 years and Bedouin ethnicity were significantly associated with higher pre-PCV DAP rates but with faster and greater decline post-PCV, achieving near elimination of gaps between ages and ethnic groups. Overall reduction (and 95% CIs) in DAP rates per 1,000 was estimated between aIRR value (344.7 [370.9-358.4]) and rIRR value (110.4 [96.9-123.7]). CONCLUSIONS Shortly following PCV implementation, overall DAP rates showed an abrupt and steep decline, stabilizing within 5 years, in parallel to post-PCV respiratory infection trends previously described in this population, suggesting causality. The variable patterns of certain drug categories suggest additional influences beyond PCV.
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Affiliation(s)
- Dana Danino
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel.,The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
| | | | - Noga Givon-Lavi
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel.,The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
| | - David Greenberg
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel.,The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
| | - Shalom Ben-Shimol
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel.,The Pediatric Infectious Disease Unit, Soroka University Medical Center, Beer-Sheva, Israel
| | - Ron Dagan
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
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12
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Gessner BD, Isturiz R, Snow V, Grant LR, Theilacker C, Jodar L. The rationale for use of clinically defined outcomes in assessing the impact of pneumococcal conjugate vaccines against pneumonia. Expert Rev Vaccines 2021; 20:269-280. [PMID: 33602035 DOI: 10.1080/14760584.2021.1889376] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Introduction: When evaluating the public health value of adult pneumococcal conjugate vaccine (PCV) for pneumonia, regulatory agencies and vaccine technical committees (VTCs) emphasize vaccine serotype (VT), radiologically confirmed community-acquired pneumonia (CAP) to the exclusion of clinically defined pneumonia and thus may underestimate PCV's public health value.Areas covered: We review the critiques that have been raised to using clinically defined pneumonia as a complement to VT-CAP in evaluating the public health value of adult PCVs.Expert opinion: PCV13 efficacies for preventing hospitalized CAP ranged from 6% to 11% and for a combination of primary and secondary care from 4% to 12%, with relatively high associated rate reductions. These efficacy values are larger than estimated from multiplying PCV13 efficacy against vaccine-type CAP by the proportion of CAP identified as vaccine-type through tests, such as a serotype-specific urinary antigen detection assay. Current understanding of pneumococcal epidemiology and limitations of diagnostic tests suggest the efficacy values for clinically defined outcomes are plausible and potentially generalizable. Regulatory agencies and VTCs have accepted clinically defined outcomes for assessing pediatric vaccines and - while additional studies assessing adult clinical CAP VE are needed - they might consider existing data when evaluating adult PCV use.
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13
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Phillips MT, Warren JL, Givon-Lavi N, Tothpal A, Regev-Yochay G, Dagan R, Weinberger DM. Evaluating post-vaccine expansion patterns of pneumococcal serotypes. Vaccine 2020; 38:7756-7763. [PMID: 33164799 PMCID: PMC7664987 DOI: 10.1016/j.vaccine.2020.10.045] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 10/08/2020] [Accepted: 10/12/2020] [Indexed: 11/29/2022]
Abstract
BACKGROUND Streptococcus pneumoniae remains a leading cause of morbidity and mortality. Pneumococcal conjugate vaccines (PCVs) are effective but target only a fraction of the more than 90 pneumococcal serotypes. As a result, the introduction of PCVs has been followed by the emergence of non-vaccine serotypes. With higher-valency PCVs currently under development, there is a need to understand and predict patterns of serotype replacement to anticipate future changes. METHODS In this study, we fit a hierarchical Bayesian regression model to evaluate patterns of change in serotype prevalence post-PCV introduction in Israel from 2009 to 2016. RESULTS We found that the assumption that non-vaccine serotypes increase by the same proportion overestimates changes in serotype prevalence in Jewish and Bedouin children. Furthermore, pre-vaccine prevalence was positively associated with increases in prevalence over the study period. From our analyses, serotypes 12F, 8, 16F, 33F, 9N, 7B, 10A, 22F, 24F, and 17F were estimated to have gained the most cases of invasive pneumococcal disease through serotype replacement in the Jewish population. However, this model also failed to quantify some additional cases gained, suggesting that changes in carriage in children alone may be insufficient to explain serotype replacement in disease. CONCLUSIONS Understanding of serotype replacement is important as higher-valency vaccines are introduced.
