Following introduction of Haemophilus influenzae type b vaccine in 2006 and serogroup A meningococcal conjugate vaccine in 2010, Streptococcus pneumoniae (Sp) became the leading cause of bacterial meningitis in Burkina Faso. We describe bacterial meningitis epidemiology, focusing on pneumococcal meningitis, before 13-valent pneumococcal conjugate vaccine (PCV13) introduction in the pediatric routine immunization program in October 2013.
Nationwide population-based meningitis surveillance collects case-level demographic and clinical information and cerebrospinal fluid (CSF) laboratory results. Sp infections are confirmed by culture, real-time polymerase chain reaction (rt-PCR), or latex agglutination, and CSF serotyped using real-time and conventional PCR. We calculated incidence rates in cases per 100,000 persons, adjusting for age and proportion of cases with CSF tested at national reference laboratories, and case fatality ratios (CFR).
During 2011–2013, 1,528 pneumococcal meningitis cases were reported. Average annual adjusted incidence rates were 26.9 (<1 year), 5.4 (1–4 years), 7.2 (5–14 years), and 3.0 (≥15 years). Overall CFR was 23% and highest among children aged <1 year (32%) and adults ≥30 years (30%). Of 1,528 cases, 1,036 (68%) were serotyped: 71% were PCV13-associated serotypes, 14% were non-PCV13-associated serotypes, and 15% were non-typeable by PCR. Serotypes 1 (45%) and 12F/12A/12B/44/46 (8%) were most common. Among children aged <1 year, serotypes 5 (15%), 6A/6B (13%) and 1 (12%) predominated.
Citation: Kambiré D, Soeters HM, Ouédraogo-Traoré R, Medah I, Sangare L, Yaméogo I, et al. (2016) Nationwide Trends in Bacterial Meningitis before the Introduction of 13-Valent Pneumococcal Conjugate Vaccine—Burkina Faso, 2011–2013. PLoS ONE 11(11): e0166384. https://doi.org/10.1371/journal.pone.0166384
Editor: Daniela Flavia Hozbor, Universidad Nacional de la Plata, ARGENTINA
Received: August 10, 2016; Accepted: October 27, 2016; Published: November 10, 2016
This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 public domain dedication.
Data Availability: All relevant data are within the paper and its Supporting Information files.
Funding: This work was supported by the MenAfriNet Consortium, a partnership between the U.S. Centers for Disease Control and Prevention, World Health Organization, and Agence de Médecine Préventive, through a grant from the Bill and Melinda Gates Foundation, and a grant from Gavi. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
Infection with Streptococcus pneumoniae is one of the leading bacterial causes of morbidity and mortality worldwide and includes life-threatening presentations such as meningitis, pneumonia and sepsis [1, 2]. S. pneumoniae is one of the primary etiologies of acute bacterial meningitis, along with Neisseria meningitidis and Haemophilus influenzae type b (Hib) . In the meningitis belt of sub-Saharan Africa, stretching from Senegal to Ethiopia and including 430 million people in 26 countries , pneumococcal meningitis epidemiology is characterized by relatively high incidence in all age groups, high case fatality, a predominance of serotype 1 after the first five years of life, and a seasonality more typically associated with meningococcal meningitis [5–9].
Burkina Faso, a landlocked West African country with a population of approximately 19 million, is entirely located within the meningitis belt and experiences hyper-endemic rates of meningitis [10, 11]. Historically, about 90% of meningitis cases during epidemics in Burkina Faso were caused by N. meningitidis serogroup A  and, more recently by N. meningitidis serogroup W [5, 12]. Prior to the introduction of the serogroup A meningococcal conjugate vaccine (MenAfriVac) in 2010, national bacterial meningitis surveillance was strengthened [4, 13] through improvements in specimen collection, laboratory confirmation of bacterial etiologies, data transmission, and data management. Following the successful introduction of Hib vaccine in 2006  and MenAfriVac in 2010 , S. pneumoniae became the primary cause of bacterial meningitis. On October 31, 2013, the government of Burkina Faso introduced the 13-valent pneumococcal conjugate vaccine (PCV13) into the routine childhood immunization program, to be administered to children at 8, 12, and 16 weeks of age.
