Methods
Participants and procedure
Data were obtained from the Mom2B cohort (www.mom2b.se), an ongoing, prospective
Swedish national study using a smartphone -app for data collection. 32 All Swedish-speaking
women over 18 residing in Sweden, who are pregnant or within three months postpartum, can
participate by downloading the Mom2B app. Recruitment occurs via healthcare facilities, social
media, and print advertisements. After providing informed consent, participants complete
online surveys accessible at designated peripartum periods. 32 Pregnancy and delivery are
confirmed via the Swedish national birth registry. The study complies with General Data
Protection Regulations and has ethical approval from the Swedish Ethical Review Committee
(dnr: 2019/01170, with amendments). Compared to Sweden’s general pregnant population,
the Mom2B cohort has a higher proportion of highly educated individuals and a lower
proportion of participants born outside Sweden. 32-34 This study used data collected between
01/2022 to 04/2024, specifically including responses to the DERS -1629 which was included
from 05/2022 on and was available for participants at 16 -25 weeks antepartum. Eligibility
criteria included verified pregnancy and delivery, complete background information (N = 1414),
and a completed DERS-16 during the specified period (N = 623). The Mom2B app allows users
to join at any pregnancy stage, but survey access is limited to specific time windows, which
can result in missing data–a common issue in mobile health research35
Sociodemographic information
In the background questionnaire participants reported in the app country of birth, age
at registration, highest education level (“no schooling”, “primary school”, “high school”,
“polytechnic/vocational training”, “university or college”), mental health history (“no”, “yes, with
professional help”, “yes, without professional help”), and parity. Additional information included
height and weight (body -mass-index ( BMI) calculation ), relationships status (“no partner”,
“partner, cohabiting”, “with a partner, no cohabiting”), partner violence history, substance use
three months before pregnancy (alcohol, cigarettes, snus), mental health issues due to oral
contraceptives (OC), past treatment for premenstrual disorders, and pregnancy loss history
(all “yes”/“no”). After birth, participants reported mode of delivery (“vaginal delivery”, “assisted
vacuum delivery”, “planned caesarean section”, “emergency caesarean section”) and neonatal
issues up to 2 weeks postpartum (“yes”/”no”). Breastfeeding was tracked up to 42 we eks
postpartum (“yes, full/partly”, “no”).
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EMOTION REGULATION ASSOCIATED WITH PERIPARTUM DEPRESSION 6
Difficulties in Emotion Regulation Scale-16
Emotion regulation was measured with the Difficulties in Emotion Regulation Scale-16
(DERS-1629), a 16-item short form of the DERS 13, at 16 -25 weeks antepartum and 17 -25
weeks postpartum. The DERS -16 assesses trait -level emotion dysregulation using five
subscales: : (1) Lack of emotional clarity, e.g., “I have difficulty making sense out of my
feelings”; (2) Non-acceptance of emotional responses, e.g., “When I’m upset, I become angry
at myself fore feeling that way”; (3) Impulse control difficulties, e.g., “When I’m upset, I become
out of control”; (4) Difficulty in engaging in goal-directed behavior, e.g., “When I’m upset, I have
difficulty getting work done”; (5) Limited access to emotion regulation strategies, e.g., “When
I’m upset, I believe there is nothing I can do to feel better” .27-29 Scores range from 16 to 80,
with higher scores indicating greater emotion dysregulation. 13,29 The DERS -16 has shown
strong psychometric properties, including high internal consistency, test -retest reliability, and
convergent and discriminant validity29, also in peripartum samples.26
Edinburgh Postnatal Depression Scale
PeriPD symptoms were measured using the Swedish version of the Edinburgh
Postnatal Depression Scale (EPDS 36-38) at eight timepoints: 12 -22, 24-34, and 36-42 weeks
antepartum as well as 1-4, 6-13, 14-23, 24-35, and 36-42 weeks postpartum. The EPDS is a
validated 10-item self -report screening tool assessing depressive symptoms over the past
seven days, with higher scores indicating greater severity.37,38 Scores of ≥13 antepartum and
≥12 postpartum indicate clinically relevant symptoms, as validated in Swedish samples. 37,38
These cut -off scores were also used for the pres ent secondary analyses in the PeriPD
trajectories9. If respondents completed nine of ten items, the missing score was imputed with
the mean of the other items; with fewer than nine completed items, the total score was set to
missing.
