Accepted Manuscript
Development of Customized Fetal Growth Charts in Twins
Tullio Ghi, Federico Prefumo, Anna Fichera, Mariano Lanna, Enrico Periti, Nicola
Persico, Elsa Viora, Giuseppe Rizzo
PII:
S0002-9378(16)46487-2
DOI:
10.1016/j.ajog.2016.12.176
Reference:
YMOB 11476
To appear in:
American Journal of Obstetrics and Gynecology
Received Date: 9 September 2016
Revised Date:
14 December 2016
Accepted Date: 29 December 2016
Please cite this article as: Ghi T, Prefumo F, Fichera A, Lanna M, Periti E, Persico N, Viora E, Rizzo
G, for the Società Italiana di Ecografia Ostetrica e Ginecologica working group on fetal biometric
charts, Development of Customized Fetal Growth Charts in Twins, American Journal of Obstetrics and
Gynecology (2017), doi: 10.1016/j.ajog.2016.12.176.
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Manuscript # W16-0651
revised version
DEVELOPMENT OF CUSTOMIZED FETAL GROWTH CHARTS IN TWINS
Tullio Ghi1, Federico Prefumo2 , Anna Fichera2, Mariano Lanna3, Enrico Periti4, Nicola Persico5, Elsa
Viora6, Giuseppe Rizzo7 for the Società Italiana di Ecografia Ostetrica e Ginecologica working group on
fetal biometric charts
Department of Obstetrics and Gynecology, University of Parma, Italy
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Department of Obstetrics and Gynecology, University of Brescia, Italy
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Department of Obstetrics and Gynecology, University of Milan, Buzzi Children's Hospital Italy
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Department of Obstetrics and Gynecology, Presidio Ospedaliero Centro Piero Palagi, Firenze, Italy
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Department of Obstetrics and Gynecology ‘L. Mangiagalli’, Fondazione IRCCS Ca’ Granda, Ospedale
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Maggiore Policlinico, Milan, Italy
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Department of Obstetrics and Gynecology, Ospedale Sant’Anna, Turin, Italy
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Department of Obstetrics and Gynecology, University of Rome Tor Vergata, Rome, Italy
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Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts
collaborating authors: Arduini D. Arduino S, Aiello E, Boito S, Celentano C, Chianchiano N, Clerici G.,
Cosmi E, D’addario V, Di Pietro C, Ettore G, Ferrazzi E, Frusca T, Gabrielli S, Greco P, Lauriola I,
Maruotti GM, Mazzocco A, Morano D, Pappalardo E, Piastra A, Rustico M, Todros T, Stampalija T.,
Visentin S, Volpe N, Volpe P, Zanardini C.
Corresponding Author
Giuseppe Rizzo, MD
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The authors report no conflict of interest to declare or financial disclosure
Dept Obstetrics and Gynecology
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Università di Roma Tor Vergata
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Polo Clinico Assistenziale Santa Famiglia
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Via dei Gracchi 134
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00192 Roma Italy
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Tel +39-06-328331
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email: giuseppe.rizzo@uniroma2.it
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word count 5771
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Condensation
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The growth of uncomplicated twin fetuses is infuenced by parental variables and fetal gender and it is
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reduced in comparison with singletons starting from 26-28 weeks onwards. This reduction is more
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evident in monochorionic twins.
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Short versison of the Title
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Fetal growth in twin pregnancies
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Background. Twin gestations are at significantly higher risk of fetal growth restriction in comparison
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with singletons. Using fetal biometric charts customized for obstetrical and parental characteristics may
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facilitate accurate assessment of fetal growth.
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Objective(s): To construct reference charts for gestation of fetal biometric parameters stratified by
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chorionicity and customized for obstetrical and parental characteristics.
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Study Design: Fetal biometric measurements obtained from serial ultrasound examinations in
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uncomplicated twin pregnancies delivering after 36 weeks of gestation were collected by 19 Italian fetal
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medicine units under the auspices of the Società Italiana di Ecografia Ostetrica e Ginecologica. The
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measurements acquired in each fetus at each examination included biparietal diameter (BPD), head
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circumference (HC), abdominal circumference (AC) and femur length (FL). Multilevel linear regression
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models were used to adjust for the serial ultrasonographic measurements obtained and the clustering of
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each fetus in twin pregnancy. The impact of maternal and paternal characteristics (height, weight,
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ethnicity), parity, fetal sex and mode of conception were also considered. Models for each parameter
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were stratified by fetal chorionicity and compared to our previously constructed growth curves for
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singletons
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Results: The dataset included 1781 twin pregnancies (dichorionic
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with 8923 ultrasonographic examination with a median of 5 (range 2-8) observations per pregnancy in
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dichorionic and 6 in (range 2-11) monochorionic pregnancies. Growth curves of twin pregnancies
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differed from those of singletons, and differences were more marked in monochorionic twins and during
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the third trimester. A significant influence of parental characteristics was found.
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Conclusion(s): Curves of fetal biometric measurements in twins are influenced by parental
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characteristics. There is a reduction in growth rate during the third trimester. The reference limits for
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gestation constructed in this study may provide an useful tool for a more accurate assessment of fetal
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growth in twin pregnancies.
monochorionic diamniotic 492)
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Abstract
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Introduction
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Twin gestations are at significantly higher risk of fetal growth restriction in comparison with singletons,
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and this may contribute to their increased incidence of the adverse perinatal outcome. Fetal smallness
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for gestational age may affect one of both fetuses, with an overall incidence estimated at 5%-10% in
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dichorionic and 15%-25% in monochorionic pairs 1, 2.
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On this basis an accurate sonographic assessment of fetal biometry is warranted with the aim of
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detecting cases with substantial growth restriction or discordance, and accordingly guiding the antenatal
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care. In clinical practice, singleton pregnancy reference charts for ultrasound biometry are often applied
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to multiple gestations, since specific nomograms for intrauterine growth of twins are few and of
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uncertain clinical validity. In humans this sounds biologically inappropriate as the growth potential of
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twins might per se be reduced compared to singletons, being limited by the inability of a woman to cope
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in late pregnancy with two fetuses growing each at the same rate of a singleton.
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Most studies have in fact documented a progressive flattening of the fetal growth rate in comparison
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with singletons starting from 28 to 32 weeks
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between dichorionic and monochorionic pairs or between uneventful and complicated pregnancies. Very
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recently some Authors
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gestations showing a reduced growth rate in monochorionic compared to dichorionic sets. Notably in
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this study parental factors have not been considered in constructing the nomograms. The use of
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nomograms customized on the basis of parental factors and fetal sex has been proposed to assess
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intrauterine fetal growth in singleton gestations. This method compared with standard reference charts
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has been proven by some to be more efficient in identifying the true small fetuses who are at higher risk
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of perinatal complications 9-11.
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The aim of this study was to produce the first longitudinal charts for fetal ultrasound biometry in
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uncomplicated twins gestations customized for chorionicity and for parental factors.
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have provided ultrasound biometry charts in a large group of normal twin
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. However, some of these studies failed to differentiate
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Methods
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Study Population
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This was a retrospective multicentric study performed in 19 Italian units under the auspices of the
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Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG, www.sieog.it). All the units had proven
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expertise in sonographic assessment of fetal growth and were opted in by the steering committee of the
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study. Data were obtained from the combined ultrasound and delivery databases of each unit for
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pregnancies delivered between January 2010 and December 2015.
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Inclusion criteria were: uncomplicated twin pregnancy of known
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length in the first
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two live
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maternal and paternal height and weight, parity and ethnic group. Gestational age was calculated by
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CRL of the larger twin using the equation of Robinson and Fleming
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was based upon the sonographic findings obtained at the first trimester (two placental sites or lambda
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sign with a single placental site for
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At that stage accurate labelling of the twins 14 (twin 1 or A vs twin B or 2) was carried out in accordance
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with placental site (in case of dichorionic pregnancies with two distinct placental masses), fetal position
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(up and
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placental mass). Fetal sex was also noted later in pregnancy to facilitate labelling. The maternal weight
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recorded during the first trimester at the time of the first antenatal visit was considered.
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Exclusion criteria were: conception by heterologous assisted reproductive
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chromosomal
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from a multifetal
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syndrome (TTTS) or twin anemia-polycytemia sequence (TAPS) pre-existing maternal disease such as
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hypertension, diabetes, renal and autoimmune
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known pregnancy
dating by crown-rump
delivery at or beyond 36 weeks of gestation of
birthweight > 5th centile for the national Italian charts
information available on
. The diagnosis of chorionicity
T sign with a single placental site for monochorionic).
