Journal of Psychiatric Research 46 (2012) 38e43
Contents lists available at SciVerse ScienceDirect
Journal of Psychiatric Research
journal homepage: www.elsevier.com/locate/psychires
The impact of adverse life events and the serotonin transporter gene promoter
polymorphism on the development of eating disorder symptoms
Kirsti Akkermann a, Kadri Kaasik a, Evelyn Kiive a, Niklas Nordquist b, Lars Oreland b, Jaanus Harro a, *
a
b
Department of Psychology, Estonian Centre of Behavioural and Health Sciences, University of Tartu, Tiigi 78, Tartu 50410, Estonia
Department of Neuroscience, Pharmacology, University of Uppsala, Sweden
a r t i c l e i n f o
a b s t r a c t
Article history:
Received 12 April 2011
Received in revised form
29 September 2011
Accepted 29 September 2011
Adverse life events have been shown to predict weight fluctuations and dietary restraint, as well as
eating disorders during adolescence or early adulthood. Since the s-allele carriers of the 5-HTT genelinked polymorphic region (5-HTTLPR) are biologically more reactive to stress related stimuli, we
aimed to explore whether the eating disturbances are predicted by environmental stressors and
moderated by the 5-HTTLPR genotype. The sample was based on the younger cohort of the Estonian
Children Personality, Behaviour and Health Study and included those participating in its second and third
wave. The history of stressful life events was self-reported at age 15. Data on eating behaviour and
attitudes, anxiety, impulsivity and depressiveness were collected at age 18. The effect of the adverse life
events on binge eating and on drive for thinness was found to be moderated by the 5-HTTLPR.
Adolescent girls who at age 15 had reported a history of frequent adverse life events had elevated scores
in EDI-2 Bulimia subscale at age 18 if they were carrying the s-allele. The effect of the s-allele on binge
eating was even more pronounced when solely the experience of sexual abuse was considered. The
interaction effect of the 5-HTTLPR and the past sexual abuse was also observed on drive for thinness.
These data give further support to the idea that adverse life events in childhood may heighten
susceptibility to serotonergic dysregulation following stress, and suggest that in individuals vulnerable to
eating disorders this may result in disturbed eating behaviours.
Ó 2011 Elsevier Ltd. All rights reserved.
Keywords:
5-HTTLPR
Binge eating
Drive for thinness
Adverse life events
Geneeenvironment interactions
1. Introduction
The serotonin transporter mediates sodium-dependent presynaptic re-uptake of serotonin, thus terminating serotonergic neurotransmission. The serotonin transporter is encoded by the serotonin
transporter gene (SLC6A4) on chromosome 17 (Gelernter et al.,
1995). The short or s-allele in the 5-HTT gene-linked polymorphic
region (5-HTTLPR) is associated with lower transcriptional activity
of the promoter as compared to the long or l-allele, and has been
suggested to lead to lower expression of 5-HTT mRNA, less serotonin
(5-HT) binding, and less 5-HT re-uptake (Lesch et al., 1996). Human
neuroimaging studies of the 5-HTT availability have not detected
consistent effects of the 5-HTTLPR (Parsey et al., 2006; Shioe et al.,
2003) but the allelic differences in the 5-HTTLPR have been
demonstrated to affect brain volume and gray-matter density in
multiple brain regions in humans (Canli et al., 2005; Pezawas et al.,
2005) and non-human primates (Jedema et al., 2010).
* Corresponding author. Tel.: þ372 7375911; fax: þ372 7375900.
E-mail address: jaanus.harro@ut.ee (J. Harro).
0022-3956/$ e see front matter Ó 2011 Elsevier Ltd. All rights reserved.
doi:10.1016/j.jpsychires.2011.09.013
The s-allele has been associated with trait anxiety (Lesch et al.,
1996; Sen et al., 2004), affective instability (Lesch and Mössner,
1998; Steiger et al., 2005) and impulse control deficiencies (Retz
et al., 2004; Anguelova et al., 2003; Baca-García et al., 2005).
Individuals carrying one or two copies of the s-allele have been
reported to show greater amygdala reactivity to emotion-related
stimuli (Hariri et al., 2002), and stronger and longer lasting reactions to fearful stimuli (Armbruster et al., 2009). The imaging
genetics studies show that the s-allele leads to reduced gray-matter
volume in limbic regions (Heinz et al., 2005) and disrupted
amygdala-cingulate coupling after emotional stimuli (Pezawas
et al., 2005).