Additional psychometric surveys
Based on a study using data from a population -based prospective cohort study and
machine learning methods to predict depressive symptoms six weeks postpartum 39 we
included additional psychometric scales provided via the Mom2B app during antepartum as
potential confounders for our primary analyses. The extra surveys included the Fear of Birth
Scale (FOBS40), Resilience Scale-14 (RS-1441,42), Sense of Coherence Scale-13 (SOC-1343,44),
and the Vulnerable Personality Style Questionnaire (VPSQ 45,46). Delivery experience was
assessed via a visual analogue scale with low values indicating a negative and high values
indicating a positive delivery experience.
Statistical analyses
For all statistical analyses, IBM SPSS Statistics (version 28.0) was used and the alpha
criterion level set to p ≤ .05.
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EMOTION REGULATION ASSOCIATED WITH PERIPARTUM DEPRESSION 7
Emotion regulation across the peripartum
To assess emotion regulation across peripartum, we performed a Pearson correlation
analysis of DERS -16 total score at 16 -25 weeks antepartum with scores at 17 -25 weeks
postpartum. A paired samples t -test was conducted to test if DERS -16 total score s were
different in the postpartum compared to the antepartum assessment period.
Primary analyses: Association of ER and peripartum depressive symptoms
To assess the association of ER and depressive symptoms, we performed multiple
linear regression models with the DERS -16 total score at 16 -25 weeks antepartum as the
exposure and EPDS total score across peripartum ( 24-34, 36-42 weeks antepartum; 1 -4, 6-
23, 24-35, 36-42 weeks postpartum), as outcomes, respectively. Model 1 was unadjusted for
any other potential confounders; Model 2 adjusted for potential confounders including age,
pre-pregnancy BMI, university-level of education, parity, pregnancy loss history, self-reported
history of depression, treatment for premenstrual disorder, mental health issues from OC use,
mean FOBS, RS -14, SOC -13, and VPSQ scores (all assessed antepartum). Postpartum
EPDS outcomes were additionally adjusted for delivery experience , neonatal issues (0 -2
weeks postpartum) and in Model 3 also adjusted for EPDS score at 12-22 weeks antepartum.
Secondary analyses: ER across PeriPD trajectories
To explore ER differences across PeriPD trajectories, we categorized participants into
five groups based on EPDS scores above the clinical cut -offs (≥13 antepartum, ≥12
postpartum) following Wikman et al. 9: (1) healthy (no depressive symptoms antepartum or
postpartum), (2) antepartum-only depression, (3) early postpartum-onset depression, (4) late
postpartum-onset depression, and (5) persistent depression. Group differences between
EPDS responders and non -responders (those completing DERS -16 but missing any EPDS
assessment) were tested using t-tests or Chi-squared tests. Trajectory group differences were
analyzed with Fisher’s Exact test for categorical variables, ANOVA, or Kruskal-Wallis H tests,
if homogeneity of variance was violated. To assess DERS -16 score differences by PeriPD
trajectory, univariate ANOVA was used, with effect sizes reported as ηp2 and Bonferroni -
adjusted post-hoc tests for significant effects.
Discussion
This Swedish national app -based cohort study showed that self-reported emotion
regulation (ER) remained relatively stable from pregnancy through the postpartum period.
Difficulties in ER, assessed in the second trimester via the DERS-16, were strongly associated
with peripartum depression (PeriPD) symptoms up to 14-23 week postpartum, even after
adjusting for potential confounders. This association, however, did not extend robustly beyond
six months postpartum when accounting for antepartum depression (AntePD) scores. Notably,
women who would later meet the EPDS threshold for postpartum depression (PostPD) already
displayed increased ER difficulties as early as the second trimester , pinpointing a possibility
for early identification of high-risk individuals.