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right or left) or cord insertion (monochorionic or dichiorionic pregnancies with a single
uncertain
maternal
fetal structural or
spontaneous or iatrogenic reduction
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occurrence of twin to twin transfusion
the development of obstetric complications
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such as pre-eclampsia and gestational diabetes. All the units used the same criteria to define the above
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mentioned pregnancies complications, according to the guidelines of the Italian National Institute of
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Health (ISS) for pregnancy care 15.
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A gestational age interval between 16 and 36 weeks was considered. Longitudinal measurements were
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required, with a minimum of two sets of measurements for each twin pregnancy. As this was a
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retrospective analysis of routinely collected anonymized clinical data, no ethical committee approval
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was necessary according to national regulations.
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We decided to rely on Italian national standard birthweight charts
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pregnancies were to exclude due a birthweight below the 5th percentile. In our country we lack
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customized birthweight charts for twins.
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in order to select which twin
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Ultrasound measurements
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Fetal measurements were all made in accordance with SIEOG guidelines
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(BPD) and the fetal head circumference (HC) were measured from a cross-sectional view of the fetal
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head at the level of the thalami, with an angle of insonation of 90° to the midline echoes, a symmetrical
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appearance of both hemispheres, a continuous midline echo (falx cerebri) broken in middle by the
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cavum septum pellucidum and no cerebellum visualized. The BPD was measured at the level of the
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thalami from the outer to the inner edge of the fetal skull. The HC measurements included the outer
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edge of the proximal calvarial wall and the outer edge of the distal calvarial wall. The abdominal
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circumference (AC) was measured on a transverse section of the fetal abdomen, showing the stomach
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bubble, symmetric lower ribs, and the umbilical vein at the level of the portal sinus. The femur length
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(FL) was measured in its longest axis perpendicular to the transducer direction, with calipers placed at
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the ends of the ossified diaphysis without including the distal femoral epiphysis. Estimated fetal weight
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(EFW) was calculated using the Hadlock III formula, that incorporates HC, AC, and FL 17.
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. The biparietal diameter
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Statistical analysis
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Comparison of the characteristics between dichorionic (DC) and monochorionic diamniotic (MCDA)
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pregnancies was performed using chi square test for categorical variables and t-test or Mann Whitney U
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test for continuous variables, according to their distribution. For modelling growth curve trajectories of
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the fetal biometric parameters evaluated we used linear mixed models. The data set considered were
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hierarchical in nature and a random effect structure that incorporates in the modelling the correlation for
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both twin-pair and fetus within twin pair was used. The covariates considered in the model as fixed
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effects were gestational age and other variables potentially influencing the ultrasound measurements as
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paternal and maternal height (expressed in cm), paternal and maternal weight (expressed in kg), ethnic
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group (categorized as European, East Asian, Central African and North African)
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as nulliparous or parous) and gender (categorized as male or female). We performed a logarithmic
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transformation of gestational age for fitting the models. Using polynomial transformation of different
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degrees or other method of transformation did not improve the statistical significance. Separate growth
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curves were built for DC and MCDA twins. These were analyzed in comparison with the growth charts
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for uncomplicated singleton pregnancies customised for fetal sex, obstetrical and parental characteristics
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recently developed by SIEOG
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and singleton pregnancies were evaluated by the Wald test. Statistical analysis was performed using
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SPSS version 20 (SPSS Inc. Chicago, IL, USA) and R software packages (version 3.1.2, http://www.R-
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project.org).
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Results
, parity (categorized
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Complete ultrasound fetal biometric data were obtained from 1781 twin pregnancies including 1289
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dichorionic (DC) and 439 monochorionic diamniotic (MCDA) gestations who fulfilled the inclusion
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criteria. Overall 8923 ultrasonographic examinations were available (6640 in DC and 2463 in MCDA).
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The median number of observations per twin pregnancy was 5 in DC (range 2-8) and 6 in MCDA
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(range 2-11). The characteristics of the study population are shown in Table 1. When compared to DC
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twins, MCDA pregnancies showed a lower incidence of nulliparity (p<0.001), of conception by in vitro
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fertilization (p<0.001), an earlier gestational age at delivery (p<0.001) and a lower birthweight
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(p<0.001). No significant differences were found for any other feature considered.
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Tables 2 to 5 show the fitted regression coefficients and their statistical significance for the biometric
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variables considered. As expected, gestational age had a significant positive association with all
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biometric parameters. For BPD, maternal weight (p=0.003) and fetal sex (p<0.0001) were the other
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associated covariates in DC twins, while in MCDA only the effect of fetal sex (p<0.0001) resulted
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significant. For HC, maternal weight (p=0.005), maternal height (p=0.004), paternal height (p=0.0015)
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and fetal sex (p<0.0001) had a significant association in DC twins, while maternal height (p=0.032),
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paternal height (p=0.05) and fetal sex (p<0.0001) were associated in MCDA twins. Maternal weight
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(p=0.005), maternal height (p=0.0029) and fetal sex (p<0.0001) resulted significantly related to AC
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measurements in DC twins, while maternal height (p=0.029) and fetal sex (p=0.0027) showed the same
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association in MCDA ones. When the FL was analyzed the significant covariates were maternal height
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(p<0.0001) and paternal height (p<0.0001) in DC and paternal height (p=0.001) in MCDA pregnancies.
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Since there was a small number of pregnancies in the three non-European groups the data do not allow
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any comment on the effect of ethnicity on size or growth in twins. The effect size of all the considered
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covariates in the construction of the mixed regression models are reported in supplemental materials
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(Supplemental Tables 1-4).
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Figures 1 and 2 present the growth curves of the biometric parameters considered in DC and MCDA
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twins, respectively, compared to singletons. Singleton reference limits were constructed using our
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national growth charts customized for parent characteristics, obstetrical history and fetal sex
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Similarly in Figure 3 the EFW of DC and MCDA twins were compared to singletons. In order to allow a
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comparison the same covariates were used for singletons and twins (i.e. European ethnicity for both
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parents, parity 0, maternal weight 60 kg, maternal height 160 cm, paternal height 180 cm, male fetal
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sex) and tables (Supplemental Tables 5-9) were generated to allow centile comparison. To allow an easy
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calculation of the growth curve percentiles in twin pregnancies with different combination of covariates
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we have created an Excel based file (Additional file 1).
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The growth curves of DC twin pregnancies appeared to differ significantly from those of singletons,
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with the reference percentiles of each biometric parameter showing lower values along the whole gesta-
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tional interval considered. The differences with singleton growth charts were more evident with advanc-
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ing gestation (Figure 1). When the Wald test was applied to evaluate week-specific differences in the
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biometric variables between singleton and DC twins, BPD measurements appeared different from 31
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weeks (p=0.05), HC from 29 weeks (p=0.04), AC from 27 weeks (p=0.05) and FL from 34 weeks
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(p=0.03) of gestation.
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Similarly the growth curves of MCDA twin pregnancies appeared to differ significantly from those of
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singletons, the reference percentiles of each biometric parameter showing lower values along the whole
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gestational interval considered, Again, the differences with singleton growth charts became more evi-
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dent with advancing gestation and for some parameter such as AC appeared to increase progressively
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during the third trimester (Figure 2). Significant differences were evidenced for BDP from 30 weeks
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(p=0.03), HC from 28 weeks (p=0.05), AC from 26 weeks (p=0.04) and FL from 34 weeks (p=0.05) of
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gestation.
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Comparing DC with MCDA pregnancies, the measurements of each biometric index appeared slightly
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smaller in the latter group, with differences being statistically significant only for AC after 33 weeks of
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gestation (p=0.03)
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Comment
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Principal findings
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In a large population of uncomplicated dichorionic and monochorionic twin pregnancies we documented
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a different growth pattern in comparison with singleton fetuses, with a flattening of the biometric curve
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starting at 26-28 weeks of gestation for all biometric parameters. Differences with singleton charts were
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larger in monochorionic twins, progressively increasing during the third trimester for some parameters
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such as AC. Moreover, as previously shown in singletons 19, 20, a relationship between fetal biometric
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data and parental characteristic and fetal gender was documented in both dichorionic and monochorionic
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twins.