Through the improved meningitis surveillance system and further expansion of national capacity to confirm and serotype or serogroup all major bacterial etiologies of meningitis, including S. pneumoniae , we provide the first nationwide population-based description of bacterial meningitis and pneumococcal meningitis trends in Burkina Faso—one of the few African countries to successfully implement case-based surveillance across the entire country. We describe nationwide case-based meningitis surveillance data from 2011 to 2013, prior to the introduction of PCV13 and in the setting of widespread use of Hib vaccine and MenAfriVac.
National surveillance system
Burkina Faso’s nationwide bacterial meningitis surveillance system collects case-level demographic and clinical information, as well as results of cerebrospinal fluid (CSF) examination and laboratory testing, using Integrated Disease Surveillance and Response (IDSR) [4, 15] instruments in all 63 districts. World Health Organization (WHO) case-based surveillance guidelines for the African region  were revised in 2015 by the MenAfriNet Consortium based upon the Burkina Faso Ministry of Health experience with successful implementation of nationwide case-based meningitis surveillance.
Cases were classified based upon WHO case definitions . A case of suspected meningitis is defined as sudden onset of fever ≥38.5°C with one of the following signs: neck stiffness, altered consciousness, or other meningeal signs (including flaccid neck, bulging fontanel, or convulsions in young children). Probable bacterial meningitis is a suspected case with turbid, cloudy, purulent, or xanthrochromic CSF; or presence of Gram negative diplococci, Gram positive diplococci, or Gram negative bacilli on microscopic examination of CSF; or a CSF white cell count >10/mm3. A confirmed case of meningitis is a suspected or probable case with S. pneumoniae, N. meningitidis, or H. influenzae isolated from CSF by culture or detected in CSF by real-time polymerase chain reaction (rt-PCR) or latex agglutination.
CSF specimens are transported from healthcare facilities to district laboratories, which conduct preliminary lab testing such as cytology, Gram stain, and latex agglutination (Pastorex, Bio-Rad). The remaining CSF is inoculated in trans-isolate media when available (stored at room temperature) and also aliquoted into a cryotube (stored at -20°C) for transportation to one of five national reference laboratories for culture and rt-PCR testing.
Once a CSF specimen reaches a reference laboratory, it is visually observed for turbidity and plated on chocolate agar. Plates are incubated at 35–37°C with 5% CO2 and examined up to 72 hours. Genomic DNA is extracted from 200 μl of CSF or cultures using the Qiagen DNA Mini kit (Qiagen, Valencia, CA, USA) following an initial bacterial lysis step with lysozyme (Sigma, USA) and mutanolysin (Sigma, USA) as previously described . rt-PCR is used to identify S. pneumoniae through targeting the lytA gene using primers and probes described by Carvalho et al (2007) . Similarly, the sodC and hpd3 genes are targeted for N. meningitidis and H. influenzae, respectively . DNA with equivocal values is diluted four-fold and ten-fold and retested.
Serotyping of S. pneumoniae positive samples was performed using a series of seven sequential triplex rt-PCR assays targeting 37 pneumococcal serotypes [20; http://www.cdc.gov/streplab/pcr.html]. Samples with Ct values of ≤30 that were non-typeable by rt-PCR were further analyzed by conventional multiplex PCR serotyping, which can detect an additional 33 serotypes [21; http://www.cdc.gov/streplab/pcr.html]. If samples were lytA-positive and serotype-negative both on rt-PCR and conventional PCR, they were classified as non-typeable S. pneumoniae.
We analyzed national meningitis surveillance data from January 1, 2011 to December 31, 2013. By December 31, 2013 (two months after PCV13 introduction), 31.1% of children aged 0–11 months had received one dose and 8.7% two doses of PCV13. Given that no children had received the full 3-dose series by the end of 2013 and approximately two weeks are needed to mount an effective immune response, data through December 31, 2013 was included in this pre-PCV13 analysis. Residents of countries outside of Burkina Faso were excluded from analyses.
