Spatial variation in cause-specific premature mortality and its association with socioeconomic deprivation in Belgium from 2000 to 2019
Otavova et al. Archives of Public Health
(2025) 83:256
https://doi.org/10.1186/s13690-025-01694-1
Archives of Public Health
Open Access
RESEARCH
Spatial variation in cause-specific
premature mortality and its association
with socioeconomic deprivation in Belgium
from 2000 to 2019
Martina Otavova1,2,3*, Benjamin-Samuel Schlüter4, Christel Faes2, Catherine Bouland5, Eva M. Declercq6,
Bram Vandeninden2,4, Brecht Devleesschauwer7,8 and Bruno Masquelier1
Abstract
Background Premature mortality risks vary in space and time among subpopulations and are influenced by
numerous factors, including levels of socioeconomic deprivation. In Belgium, socioeconomic deprivation has recently
been quantified using the Belgian Indices of Multiple Deprivation; however, its contribution to the spatial patterns
of premature mortality has not yet been assessed. This study aims to investigate the variation in premature mortality
risks and their association with socioeconomic deprivation.
Methods The Belgian Index of Multiple Deprivation 2011 and its deprivation domains, including employment,
income, education, housing, and crime, are used to measure overall and domain-specific deprivation in all 589
municipalities in Belgium between 2000 and 2019. We estimate the all-cause and cause-specific relative risks of dying
prematurely using Bayesian hierarchical models.
Results The spatial patterns of relative risks varied by cause of death. The most common pattern observed was a
North-South gradient, with higher risks in Wallonia and lower risks in Flanders. Subnational variation increased over
time for all causes of death, differing by cause. Higher deprivation levels were linked to greater premature mortality
risks, particularly associated with employment and housing deprivation. In both sexes, the strongest associations with
deprivation were observed for deaths due to alcohol consumption, COPD, and diabetes mellitus.
Conclusion This study highlights the significant associations between socioeconomic deprivation and the risk
of premature death in Belgium, revealing notable spatial disparities. The North-South gradient underscores the
persistent regional inequalities, with Wallonia bearing the highest burden of premature mortality risks. These results
emphasize the importance of addressing the complex interplay of socioeconomic factors in shaping health outcomes
and the need for targeted public health interventions to reduce premature mortality and promote health equity
across Belgium.
*Correspondence:
Martina Otavova
Full list of author information is available at the end of the article
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Otavova et al. Archives of Public Health
(2025) 83:256
Page 2 of 19
Keywords Relative risk of premature death, Health inequality, Deprivation, Belgian index of multiple deprivation,
Belgium
Text box 1. Contributions to the literature
• This study examines the subnational variation in cause-specific relative
risks of premature death across municipalities in Belgium from 2000 to
2019.
• Over time, subnational variation in the relative risk of premature death
has increased; however, the extent of this increase varies depending on
the specific cause of death.
• The strength of the relationship between premature death risks and
overall or domain-specific deprivation varied by cause of death. In most
cases, the association was positive, except for deaths resulting from
road accidents, which showed a negative relationship.
Introduction
Population-level risks of premature mortality vary in
space and time between subpopulations and are influenced by many factors, including levels of socioeconomic
deprivation. It is a well-known fact that mortality risks
are often driven by poverty, with the poor experiencing
greater risks than more affluent populations [1–3]. However, poverty is just one aspect of deprivation, which is a
far more complex construct. Deprivation is also defined
by factors such as unemployment, low education, inadequate housing, adverse environmental conditions,
and poor health. Thus, addressing the spatio-temporal
variation in premature mortality risks associated with
socioeconomic deprivation, rather than focusing solely
on poverty, is an important task for researchers and
policymakers. It enables them to assess the direction of
inequalities in premature mortality trends over time and
identify the high-risk areas that require intervention.
In Belgium, socioeconomic inequalities in mortality
have mostly been studied at the country level [4, 5]. In
2017, Renard et al. used education attainment as a proxy
for socioeconomic status and confirmed a reduction in
premature mortality in men and women in the period
of 1991–2001, as well as an increase in relative inequalities in both sexes [6]. In 2018, Eggerickx et al. studied
the evolution of social disparities in Belgian mortality
between 1991 and 2016 and found a significant increase
in mortality inequalities since the 1990s [7]. The increase
in socioeconomic health inequalities is even more evident at the sub-national level, with higher premature
mortality risks in Wallonia compared to Flanders, as concluded by Renard et al. (2014), who investigated the burden of premature mortality for men and women between
1993 and 2009 [8]. According to Van Oyen et al. (2002),
compared to the Flemish region, people living in the
Walloon region also live shorter and tend to have poorer
health while doing so: they live more years in poor perceived health, more years with functional limitations, and
more years in poor mental well-being [9]. Renard et al.
(2015) also reported large between-district disparities in
cardiovascular, cerebrovascular, diabetes, alcohol-related,
mental- and neurological diseases, and non-transport
accidents premature mortality [10]. A more recent study
by Otavova et al. (2024) confirmed large disparities in
premature mortality, suggesting that men and women living in the most deprived areas of Belgium were 1.96 and
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