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Clinical and research implications
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The use of twin-specific customized growth charts for ultrasound biometry may allow a more accurate
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assessment of the intrauterine biometry of twins for clinical purposes. In particular this approach may
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help the provider in distinguishing cases of true fetal smallness among a subgroup of pregnancies whose
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intrauterine growth potential compared with singleton is per se reduced. On this basis a precise
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sonographic diagnosis of fetal growth restriction among twin gestations is considered as a cornerstone to
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optimize their clinical management and to reduce the risk of adverse outcomes. Surprisingly, in common
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practice the reference charts for the intrauterine growth of twins are very often those in use for the
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evaluation of singletons. A recent theory has recently suggested that constraints to maternal metabolism
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increase in pregnancy may limit fetal growth this may further explain why the intrauterine growth rate
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in twins might be reduced in comparison with singletons
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twin size charts has been claimed by some as a more reliable tool to assess the intrauterine fetal growth
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in multiple gestation
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range of fetal growth downward, has the potential to mask truly growth restricted twins and increase
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perinatal morbidity from failure to recognize growth restriction. However, having selected as a reference
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standard a large group of uncomplicated twin gestations delivered close to term with a fetal birthweight
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of both twins above the 5th percentile of population standards, this should reduce if not abolish the risk
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of overlooking or masking a fetal growth restriction of one of both fetuses using these charts. This is
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simply because the biometric data used to produce these charts come from super healthy twin
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altough the fetal measurements may appear smaller than those of a singleton a good placental function is
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in fact required to a normal twin to fit in our curves. The choice to exclude those twin pregnancies
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whose birthweight of one of both fetuses was below the 5th percentile of population standards was made
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with the aim of maintaining a low threshold to define fetal smallness in twins. Using the 5th percentile
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. On this basis the construction of specific
. In principle, adjusting for multiple pregnancy, thereby shifting the normal
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at 36 weeks or beyond (rather than the 10th percentile as in singletons) as the lower limit to define
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smallness at birth should account for the reduced intrauterine size of normally growing twins compared
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to singletons. At the same time it should limit the risk of overlooking fetal growth restriction of twins
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and considering as biologically normal for two fetuses what is a pathologically reduced growth pattern
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We are aware that monochorionic and dichorionic pregnancies have different rates of IUGR and also
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that the threshold of physiological intertwin discordance of biometric data is varies according to the
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chorionicity On this point we feel that the use of growth reference charts which are customized for
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chorionicity may help the clinician also in the interpretation of the intertwin discordance as it should
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more accurately reflect the specific intrauterine growth pattern of dichorionic and monochorionic twin
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gestations. In other words using a reference charts which have been specifically designed for dichorionic
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and monochorionic twin pregnancies the clinician will be able to assess more accurately the degree of
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intertwin discordance and to determine, in a clinical context, if this difference should be considered
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physiological or pathological. We decided to include the measurements obtained from both twins at each
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visit rather than select the measurement of the largest twin. We are aware of the potential risk of
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downgrading the reference interval for fetal growth, and that this may eventually decrease the sensitivity
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in detecting antenatally pathological fetal smallness. However, the strict inclusion criteria of our study
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population should reduce the risk of overlooking fetal growth restriction.
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.
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Previous Studies
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Some older studies have shown smaller values for all biometric parameters obtained sonographically in
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twin gestations compared to singletons. Ong et al.
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used a single random measurement of the dataset to construct the intrauterine nomograms. In their series
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the AC values of twins were smaller in comparison with singleton gestations only after 32 weeks of
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gestation, whereas BPD appeared reduced along the whole pregnancy. However, in the aforementioned
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study the fetal growth charts were not adjusted for the chorionicity, as the differentiation between
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assessed 884 twins between 1986 and 1999, and
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dichorionic and monochorionic placentae has become accurate only more recently.
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In 2012 Liao et al.
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longitudinal prospective study, without differentiating for chorionicity. Using a multilevel regression
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approach they constructed specific charts for all biometric parameters, whose values appeared smaller
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compared with those obtained in singleton after 28 weeks.
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Stirrup et al. 8, using a large database of twin pregnancies, retrospectively built reference charts for all
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fetal biometric parameters from 14 weeks to term adjusting for chorionicity. Similarly to our findings,
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they found that ultrasound measurements of fetal growth showed a significant reduction in twin
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pregnancies, particularly in the third trimester, compared with singletons. Also in their cohort, this
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reduction was more marked in MCDA gestations. However, they also included complicated twin
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gestations such as those with twin to twin transfusion or fetal growth restriction, which contributed to
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the construction of the reference growth charts. This should be acknowledged as a methodological
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limitation in building the twin specific nomograms for the intrauterine fetal growth.
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Recently ultrasound based estimated fetal weight reference charts have been retrospectively built in 642
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uncomplicated dichiorionic and monochorionic twin pregnancies 7. In this study the reference centiles of
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fetal weight were significantly lower among monochorionic compared to dichiorionic twins along the
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whole pregnancy. Furthermore, similarly to previous studies, a significant flattening of the intrauterine
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fetal weight curve in twins compared to singleton in the third trimester was reported, starting earlier in
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the monochorionic than in the dichiorionic group (28 vs 32 weeks). Finally, a recent study from the
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National Institute of Child Health and Human Development has shown that compared with singleton
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fetuses, dichorionic twin fetuses have a progressively asymmetrical slower growth, beginning around 32
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weeks of gestation 3.
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In this study, as previously proposed by others
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parameters obtained at ultrasound and not only the estimated fetal weight. We believe indeed that this is
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a more appropriate approach when developing fetal growth charts as some parameters may vary
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according to the ethnicity or the constitutional characteristics of the parents, these differences not being
assessed a smaller group of 125 uncomplicated diamniotic twin gestations in a
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specifically reflected by the changes in estimated fetal weight 7. Some of our findings related to the
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association between fetal biometric parameters and parental characteristics are not easy to interpret: HC
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has many more significant associations than the BPD. This is not biologically plausible, and might
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easily be explained by the fact that the variance in BPD measurements is smaller than for HC and thus
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may not have a sufficient power to reveal associations of HC. Moreover, the fact that maternal weight
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does not seem to affect significantly the fetal growth charts of twins, as opposed to singletons 19, 20, may
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be explained by the fact that the mean maternal weight in twins is larger than in singletons.
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The clinical usefulness of customization has been the object of debate in the last years 10, 28, 29. However
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a number of publications have shown that in singleton pregnancies the use of customized growth charts
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is more accurate in identifying the true small fetuses whose risk of perinatal complications is actually
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increased. 10, 11. Also in multiple pregnancies, the use of customized birth weight charts for twins rather
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than those for singletons seems more accurate in predicting adverse fetal and neonatal outcomes
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Following the publication of the large prospective INTERGROWTH-21st study
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demonstrate a significant impact of the ethnicity on the variability of fetal biometric data, the use of
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normative universal growth charts has been claimed as more appropriate. However the concept of an
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optimal fetal growth pattern that should ideally be followed by each fetus has been challenged from a
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theoretical point of view
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INTERGROWTH-21st standards may be less effective than population
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indentifying those small fetuses at risk of perinatal mortality or morbidity. Similar evidence is currently
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not available for twin pregnancies and also the current study does not allow to conclude that customized
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biometric models, in comparison to population-derived reference ranges, perform better in terms of their
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ability to identify individual fetuses at risk of adverse perinatal outcomes. The clinical usefulness of
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these models should be evaluated in a clinical trial and only if they are shown to be superior should they
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be considered for use in a clinical context. Altough such a validation can be carried also in retrospect,
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only a prospective study would be able to provide a convincing demonstration that the use of
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customized charts produces a measurable benefit in terms of reduction of perinatal morbidity or
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, which failed to
. Moreover, recent evidence from singleton pregnancies suggests that the
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mortality compared to the use of the standard curves, as recently shown for singletons 9.
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Strenghts and limitations
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The main strength of our study is that complicated twin pregnancies were excluded in order to construct
337
unbiased reference charts. In particular as the objective of this study was to build the normal intrauterine
338
biometric charts of healthy uncomplicated dichorionic and monochorionic twin gestations, we decided a
339
priori to exclude from the retrospective data collection the twins whose birthweight was below the 5th
340
centile for population standards, and those who were delivered before 36 weeks. This may affect the
341
construction of the reference interval and determine a selection bias between monochorionic and
342
dichorionic pairs. However the rationale for this choice was to avoid the data contamination with
343
measurements obtained from complicated twin pregnancies.
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Thanks to a multilevel regression model that takes into account fixed and random effects, we adjusted
345
our curves for chorionicity, parental variables and fetal gender. In particular, a main difference from
346
previous studies is that these two latter factors, both constitutional variables of both parents and fetal
347
gender, were considered in the model and were shown to have a significant impact on the different fetal
348
biometric data, as previously documented in singleton 20. The decision to include also paternal variables
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seems biologically plausible due to the presumably relevant contribution of the father to the fetal growth
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however in this study the genetic paternity was based upon maternal report and remained
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19
unproven. Differently from our previous study on singleton gestations
, no association was found
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between the twins biometry and the parental ethnicity, although the lack of significance may depend on
353
the low number of non-European women enrolled in the current study.
