Abstract
Background
Mortality rates from cervical cancer demonstrate deep inequality in health between richer and poorer populations. Over 310 000 women died of this preventable disease in 2018, mostly in low-income and middle-income countries (LMICs) where screening and treatment are beyond the capacity of health systems. Immunisation against human papillomavirus (HPV) offers a primary prevention strategy, but rates of vaccination uptake are unclear. Understanding coverage levels and factors affecting uptake can inform immunisation strategies.
Objectives
The aim of this study is to evaluate the status of HPV vaccination coverage from nationally reported indicators and to estimate global coverage in a single year cohort of vaccine-eligible girls.
Design
This study provides quantitative population-level estimates of important global health indicators. Using data from the Global Cancer Observatory and WHO/UNICEF, incidence of and mortality from cervical cancer and HPV vaccination coverage are described for countries, categorised by income group. Characteristics of LMICs achieving high coverage are explored using selected development indicators from World Bank sources. Global HPV immunisation coverage is calculated and its impact on cervical cancer mortality estimated.
Results
Incidence and mortality for cervical cancer correlate with poverty. Whilst all WHO member states report high infant measles vaccination rates, fewer than half report on HPV vaccination. Even amongst high-income countries, coverage varies widely. In upper-middle-income countries, there is a trend for higher coverage with increased health spending per capita. Four LMICs report good coverage levels, all associated with external funding. Global HPV immunisation coverage for 2018 is estimated at 12.2%. Of the global cohort of 61 million 15-year-old girls in 2018, 7000 are likely to die from cervical cancer, almost all in LMICs.
Conclusions
Countries in all income groups must devise strategies to achieve and maintain higher levels of HPV immunisation. For all but the richest, affordability remains a barrier.
Keywords: gynaecological oncology, public health, gynaecological oncology, paediatric infectious disease & immunisation, preventive medicine, public health
Strengths and limitations of this study.
This study collates immunisation data submitted by all 195 WHO members for 2018.
Data for human papillomavirus vaccination coverage are missing for over half of WHO members for 2018, limiting the conclusions which can be drawn from analysis.
Data for immunisation coverage, cancer incidence and mortality and development indicators are drawn from three databases maintained by separate organisations for different purposes, potentially limiting comparability.
Analysis is limited by variable methods used for data collection by individual countries including administrative, survey and estimated data.
The study analyses a single year of reported immunisation data with the attendant risk that this might not be truly representative.
Introduction
The burden of cervical cancer
Over 310 000 women died of this preventable disease in 2018, 90% of whom were in low-income and middle-income countries (LMICs).1
Cervical cancer is a sexually transmitted disease caused by the human papillomavirus (HPV).2 In 2018, there were an estimated 570 000 new cases of cervical cancer worldwide.1 High-income countries (HICs) report age-standardised incidence rates (ASIRs) of 5–10 per 100 000 women, with age-standardised mortality rates (ASMRs) as low as 2 per 100 000 women.3 This compares to an ASIR over 40 per 100 000 in much of sub-Saharan Africa, where ASMRs are 30–60 per 100 000.3
In HICs, the incidence of cervical cancer declined by half in the past 30 years largely due to screening4; the case fatality rate also declined as a result of treatment advances which can now achieve survival rates of up to 87% in early-stage disease5 and 70% with locally advanced disease6 In contrast, incidence in sub-Saharan Africa has increased over this period, with high case fatality rates7 due to late stage presentation8 and limited treatment availability.5 9
Prevention of cervical cancer
The Pap smear has enabled effective prevention of cervical cancer since the 1950s.10 Alternative screening approaches requiring less skill and fewer resources include visual inspection with acetic acid11 and self-sampling for HPV DNA testing.12 All these methods require colposcopic follow-up to ablate abnormal epithelial cells.