The DERS -16 scores as reported in pregnancy and postpartum showed a strong
correlation without significant mean changes, supporting its reliability for assessing ER across
the peripartum period. This aligns with previous findings on the stability of ER29 also during the
peripartum period.19,24,47 While Coo et al. 24 reported overall stability of ER from pregnancy to
postpartum and observed improvements in DERS subscales, our findings indicate a tendency
toward slightly higher, i.e. worse, DERS-16 scores four to six months postpartum, though not
statistically significant. This discrepancy may relate to the assessment timing differences (Coo
et al. third trimester, period of heightened bodily changes and symptoms as well as imminent
psychosocial changes; current study second trimester, women may not yet be experiencing
elevated stress to this extent) and ER assessment versions (Coo et al. used an adapted
version of DERS48 and analyzed subscale scores; current study used DERS-16 total score).
Despite the overall stability, both studies highlight subtle variability in ER that could be
addressed through targeted interventions. Generally, our findings highlight DERS -16’s utility
as a reliable tool for assessing ER difficulties across the peripartum.
ER difficulties assessed in the second trimester were strongly associated with
depressive symptoms throughout the peripartum and up to six months postpartum, even after
controlling for potential confounders, supporting previous evidence linking ER to
psychopathology and mental health vulnerability. 12,49 Our findings are in line with previous
studies showing an association between emotion dysregulation and higher levels of AntePD
and PostPD symptoms.16,20,22,23,50,51 Unlike prior studies that found no significant link between
antepartum ER and PostPD23, our data show a robust association across multiple postpartum
timepoints. This association, however, weakened beyond six months postpartum, suggesting
the DERS-16’s sensitivity for depressive risk might be limited after this period. Our results
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EMOTION REGULATION ASSOCIATED WITH PERIPARTUM DEPRESSION 10
underscore ER as an important factor in identifying PeriPD risk and support the clinical utility
of the DERS-16 as a prognostic tool during pregnancy.
Remarkably, the early and late postpartum -onset depression trajectories reported
significantly more ER difficulties during the second trimester, even while still below the
threshold for depression during the time of the ER assessment. This finding aligns with
Wikman et al. 9, who identified distinct characteristics among PeriPD trajectories before
childbirth, yet extending this work by demonstrating that these trajectories may differ in
psychological abilities like ER. Recognizing emotion dysregulation as an early vulnerabili ty
marker for PostPD is particularly relevant for the late postpartum-onset trajectory, where many
cases go undiagnosed, partly due to diagnostic criteria not acknowledging symptom onset
beyond six weeks postpartum.10,52 Thus, assessing ER difficulties during pregnancy with the
16-item self-report scale could be of considerable value for healthcare providers. Contrary to
our expectations, the antepartum-only depression trajectory showed no significant differences
in DERS-16 scores compared to the healthy group, suggesting that women in the antepartum-
only trajectory may have had adaptive ER skills, limiting symptoms to pregnancy only.
Moreover, our data imply that the antepartum -only trajectory might not be primarily linked to
emotion dysregulation. However, this lack of difference in self-reported ER warrants replication,
partly due to small sample size in the antepartum -only group. In contrast, the persistent
trajectory showed significantly higher ER difficulties during pregnancy, with depressive
symptoms persisting throughout the peripartum period, indicating sustained vulnerability. Our
study highlights the heterogeneity of PeriPD, challenging the traditional dichotomous view of
this condition. A nuanced understanding is vital for identifying trajectory or subgroup -specific
causes and risk factors.9 Ultimately, effectively communicating the distinct mental health risks
and needs associated with different PeriPD trajectories, such as ER, to healthcare providers
is essential9, paving the way for personalized medical approaches to prevention and treatment.
Although this study features a large, population -based and well -characterized
prospective sample, some limitations should be noted: First, the cohort’s overrepresentation
of Swedish-born women with higher education may limit generalizability of findings, particularly
given the higher prevalence of PeriPD among women from lower socioeconomic or minority
backgrounds.53,54 Second, high rates of self -reported history of mental illness potentially
introduces a level of selection bias, as individuals more attuned to mental health concerns may
be more likely to participate in a study on maternal mental health. Third, missing data and non-
response at different timepoints, a common challenge of mobile health research 35, led to
variable sample size in our regression analyses, which could be linked to how well or poorly
participants felt during the peripartum period. Also, dropout rates during later postpartum
timepoints increased. These issues, however, were mitigated by maintaining a fairly large
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EMOTION REGULATION ASSOCIATED WITH PERIPARTUM DEPRESSION 11
sample size and ensuring similar background characteristics between responders and non -
responders. The EPDS, although a widely used screening tool, is not a diagnostic instrument
and has been discussed to capture general psychological distress rather than specifically just
depressive symptoms.55-57 Also, we did not evaluate symptom severity in relation to clinically
diagnosed depression, nor account for potential treatment effects that might have altered
symptom trajectories. Instead, our goal was to examine the association between ER and the
EPDS as a measure of mental health and well -being. Our results underscore ER’s role as a
transdiagnostic factor for mental health, highlighting it as a tangible t arget for prevention and
intervention efforts. Finally, PeriPD is a multifactorial disorder8,58,59, with ER likely representing
just one part of its complex etiology. While future research should approach PeriPD from
multiple perspectives, our study’s strength lies in addressing this complexity by controlling for
diverse known and available confounders in the Mom2B dataset.