354
The participation to this multicentric trial was arbitrarily restricted to units with long standing
355
experience in obstetric ultrasound whose operators are certified by the Italian Society of Ultrasound in
356
Obstetrics and Gynecology, and this is certainly a further strength point of this study. Finally this is to
357
date the study with the largest number of biometric data longitudinally collected in twins used to
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construct the nomograms of intrauterine fetal growth.
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Among the main weaknesses of this study it is the retrospective design which prevented us from
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validating our growth curves in the clinical practice and assessing if this tool allows a more accurate
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assessment of intrauterine twins biometry, thus reducing the risk of adverse perinatal outcome. However
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the design of the study which by definition has retrospectively selected the largest group of normal
363
uneventful twin gestation to construct the reference charts did not allow to test the clinical usefulness of
364
these customized curves in the management of twin gestations. Moreover the rather homogenous racial
365
mix, with approximately 90% of women of European origin probably led to an underestimation of the
366
effect of parental racial origin on twin growth, which was not statistically significant for any biometric
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parameter. Some population studies on the customization of twin birth weight charts have actually
368
proven an effect of maternal ethnicity on birthweight
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certainty on paternal data is an additional limitation of our model which supports customization of fetal
370
biometry in accordance to the characteristics of both parents. We customized our growth curves
371
according to the maternal weight prepregnancy weight at the time of the first ultrasound scan. Altough
372
the pre-pregnancy weight is a more reliable index of maternal characteristics independently from the
373
effect of the pregnancy, its exact value may be uncertain or unknown to the
374
pragmatically decided to use the weight which was actually measured by the midiwife and reported in
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the antenatal notes. Furthermore, availability of the full set of study variables was a criterion of
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inclusion, and all participating centers shared only datasets containing this information: we were
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therefore unable to analyze details on the exclusions and the number of each type of exclusion in order
378
to assess the representativity of the population.
379
The two fetuses within the twin pair were in fact treated as two independent fetuses and provided two
380
distinct set of measurement for each visit. However as previously suggested by others
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measurements within a twin pair are not completely independent from each other and they are correlated
382
to each other. This is biologically consistent with the fact that we may sonographically diagnose
383
chorionicity but not zygosity and this latter factor may significantly affect the interdependency of the
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biometric data within a dichorionic twin pair. On this base, the use of a regression mixed model which
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accounts for the correlation of twin measurements has been suggested by some when assessing fetal
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biometry and growth of dichorionic twin gestation. This has been done also in our study as specified in
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the methods section although we acknowledge that this method, despite being widely used, cannot
388
completely adjust for those biological and environmental factors which determine the interdependency
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of the biometric data within a twin pair.
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We decided to include the dataset obtained from both twins at each visit rather than select the
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measurement of the best twin. We are aware of the potential risk of downgrading the reference interval
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for fetal growth and that this may eventually decrease our sensitivity in detecting antenatally a
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pathological fetal smallness. However having built our curves with the biometric data of superhealthy
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uncomplicated dichorionic and monochorionic twin gestations should keep high enough our reference
395
interval reducing the risk of overlooking fetal growth restriction 25. Moreover, a recent analysis suggests
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that increasing intertwin birthweight discordance is not associated with long-term neuropscychological
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disadvantages. However it carries an increased risk of neonatal complications and infant mortality which
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might be, at least in part, iatrogenic
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discordant twins who may benefit from increased intervention better than currently used standards.
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A major issue remains whether fetal growth in twins should be measured against a singleton reference:
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given the higher morbidity associated with twins, correcting for the presence of twins might not be
402
appropriate. However, there is evidence that optimal birthweights are different in twins and in singletons
403
5, 23, 24
404
study is needed to prove that our curves are superior to singleton or non-customized twin curves in
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clinical practice.
. To this effect, our standards may help to better identify those
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Conclusion
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In conclusion, this large retrospective study has confirmed that the intrauterine growth of uncomplicated
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twin pregnancies is reduced in comparison with singletons starting from 26-28 weeks. This reduction is
410
more evident in monochorionic twins. The growth pattern of the fetal biometric parameters is
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significantly influenced by parental variables and fetal gender. The reference ranges for gestation
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constructed in this study may provide an useful tool for a more accurate assessment of fetal growth in
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twin pregnancies.
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Ghi T, Cariello L, Rizzo L, et al. Customized fetal growth gharts for parents' characteristics, race,
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Zhang J, Mikolajczyk R, Lei X, Sun L, Yu H, Cheng W. An adjustable fetal weight standard for
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twins: a statistical modeling study. BMC Med
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standards: do singletons and twins need separate standards? Am J Epidemiol
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growth of the fetal head, abdomen and femur. Eur J Obstet Gynecol Reprod Biol
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birthweight standards. Paediatr Perinat Epidemiol
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fetal growth? J Obstet Gynaecol Can
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on serial ultrasound measurements: the Fetal Growth Longitudinal Study of the INTERGROWTH-21st
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misconception? Am J Obstet Gynecol
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stillbirths. Ultrasound Obstet Gynecol 2016.
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Johnsen SL, Wilsgaard T, Rasmussen S, Sollien R, Kiserud T. Longitudinal reference charts for
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Pang MW, Leung TN, Sahota DS, Lau TK, Chang AM. Customizing fetal biometric charts.
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Hutcheon JA, Zhang X, Platt RW, Cnattingius S, Kramer MS. The case against customised
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Hutcheon J. Do customized birth weight charts add anything but complexity to the assessment of
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Papageorghiou AT, Ohuma EO, Altman DG, et al. International standards for fetal growth based
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Hanson M, Kiserud T, Visser GH, Brocklehurst P, Schneider EB. Optimal fetal growth: a
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Poon LC, Tan MY, Yerlikaya G, Syngelaki A, Nicolaides KH. Birthweight in live births and
Wright D, Syngelaki A, Staboulidou I, Cruz Jde J, Nicolaides KH. Screening for trisomies in
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dichorionic twins by measurement of fetal nuchal translucency thickness according to the mixture
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model. Prenat Diagn
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pregnancies affected by weight discordance. Acta Obstet Gynecol Scand 2016 Nov 18. doi:
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Vedel C, Oldenburg A, Worda K, et al. Short and long term perinatal outcome in twin
491
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Table 1. Characteristics of the twin pregnancies according to chorionicity. Data are expressed as
494
mean±SD or No (%)
Monochorionic
diamniotic twin
N=1289
N=492
Mother
maternal age (years)
34.23±5.48
963 (74.68%)
height (cm)
165.53±6.15
weight (kg)
62.72±10.73
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nulliparous
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Dichorionic twin
Ethnic gruop
P value
32.63±5.25
0.679
313 (63.16%)
0.001
165.01±6.01
0.236
61.07±10.99
0.258
European
1192 (92.40%)
442 (89.7%)
East Asian
9 (0.70%)
23 (4.8%)
41 (3.20%)
9 (1.8)
47 (3.7%)
18 (3.7)
0.222
422 (32.37%)
54 (10.98%)
0.0001
177.48±8.28
177.08±6.70
0.355
1204 (93.4%)
443 (90.2)
8 (0.6%)
24 (4.8%)
27 (2.1%)
6 (1.1)
50 (3.9%)
19 (3.9)
0.16
37.36±0.710
36.7±0.65
0.001
2648.37±308.34
2516.40±328.41
0.001
637 (49.4%)
227 (46.2)
652 (50.6)
265 (53.8%)
Central African
North African
Conception by in vitro
fertilization (IVF)
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Father
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height
Ethnic group
East asia
Central African
EP
European
AC
C
North African
Fetus/newborn
gestational age at delivery (weeks)
Birthweight( g)
sex
male
female
495
496
0.216
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498
499
500
Table 2. Mixed regression models for biparietal diameter (BPD) in dichorionic and monochorionic
diamniotic twins.
Parameter
Estimate
Std. Error
t
p
intercept
-158.23
0.76
209.25
0.0001
log gestational age
68.57
0.19
366.23
0.0001
mother weight
0.02
0.01
2.99
0.003
sex (female)
-0.71
0.13
5.39
0.0001
Intercept
-157.64
log gestational age
68.68
sex (female)
-0.78
AC
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501
502
503
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Monochorionic diamniotic
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Dichorionic
0.73
217.42
0.0001
0.22
313.98
0.0001
0.20
3.94
0.0001
504
505
506
507
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Table 3. Mixed regression models for head circumference (HC) in dichorionic and monochorionic
diamniotic twins.
Parameter
Estimate
Std. Error
t
p
intercept
-591.74
7.72
673.18
0.0001
log gestational age
244.33
0.48
mother weight
0.07
0.03
mother height
0.08
0.04
father height
0.07
0.03
sex (female)
-2.69
Intercept
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0.0001
2.80
0.005
2.00
0.04
2.44
0.015
0.34
7.86
0.001
-622.31
12.41
50.42
0.0001
log gestational age
245.53
0.62
403.76
0.0001
mother height
0.14
0.07
2.16
0.032
father height
0.17
0.06
2.84
0.005
-3.72
0.76
4.93
0.0001
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510
511
512
513
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Table 4. Mixed regression models for abdominal circumference (AC) in dichorionic and monochorionic
diamniotic twins.
