Educational outcomes in childhood cancer survivors: A Scotland-wide record-linkage study of 766,217 schoolchildren
PLOS ONE
RESEARCH ARTICLE
Educational outcomes in childhood cancer
survivors: A Scotland-wide record-linkage
study of 766,217 schoolchildren
Nicholas Baughan1, Jill P. Pell2, Daniel F. Mackay2, David Clark ID3, Albert King4,
Michael Fleming ID2*
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1 School of Medicine, Dentistry and Nursing, University of Glasgow, Glasgow, United Kingdom, 2 School of
Health and Wellbeing, University of Glasgow, Glasgow, United Kingdom, 3 Public Health Scotland,
Edinburgh, United Kingdom, 4 ScotXed, Scottish Government, Edinburgh, United Kingdom
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Abstract
OPEN ACCESS
Citation: Baughan N, Pell JP, Mackay DF, Clark D,
King A, Fleming M (2023) Educational outcomes in
childhood cancer survivors: A Scotland-wide
record-linkage study of 766,217 schoolchildren.
PLoS ONE 18(7): e0286840. https://doi.org/
10.1371/journal.pone.0286840
Editor: Sreeram V. Ramagopalan, University of
Oxford, UNITED KINGDOM
Received: February 9, 2023
Accepted: May 24, 2023
Published: July 26, 2023
Copyright: © 2023 Baughan et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited.
Data Availability Statement: The datasets
generated and analysed during the study are not
publicly available. All health data are owned by
Public Health Scotland (https://www.
publichealthscotland.scot), and all education data
are owned Scottish Government (www2.gov.scot/
Topics/Statistics/ScotXed). Under the terms of our
data access agreements with them we are not
permitted to pass the data onto third parties.
Interested researchers may apply at these sites for
data access to health and education data by
emailing and
Background
A cancer diagnosis during childhood greatly disrupts the lives of those affected, causing
physical and psychological challenges. We aim to investigate educational outcomes among
schoolchildren with a previous cancer diagnosis compared to their peers.
Methods
Individual records from four national education databases and three national health databases were linked to construct a cohort of all singleton schoolchildren born in Scotland
attending Scottish local-authority schools between 2009–2013. Pupils previously diagnosed
with any cancer, haematological cancers, and central nervous system (CNS) cancers, were
compared to their unaffected peers with respect to five educational outcomes: special educational need (SEN), absenteeism, school exclusion, academic attainment, and unemployment. Analyses were adjusted for sociodemographic and maternity factors and chronic
conditions.
Results
Of 766,217 pupils, 1,313 (0.17%) had a previous cancer diagnosis. Children with any cancer
had increased odds of SEN (OR 3.26, 95% CI 2.86–3.71), absenteeism (IRR 1.82, 95% CI
1.70–1.94), and low attainment (OR 2.15, 95% CI 1.52–3.03) compared to their peers. Similar findings were observed for haematological (SEN OR 2.62, 95% CI 2.12–3.24; absenteeism IRR 2.04, 95% CI 1.85–2.25; low attainment OR 2.17, 95% CI 1.31–3.61) and CNS
(SEN OR 6.44, 95% CI 4.91–8.46; absenteeism IRR 1.75, 95% CI 1.51–2.04; low attainment OR 3.33, 95% CI 1.52–7.30) cancers. Lower exclusions were observed among children with any cancer (IRR 0.51, 95% CI 0.31–0.83) and CNS cancer (IRR 0.20, 95% CI
0.06–0.61). No associations were observed with unemployment.
PLOS ONE | https://doi.org/10.1371/journal.pone.0286840 July 26, 2023
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respectively. The authors applied for permission to
access, link, and analyse these data and undertook
mandatory training in data protection, IT security
and information governance. The study was
approved by the National Health Service (NHS)
Public Benefit and Privacy Panel and covered by a
data processing agreement between Glasgow
University and Public Health Scotland and a data
sharing agreement between Glasgow University
and ScotXed. The electronic Data Research and
Innovation Service (eDRIS) within Public Health
Scotland helped the authors obtain approvals,
linked the data, and uploaded the final datasets into
a secure analytical platform within the National
Safe Haven for the researchers to analyse. The
researchers did not receive any special privileges
or access to the third-party data.
Funding: The study was funded by Health Data
Research UK (www.hdruk.ac.uk) (grant reference
number MR/S003800/1). HDR UK is a joint
investment led by the Medical Research Council,
together with the National Institute for Health
Research (England), the Chief Scientist Office
(Scotland), Health and Care Research Wales,
Health and Social Care Research and Development
Division (Public Health Agency, Northern Ireland),
the Engineering and Physical Sciences Research
Council, the Economic and Social Research
Council, the British Heart Foundation and
Wellcome. 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.
Educational outcomes in childhood cancer survivors
Conclusions
This study highlights the wider impacts of childhood cancer on educational outcomes.
These children need to be supported, as poor educational outcomes can further impact later
health.
Background
Around 130 children under the age of 15 years are diagnosed with cancer each year in Scotland, most of whom have haematological cancers (e.g., leukaemia, lymphoma) or cancers of
the central nervous system (CNS) [1]. A cancer diagnosis during childhood greatly disrupts
the lives of those affected, causing physical and psychological challenges not experienced by
peers. Whilst formal cancer treatments can last several years [2], longer term adversities
include the threat of cancer relapses, and the impact of the disease and treatment on malnutrition, growth, mental health, and even fertility [3–5].
In Scotland, overall five-year cancer survival among children diagnosed between 2009–
2013 was 83% (95% CI 80.4%–86.4%), therefore most will experience long-term consequences
of cancer after leaving school [1]. Achieving a good education is a key wider determinant of
health, influencing employment, wealth, standard of living, and overall wellbeing [6]. Therefore, identifying factors impacting educational outcomes is important to guide policy development, improve population health, and reduce health inequities. Whilst children with cancer
face poorer health outcomes as a direct consequence of the condition, reduced educational
performance may indirectly cause additional long-term adversity. Despite this, few population-wide studies have explored educational outcomes among schoolchildren with a previous
cancer diagnosis and none have been conducted in the UK. Five educational outcomes were of
interest for this study: special educational need (SEN), absenteeism, exclusion, academic
attainment, (...truncated)