Since Caspi et al. (2003) reported that individuals with one or
two copies of the 5-HTTLPR s-allele exhibited more depressive
symptoms and suicidality in relation to stressful life events than did
individuals homozygous for the l-allele, research looking at the
geneenvironment effect in the development of affective disorders
has been growing rapidly (Cervilla et al., 2007; Wilhelm et al.,
2006; Kendler et al., 2005). Although meta-analyses have not
always been supportive of the interaction effect between the 5HTTLPR and adverse life events on depression (Munafo et al.,
39
K. Akkermann et al. / Journal of Psychiatric Research 46 (2012) 38e43
2009; Risch et al., 2009), systematic reviews confirm this effect
indicating that genotype moderates the capacity of an environmental risk to bring about mental disorders (Nugent et al., 2011;
Uher and McGuffin, 2010). The differences in results may rather
be caused by methodological considerations that influence the
inclusion of the studies in meta-analyses, outcome measures,
relative power of included studies, etc. The research looking at the
geneeenvironment effects in regard to eating disorders is so far
limited.
There is some evidence that the onset of eating disorders is
associated with adverse life events (Horesh et al., 1995; Welch et al.,
1997). Adverse life events, such as physical neglect, maladaptive
parenting behaviours, socioeconomic variables (poverty, limited
parental education) and sexual abuse during childhood, have been
shown to predict weight fluctuations and dietary restraint, as well
as eating disorders during adolescense or early adulthood in
a community based sample (Johnson et al., 2002). Also, an association between stressful life events with extreme weight control
behaviours and binge eating has been reported in a community
based sample of adolescents (Loth et al., 2008) and young adults
(Smyth et al., 2008). Childhood experiences of being bullied have
been reported to result in eating-disordered behaviours (Wade
et al., 2007) and teasing about appearance in increased body
dissatisfaction (Sweetingham and Waller, 2008).
One of the most discussed topics in the development of eating
disorders is the role of sexual abuse. Welch and Fairburn (1994)
have reported sexual abuse to be significantly more common in
bulimic patients when compared to controls, but found no
difference between bulimic patients and other psychiatric
patients. Jacobi et al. (2004) concluded in their review that there is
some evidence that anorexia and bulimia patients experience
more adverse life events before the onset of the eating disorder,
although the evidence is not as consistent as it is for the role of
sexual abuse.
While some studies have reported an association between the
5-HTTLPR s-allele and eating disorders (Di Bella et al., 2000;
Fumeron et al., 2001), most studies have found no allelic differences in the 5-HTTLPR in eating disorder patients (Hinney et al.,
1997; Sundaramurthy et al., 2000; Lauzurica et al., 2003;
Monteleone et al., 2006; Steiger et al., 2005; Racine et al., 2009).
Recently we reported that while the 5-HTTLPR genotype does not
predict symptoms of binge eating, the s-allele, and especially the s/s
genotype, increases the risk for affective instability and symptom
severity in general population (Akkermann et al., 2010). Data from
patients with affective disorders suggest that s-allele carriers are
more sensitive and reactive to life circumstances. Eating disorders
are often comorbid with affective disorders (Mangweth et al., 2003)
and eating disorder patients, carrying the s-allele, have shown to
display higher psychiatric comorbidity like major depressive
disorder, anxiety disorders, and substance abuse (Richardson et al.,
2008). Thus, it could be hypothesised that the ability of adverse life
events to elicit disturbed eating behaviour is more pronounced in
carriers of the s-allele.
To our knowledge no study has so far addressed the role of
adverse life events and the 5-HTTLPR together in bringing about
symptoms of eating disorders. Thus, in the present study we
aimed to examine the gene environment effect of the 5-HTTLPR
and adverse life events on disturbed eating behaviours in a population-representative sample of adolescent girls. Since the
literature suggests that traumatic experiences involving the
element of interpersonal harm (e.g., sexual abuse, physical
assault) are associated with higher risk for psychiatric disturbances we also explored separately the interactive effect of
sexual, physical and emotional abuse and 5-HTTLPR on symptoms of eating disorders.