The discovery of HPV as the causative agent of cervical cancer2 offered the opportunity to develop primary prevention approaches. Early clinical trials of vaccines against HPV-16 and HPV-18, the strains responsible for 70% of cervical cancers, showed high efficacy against infection in adolescent girls.13 Additional strains (HPV-6 and HPV-11) are now included in a quadrivalent vaccine which offers effective prevention of precancerous cervical lesions, as well as precursors of vaginal, vulval, anal canal, penile and oropharyngeal cancers.14 15 Population-based studies (all in HICs) demonstrated that, with greater than 50% vaccine uptake, HPV-16 and HPV-18 infections decreased by 68% in girls aged 13–19.16 Cross-protection against other HPV strains and infections in older women were noted, suggesting herd effects.17 18
HPV immunisation programmes began in 2007, mostly in HICs,19 and cost-effectiveness studies have shown clear benefits.20 Programmes have increasingly used schools-based implementation strategies supplemented by opportunistic delivery through primary care providers.21 Resource-stratified guidelines have been developed22 to encourage adoption of HPV immunisation programmes in LMICs, but barriers to implementation remain.23
The success of programme implementation remains unclear. A 2016 pooled analysis of data from published literature, government websites and donor aid sources estimated that only 1.2% of women had received a complete course of vaccine with wide variations: 33.6% of females aged 10–20 years in developed regions, but only 2.7% in less developed regions.24 A review of 28 studies to 2013 also reported wide variations in coverage.25 A survey of 45 LMICs found high uptake could be achieved in school-based programmes26 but, where school enrolment was low, supplementary approaches were needed.27 Two recent reviews found wide differences in policy and uptake across Europe.28 29 Many HICs have registries providing estimates for coverage (see literature review in online supplemental file 1), but few such sources are available in LMICs. Furthermore, estimates based on widely different methodology cannot easily be compared across time or geography. A recent WHO/UNICEF report estimated that less than one in three girls live in a country with HPV vaccine in the immunisation schedule30 and, even where provided, many girls are not reached, regardless of country income levels.31
bmjopen-2021-052016supp001.pdf (175.4KB, pdf)
WHO strategy towards the elimination of cervical cancer
The key challenge for HPV immunisation is how to extend its benefits to most of the world’s population. The WHO Global strategy for elimination of cervical cancer has adopted targets of 90% vaccination coverage, 70% twice-lifetime screening and 90% treatment of preinvasive lesions and invasive cancer by 2030.32
Any evaluation of progress towards achieving these targets requires country-level statistics using reliable, consistent and clearly defined indicators. A database compiled by WHO and UNICEF, released in 2019, provides indicators of HPV vaccination coverage, as reported by member countries.30 The aim of this study is to provide a baseline estimate of global HPV immunisation coverage from these data, and to compare coverage levels between and among countries in different income strata.
Methods
This study uses data from three publicly available databases to examine the burden of cervical cancer globally and evaluate coverage with HPV vaccination. Data are gathered at nation state level and analysed by strata of gross national income (GNI per capita), according to World Bank criteria.33 Categories are: HICs, upper-middle-income countries (UMICs), lower-middle-income countries (here abbreviated as LrMICs, to distinguish from LMICs) and low-income countries (LICs).
Global Cancer Observatory
The global cancer observatory (GCO)34 is an interactive web-based platform provided by the International Agency for Research on Cancer (the specialised WHO cancer agency). This includes estimates of incidence, mortality and prevalence of the main cancer types, by sex and age group.35 The GCO Today database34 was interrogated for country-level data for cervical cancer incidence and mortality in 2018, including absolute numbers and crude and age standardised rates per 100 000 women.
World Bank
Classification of countries according to World Bank Income Groups was obtained for the 2018 calendar year.33 Demographic and economic data for 2018 were extracted from the World Bank Open Data web page.36 Mortality and school enrolment data were sourced from the World Bank Development Indicators database.37
UNICEF-WHO immunisation databases
Global immunisation data are requested annually by UNICEF/WHO from the Ministries of Health of every WHO member state38 and are collated and made available through the UNICEF website.39 The dataset ‘WHO estimates of HPV immunisation coverage 2010–2018’40 (a copy is provided in online supplemental file 2) contains country-level first and last dose reported HPV vaccination coverage according to a locally defined age schedule and/or by age 15.
bmjopen-2021-052016supp002.pdf (284.5KB, pdf)
To provide a comparator for HPV immunisation reporting, the UNICEF measles immunisation dataset was accessed39 to obtain 2018 indicators for percentage of infants receiving a first and second dose of measles-containing vaccine.
The selected data from each of the three sources were downloaded and amalgamated into an Excel spreadsheet, matching countries to the 195 WHO member list grouped by income strata.
Cervical cancer incidence and mortality
Cervical cancer incidence and mortality data were tabulated by country; incidence of and mortality from all other cancers (ie, all cancers excluding cervical cancer) was calculated by subtracting cervical cancer from all cancer. Data were expressed as crude incidence rates per 100 000 females for age bands 0–24, 25–39, 40–54, 55–69 and over 70.