All cases were categorized according to their date of specimen collection. Pneumococcal meningitis cases were categorized as either being caused by PCV13-associated serotypes (1, 3, 4, 5, 6A, 6B, 7F, 9V, 14, 18C, 19A, 19F, or 23F) or non-PCV13-associated serotypes. Annual incidence rates (cases per 100,000 persons) were calculated using age-stratified population estimates obtained from the Institut National de la Statistique et de la Démographie census. Districts that did not report case-based meningitis surveillance data were excluded from the incidence calculation denominator for that year. For suspected and probable bacterial meningitis cases, crude incidence rates were reported. For laboratory-confirmed cases, annual incidence was adjusted for the age-stratified proportion of cases with CSF tested at a national laboratory, where culture and rt-PCR were performed. Within each age strata (<1 years, 1–4 years, 5–9 years, 10–14 years, and ≥15 years), the number of cases confirmed by culture or rt-PCR for a specific pathogen was divided by the number of cases with CSF tested via culture or rt-PCR at a national laboratory; this proportion was then applied to cases lacking any test results within that age strata. We calculated the positivity of each diagnostic test among total cases confirmed as S. pneumoniae by any method, as well as sensitivity among the subset of culture-positive cases. SAS version 9.3 was used for analyses.
Data completeness and quality
The numbers of districts submitting data and specimens are shown in Table 1. CSF was collected from a majority (97%) of reported suspected meningitis cases; 90% of CSF specimens were tested by Gram stain at a district laboratory and 46% were subsequently tested at a national reference laboratory (Fig 1, S1 Table). Twenty-four percent of CSFs were tested by latex agglutination, 25% by culture, and 36% by rt-PCR.
Abbreviation: rt-PCR, real-time polymerase chain reaction. *Specimens can be tested by multiple methods.
National meningitis surveillance data
Over the three years of surveillance, 12,169 cases of suspected meningitis and 1,344 deaths (11%) (Table 2) were reported, corresponding to an average annual incidence of 24.7 suspected meningitis cases per 100,000 population (Table 3). The elevated number of suspected cases in 2012 was due to a nationwide outbreak of serogroup W meningococcal meningitis (Fig 2) . Overall, 10,036 (82%) suspected cases occurred during meningitis season (epidemiologic weeks 1–24). A fifth of suspected cases (20%, n = 2,384) occurred among children aged <1 year, and nearly half (48%, n = 5,799) occurred in children under 5 years of age (Table 2). Few cases were reported in infants aged <1 month (n = 15) or persons aged ≥65 years (n = 149); the epidemiology in these two groups is described in S2 Table.
Fifty-four percent (n = 6,592) of all suspected cases met the probable case definition (Table 2, Fig 2), for an average annual incidence of 13.1 (Table 3). Among suspected cases, 2,858 (23%) were laboratory-confirmed via latex, culture, or rt-PCR as either H. influenzae (2%), N. meningitidis (44%), or S. pneumoniae (53%) (Table 2). All H. influenzae cases were serotype b; N. meningitidis serogroups are reported in a footnote of Table 2.
In 2011, 2012, and 2013, relative proportions of laboratory-confirmed bacterial meningitis cases that were caused by S. pneumoniae (75%, 36%, 60%) and N. meningitidis (22%, 63%, 37%, respectively) varied, reflecting the meningococcal outbreak in 2012, while those due to H. influenzae were rare (1–3%) (Table 2). S. pneumoniae had the highest CFR (23%), as compared to N. meningitidis (9%) and H. influenzae (7%). Overall, S. pneumoniae caused 76% of all deaths due to laboratory-confirmed bacterial meningitis. The average annual adjusted incidence for S. pneumoniae, N. meningitidis, and H. influenzae, respectively, were 5.6, 4.8, and 0.2 per 100,000 among all ages (Table 3) and 26.9, 10.8, and 2.2 per 100,000 among children aged <1 year.
Of the 1,528 confirmed pneumococcal meningitis cases reported in 2011–2013, 276 (18%) occurred among children aged <1 year, and 478 (31%) occurred in children under 5 years of age. Median age was 9 years (interquartile range: 2–16, range: 0–90). Adjusted average annual incidence was highest among children aged <1 year (26.9 per 100,000, Table 3). CFR was highest among infants and adults: 32% in children aged <1 year, 15% in children aged 1–4 years, 21% in persons aged 5–29 years, and 30% in persons aged ≥30 years. While the proportion of persons aged <1 year, 1–4 years, 5–29 years, or ≥30 years who recovered were 64%, 75%, 69%, and 66%, respectively, 12%, 14%, 16%, and 13% were recorded as ‘on treatment’ and have an unknown final outcome, and 0.0–0.6% in each age group left against medical advice.