Parameter
Estimate
Std. Error
t
p
intercept
-646.97
8.51
76.06
0.0001
log gestational age
257.15
0.62
413.39
0.0001
mother weight
0.06
0.03
2.99
0.05
mother height
0.16
0.05
1.91
0.0029
sex (female)
-1.68
0.43
3.88
0.0001
Intercept
-643.36
log gestational age
255.82
mother height
0.17
sex (female)
-2.10
AC
C
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515
516
517
M
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Monochorionic diamniotic
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12.85
50.07
0.0001
0.79
324.81
0.0001
0.08
2.20
0.029
0.94
2.22
0.027
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Tab 5 Mixed regression models for femur length (FL) in dichorionic and monochorionic diamniotic
twins.
Parameter
Estimate
Std. Error
t
p
Dichorionic
-163,20
2,12
76,99
0,0001
log gestational age
60,17
0,13
469,35
0,0001
mother height
0,05
0,01
4,34
0,0001
father height
0,04
0,01
4,51
0,0001
Intercept
-157,43
2,64
-59,585
0,0001
log gestational age
60,37
0,17
365,67
0,0001
father height
0,05
0,01
3,214
0,001
520
521
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522
M
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Monochorionic diamniotic
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LEGENDS
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Figure 1: Estimated 5th, 50th and 95th percentiles for BPD (a), HC (b), AC (c) and FL (d) in DC twins
526
(red lines) as obtained from linear mixed models. Data are compared with corresponding reference
527
percentiles in singleton pregnancies (black lines). In both groups values were customized for the same
528
paternal and obstetrical covariates and for fetal sex.
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Figure 2: Estimated 5th, 50th and 95th percentiles for BPD (a), HC (b), AC (c) and FL (d) MCDA twins
531
(blue lines) as obtained from linear mixed models. Data are compared with corresponding reference
532
percentiles for in singleton pregnancies (black lines). In both groups values were customized for the
533
same paternal and obstetrical covariates and for fetal sex.
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Figure 3: Estimated 5th, 50th and 95th percentiles for estimated fetal weight in DC twins (panel a red
536
lines) and MCDA twins (panel b blue lines). Data are compared with corresponding reference
537
percentiles for in singleton pregnancies (black lines). In both groups values were customized for the
538
same paternal and obstetrical covariates and for fetal sex.
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What is known about the subject
The intrauterine growth potential of twins is expected to be reduced compared to singletons, being
limited by the inability of a woman to cope in late pregnancy with two fetuses growing each at the
same rate of a singleton. Some studies in the past have in fact documented a progressive flattening
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of the fetal growth rate in comparison with singletons starting from 28 to 32 weeks. However, some
of these studies failed to differentiate between dichorionic and monochorionic pairs or between
uneventful and complicated pregnancies.
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What is new
In this study the first intrauterine biometric charts of healthy uncomplicated twin gestations adjusted
for chorionicity, parental variables and fetal gender have been constructed. On a large number of
longitudinal observation the intrauterine growth of uncomplicated twin pregnancies has been shown
to be reduced in comparison with singletons starting from 26-28 weeks. This reduction is more
evident in monochorionic twins. The growth pattern of the fetal biometric parameters is
D
significantly influenced by parental variables and fetal gender
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Why is this important
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The use of twin-specific customized growth charts for ultrasound biometry should be carefully
considered when assessing the intrauterine biometry of twins for clinical purposes, in order to refine
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the diagnosis of growth abnormalities and take more appropriate clinical decisions.
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DEVELOPMENT OF CUSTOMIZED FETAL
GROWTH CHARTS IN TWINS
Tullio Ghi, Federico Prefumo , Anna Fichera, Mariano Lanna, Enrico Periti, Nicola Persico, Elsa Viora, Giuseppe Rizzo on behalf
of the Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts AJOG 2016
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Background I
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• Twin gestations are at significantly higher risk of
fetal growth restriction in comparison with
singletons
• The growth potential in twin pregnancies may
be limited by anatomical, physiological and
metabolic factors. As a consequence the use of
specific twin biometric chart rather than those
contructed for singleton may be more effective
in identifying growth discrepancies
Tullio Ghi, Federico Prefumo , Anna Fichera, Mariano Lanna, Enrico Periti, Nicola Persico, Elsa Viora, Giuseppe Rizzo on behalf
of the Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts AJOG 2016
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Background II
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• In singletons the use of nomograms
customized on the basis of parental factors
and fetal sex resulted more efficient in
identifying abnormal fetal growth than using
standard reference charts
• Specific normograms have already been
constructed for twins pregnancies
Tullio Ghi, Federico Prefumo , Anna Fichera, Mariano Lanna, Enrico Periti, Nicola Persico, Elsa Viora, Giuseppe Rizzo on behalf of
the Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts AJOG 2016
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Background III
SC
• Limitations of previous studies are
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– inclusion of complicated pregnancies (e.g. twin
to twin transfusion or fetal growth restriction)
– no customization for parental and obstetrical
characteristics
Tullio Ghi, Federico Prefumo , Anna Fichera, Mariano Lanna, Enrico Periti, Nicola Persico, Elsa Viora, Giuseppe Rizzo on behalf of
the Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts AJOG 2016
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Objective
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• To construct reference charts of fetal
biometric parameters based on a population
of uncomplicated twin pregnancies stratified
by chorionicity and customized for
obstetrical and parental characteristics
• To evalute differences with singleton
pregnancies
Tullio Ghi, Federico Prefumo , Anna Fichera, Mariano Lanna, Enrico Periti, Nicola Persico, Elsa Viora, Giuseppe Rizzo on behalf of
the Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts AJOG 2016
ACCEPTED MANUSCRIPT
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Study Design
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• Retrospective multicentric study
• Inclusion criteria: uncomplicated twin pregnancy of known
chorionicity; dating by crown-rump length in the first trimester;
known pregnancy outcome; delivery at or beyond 36 weeks of
gestation of two live fetuses; birthweight > 5th centile for the
national Italian
• Serial recordings (at least two ultrasonographic examinations for
each pregnancy) of biparietal diameter, head circumference,
abdominal circumference and femur length.
• Linear mixed models were used for modelling growth curve
trajectories of the fetal biometric parameters
• Comparison with singleton biometric customized nomograms
(Ghi T, et al J Ultrasound Med 2016;35:83-92)
Tullio Ghi, Federico Prefumo , Anna Fichera, Mariano Lanna, Enrico Periti, Nicola Persico, Elsa Viora, Giuseppe Rizzo on behalf of the
Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts AJOG 2016
ACCEPTED MANUSCRIPT
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Results
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• 1781 twin pregnancies (1289 dichorionic, 492
monochorionic diamniotic) fullfilled the
inclusion criteria
• Overall 8923 ultrasonographic examinations
were available (6640 in dichorionic and 2463 in
monochorionic diamniotic) in a gestational age
range between 16 and 36 weeks .