Immunisation coverage and development indicators
Data for measles and HPV immunisation coverage and selected economic and development indicators were tabulated at country level. Scatter plots were used to demonstrate potential associations between these variables and HPV immunisation completion in 2018. Trend lines were added using Excel tools (using a least squares method).
Estimation of global HPV immunisation coverage
To estimate global HPV vaccination coverage, cohort size for each country was approximated from the following indicators provided by the World Bank for 201836:
Total female population age 5–14.
Female deaths age 5–14, using the formula:
This provided an estimate of the female population cohort at age 15. The numbers of vaccinated and unvaccinated girls in each national cohort were calculated. For non-reporting countries, immunisation rates were assumed to be zero. Estimates of predicted cervical cancer deaths in the unvaccinated cohort were calculated using the country-specific remaining lifetime mortality risk at age 15, available from the GCO database.34 As the HPV vaccine is estimated to prevent infection causing 90% of cervical cancers,41 in the vaccinated cohort, the disease-specific mortality rate was estimated at 10% of the unvaccinated cohort.
Patients and public involvement
Neither patients nor the public were involved in this study.
Results
Demographic and cancer data, immunisation rates and selected development indicators are shown at country level in tables A–D in online supplemental file 3. Countries are categorised by income group, within which they are listed alphabetically. Data are given for 2018 or the most recent year available. Data sources are described in the Methods section.
bmjopen-2021-052016supp003.pdf (171.8KB, pdf)
Burden of cervical cancer
Estimates of ASIR and ASMRs in 2018 for cervical cancer are shown at individual country level in tables A–D in online supplemental file 3. These data are summarised for income groups in figure 1, stratified by age bands and compared with all other cancers. Cervical cancer is more common in younger age groups compared with other cancers and, in every age band, the rate of new cases of and deaths from cervical cancer is clearly associated with poverty.
Immunisation reporting
Immunisation reporting for 2018 submitted by individual countries to WHO is shown in tables A–D in online supplemental file 3. While all 195 participating countries submitted data on measles vaccination, only 78 countries reported on HPV immunisation programmes, of which two (Zimbabwe and Thailand) had delivered only first doses. Seventy-six countries reported on completed courses to the locally defined target female population. These data are included in tables A to D in online supplemental file 3, except where higher coverage was reported for completed courses by age 15, suggesting vaccination catch-up. The HPV vaccine coverage data, therefore, provide a best-case scenario snapshot of vaccination coverage in 2018 for the 76 reporting countries.
Immunisation reporting by income group is summarised in table 1, showing the number of countries in each income group that submitted records of measles and HPV vaccination. Measles first dose vaccination coverage was over 80% in all but 35 countries, many of which were LrMICs or LICs affected by conflict (eg, South Sudan, Syria and Somalia). However, reporting of second dose measles vaccination showed lower coverage levels, particularly in LrMICs and LICs.
Table 1.
Income group | No of countries | Total population | No of countries reporting in 2018 | |||||||
Measles first dose | Measles second dose | HPV first dose | HPV complete | |||||||
(Millions) | No | % | No | % | No | % | No | % | ||
High | 59 | 1173 | 59 | 100 | 57 | 97 | 41 | 69 | 41 | 69 |
Upper middle | 59 | 2920 | 59 | 100 | 57 | 97 | 27 | 46 | 26 | 44 |
Lower middle | 46 | 2754 | 46 | 100 | 39 | 85 | 7 | 15 | 6 | 13 |
Low | 31 | 707 | 31 | 100 | 17 | 55 | 3 | 10 | 3 | 10 |
World | 195 | 7554 | 195 | 100 | 170 | 87 | 78 | 40 | 76 | 39 |
HPV, human papillomavirus.
Similarly, the proportion of countries reporting HPV immunisation was related to income level although, even in HICs, there were significant gaps in reporting. To examine factors that might contribute to establishment and success of HPV immunisation programmes, selected development indicators were compared with rates of HPV completion.
HICs and UMICs
Scatter plots in figure 2 show 2018 HPV immunisation completion in HICs, plotted against four indicators: GNI per capita, health expenditure per capita, percent of health expenditure from private sources and female secondary school enrolment.