2. Materials and methods
2.1. Participants
The sample was based on younger cohort of the European Youth
Heart Study (EYHS) conducted in Estonia in 1998/1999, which was
incorporated into the longitudinal Estonian Children Personality,
Behaviour and Health Study (ECPBHS). Sample formation has been
explained and described in more detail elsewhere (Harro et al.,
2001, 2009). In brief, this is a population-representative age
cohort of urban and rural girls and boys living in at the time of
sampling in one county. All schools of Tartu City and County,
Estonia, which agreed to participate in the study, were included
into the sampling using the probability proportional to the number
of children of the respective age group in the school. Totally, 583
children from 25 schools were participating in the first wave of the
study. This was 80% of the eligible population.
The data presented in the current study was gathered during the
second and third follow- up in years 2004 and 2007, where totally
83% (n ¼ 483) and 78% (n ¼ 453) of the original sample was
recruited, respectively. Only the data of girls has been used since
the prevalence of disturbed eating behaviour in boys was low. The
data of 261 girls (mean age 14.8 0.5) and 252 girls (mean age
17.8 0.5) from the second and third wave, respectively, were
analysed. Blood samples and self-reported data about their eating
behaviour, adverse life events, depression and anxiety levels were
collected in the laboratory among other measurements (Table 1).
Adolescents and their parents gave their written informed consent
in all study waves. The study was approved by the Ethics Review
Committee on Human Research of the University of Tartu, Estonia.
The study was carried out in accordance with the Declaration of
Helsinki.
2.2. Measures
The history of adverse life events was self-reported at age 15.
The list of stressful life events was formed of 30 adverse experiences, including parental death and divorce/separation, living in
institution or under foster care, unemployed parent, parental
alcoholism, poor parental care, poverty, poor living conditions, poor
health, accidents and traumas, school bullying, recurrent physical
punishment, physical, sexual and emotional abuse in- and outside
the family, severe burden/serious concerns, attempted suicide,
attempted rape, leaving home for several days without telling
anyone, and committed suicide or suicide attempt of a close relative. The events were recorded dichotomously, present or not
present during lifetime, and were then counted to form the total
Table 1
Descriptive and clinical data (mean scores SD) of the participants.
Age at the 1st assessment
Age at the 2nd assessment
14.8 (0.52)
17.8 (0.52)
EDI-2
Bulimia
Drive for thinness
4.9 (5.02)
9.6 (7.67)
STAI
State anxiety
Trait anxiety
33.2 (8.97)
41.7 (9.39)
MADRS
BIS-11
8.5 (5.73)
62.5 (5.49)
5-HTTLPR
l/l
s/l
s/s
n ¼ 103
n ¼ 110
n ¼ 26
40
K. Akkermann et al. / Journal of Psychiatric Research 46 (2012) 38e43
number of adverse life events. On the bases of the percentile
distribution (25e50e25) the subjects were divided into groups
with minimal (0e1 events), moderate (2e5 events) and frequent
(6e18 events) history of adverse life events.
Data on eating behaviour and attitudes, anxiety, impulsivity and
depressiveness was collected at age 18. Eating Disorders Inventory2 (EDI-2) (Garner, 1991), Estonian version (Podar et al., 1999) two
subscales e Drive for thinness and Bulimia e were used to assess
eating behaviour and attitudes. The Drive for thinness subscale
measures concern and preoccupation with dieting and weight gain,
the Bulimia subscale measures the tendency to think about and
engage in episodes of binge eating. These subscales have been
shown to be most directly related to eating-disordered behaviour
(Hurley et al., 1990). Anxiety was measured by Estonian version of
State and Trait Anxiety Inventory (STAI) (Spielberger et al., 1983;
Kreegipuu, 1997). Depression ratings were collected by means of
self-report version of MontgomeryeÅsberg Depression Rating
Scale (MADRS) (Montgomery and Åsberg, 1979), using the Estonian
version (Kiive et al., 2004). Estonian version of Barratt Impulsiveness Scale (BIS-11) (Patton et al., 1995; Paaver et al., 2007) was used
to measure impulsivity.
2.3. Genotyping
The alleles at the 5-HTTLPR locus were amplified from genomic
DNA using polymerase chain reaction (PCR). The polymorphic
region was amplified using the primers; 5-HTTLPR-F: CAA CCT CCC
AGC AAC TCC CTG TA, 5-HTTLPR-R: GAG GGA CTG AGC TGG ACA
ACC AC, where the forward primer was labelled with a 50 -FAM.