Pneumococcal diagnostic test results
The ability of latex, culture, and rt-PCR tests to detect S. pneumoniae varied (Table 4). Overall, 642 (84.7%) of 758 laboratory-confirmed (using any of the three diagnostic methods) pneumococcal meningitis cases tested using latex agglutination were positive for S. pneumoniae, and 217 (41.1%) of 528 tested by culture grew S. pneumoniae. The majority of pneumococcal meningitis cases were confirmed using rt-PCR: 1,210 (96.3%) of 1,256 pneumococcal cases tested by rt-PCR were positive for S. pneumoniae. Using culture as the gold standard, the sensitivities of latex agglutination and rt-PCR were 90.1% and 95.5%, respectively. Although testing practices varied by year, sensitivity of each of the three testing methods remained consistent.
Pneumococcal serotype distribution
Of the 1,528 pneumococcal meningitis cases, 1,036 (68%) were serotyped (Table 5 and S4 Table). Eighteen percent (n = 272) of cases were only positive via latex agglutination, so could not be serotyped; 220 culture- or rt-PCR-positive cases did not have a specimen or isolate available for serotyping (107 from 2011, 53 from 2012, and 60 from 2013) due to lack of isolate storage, inability to locate isolates, or insufficient DNA available for serotyping. Overall, 737 (71%) were PCV13-associated serotypes, 141 (14%) were non-PCV13-associated serotypes, and 158 (15%) were non-typeable. The predominant serotypes by age group were serotypes 5 (15%), 6A/6B (13%) and 1 (12%) among children aged <1 year; serotypes 1 (23%) and 6A/6B (11%) among ages 1–4 years; and serotypes 1 (57%) and 12F/12A/12B/44/46 (8%) in persons aged ≥5 years (Table 5). Among children aged <5 years, 66% of cases were due to PCV13-associated serotypes. Overall, serotype 1 was responsible for 63% of PCV13-associated cases.
Epidemic curves of the various case definitions of meningitis and of pneumococcal meningitis cases (all ages and those aged <5 years) by month of specimen collection are shown in Figs 2–4. Monthly trends followed the seasonality of meningitis epidemics typically observed in the meningitis belt. The marked peak of meningococcal meningitis cases during the serogroup W outbreak in 2012 is reflected in the increase in suspect, probable, and lab-confirmed cases in Fig 2. In comparison, the seasonal peaks of pneumococcal meningitis cases showed less variation by year with the greatest activity in 2011 and successively smaller peaks in 2012 and 2013 (Figs 3 and 4). Seasonality of PCV13-associated cases and serotype 1 cases was similar to that of overall pneumococcal meningitis.
*S. pneumoniae isolated from cerebrospinal fluid (CSF) by culture or detected in CSF by real-time polymerase chain reaction or latex.
We report the first nationwide population-based description of bacterial meningitis, and specifically pneumococcal meningitis, in Burkina Faso following widespread use of Hib and serogroup A meningococcal conjugate vaccines. Pneumococcal meningitis was responsible for the majority (53%) of laboratory-confirmed bacterial meningitis cases overall, and was characterized by a higher case fatality (23%) than N. meningitidis (9%) and H. influenzae (7%). A third of pneumococcal meningitis cases in Burkina Faso were in children aged <5 years, with highest morbidity and mortality among children aged <1 year. Overall, serotype 1 was responsible for 63% of all PCV13-associated infections and the proportion of pneumococcal infections due to serotype 1 increased with age. Pneumococcal meningitis demonstrated a seasonality typically associated with meningococcal meningitis, with 75% to 97% of cases occurring during meningitis season each year.
In this study, S. pneumoniae was responsible for the majority of laboratory-confirmed bacterial meningitis during non-meningococcal epidemic years– 2 of the 3 years we evaluated. Most previous studies in Burkina Faso present data collected prior to the mass MenAfriVac vaccination campaign in 2010. Therefore, with serogroup A meningococcus still circulating, these earlier studies reported a relatively low proportion of bacterial meningitis that was pneumococcal, ranging from 14% to 44% [5–7, 23].