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Affiliation(s)
- Maile T Phillips
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, United States.
| | - Joshua L Warren
- Department of Biostatistics, Yale School of Public Health, New Haven, CT, United States
| | - Noga Givon-Lavi
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Adrienn Tothpal
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, United States; Semmelweis University, Institute of Medical Microbiology, Budapest, Hungary
| | - Gili Regev-Yochay
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel; Infection Prevention & Control Unit, Sheba Medical Center, Tel-Hashomer, Israel
| | - Ron Dagan
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Daniel M Weinberger
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, United States
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14
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Rivero-Calle I, Pardo Seco J, Raguindin PF, Alvez F, Gómez-Rial J, Salas A, Martinón Sanchez J, Martinón-Torres F. Routine infant vaccination of pneumococcal conjugate vaccines has decreased pneumonia across all age groups in Northern Spain. Hum Vaccin Immunother 2019; 16:1446-1453. [PMID: 31851569 DOI: 10.1080/21645515.2019.1690884] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Since the early 2000s, pneumococcal conjugate vaccines (PCVs) have been shown to be effective in the prevention of pneumonia and invasive pneumococcal diseases. In 2011, the Galician region incorporated PCV in the routine infant immunization, the very first stable program in Spain. We aim to assess direct and indirect benefits of PCV vaccination on all-cause pneumonia in the region across different age groups using an ecological study design. For this, we calculated the annual hospitalization rates using a hospital-based disease registry. We identified all-cause pneumonia, pneumococcal pneumonia and pneumococcal invasive diseases within the registry. Hospitalization rates were computed and compared across three study periods: pre-vaccination (1998-2003), early-vaccination (2005-2009) and routine-vaccination (2011-2015). Across Northern Spain, we identified 114,873 all-cause pneumonia hospitalizations, of which 24,808 were further diagnosed with pneumococcal pneumonia. The majority were elderly > 64 years (67.3%). Hospitalizations from all-cause pneumonia had a net increase from 20.6 (pre-PCV) and 21.4/10,000 (early) to 28.4/10,000 (routine) (+32.7%, p < .0001), this is attributed to the huge number of cases in the elderly age group. In contrast, a net reduction of incidence of hospitalized pneumococcal pneumonia was observed from 6.3/10,000 (pre-PCV) and 5.7/10,000 (early) to 2.4/10,000 (routine) cases (-57.9%, p < .0001). Thus, routine infant vaccination may have resulted to an overall decline of pneumococcal pneumonia in infants, as well as in elderly age groups. However, a paradoxical increase on all-cause pneumonia was observed in Galicia, mostly attributed to the growing number of cases in the elderly population.
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Affiliation(s)
- I Rivero-Calle
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Hospital Clínico Universitario and Universidad de Santiago de Compostela (USC) , Galicia, Spain.,Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela , Galicia, Spain
| | - J Pardo Seco
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Hospital Clínico Universitario and Universidad de Santiago de Compostela (USC) , Galicia, Spain
| | - P F Raguindin
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Hospital Clínico Universitario and Universidad de Santiago de Compostela (USC) , Galicia, Spain
| | - F Alvez
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Hospital Clínico Universitario and Universidad de Santiago de Compostela (USC) , Galicia, Spain
| | - J Gómez-Rial
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Hospital Clínico Universitario and Universidad de Santiago de Compostela (USC) , Galicia, Spain
| | - A Salas
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Hospital Clínico Universitario and Universidad de Santiago de Compostela (USC) , Galicia, Spain.,Unidad de Genética, Departamento de Anatomía Patológica y Ciencias Forenses, Instituto de Ciencias Forenses, Facultad de Medicina, Universidad de Santiago de Compostela, and GENPOB, Research Group, Instituto de Investigaciones Sanitarias (IDIS), Hospital Clínico Universitario de Santiago , Galicia, Spain
| | - J Martinón Sanchez
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Hospital Clínico Universitario and Universidad de Santiago de Compostela (USC) , Galicia, Spain.,Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela , Galicia, Spain
| | - F Martinón-Torres
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Hospital Clínico Universitario and Universidad de Santiago de Compostela (USC) , Galicia, Spain.,Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela , Galicia, Spain
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