Reagents and conditions for the PCR reaction were: 1 PCR buffer
(Perkin Elmer, AmpliTaq Gold buffer II), 200 mM dNTP with 50% of
dGTP replaced with 7-deaza-dGTP, 2 mM MgCl2, 1 mM of each
primer, 1 U Taq polymerase (Perkin Elmer, AmpliTaq Gold), and
20 ng genomic DNA, in a total reaction volume of 10 mL. The reaction started with 10 min at 95 C, followed by 35 cycles with 30 s at
95 C, 30 s at 59 C, 30 s at 72 C, and ended with 10 min at 72 C.
PCR products were then run on an ABI 3100 Genetic analyzer
(Applied Biosystems), and scored using the software GeneMapper
1.5 (SoftGenetics). All genotypes were manually checked on chromatograms to detect inconsistencies, and, where needed, amplified
and scored the second time. Genotype frequencies were distributed
in HardyeWeinberg equilibrium.
Genotypic data were classified into two groups, l/l homozygotes
(n ¼ 103) vs s-allele carriers (n ¼ 136).
3. Results
The 5-HTTLPR allelic variation itself was not associated with
either EDI-2 Bulimia, F(1, 207) ¼ 0.41, p ¼ 0.52 or Drive for thinness
scores, F(1, 207) ¼ 1.00, p ¼ 0.32. Also, no significant differences
between the s-allele carriers and l/l homozygotes concerning the
number of adverse life events were observed, F(1, 234) ¼ 1.13,
p ¼ 0.29. However, there was an interaction effect of the 5-HTTLPR
and adverse life events on Bulimia scores, F(2, 200) ¼ 3.29,
p ¼ 0.04. Thus, the more negative life events the s-allele carriers
had experienced by age 15, the higher EDI-2 Bulimia scores they
reported at age 18 (Fig. 1). Carriers of the s-allele, who had history
of frequent adverse life events, exhibited higher scores on the
Bulimia subscale as compared to both the s-allele carriers and l/l
homozygotes with history of minimal adverse life events (p ¼ 0.02
and p ¼ 0.001, respectively). Similar tendencies of a difference
were observed between the s-allele carriers with history of
frequent adverse life events and individuals reporting the history
of moderate number of adverse life events, but statistical significance was below the conventional level (p ¼ 0.06 and p ¼ 0.09,
respectively for comparisons with l/l homozygotes and s-allele
carriers). Likewise, the s-allele carriers with frequent adverse life
events tended to score higher on the Bulimia subscale as compared
to l/l homozygotes with history of frequent adverse life events
(p ¼ 0.08).
The interaction effect explained 6% (R2 ¼ 0.06, p ¼ 0.02) of the
total variance in Bulimia scores. Importantly, this interaction
effect remained significant even after the co-varying effects of
depression and state and trait anxiety were controlled for
(p ¼ 0.02, 0.01, 0.03 respectively) and nearly significant after the
co-varying effect of impulsivity was controlled for (p ¼ 0.06). The
effect of the s-allele on Bulimia scores was even more pronounced
when solely the experience of sexual abuse was considered, F(1,
197) ¼ 9.64, p ¼ 0.002 (Fig. 2B), explaining 9% (R2 ¼ 0.09,
p < 0.001) of the total variance. The interaction effect remained
significant after controlling for the co-varying effect of impulsivity
(p ¼ 0.001).
The significance of the interaction effect on Bulimia scores was
missed when only the history of physical abuse was included to the
2.4. Statistical analyses
Statistical analyses were carried out using Statistica version 7.0
software. First we tested whether the 5-HTTLPR allelic variation
itself is associated with EDI-2 subscales and whether there are
allelic differences in the frequency of adverse life events. Associations between the test scores and the 5-HTTLPR genotype were
assessed by one-way analysis of variance (ANOVA). Further we
proceeded looking at the interaction effects of the 5-HTTLPR and
adverse life events on EDI-2 Bulimia and Drive for Thinness
subscales. Interaction effects between the genotype group were
assessed by two-way ANOVA. For comparison of the groups Fischer
LSD post hoc analyses was used. Since the 5-HTTLPR has been
shown to be associated with depression, anxiety and impulsive
behaviour we used ANCOVA to control for co-varying effects
entering the total scores of depression, anxiety and impulsivity
independantly as continuous covariates. Finally we perfomed the
analyses to test whether sexual, physical and emotional abuse
together with the 5-HTTLPR predicts disturbed eating as measured
by EDI-2.