Data on HPV immunisation completion were available from 41 of 59 HICs. Of reporting nations, 11 recorded immunisation completion rates above 80% and only four had rates below 20%. The charts in figure 2 suggest no correlations between the development indicators examined and levels of HPV immunisation in HICs.
The same set of indicators, plotted against HPV immunisation completion rates for UMICs, are shown in figure 3.
Among 59 UMICs, 33 did not report on HPV immunisation; of the 26 that did, 7 had completion rates below 20% and only 6 achieved completion rates above 80%. Of the development indicators analysed, there was no apparent correlation in UMICs between HPV immunisation completion rates and either the proportion of health expenditure from private sources, or the rate of female secondary school enrolment. The data, however, suggest trends relating both GNI/capita and health expenditure/capita (both at purchasing power parity, PPP) with HPV immunisation completion rates.
LrMICs and LICs
The World Bank income group classification for 2018 lists 46 LrMICs and 31 LICs among WHO members. Both groups have very few nations reporting on HPV immunisation completion (see tables C, D in online supplemental file 3). Of those that do, several are very small (eg, Bhutan, Micronesia and Sao Tome) and will not be discussed further here.
Two countries in each of the LrMIC and LIC groups report relatively high levels of HPV immunisation completion: Bolivia and Honduras (both at 61%) among LrMICs; and Rwanda (at 84%) and Uganda (at 72%) among LICs.
Estimate of global HPV immunisation coverage and preventable mortality
Country-level HPV immunisation rates and an estimated cohort size for 15-year-old girls in 2018 were used to calculate numbers of immunised and unimmunised girls in this single global cohort. These data are summarised for each income group in table 2.
Table 2.
Income group | Cohort aged 15 | HPV immunised % | No immunised | No unimmunised or unknown | Cervical cancer mortality crude rate/100 000 women age 15 | Predicted cervical cancer deaths in cohort | |
High | Reporting | 5 289 345 | 51.5 | 2 723 653 | 0.55 | 15 | |
2 565 692 | 5.5 | 141 | |||||
Non-reporting | 1 131 402 | 0.0 | 1 131 402 | 5.5 | 62 | ||
Total | 6 420 747 | 42.4 | 2 723 653 | 3 697 094 | 3.4 | 218 | |
Upper middle | Reporting | 7 884 611 | 50.1 | 3 951 839 | 0.93 | 37 | |
3 932 771 | 9.3 | 366 | |||||
Non-reporting | 11 680 561 | 0.0 | 11 680 561 | 9.3 | 1086 | ||
Total | 19 565 172 | 20.2 | 3 951 839 | 15 613 332 | 7.6 | 1489 | |
Lower middle | Reporting | 1 293 279 | 11.3 | 146 567 | 1.29 | 2 | |
1 146 713 | 12.9 | 148 | |||||
Non-reporting | 25 271 671 | 0.0 | 25 271 671 | 12.9 | 3260 | ||
Total | 26 564 950 | 0.6 | 146 567 | 26 418 383 | 12.8 | 3410 | |
Low | Reporting | 1 533 328 | 45.1 | 691 114 | 2.28 | 16 | |
842 214 | 22.8 | 192 | |||||
Non-reporting | 7 528 763 | 0.0 | 7 528 763 | 22.8 | 1717 | ||
Total | 9 062 090 | 7.6 | 691 114 | 8 370 976 | 21.2 | 1924 | |
Total | 61 612 959 | 12.2 | 7 513 173 | 54 099 786 | 11.4 | 7041 |
Countries are shown as reporting or non-reporting on HPV immunisation and grouped by income category.
HPV, human papillomavirus.
If the absence of reporting indicates a lack of immunisation (which is far from clear), then the rate of HPV immunisation globally in this cohort was only 12.2%. Extrapolating from this, approximately 7000 girls in this 1-year global birth cohort might be expected to die from cervical cancer, almost all in poorer nations.
Discussion
This study shows that poverty is a major contributor to the burden from cervical cancer. Women die now from this preventable disease due to lack of knowledge, insufficient screening and an absence of diagnostic and treatment services. The data demonstrate that cervical cancer affects a younger age group than most cancers and that, at all ages, incidence and mortality from cervical cancer increase with poverty. Widespread HPV immunisation could resolve this inequity.