These results of national meningitis surveillance—a high case fatality of pneumococcal meningitis, a predominance of serotype 1 after the first five years of life, and seasonality—reaffirmed findings of previous pneumococcal meningitis studies that were based on surveillance in 3 to 4 of the 63 districts in Burkina Faso [5–7, 9]. However, our adjusted average annual pneumococcal meningitis incidence of 5.6 cases per 100,000 in this national surveillance system was lower than many previously reported in the region (range: 9 to 17) [5–7, 24], although we found children aged <1 year had an incidence nearly nine times that observed among other ages, which is consistent with previous reports [7, 8]. Our reported pneumococcal meningitis incidence in children aged <5 years (10.1 per 100,000) was also lower than the estimated incidence modelled by O’Brien et al for the Africa region in 2000 (38 per 100,000, uncertainty range: 11–48) . Our reported incidences may be lower for a number of reasons: 1) while previous studies report sentinel surveillance incidences or use sentinel incidences to estimate national incidences, we report full nationwide incidence; 2) this analysis describes cases detected through routine clinical care and reported through routine channels as part of nationwide passive surveillance, as opposed to active, sentinel surveillance supported by special research studies and additional infrastructure; some cases were likely undiagnosed or unreported; 3) sentinel surveillance incidence rates based on persons seeking care at a referral hospital may be inaccurate if persons not included in the surveillance catchment area (denominator) seek care for meningitis and are included, or if cases seek care outside the catchment area; 4) sentinel surveillance sites or special research studies may be purposely placed in areas with high meningitis incidence or urban areas with higher population density and therefore higher potential for transmission; and 5) this analysis uses recent data from 2011 to 2013, perhaps reflecting true decreases in incidence since previous studies were completed. Although this national surveillance system likely results in underreporting, the methods used here are more sustainable for countries in the region and enable analysis of disease trends.
We reported a CFR of 23% for pneumococcal meningitis in cases of all ages, lower than all previously-reported estimates (40%-47%) in the region [5–8, 23, 24]. Across all reports the mortality was highest among children aged <1 year. Our CFR may be lower due to incomplete capture of outcomes nationwide; many patients were reported as being ‘on treatment’ and their final outcome was not subsequently documented by national surveillance. However, incomplete mortality reporting would equally occur with all pathogens, and S. pneumoniae was still responsible for 76% of bacterial meningitis deaths in Burkina Faso. This highlights the high comparative burden of pneumococcal meningitis mortality, which has been noted previously [5–7]. We could not assess the full burden or serotype distribution of pneumococcal infections as Burkina Faso does not conduct surveillance for other pneumococcal syndromes such as pneumonia or sepsis. Also, there was no available data on disease-related sequelae other than deaths, which can affect as many as half of children with pneumococcal meningitis [25–27].
Serotype 1 continues to predominate in this region, causing 45% of pneumococcal meningitis in all age groups and 57% of cases aged ≥5 years. This overall proportion is nearly identical to that reported previously [6, 9, 28]. In young children, serotypes 1, 5, and 6A/6B caused 40% of serotyped cases; we found fewer cases caused by serotypes 2, 3, 14, 2, and 18 than reported previously [7, 8, 29]. Among children aged <5 years, 66% of disease was covered by serotypes included in PCV13, consistent with estimates (53–67%) in previous reports [7, 9], indicating that PCV13 introduction has potential for substantial impact on disease burden among children. PCV13-associated serotypes caused 74% of pneumococcal meningitis in persons aged ≥5 years, indicating that widespread use of PCV13 among infants could have a major impact on meningitis among older age groups through indirect protection. However, given that most cases due to PCV13-associated serotypes were in fact caused by serotype 1, a serotype rarely found in colonization studies , the effect of PCV13 on herd immunity among non-vaccinated persons in Burkina Faso remains to be seen. We found a high proportion (15%) of non-typeables, despite using both rt-PCR and conventional PCR methods to serotype all pneumococcal isolates and specimens. This is consistent with previous studies in the region , and may reflect circulating serotypes that are not covered by existing methods.
The national case-based meningitis surveillance system in Burkina Faso is continually improving. All districts are now submitting CSF specimens and the proportion of CSFs tested by culture or rt-PCR at a national laboratory increased from 45% in 2011 to 67% by 2013. We adjusted incidence rates to partially account for this under-testing. However, challenges remain, particularly with increasing timely specimen transport to national laboratories and ensuring that the proper transport media and containers are available where and when they are needed. As case ascertainment and outcome reporting continue to improve, this national surveillance system produces robust nationwide estimates that can be considered a lower bound for estimates of incidence and CFR.