Fig. 1. The influence of adverse life events and the 5-HTTLPR genotype on binge eating
(presented as EDI-2 Bulimia z-scores). Vertical bars denote 0.95 confidence interval
K. Akkermann et al. / Journal of Psychiatric Research 46 (2012) 38e43
model, F(1, 199) ¼ 3.22, p ¼ 0.08, and was clearly not present when
only the experience of emotional abuse was included, F(1, 199) ¼
0.62, p ¼ 0.43. The interaction effect of the 5-HTTLPR and the
experience of sexual abuse was observed also on Drive for thinness
scores, F(1,197) ¼ 4.69, p ¼ 0.03 (Fig. 2A). This interaction effect
remained significant even after the co-varying effect of impulsivity
was controlled for (p ¼ 0.04). Carriers of the s-allele, who reported
the history of sexual abuse, exhibited higher scores on Drive for
thinness subscale as compared to the s-allele carriers and l/l
homozygotes who did not report the sexual abuse (p ¼ 0.0004 and
p ¼ 0.005, respectively). Similar tendency of a difference was
observed when compared to the l/l homozygotes with history of
sexual abuse but statistical significance was below the conventional
level (p ¼ 0.07).
Fig. 2. The influence of sexual abuse and the 5-HTTLPR genotype on drive for thinness
(presented as EDI-2 Drive for thinness z-scores) (A) and binge eating (presented as
EDI-2 Bulimia z-scores) (B). Vertical bars denote 0.95 confidence intervals.
41
4. Discussion
Psychosocial stressors accentuate genetic vulnerability to
psychopathology in adolescents (O’Connor et al., 2003; Heider
et al., 2008). We report in the present paper that the effect of
adverse life events on binge eating was moderated by the 5HTTLPR. Individuals with the s-allele, who at age 15 reported
history of frequent adverse life events, had elevated scores in EDI-2
Bulimia subscale at age 18. The effect of the s-allele on binge eating
was even more pronounced when solely the experience of sexual
abuse was considered. The interaction effect of the 5-HTTLPR and
the past sexual abuse was also observed on drive for thinness.
Steiger et al. (2004) reported that bulimia nervosa patients with
reduced platelet paroxetine binding (as compared to those with
higher binding) had more likely experienced childhood sexual
abuse, indicating a coincidence of traumatic experiences with
hyposerotonergic tendencies in adult women with eating disorders.
The authors argued that childhood abuse may contribute to longlasting sensitivities of the 5-HT system and in that case such
effects might heighten susceptibility to serotonergic dysregulation
following stress or negative affects. Depue and Collins (1999)
suggest that individuals low in 5-HT activity are hypersensitive to
sensory input so that even low-intensity stimuli may elicit
a response. Consequently, each new input serves as an emotioneliciting stimulus after another, which finally manifests in
emotional lability and impulsive behaviour. In line with this,
trauma in eating disorder patients has been associated with greater
impulsiveness and presence of borderline personality traits
(Basurte et al., 2004). Low 5-HT activity in adulthood could be
brought about by high levels of 5-HT, the result of the low rate of 5HT re-uptake linked to the s-allele of the 5-HTT, which reduce the
development of brain 5-HT structures (Whitaker-Azmitia, 2005;
Nordquist and Oreland, 2010).
Several lines of evidence suggest that the CNS serotonin system
plays a role in regulating HPA axis activity. Serotonergic systems
can either facilitate or inhibit HPA axis activity and stress related
physiological or behavioural responses (Lowry, 2002). Functional
studies of the raphe nucleus and serotonergic projections arising
from it have suggested that serotonergic systems within the raphe
nucleus contribute to resistance, tolerance and coping responses
with the acute or chronic stress (Deakin, 1996). 5-HTT gene
knockout mice have been found to exhibit increased HPA axis in
response to acute stress (Li et al., 1999). Recently it was reported
that girls homozygous for the s-allele produce higher and prolonged levels of cortisol in response to stress than l-allele carriers,
indicating that the 5-HTT gene variation affects HPA axis activity
(Gotlib et al., 2008). Similar lines of evidence come from animal
research. Among infant rhesus macaques the s-allele carriers had
higher levels of adrenocorticotropic hormone in response to
maternal separation than did l/l homozygotes (Barr et al., 2004;
McCormac et al., 2009). It has been suggested that abnormalities
in the response mechanisms to stress and in the HPA axis functioning could explain the association between traumatic childhood
events and eating disorders (Basurte et al., 2004). While the s-allele
carriers may be biologically more reactive to stress related stimuli,
then in individuals vulnerable to eating disturbances this may
manifest in more severe binge eating. Also, the activation of the
HPA axis under conditions of chronic stress tends to heighten the
more prolonged central actions of glycocorticoids in the orexigenic
appetite centers (Kyrou et al., 2006).