An important limitation of this study reflects the limitations of the data sources on which it is based. Estimates of cancer incidence and mortality in most HICs are based on registry data. In poorer countries such estimates may be less reliable as registries are often absent, incomplete or out of date. Cancer data are often based on household surveys and extrapolation from limited hospital data and neighbouring communities.42 It is likely that many cancer cases in LMICs go unrecorded. If so, then the gaps described in cervical cancer mortality between richer and poorer nations may be wider than estimated.
Similar criticisms apply to data for vaccination coverage. All WHO member states reported on infant immunisation in 2018 (shown here by 100% reporting of first measles vaccination), confirming the commitment and administrative capacity (at least in theory) to comply with reporting. However, fewer than half submitted data on HPV immunisation. Even in rich countries, these data are suspect because many do not have national organised programmes and/or do not maintain adequate registries (see literature review in online supplemental file 1). Coverage estimates based on survey data can be subject to selection and recall biases and may not differentiate between initiation and completion of vaccination courses. Where survey data are described in the literature for such countries, it suggests low rates of coverage,43–46 associated with opportunistic approaches to HPV immunisation.
Unsurprisingly, economic and development-related indicators do not explain wide variations in coverage rates in HICs. Most have well-organised and well-funded public health programmes, exemplified by high levels of completed measles immunisation. Similarly, female secondary school enrolment is universally high, enabling organised HPV immunisation. Vaccine hesitancy is a barrier,43 44 although information campaigns can be effective to reverse falls in coverage.47
Just under half of UMICs reported on HPV immunisation coverage, but few achieved rates above 80%. Most of these countries have organised health systems with excellent performance on childhood immunisation. They also have a high proportion of females enrolled in secondary school. It appears that, for countries in this wealth bracket, a critical factor may be total health expenditure per capita. It is notable that, while most HICs spent over US$1800/capita at PPP on health in 2018, only 2 of 59 UMICs reached this level and most were well below. While extensive missing data preclude tests for correlation, these findings suggest that, even for these relatively affluent countries, affordability remains a barrier for HPV, but not measles vaccine; it is notable that the cost of one dose of quadrivalent HPV vaccine to UMICs is estimated at around US$15 compared with US$0.69 for one dose of measles vaccine.48
Among the 46 countries in the LrMIC group, only half achieve second dose measles vaccine administration above 80%; only 5 countries reported female secondary school enrolment above 80%. It is, therefore, unsurprising that establishment of HPV immunisation does not appear to be a priority in these communities. However, there are two exceptions: Bolivia and Honduras, both with coverage rates of 61%. Development indicators in these countries are mixed: while Honduras does well with second-dose measles, Bolivia does not; the opposite is true of female secondary school enrolment. Both are above the median in their income group for GNI/capita and for health spending per capita, though neither reaches the 90th percentile for either indicator. These indicators do not, therefore, explain the observed outperformance for HPV immunisation rates. Although neither country receives a significant proportion of health funding from external sources (Bolivia 2% and Honduras 5%) they do receive support from GAVI, the Vaccine Alliance for immunisation programmes, in common with a number of other LrMICs.49
Low-income nations are defined as those with GNI/capita below US$1025 per annum (in 2018), reflected in low (or unreported) levels of female secondary school enrolment, low rates of measles second-dose vaccines and high dependence on external sources for health expenditure. Many of these nations are in conflict zones or are recent victims of natural disaster. Limited health budgets allow little for public health measures, such as HPV immunisation programmes. Among LICs, Rwanda and Uganda report high HPV immunisation rates for 2018 (84% and 72%, respectively). Both are close to the median for GNI/capita and health expenditure per capita but receive high proportions of health spending from external sources. Specifically, both are GAVI supported nations, with funded HPV immunisation programmes.49 Both countries have contributed to important lessons in how to structure such programmes, and particularly how to include hard-to-reach out-of-school girls.26 50 51
The global HPV vaccination coverage rate in 2018 is calculated at 12.2%. This is an approximation, based on only 1 year of data, combining different indicators as reported by individual countries. In those countries where vaccination registries are absent, these indicators are often survey based; where countries rely on opportunistic approaches to HPV vaccination, data are estimated. Where indicators are not reported, especially among richer nations, the assumption of no coverage likely underestimates some level of opportunistic vaccination. The estimated global coverage rate depends on a calculation of cohort size derived from a single year’s data for childhood populations in each country.