• The median number of observations per twin
pregnancy was 5 in dichorionic (range 2-8) and 6
in monochorionic diamniotic (range 2-11)
Tullio Ghi, Federico Prefumo , Anna Fichera, Mariano Lanna, Enrico Periti, Nicola Persico, Elsa Viora, Giuseppe Rizzo on behalf of
the Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts AJOG 2016
ACCEPTED MANUSCRIPT
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Significant differences in the characteristics of the pregnancies
studied according to chorionicity
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N=1289
Monochorionic
diamniotic twin
N=492
p=
SC
Dichorionic twin
963 (74.68%)
313 (63.16%)
0.001
Conception by In
Vitro Fertilization
422 (32.37%)
54 (10.98%)
0.0001
gestational age at
delivery (weeks)
37.36±0.710
36.7±0.65
0.001
Birthweight( (g)
2648.37±308.34
2516.40±328.41
0.001
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nulliparous
Tullio Ghi, Federico Prefumo , Anna Fichera, Mariano Lanna, Enrico Periti, Nicola Persico, Elsa Viora, Giuseppe Rizzo on behalf of
the Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts AJOG 2016
ACCEPTED MANUSCRIPT
Results
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Significant covariates other than gestational age resulting
from mixed regression models
Mother weight
Fetal sex
Head Circumference
Mother height
Mother weight
Father height
Fetal sex
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Biparietal Diameter
SC
dichorionic
Monochorionic
diamniotic
Fetal sex
Mother weight
Father height
Fetal sex
Mother height
Fetal sex
Femur length
Father height
AC
C
Abdominal Cirumference Mother height
Mother weight
Fetal sex
Mother weight
Father height
Tullio Ghi, Federico Prefumo , Anna Fichera, Mariano Lanna, Enrico Periti, Nicola Persico, Elsa Viora, Giuseppe Rizzo on behalf of the So
Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts AJOG 2016
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80
70
60
50
FL (mm)
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ACCEPTED MANUSCRIPT
40
30
20
10
14
18
22
26
30
34
38
gestational age (weeks)
Figure 1: Estimated 5th, 50th and 95th percentiles for biparietal diameter (BPD) (a), head circumference (HC) (b), abdominal circumference
(AC) (c) and femur length (FL) (d) in dichorionic twins (red lines) as obtained from linear mixed models. Data are compared with
corresponding reference percentiles in singleton pregnancies (black lines). In both groups values were customized for the same
covariates(maternal weight 60 kg, maternal height 160 cm, paternal height 180 cm, male fetal sex)
Tullio Ghi, Federico Prefumo , Anna Fichera, Mariano Lanna, Enrico Periti, Nicola Persico, Elsa Viora, Giuseppe Rizzo on behalf of
the Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts AJOG 2016
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ACCEPTED MANUSCRIPT
Figure 2: Estimated 5th, 50th and 95th percentiles for biparietal diameter (BPD) (a), head circumference (HC) (b), abdominal circumference
(AC) (c) and femur length (FL) (d)i inmonochorionic diamniotic twins (blue lines) as obtained from linear mixed models. Data are compared
with corresponding reference percentiles in singleton pregnancies (black lines). In both groups values were customized for the same
covariates(maternal weight 60 kg, maternal height 160 cm, paternal height 180 cm, male fetal sex)
Tullio Ghi, Federico Prefumo , Anna Fichera, Mariano Lanna, Enrico Periti, Nicola Persico, Elsa Viora, Giuseppe Rizzo on behalf of the
Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts AJOG 2016
3200
3200
2800
2800
2000
2400
SC
2400
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3600
Estimated fetal weight (grams)
3600
2000
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Estimated fetal weight (grams)
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1600
1200
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0
18
22
26
30
34
gestational age (weeks)
38
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400
1600
1200
800
400
0
14
18
22
26
30
34
gestational age (weeks)
38
Figure 3: Estimated 5th, 50th and 95th percentiles for estimated fetal weight in DC twins (red lines) and MCDA twins (blue lines). Data are
compared with corresponding reference percentiles for in singleton pregnancies (black lines). In both groups values were customized for the same
covariates(maternal weight 60 kg, maternal height 160 cm, paternal height 180 cm, male fetal sex)
Tullio Ghi, Federico Prefumo , Anna Fichera, Mariano Lanna, Enrico Periti, Nicola Persico, Elsa Viora, Giuseppe Rizzo on behalf of
the Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts AJOG 2016
ACCEPTED MANUSCRIPT
Results
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Comparison with singletons charts*
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Statistically significant differences were evidenced by the
Wald test from the following gestational ages onwards
dichorionic
> 31 weeks
Head Circumference
> 29 weeks
EP
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Biparietal Diameter
Femur length
AC
C
Abdominal Cirumference > 27 weeks
> 34 weeks
monochorionic
diamniotic
> 30 weeks
> 28 weeks
> 26 weeks
> 34 weeks
* Ghi T, et al. Customized fetal growth charts for parents' characteristics, race, and parity by quantile
regression analysis: a cross-sectional multicenter Italian study. J Ultrasound Med 2016;35:83-92.
Tullio Ghi, Federico Prefumo , Anna Fichera, Mariano Lanna, Enrico Periti, Nicola Persico, Elsa Viora, Giuseppe Rizzo on behalf of
the Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts AJOG 2016
ACCEPTED MANUSCRIPT
Conclusions
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• Curves of fetal biometric measurements in twins
are influenced by parental characteristics and fetal
sex.
• There is a reduction in growth rate during the third
trimester.
• The reference limits for gestation constructed in
this study from uncomplicated twin pregnancies
may provide an useful tool for the identification of
fetal growth abnormalities in twin pregnancies.
.
Tullio Ghi, Federico Prefumo , Anna Fichera,
Mariano Lanna, Enrico Periti, Nicola Persico, Elsa Viora, Giuseppe Rizzo on behalf of
the Società Italiana di Ecografia Ostetrica e Ginecologica (SIEOG) working group on fetal biometric charts AJOG 2016
ACCEPTED MANUSCRIPT
Dichorionic twins
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BPD (mm)
HC (mm)
AC (mm)
FL (mm)
EFW (grams)
10
30.3
108.0
85.7
16.5
108
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16
0
160
60
180
0
AC
C
gestational age (weeks)
gestational age (days)
mother height (cm)
mother weight (kg)
father height (cm)
sex (M=0;F=1)
5
28.9
103.8
81.3
15.4
99
Centiles
50
33.1
116.1
94.4
18.6
126
90
35.9
124.2
103.0
20.7
148
95
37.3
128.4
107.5
21.8
160
Monochorionic biamniotic twins
gestational age (weeks)
gestational age (days)
mother height (cm)
mother weight (kg)
father height (cm)
sex (M=0;F=1)
ACCEPTED MANUSCRIPT
BPD (mm)
HC (mm)
AC (mm)
FL (MM)
EFW (grams)
10
30.0
103.7
83.5
16.3
104
Centiles
50
32.8
112.0
93.1
18.4
123
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16
0
160
60
180
0
5
28.5
99.4
78.5
15.2
95
90
35.6
120.2
102.8
20.5
145
95
37.0
124.5
107.7
21.6
158
ACCEPTED MANUSCRIPT
Supplememtal Table 1: Effect size expressed as the sum of squares of the covariates considered
for the construction of the mixed regrussion model for biparietal diameter in DC and MCDA twin
pregnancies.
p
0.083
0.003
0.310
0.001
0.675
0.197
0.443
MCDA
Sum of Squares
30.611
53.346
13.653
556.721
4.706
2.747
3.114
D
TE
EP
AC
C
p
0.128
0.093
0.412
0.0001
0.551
0.648
0.236
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DC
Sum of Squares
32.234
305.164
11.896
692.645
2.039
19.32
6.780
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Covariate
Mother height
Mother weight
Father height
sex
Ethnic origin mother
Ethnic origin father
parity
ACCEPTED MANUSCRIPT
Supplemental Table 2: Effect size expressed as the sum of squares of the covariates considered for
the construction of the mixed regression model for head circumference in DC and MCDA twin
pregnancies.
p
0.04
0.003
0.015
0.001
0.613
0.768
0.175
MCDA
Sum of Squares
660.963
130.701
1169.978
3337,949
23.277
19.412
126.302
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EP
AC
C
p
0.032
0.354
0.005
0.0001
0.695
0.823
0.362
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DC
Sum of Squares
1203.528
305.164
987.367
3069.603
31.51
11,17
236.08
M
AN
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Covariate
Mother height
Mother weight
Father height
sex
Ethnic origin mother
Ethnic origin father
parity
ACCEPTED MANUSCRIPT
Supplemetal Table 3 : Effect size expressed as the sum of squares of the covariates considered for
the construction of the mixed regression model for abdominal circumference in DC and MCDA
twin pregnancies.
TE
EP
AC
C
MCDA
Sum of Squares
974.303
423.453
166.348
780.032
485.954
187.926
405.374
p
0.029
0.085
0.283
0.027
0.067
0.316
0.094
RI
PT
p
0.0029
0.05
0.175
0.001
0.168
0.270
0.08
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C
DC
Sum of Squares
1203.528
739.472
236.084
3069.603
336.030
215.612
541.957
D
Covariate
Mother height
Mother weight
Father height
sex
Ethnic origin mother
Ethnic origin father
parity
ACCEPTED MANUSCRIPT
Supplemental Table 4: Effect size expressed as the sum of squares of the covariates considered for
the construction of the mixed regression model for femur length in DC and MCDA twin
pregnancies.
