Characterization of systolic and diastolic pressure time series in
pregnant women with preeclampsia through symbolic dynamics.
Daniel Ch´ avez-Leyva
1
, Guadalupe Dorantes-M´ endez
1
, Samantha Alvarado-Jalomo
2
,
Lisbeth Camargo-Mar´ ın
3
, and Mercedes J. Gait´ an-Gonz´ alez
4
Abstract— Preeclampsia (PE) is one of the leading causes
of maternal mortality worldwide. Although clinical strategies
to prevent the early onset of PE have been proposed, the
ultimate solution is to end the pregnancy. Therefore, patients’
identification with major PE risk is important towards the
prevention and better management of a severe manifestation
of the illness. This study aims to analyze the systolic blood
pressure (SBP) and diastolic blood pressure (DBP) time series
through a nonlinear perspective using symbolic dynamics and
to incorporate a multi-scale assessment in the first trimester
of pregnancy, previous to the clinical manifestation of PE.
The study group of normotensive women who developed
and were diagnosed with PE included 14 pregnant women,
a normotensive throughout pregnancy control group (N)
consisting of 14 participants, and a group of 14 normotensive
women during pregnancy without comorbidities (S) were
matched with PE by age, body mass index, gestational age and
comorbidities. The preliminary results of this study showed a
decreased complexity of SBP, assessed by multiscale symbolic
entropy in the first trimester in PE patients, in comparison
with normotensive pregnant women.
Clinical relevance— This work shows how nonlinear analysis
of systolic and diastolic blood pressure time series are useful
to detect preeclampsia in the first trimester of pregnancy.
I. INTRODUCTION
During the pregnancy, maternal autonomic cardiovascular
control changes occur with the aim to optimize maternal and
fetal oxygen and nutrients support. However, these cardio-
vascular control mechanisms can be disturbed, generating
hypertensive disorders such as Preeclampsia (PE), which is
a common multisystem disorder defined by the presence of
high blood pressure (BP) after week 20 of pregnancy accom-
panied by signs such as proteinuria, severe headaches, vision
affections, nausea, vomiting, thrombocytopenia, symptoms
of liver or kidney damage, among others [1].
PE is one of the leading causes of maternal mortality
worldwide. In Latin America and the Caribbean, 25.7% of
*
D. Ch´ avez Leyva is supported by CONACyT Master fellowship with
#1006950.
1
D. Ch´ avez-Leyva and G. Dorantes-M´ endez are with Faculty of Sciences,
Autonomous University of San Luis Potosi (UASLP), S.L.P., Mexico.
2
S Alvarado-Jalomo is with Basic Sciences and Engineering Department,
Universidad Aut´ onoma Metropolitana (UAM), CDMX, Mexico.
3
L Camargo-Mar´ ın is with Translational Medicine Department, Instituto
Nacional de Perinatolog´ ıa, CDMX, Mexico.
4
J Gait´ an-Gonz´ alez is with Health Sciences Department, Universidad
Aut´ onoma Metropolitana (UAM), CDMX, Mexico.
Corresponding author e-mail: guadalupe.dorantes@uaslp.mx,
emails: danielchavezleyva@gmail.com,
samantha.alvaradojalomo@gmail.com,
lisbethcamargo@yahoo.com.mx,
jatziri.gaitan@gmail.com.
maternal deaths are attributed to PE and in Mexico this
percentage rises up to 34% [2]. Clinical manifestation of PE
typically begins at the second trimester. However, an average
of 21% of the patients with mild PE and 6% with severe
PE may be asymptomatic [2]. Although clinical strategies to
prevent early onset of PE have been proposed, the ultimate
solution is to end pregnancy, which in some cases can result
in adverse perinatal outcomes and maternal complications.
Therefore, patients’ identification with major PE risk is
important towards the prevention and better management of
a severe manifestation of the illness.
Blood pressure variability (BPV) has been studied to de-
scribe normal pregnancies and pregnancies with hypertensive
disorders, such as PE. Increase in BPV has been reported
in PE patients compared to normotensive pregnant women
[3], [4]. Most of the studies regarding PE are performed
when the disease is clinically manifested. However, Hermida
et al. [4] showed that differences in BP between healthy
and complicated pregnancies can be observed as early as
in the first trimester of pregnancy and Malberg et al. [5]
were able to predict PE with a predictive value of 70%
several weeks before clinical manifestations, in the period
between the 18th and 26th weeks of pregnancy, based on
variability indexes and baroreflex parameters. Also, elevated
first trimester systolic BPV was associated with PE [6].
The pathophysiologic processes in PE are a result of
multiple factors and nonlinear interactions of different phys-
iological regulations and systems could be present. There-
fore, a nonlinear method could help to elucidate additional
information about the behavior of systolic blood pressure
(SBP) and diastolic blood pressure (DBP), considering also
that biological systems operate across multiple scales of
space and time. In this context, Faber et al. [3] reported a
decrease of low-variability patterns in PE in comparison with
healthy pregnant women using symbolic dynamics, while
the joint symbolic dynamics (JSD) method was capable
of demonstrating differences in the autonomic regulation
between normal pregnancies and PE in the second and third
trimester [7].
Thus, the aim of this study is to analyze the SBP and DBP
time series by means of a nonlinear perspective using sym-
bolic dynamics and to incorporate a multi scale assessment
in the first trimester of pregnancy previous to the clinical
manifestation of PE.
2021 43rd Annual International Conference of the
IEEE Engineering in Medicine & Biology Society (EMBC)
Oct 31 - Nov 4, 2021. Virtual Conference
978-1-7281-1178-0/21/$31.00 ©2021 IEEE 5638