Despite the limitations of the available data, the estimate of lifetime cervical cancer mortality in a single annual cohort of 15-year-old girls, demonstrates the wide gap between rich nations and all others. In HICs with a collective immunisation coverage rate of only 42%, cervical cancer mortality for this cohort is forecast at 3.4 per 100 000 women. Assuming secondary prevention and treatment approaches remain unchanged from the present, girls in this cohort in UMICs can expect a mortality rate more than twice as high as in HICs; in LrMICs almost four times as high and in LICs more than six times the HIC rate. This calculation assumes that mortality rates in the unimmunised population reflect current mortality rates. This is reasonable as the earliest vaccinated cohorts are only beginning to reach the age at which cervical cancer presents, and therefore, will not yet have reduced observed mortality rates. The calculation assumes HPV vaccination provides protection against 90% of cancers while some of the cohort will have received a vaccine offering 70% protection. On the other hand, partial protection provided by incomplete vaccine courses has been ignored. It is important to note that in HICs, with effective secondary prevention and treatment for cervical cancer, widespread HPV vaccination will save few lives. The primary benefits of immunisation in these settings will be to reduce reliance on invasive screening programmes and to reduce the expense and morbidity of the disease and its treatment.
These data strongly support the proposition that the burden of cervical cancer will continue to be borne by women in poor nations. However, there is cause for optimism. Eradicating cervical cancer is a recent priority initiative of WHO.32 Strategies to support this include ongoing updates to the database recording country-level HPV immunisation coverage. It now includes 107 countries recording vaccine course completion, with evidence of recent programme initiation in others. A July 2020 WHO report31 and follow-up study52 estimate global HPV immunisation coverage of 15%, slightly above the rate estimated in this study, due mainly to recent introductions of immunisation programmes. A recent agreement with manufacturers is expected to increase supply of vaccine allowing GAVI to reach a broader population of girls in LMICs.53
Countries at all income levels need to maintain high uptake of HPV immunisation. Organised, fully funded, school-based programmes, monitored through centralised registries, offer the most effective strategy. These must be supported by information campaigns to increase awareness of cervical cancer and HPV immunisation, to address vaccine hesitancy and to reach out-of-school girls.
Conclusion
Only the richest nations can currently afford routine HPV immunisation. For all others, even though cost-effectiveness is clear, healthcare budgets and competing priorities limit affordability. Success requires a commitment to universal health coverage and to secondary education for girls, as well as political will and strong leadership. Most importantly, initiatives to address affordability across all LMICs are required. Increased development assistance directed at HPV immunisation, as promised through multilateral organisations with cooperation from vaccine suppliers, will help financially and with technical support. A focus needs to be maintained on these objectives, despite global disruption and competing demands due to the COVID-19 pandemic.
Supplementary Material
Footnotes
Contributors: JS: conceptualisation, data curation, verification of underlying data, data analysis, methodology, visualisation, writing-original draft, review and editing. TH: conceptualisation, verification of underlying data, methodology, writing-review and editing.
Funding: The authors have not declared a specific grant for this research from any funding agency in the public, commercial or not-for-profit sectors.
Competing interests: None declared.
Provenance and peer review: Not commissioned; externally peer reviewed.
Supplemental material: This content has been supplied by the author(s). It has not been vetted by BMJ Publishing Group Limited (BMJ) and may not have been peer-reviewed. Any opinions or recommendations discussed are solely those of the author(s) and are not endorsed by BMJ. BMJ disclaims all liability and responsibility arising from any reliance placed on the content. Where the content includes any translated material, BMJ does not warrant the accuracy and reliability of the translations (including but not limited to local regulations, clinical guidelines, terminology, drug names and drug dosages), and is not responsible for any error and/or omissions arising from translation and adaptation or otherwise.
Data availability statement
All data relevant to the study are included in the article or uploaded as online supplemental information. No additional data available beyond that included in Supplementary Files.
Ethics statements
Patient consent for publication
Not required.
Ethics approval
This research was based entirely on analysis of publicly accessible databases. No human or animal participants were involved and therefor no ethics approval was sought.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
bmjopen-2021-052016supp001.pdf (175.4KB, pdf)
bmjopen-2021-052016supp002.pdf (284.5KB, pdf)
bmjopen-2021-052016supp003.pdf (171.8KB, pdf)
Data Availability Statement
All data relevant to the study are included in the article or uploaded as online supplemental information. No additional data available beyond that included in Supplementary Files.