In conclusion, this study emphasizes the significance of ER difficulties during the
second trimester of pregnancy as an early and robust vulnerability marker for PeriPD
symptoms, particularly for cases progressing to PostPD. The findings endorse the DERS -16
as a practical screening tool for identifying peripartum mental health risks and guiding timely
interventions.26,27 Given that effective ER skills can be trained and strengthened during
pregnancy18,60,61, enhancing ER during pregnancy presents a promising avenue for prevention
and intervention. Future research should evaluate the clinical utility of DERS-16 screenings
and explore which PeriPD trajectories benefit most from ER -centered interventions. As a
resilience factor, strengthened ER abilities can buffer stress, improve maternal mental health
and ultimately support positive parent-child relationships and child development.18,22,23,31
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EMOTION REGULATION ASSOCIATED WITH PERIPARTUM DEPRESSION 12
Acknowledgements. We thank Richard Aubrey White for the guidance in the statistical and
visualization aspects of the study and Andreas Frick for discussions on the use of instruments
to assess emotional regulation.
Author Contribution. FW: Conceptualization; Methodology; Formal analysis; Investigation;
Visualization; Writing – original draft. EF: Conceptualization; Validation; Writing – review &
editing. BD: Conceptualization; Methodology; Funding acquisition; Supervision; Validation;
Writing – review & editing. AS: Project administration; Conceptualization; Data acquisition;
Methodology; Investigation; Funding acquisition; Resources; Supervision; Validation; Writing
– review & editing.
Funding. This project was funded by the German Research Foundation (DFG) as part of the
International Research Training Group “Women’s Mental Health Across the Reproductive
Years” (IRTG2804). Additionally, the Mom2B-project has received funding from the Swedish
Research Council (Gr ant numbers 2020 -01965), the Swedish Brain Foundation (Grant
numbers FO2021-0161, FO2022-0098), the Swedish state under the ALF-agreement, the Olle
Engkvists Foundation (224 -0064), and the Swedish Association of Local Authorities and
Regions (to the Department of Obstetrics and Gynaecology, Uppsala University).
Conflict of Interest Disclosure. The authors declare no competing interests.
Data Availability Statement . Datasets used in the present study are available upon
reasonable request from the corresponding authors.
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perpetuity.
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EMOTION REGULATION ASSOCIATED WITH PERIPARTUM DEPRESSION 13
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EMOTION REGULATION ASSOCIATED WITH PERIPARTUM DEPRESSION 19
Table 1. Characteristics of study sample.