So far little is known about the specific gene-environmental
effects on bringing about eating disorder symptoms. However,
the effect of the adverse life events on the development of
psychopathology is not specific to eating disorders but also to
depression, anxiety and stress related disorders. Eating disorders
42
K. Akkermann et al. / Journal of Psychiatric Research 46 (2012) 38e43
are often comorbid with the latter but in clinical practice we can
also see eating disturbances in affective and anxiety disorders. Thus
assessment of the gene-environment interactions helps us to
identify possible intermediate phenotypes and hopefully identify
causal processes through which the environment increases the risk
for the disturbed eating behaviours.
Serotonin is involved in a broad range of biological, physiological and behavioural functions such as motor activity, eating,
sleep and thermoregulation, cardiovascular and respiratory
activity, as well as the modulation of affective states (Lucki, 1998).
Environmental adversities in interaction with the 5-HTTLPR affect
also broad range of functions and is probably not specific to eating
disturbances. Animal studies indicate that 5-HTT knockout mice
exhibit a reduction in 5-HT1A receptor binding in several brain
areas (Li et al., 1999) and increase of binding density of 5-HT2A
receptors in the amygdala (Li et al., 2003) which together may
explain the heightened stress vulnerability in these mice (Adamec
et al., 2008). Alterations in 5-HT1A and 5-HT2A receptor bindings
have been reported in eating disorders patients (Bailer et al.,
2004, 2005). Thus possible synergistic effects of the serotonin
system following exposure to environmental adversities may
heighten affective instability and affect regulation difficulties in sallele carriers which in turn may manifest in increased binge
eating.
Recently we reported that the effect of BDNF Val66Met polymorphism on binge eating in adolescent girls is dependent on
severe food restriction (Akkermann et al., 2011). The BDNF Metallele carriers who practiced the most extreme weight control
behaviours like reducing their meal frequency and/or starvation,
which was also validated by their reduced caloric intake, were
more engaged in binge eating. This effect was not observed on
drive for thinness. Thus, there may be specific environmental
effects acting on certain genotypes and bringing about specific
disturbances in eating behaviours but the research is still limited
in this field.
To conclude, the inconsistent results of the association between
the 5-HTTLPR and eating disorder symptoms may be because
participant`s history of adverse life events has not been considered
in these studies. The results of the present study must be considered in the context of the limitations. We have been analysing only
one genetic marker, though it is unlikely that the 5-HTTLPR interacts with environmental factors independently of other genes.
Gene gene environment interactions would most likely explain
even larger variability in symptoms of eating disorders in response
to adverse life events. Also, these findings need to be replicated
possibly in larger samples and ideally objective methods of environmental adversity should be used.
Conflict of interest
All authors report no conflict of interest.
Contribution
Kirsti Akkermann was responsible for the study design, collecting the data, conducting statistical analysis, and preparing most
of the sections of the manuscript.
Kadri Kaasik contributed to the data preparation, data collection, data analysis and preparing the figures. Evelyn Kiive contributed to data preparation and the section of the manuscript related
to materials and methods. Niklas Nordquist was responsible for
genotyping and preparing the section of the manuscript related to
genotyping. Prof. Oreland edited drafts of the manuscript. Prof.
Harro was responsible for the study design, oversight of data
collection and editing drafts of the manuscript. All authors have
contributed to and approved the final manuscript.
Financial disclosures
All authors report no biomedical financial interests or potential
conflicts of interest.
Funding
This study was supported by grants from the Estonian Ministry
of Education and Science (No. 0180027), the Estonian Science
Foundation (No. 6788 and 8622) and the Swedish Science Foundation (No. 3640). Funding sources had no role in writing of the
present manuscript.
Acknowledgements
We are grateful to the participants of the ECPBHS, and to the
whole ECPBHS Study Team.
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