In our study, the positivity of culture for diagnosis of pneumococcal meningitis was low (41%). CSF culture is considered the gold standard for diagnosis of bacterial meningitis and is positive in 80–90% of patients with acute community-acquired bacterial meningitis before the start of treatment . Our low culture positivity is likely due to a number of reasons including 1) prior antibiotic use; 2) delayed culture of CSF specimen due to lack of culture capacity at regional laboratories; 3) lack of availability of blood agar plates for optimal recovery of pneumococci, and 4) a high proportion of contaminated cultures (20%). The strengthening of the national bacterial meningitis surveillance system to include capacity for rt-PCR testing at national laboratories significantly increased pneumococcal meningitis case confirmation and also provided a platform for pneumococcal serotyping.
This analysis is the first nationwide population-based report of pneumococcal meningitis epidemiology in Burkina Faso and the first to include routine serotyping of pneumococcal specimens throughout the entire country. Serotyping all pneumococcal meningitis specimens as part of the national surveillance system is essential to understanding the epidemiology and evaluating pneumococcal vaccination efforts. This data analysis serves as a baseline against which PCV13 impact can be measured. Introduction of PCV13 should decrease the burden of pneumococcal meningitis, as most cases were due to vaccine-associated serotypes. Additionally, widespread use of PCV13 among infants could have a major impact on pneumococcal disease among older children and adults if the infant routine immunization program induces indirect protection against serotype 1 and other PCV13-associated serotypes.
S1 File. Dataset.
S1 Table. Comparison of suspected meningitis cases tested vs. not tested at a national reference lab, Burkina Faso, 2011–2013.
S2 Table. Bacterial meningitis epidemiology in infants aged <1 month and persons aged ≥65 years, Burkina Faso, 2011–2013.
S3 Table. Re-calculated incidences in the subset of high-reporting districts that provided case-based data for at least 65% of aggregately-reported cases each year.
S4 Table. Distribution of pneumococcal serotypes, Burkina Faso, 2011–2013.
The authors thank the Burkina Faso national health system, including the patients and their families, all participating health centers and laboratories, the Direction de la Lutte contre la Maladie, and the Direction de Prévention par la Vaccination. We also appreciate colleagues in the U.S. Centers for Disease Control and Prevention (CDC) Bacterial Meningitis Laboratory, CDC Streptococcus Laboratory, and Cynthia Whitney for their support and input. The MenAfriNet Consortium (www.menafrinet.org) is a partnership between CDC, WHO-AFRO, and Agence de Médecine Préventive (AMP), that is directed by Ryan T. Novak (CDC, email@example.com) and includes the following organizations and individuals: MenAfriNet Advisory Board (Dominique Caugant, Tumani Corrah, Brian Greenwood, F. Marc LaForce, Marie-Pierre Preziosi, Samba Sow, David Stephens); WHO-AFRO (Richard Mihigo); AMP (Jennifer Moïsi, Brad Gessner); CDC (Rana Hajjeh); Burkina Faso Ministry of Health (Isaïe Medah, Rasmata Ouédraogo-Traoré, Dinanibè Kambiré, Lassana Sangare, Issaka Yaméogo, Guetawendé Sawadogo, Abdoul-Salam Ouédraogo, Soumeya Hema-Ouangraoua, Malika Congo-Ouédraogo, Soufian Sanou, Absatou Ky Ba, Mamadou Tamboura, Maxime C. Kienou); Niger Ministry of Health; Togo Ministry of Health; Mali Ministry of Health; Bill and Melinda Gates Foundation; and CDC Foundation. The views expressed in this article are those of the authors and do not necessarily represent the decisions, policies, or views of the Burkina Faso Ministry of Health, or the CDC.
- Conceptualization: ROT IM LS LM CVB.
- Data curation: IY GS HMS.
- Formal analysis: HMS.
- Funding acquisition: FA RTN CVB.
- Investigation: DK GS MCO SS.
- Project administration: DK HMS ROT IM FA LM VS CVB.
- Resources: ROT IM LS ASO SHO LM VS FA AKB RTN CVB.
- Supervision: ROT IM LM VS RTN CVB.
- Validation: LM VS.
- Visualization: DK HMS.
- Writing – original draft: DK HMS.
- Writing – review & editing: DK HMS ROT LM VS RTN CVB.
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