Characteristics N (%)
Responders
Mean
(SD)
Range
Min-Max
Total 623 (100%)
Age (years) 623 (100%) 31.66
(4.57) 19-44
Pre-pregnancy BMI (kg/m2) 616 (98.9%) 26.07
(6.04) 14-69
Education 623 (100%)
University level education 423 (67.9%)
Relationship status 623 (100%)
Partner, not cohabiting 606 (97.3%)
Partner, cohabiting 585 (93.9%)
Partner violence 596 (95.7%)
Current partner violence 11 (1.8%)
Previous partner violence 140 (23.5%)
Mental health history 623 (100%)
Depression history (self-reported) 340 (54.6%)
Professional help 276 (44.3%)
Anxiety history (self-reported) 275 (44.2%)
Professional help 201 (32.3%)
Female-specific mental health 618 (99.2%)
Treatment for premenstrual disorders 62 (10%)
Mood swings from oral contraceptives 308 (49.8%)
Substance use 617 (99.2%)
Alcohol, 3 months before pregnancy 478 (77.5%)
Alcohol, ≥ 7 glasses/week
3 months before pregnancy 13 (2.7%)
Smoking, 3 months before pregnancy 85 (13.8%)
Snus, 3 months before pregnancy 112 (18.0%)
Pregnancy-related variables
Pregnancy week at registration to Mom2B study 603 (96.79%) 31.66
(4.57) 2-26
Parity 606 (97.3%)
Primiparous 234 (38.6%)
History of pregnancy loss 610 (97.9%)
Previous pregnancy loss 206 (33.8%)
Fear of Birth Scale
(mean total score 13-42 w antepartum) 608 (97.6%) 38.31
(25.49) 0-100
Delivery-related variables
Delivery experience 0-2 w postpartum
(scale from 0 = negative to 100 = positive) 357 (57.3%) 76.6
(20.16) 0-100
Mode of delivery 357 (57.3%)
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EMOTION REGULATION ASSOCIATED WITH PERIPARTUM DEPRESSION 20
Vaginal delivery 263 (73.7%)
Assisted vacuum delivery 29 (8.1%)
Planned caesarean section 29 (8.1%)
Emergency caesarean section 36 (10.1%)
Postpartum-related variables
Neonatal issues 356 (57.1%)
Reported neonatal issues up to 0-2 w
postpartum 43 (12.1%)
Breastfeeding 340 (54.6%)
Full/partly 337 (99.1%)
Psychometric scales
DERS-16 (total score) 16-25 w antepartum 623 (100%) 32.42
(13.03) 16-76
DERS-16 (total score) 17-25 w antepartum 199 (31.9%) 32.45
(13.67) 16-73
SOC-13 (total score) 18-42 w antepartum 565 (90.7%) 55.61
(6.70) 31-78
RS-14 (total score) 20-42 w antepartum 550 (88.3%) 75.41
(12.36) 28-98
VPSQ (total score) 32-42 w antepartum 420 (67.4%) 26.95
(4.09) 19-41
EPDS (total score) 12-22 w antepartum 545 (87.5%) 7.45
(5.19) 0-27
EPDS (total score) 24-34 w antepartum 518 (83.1%) 7.50
(5.19) 0-26
EPDS (total score) 36-42 w antepartum 373 (59.9%) 6.82
(5.29) 0-24
EPDS (total score) 1-4 w postpartum 339 (54.4%) 7.99
(5.47) 0-26
EPDS (total score) 6-13 w postpartum 282 (45.23%) 6.34
(5.06) 0-24
EPDS (total score) 14-23 w postpartum 221 (35.5%) 6.38
(5.16) 0-25
EPDS (total score) 24-35 w postpartum 151 (24.2%) 5.37
(5.09) 0-21
EPDS (total score) 36-49 w postpartum 81 (13.0%) 5.62
(5.03) 0-19
w = weeks
Note. Results are presented as frequencies and relative frequencies within the subset of
survey-responders and if applicable additionally means (standard deviation, SD). BMI: Body
mass index; DERS-16: Deficits in Emotion Regulation Scale-16; EPDS: Edinburgh Postnatal
Depression Scale; RS -14: Resilience Scale -14; SOC -13: Sense of Coherence -13; VPSQ:
Vulnerable Personality Style Questionnaire.
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EMOTION REGULATION ASSOCIATED WITH PERIPARTUM DEPRESSION 21
Table 2. Regression coefficients and 95% confidence interval of Deficits of Emotion Regulation
Scale-16 (DERS -16) 16 -25 weeks antepartum (exposure) in linear regression models on
Edinburgh Postnatal Depression Scale (EPDS) across the peripartum period (outcome).