TE
EP
AC
C
MCDA
Sum of Squares
21.345
0.629
237.948
16.577
5.589
7.346
0.323
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C
p
0.0001
0.810
0.0001
0.235
0.597
0.664
0.554
p
0.123
0.784
0.0001
0,213
0.423
0.396
0.847
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DC
Sum of Squares
49.145
0.554
140.885
13.602
3.123
2.024
3.374
D
Covariate
Mother height
Mother weight
Father height
sex
Ethnic origin mother
Ethnic origin father
parity
ACCEPTED MANUSCRIPT
95
37.3
41.6
45.7
49.6
53.4
56.9
60.3
63.6
66.8
69.8
72.7
75.6
78.3
81.0
83.6
86.1
88.5
90.9
93.3
95.5
97.8
5
28.5
32.5
36.3
39.9
43.2
46.4
49.4
52.2
54.9
57.5
59.9
62.3
64.5
66.7
68.7
70.7
72.6
74.4
76.1
77.8
79.4
10
30.0
34.0
37.9
41.5
44.9
48.1
51.2
54.1
56.9
59.5
62.1
64.5
66.8
69.0
71.2
73.2
75.2
77.1
79.0
80.8
82.5
50
32.8
36.9
40.9
44.6
48.1
51.5
54.7
57.7
60.6
63.4
66.1
68.7
71.2
73.6
76.0
78.2
80.4
82.5
84.6
86.5
88.5
90
35.6
39.8
43.9
47.7
51.3
54.8
58.1
61.3
64.4
67.3
70.2
73.0
75.6
78.2
80.7
83.2
85.5
87.9
90.1
92.3
94.5
SC
90
35.9
40.1
44.2
48.0
51.7
55.2
58.5
61.7
64.8
67.7
70.6
73.3
76.0
78.5
81.0
83.5
85.8
88.1
90.4
92.5
94.7
M
AN
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50
33.1
37.2
41.2
44.9
48.4
51.7
54.9
58.0
60.9
63.7
66.4
69.0
71.5
73.9
76.2
78.4
80.6
82.7
84.8
86.8
88.7
TE
10
30.3
34.4
38.1
41.7
45.1
48.3
51.4
54.3
57.0
59.7
62.2
64.6
66.9
69.2
71.3
73.4
75.4
77.3
79.2
81.0
82.7
EP
5
28.9
32.9
36.6
40.1
43.4
46.5
49.5
52.3
55.0
57.6
60.0
62.4
64.6
66.8
68.8
70.8
72.7
74.5
76.3
78.0
79.6
AC
C
weeks
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
Monochorionic diamniotic
D
Dichorionic
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PT
Supplemental Table 5: Estimated 5th. 10th. 50th. 90th and 95th percentiles for biparietal diameter in dichorionic. monochorionic
biamnioticand singleton pregnancies. In all the groups values were customized for the same covariates(maternal weight 60 kg. maternal
height 160 cm. paternal height 180 cm. male fetal sex. and for singleton also parity 0. race european)
95
37.0
41.3
45.4
49.3
53.0
56.5
59.9
63.2
66.3
69.4
72.3
75.1
77.9
80.6
83.2
85.7
88.2
90.6
93.0
95.3
97.6
Singleton
5
29.7
33.7
37.5
41.1
44.4
47.7
50.7
53.7
56.5
59.2
61.8
64.3
66.7
69.0
71.2
73.4
75.5
77.5
79.5
81.4
83.3
10
30.1
34.2
38.0
41.7
45.1
48.4
51.5
54.5
57.4
60.1
62.8
65.3
67.8
70.1
72.4
74.6
76.8
78.8
80.8
82.8
84.7
50
34.2
38.4
42.4
46.2
49.8
53.2
56.5
59.6
62.5
65.4
68.1
70.8
73.3
75.8
78.1
80.4
82.7
84.8
86.9
88.9
90.9
90
36.2
40.5
44.5
48.3
51.9
55.4
58.6
61.8
64.8
67.7
70.4
73.1
75.7
78.1
80.5
82.8
85.1
87.2
89.3
91.4
93.4
95
40.8
45.2
49.3
53.2
56.9
60.4
63.8
67.0
70.0
73.0
75.8
78.5
81.1
83.6
86.1
88.4
90.7
92.9
95.1
97.2
99.2
ACCEPTED MANUSCRIPT
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Supplemental Table 6 Estimated 5th. 10th. 50th. 90th and 95th percentiles for head circumference in dichorionic. monochorionic
biamniotic and singleton pregnancies. In all the groups values were customized for the same covariates (maternal weight 60 kg. maternal
height 160 cm. paternal height 180 cm. male fetal sex. and for singleton also as parity 0. race european)
95
128.4
143.7
158.2
171.9
185.0
197.5
209.5
220.9
231.9
242.5
252.8
262.6
272.2
281.4
290.4
299.2
307.6
315.9
324.0
331.8
339.5
5
99.4
114.0
127.7
140.5
152.7
164.2
175.1
185.5
195.3
204.7
213.7
222.3
230.5
238.4
245.9
253.1
260.1
266.7
273.1
279.3
285.2
10
103.7
118.4
132.2
145.2
157.5
169.2
180.2
190.8
200.9
210.5
219.7
228.5
236.9
245.1
252.9
260.4
267.6
274.6
281.3
287.7
294.0
50
112.0
126.9
140.9
154.2
166.8
178.8
190.2
201.1
211.5
221.6
231.2
240.5
249.4
258.0
266.3
274.4
282.2
289.7
297.1
304.2
311.1
SC
90
124.2
139.4
153.7
167.2
180.1
192.4
204.2
215.4
226.2
236.6
246.6
256.3
265.6
274.6
283.4
291.8
300.1
308.1
315.9
323.5
330.9
90
120.2
135.4
149.6
163.2
176.1
188.4
200.1
211.4
222.2
232.6
242.7
252.4
261.8
270.9
279.8
288.4
296.8
304.9
312.8
320.6
328.2
M
AN
U
50
116.1
130.9
144.9
158.1
170.6
182.6
193.9
204.8
215.2
225.2
234.7
244.0
252.8
261.4
269.7
277.7
285.5
293.0
300.3
307.4
314.2
TE
10
108.0
122.5
136.1
149.0
161.1
172.7
183.7
194.1
204.1
213.7
222.9
231.7
240.1
248.2
256.0
263.6
270.9
277.9
284.7
291.2
297.6
EP
5
103.8
118.1
131.6
144.3
156.2
167.6
178.4
188.6
198.4
207.8
216.7
225.3
233.5
241.4
249.0
256.3
263.3
270.1
276.6
282.9
289.0
AC
C
weeks
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
Monochorionic diamniotic
D
Dichorionic
95
124.5
139.7
154.1
167.8
180.9
193.3
205.2
216.7
227.7
238.4
248.7
258.6
268.3
277.6
286.8
295.6
304.3
312.7
321.0
329.1
337.0
Singleton
5
110.3
124.2
137.4
149.9
161.7
173.0
183.7
194.0
203.8
213.2
222.3
231.0
239.3
247.4
255.3
262.8
270.1
277.2
284.1
290.8
297.3
10
114.3
128.2
141.4
153.9
165.7
177.0
187.7
198.0
207.8
217.2
226.3
235.0
243.3
251.4
259.3
266.8
274.1
281.2
288.1
294.8
301.3
50
122.9
137.8
151.9
165.2
177.8
189.8
201.2
212.1
222.6
232.6
242.3
251.6
260.5
269.1
277.5
285.5
293.3
300.9
308.2
315.4
322.3
90
131.9
147.3
161.7
175.4
188.4
200.8
212.6
223.8
234.6
244.9
254.9
264.4
273.6
282.5
291.1
299.4
307.4
315.2
322.8
330.1
337.3
95
139.2
154.8
169.5
183.4
196.5
209.1
221.0
232.5
243.4
253.9
263.9
273.6
283.0
292.0
300.7
309.1
317.3
325.2
332.9
340.3
347.5
ACCEPTED MANUSCRIPT
95
107.5
123.6
138.9
153.4
167.3
180.6
193.4
205.7
217.6
229.1
240.2
251.1
261.6
271.9
281.9
291.7
301.3
310.7
319.9
328.9
337.9
5
78.5
93.6
107.8
121.1
133.6
145.3
156.4
166.9
176.9
186.3
195.2
203.6
211.6
219.2
226.5
233.3
239.8
246.0
251.9
257.4
262.7
10
83.5
98.7
113.1
126.5
139.2
151.2
162.6
173.4
183.7
193.4
202.7
211.6
220.0
228.1
235.8
243.2
250.3
257.0
263.5
269.7
275.6
50
93.1
108.6
123.3
137.1
150.2
162.7
174.6
186.0
196.8
207.3
217.3
227.0
236.3
245.3
253.9
262.3
270.4
278.3
286.0
293.4
300.6
90
102.8
118.5
133.5
147.6
161.2
174.1
186.6
198.5
210.0
221.2
231.9
242.4
252.5
262.4
272.0
281.4
290.6
299.6
308.4
317.1
325.6
SC
90
103.0
119.0
134.1