(Outcome)
EPDS total score
across the
peripartum period
(1)
Unadjusted
(2)
Adjusted for
potential confounders
– EPDS total score
12-22 w antepartum
(3)
Adjusted for
potential confounders
+ EPDS total score
12-22 w antepartum
beta coefficients for DERS-16 total score 16-25 w antepartum
24-34 w antepartum .22 (.19 to .25) *** .15 (.11 to .19) *** .15 (.11 to .19) ***
36-42 w antepartum .23 (.19 to .26) *** .15 (.11 to .20) *** .15 (.11 to .20) ***
BIRTH
1-4 w postpartum .17 (.13 to .22) *** .08 (.03 to .13) *** .06 (.00 to .11) *
6-13 w postpartum .18 (.13 to .22) *** .09 (.04 to .14) *** .06 (.00 to .11) *
14-23 w postpartum .21 (.17 to .26) *** .15 (.09 to .20) *** .10 (.04 to .15) ***
24-35 w postpartum .15 (.10 to .21) *** .06 (-.01 to .13) + .03 (-.05 to .10) ns
36-49 w postpartum .22 (.15 to .29) *** .09 (.02 to .16) * .04 (-.02 to .11) ns
nsp ≥ .196, +p = .111, *p < .050, ***p ≤ .001; w: weeks
Note. Models are corrected for (1) no other potential confounders (2) potential confounders
excluding EPDS total score 12-22 weeks antepartum and (3) potential confounders including
EPDS total score 12 -22 weeks antepartum. Results for all beta coefficients can b e found in
Supplementary Table 1.
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EMOTION REGULATION ASSOCIATED WITH PERIPARTUM DEPRESSION 22
Figure 1. Flowchart of included participants in the study.
Note. Data for the present study were derived from January 2022 to April 2024 from the
prospective Swedish national cohort study Mom2B ( 35) as the Difficulties in Emotion
Regulation Scale-16 (32) was introduced from May 2022 and was available for participants at
16-25 weeks antepartum.
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EMOTION REGULATION ASSOCIATED WITH PERIPARTUM DEPRESSION 23
Figure 2. Regression coefficients in linear regression models on Edinburgh Postnatal
Depression Scale (EPDS) total score across peripartum (outcome).
Note. A. Model 2 with Deficits of Emotion Regulation Scale -16 (DERS -16) 16 -25 weeks
antepartum (exposure) and other potential confounders excluding EPDS total score 12 -22
weeks antepartum. B. Model 3 with DERS-16 16-25 weeks antepartum (exposure) and other
potential confounders including EPDS total score 12 -22 weeks antepartum. Heatmaps show
regressors and their respective coefficient value on EPDS total scores across peripartum in
the tiles. The color of the tiles is dependent on the regressors’ significance and d irection of
association (positive or negative). DERS -16 16-25 ap: Deficits of Emotion Regulation Scale -
16 total score at 16-25 weeks antepartum; BMI: pre-pregnancy body-mass-index; University:
university level education (vs less); Pregnancy loss: pregnancy loss history (vs never);
Depression history: self-reported depression history with professional help (vs no); PMS: past
treatment for premenstrual disorder (vs never); OC mood: mental health issues due to oral
contraceptives (vs never); FOBS 13-42 ap: Fear of Birth Scale, mean total score at 13-42
weeks antepartum; RS -14 20-42 ap : Resilience Scale -14 total score at 20-42 weeks
antepartum; SOC-13 18-42 ap: Sense of coherence-13 total score 18-42 weeks antepartum;
VPSQ 32-42 ap : Vulnerable Personality Style Questionnaire total score at 32-42 weeks
antepartum; Delivery experience: delivery experience at 0-2 weeks postpartum; Neonatal
issues 0-2 pp: neonatal issues up to two weeks postpartum (vs none). EPDS 12 -22 ap:
Edinburgh Postnatal Depression Scale total score at 12-22 weeks antepartum.
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EMOTION REGULATION ASSOCIATED WITH PERIPARTUM DEPRESSION 24
Figure 3. Peripartum depression trajectories and differences in Deficits of Emotion
Regulation Scale-16 (DERS-16) total score.
Note. A. Edinburgh Postnatal Depression Scale (EPDS) mean total scores for each
assessment period across peripartum shown for five distinct peripartum depression trajectory
groups. The overall EPDS mean score across the groups is represented by the black dashed
line. The grey reference lines indicate the EPDS cut -off score for depression with a score of
13 (dotted) used in antepartum and score of 12 (solid) used in postpartum. B. Differences in
in Deficits of Emotion Regulation Scale -16 (DERS -16) mean total scores at 16 -25 weeks
antepartum (N = 134) between the five distinct peripartum depression trajectory groups. Boxes
show upper and lower quartile values with the median indicated as bold line. Whiskers show
minimum and maximum scores. *p < .005, ***p < .001.
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