148.4
162.0
175.1
187.6
199.6
211.1
222.3
233.1
243.5
253.7
263.5
273.1
282.4
291.5
300.4
309.1
317.6
326.0
M
AN
U
50
94.4
110.0
124.7
138.6
151.8
164.3
176.3
187.7
198.7
209.2
219.2
228.9
238.3
247.3
256.0
264.5
272.6
280.5
288.2
295.7
302.9
TE
10
85.7
101.0
115.3
128.8
141.5
153.6
165.0
175.8
186.2
196.0
205.4
214.4
222.9
231.1
239.0
246.5
253.8
260.7
267.4
273.7
279.9
EP
5
81.3
96.3
110.5
123.7
136.2
148.0
159.2
169.7
179.7
189.2
198.2
206.8
215.0
222.8
230.2
237.3
244.0
250.4
256.6
262.4
268.0
AC
C
weeks
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
Monochorionic diamniotic
D
Dichorionic
RI
PT
Supplemental Table 7 Estimated 5th. 10th. 50th. 90th and 95th percentiles for abdominal circumference in dichorionic. monochorionic
biamniotic and singleton pregnancies. In all the groups values were customized for the same covariates (maternal weight 60 kg. maternal
height 160 cm. paternal height 180 cm. male fetal sex. and for singleton also as parity 0. race european)
95
107.7
123.6
138.7
153.1
166.9
180.0
192.7
205.0
216.8
228.3
239.5
250.3
260.9
271.3
281.4
291.3
301.1
310.6
320.1
329.3
338.5
Singleton
5
84.6
99.6
113.8
127.3
140.0
152.1
163.7
174.7
185.3
195.4
205.2
214.5
223.6
232.3
240.7
248.9
256.7
264.4
271.8
279.0
286.0
10
86.0
101.3
115.8
129.5
142.5
154.9
166.7
178.0
188.7
199.1
209.0
218.6
227.8
236.7
245.3
253.6
261.7
269.5
277.0
284.4
291.5
50
97.4
113.6
129.0
143.4
157.2
170.3
182.7
194.6
206.1
217.0
227.5
237.6
247.4
256.8
265.9
274.6
283.2
291.4
299.4
307.2
314.7
90
104.8
121.4
137.2
152.0
166.1
179.5
192.3
204.5
216.2
227.5
238.2
248.6
258.6
268.3
277.6
286.6
295.3
303.8
312.0
320.0
327.7
95
118.7
135.7
151.7
166.8
181.1
194.7
207.8
220.2
232.1
243.5
254.5
265.0
275.2
285.0
294.5
303.6
312.5
321.1
329.4
337.5
345.4
ACCEPTED MANUSCRIPT
95
21.9
25.6
29.0
32.3
35.5
38.5
41.5
44.3
46.9
49.6
52.1
54.6
56.8
59.1
61.3
63.3
65.4
67.4
69.2
71.2
73.1
5
10
50
15.2
18.8
22.1
25.3
28.3
31.1
33.8
36.4
38.8
41.2
43.4
45.6
47.6
49.6
51.5
53.3
55.1
56.8
58.4
60.0
61.5
16.3
19.9
23.3
26.5
29.5
32.4
35.1
37.7
40.2
42.6
44.9
47.1
49.2
51.2
53.1
55.0
56.8
58.6
60.3
61.9
63.5
18.4
22.1
25.5
28.8
31.9
34.8
37.6
40.3
42.9
45.3
47.7
50.0
52.2
54.3
56.4
58.3
60.2
62.1
63.9
65.7
67.4
M
AN
U
90
20.8
24.4
27.9
31.1
34.3
37.3
40.2
43.0
45.6
48.2
50.6
53.0
55.2
57.5
59.6
61.6
63.7
65.6
67.4
69.3
71.1
D
50
18.6
22.2
25.7
28.9
32.0
34.9
37.7
40.4
43.0
45.4
47.8
50.1
52.3
54.4
56.4
58.4
60.3
62.1
63.9
65.7
67.4
TE
10
16.4
20.0
23.5
26.7
29.7
32.6
35.3
37.8
40.4
42.7
45.0
47.1
49.3
51.3
53.2
55.2
56.9
58.7
60.5
62.1
63.6
EP
5
15.3
18.9
22.3
25.6
28.5
31.4
34.0
36.5
39.1
41.3
43.5
45.6
47.8
49.7
51.5
53.5
55.2
56.9
58.7
60.2
61.7
AC
C
weeks
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
Monochorionic diamniotic
90
SC
Dichorionic
RI
PT
Supplemental Table 8 Estimated 5th. 10th. 50th. 90th and 95th percentiles for femur length in dichorionic. monochorionic biamniotic and
singleton pregnancies. In all the groups values were customized for the same covariates(maternal weight 60 kg. maternal height 160 cm.
paternal height 180 cm. male fetal sex. and for singleton also as parity 0. race european)
20.5
24.2
27.7
31.1
34.2
37.3
40.1
42.9
45.6
48.1
50.6
52.9
55.2
57.4
59.6
61.6
63.6
65.6
67.5
69.4
71.2
95
21.6
25.4
28.9
32.3
35.5
38.5
41.4
44.2
46.9
49.5
52.0
54.4
56.8
59.0
61.2
63.3
65.4
67.4
69.4
71.3
73.2
Singleton
5
16.3
19.9
23.2
26.4
29.4
32.3
35.1
37.7
40.2
42.6
44.9
47.1
49.3
51.3
53.3
55.3
57.2
59.0
60.7
62.4
64.1
10
16.7
20.4
23.8
27.0
30.0
32.9
35.7
38.4
40.9
43.3
45.7
47.9
50.1
52.2
54.2
56.1
58.0
59.9
61.6
63.4
65.1
50
19.5
23.2
26.8
30.1
33.3
36.3
39.2
41.9
44.6
47.1
49.5
51.9
54.1
56.3
58.4
60.4
62.4
64.3
66.1
67.9
69.7
90
21.2
25.0
28.6
32.0
35.2
38.2
41.1
43.9
46.6
49.1
51.6
53.9
56.2
58.4
60.5
62.6
64.6
66.5
68.4
70.2
71.9
95
23.2
27.0
30.6
34.0
37.2
40.3
43.2
46.0
48.7
51.3
53.7
56.1
58.4
60.6
62.7
64.8
66.8
68.7
70.6
72.4
74.2
ACCEPTED MANUSCRIPT
90
148
194
250
316
392
479
576
685
805
936
1079
1234
1399
1576
1763
1961
2168
2386
2612
2847
3091
95
160
211
271
343
425
520
626
745
877
1021
1179
1349
1532
1728
1935
2155
2387
2630
2884
3147
3421
5
95
125
161
203
251
306
366
433
505
583
667
756
850
948
1051
1156
1266
1377
1491
1607
1725
10
104
137
176
222
275
334
401
475
555
642
736
835
942
1053
1170
1291
1417
1547
1680
1816
1955
50
123
162
208
263
326
397
477
566
664
770
886
1010
1142
1283
1431
1587
1750
1919
2095
2277
2465
90
145
191
246
310
384
469
565
671
789
919
1059
1211
1375
1550
1735
1932
2139
2356
2582
2818
3063
SC
50
126
166
214
270
334
407
489
580
680
789
906
1033
1168
1311
1463
1621
1787
1960
2139
2324
2515
M
AN
U
10
108
142
182
229
283
345
413
488
571
661
757
860
969
1083
1204
1329
1460
1594
1733
1875
2020
TE
5
99
130
167
211
260
316
378
446
521
601
688
780
877
979
1085
1195
1309
1427
1547
1670
1794
EP
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
AC
C
weeks
Monochorionic diamniotic
D
Dichorionic
RI
PT
Supplemental Table 9 Estimated 5th. 10th. 50th. 90th and 95th percentiles for fetal weigth (grams) in dichorionic. monochorionic
biamniotic and singleton pregnancies. In all the groups values were customized for the same covariates(maternal weight 60 kg. maternal
height 160 cm. paternal height 180 cm. male fetal sex. and for singleton also as parity 0. race european)
95
158
208
267
337
418
511
615
732
862
1004
1159
1328
1509
1704
1911
2131
2363
2608
2864
3131
3409
Singleton
5
107
140
179
226
279
339
407
482
565
656
754
859
971
1091
1217
1350
1490
1635
1786
1942
2103
10
110
145
187
236
292
356
427
507
595
690
794
905
1024
1151
1284
1425
1572
1725
1885
2050
2220
50
135
179
232
294
366
447
539
641
754
876
1009
1151
1303
1464
1633
1811
1997
2190
2390
2596
2808
90
155
206
267
338
421
515
620
738
866
1007
1159
1321
1495
1678
1871
2073
2283
2501
2726
2957
3195
95
188
249
321
406
504
614
738
875
1025
1188
1363
1550
1748
1957
2175
2404
2640
2884
3136
3393
3656