Literature DB >> 34889037

Treatment preferences for medication or surgery in patients with deep endometriosis and bowel involvement - a discrete choice experiment.

Jeroen Metzemaekers1, M Elske van den Akker-van Marle2, Jonathan Sampat3, Mathilde J G H Smeets4, James English4, Elke Thijs2, Jacques W M Maas3, Frank Willem Jansen1,5, Brigitte Essers6.   

Abstract

OBJECTIVE: To study the preferences of women with deep endometriosis (DE) with bowel involvement when they have to choose between conservative (medication) or surgical treatment.
DESIGN: Labelled discrete choice experiment (DCE).
SETTING: Dutch academic and non-academic hospitals and online recruitment. POPULATION OR SAMPLE: A total of 169 women diagnosed with DE of the bowel.
METHODS: Baseline characteristics and the fear of surgery were collected. Women were asked to rank attributes and choose between hypothetical conservative or surgical treatment in different choice sets (scenarios). Each choice set offered different levels of all treatment attributes. Data were analysed by using multinomial logistic regression. MAIN OUTCOME MEASURES: The following attributes - effect on/risk of pain, fatigue, pregnancy, endometriosis lesions, mood swings, osteoporosis, temporary stoma and permanent intestinal symptoms - were used in this DCE.
RESULTS: In the ranking, osteoporosis was ranked with low importance, whereas in the DCE, a lower chance of osteoporosis was one of the most important drivers when choosing a conservative treatment. Women with previous surgery showed less fear of surgery compared with women without surgery. Low anterior resection syndrome was almost equally important for patients as the chance of pain reduction. Pain reduction had higher importance than improving fertility chances, even in women with desire for a future child.
CONCLUSIONS: The risk of developing low anterior resection syndrome as a result of treatment is almost equally important as the reduction of pain symptoms. Women with previous surgery experience less fear of surgery compared with women without a surgical history. TWEETABLE ABSTRACT: First discrete choice experiment in patients with deep endometriosis.
© 2021 The Authors. BJOG: An International Journal of Obstetrics and Gynaecology published by John Wiley & Sons Ltd.

Entities:  

Keywords:  decision-making; deep endometriosis; discrete choice experiment; endometriosis; surgery

Mesh:

Year:  2021        PMID: 34889037      PMCID: PMC9302663          DOI: 10.1111/1471-0528.17053

Source DB:  PubMed          Journal:  BJOG        ISSN: 1470-0328            Impact factor:   7.331


INTRODUCTION

Numerous treatment options are available for endometriosis, but there are two main strategies: conservative treatment (analgesics and/or hormones) and surgical treatment. However, none of these options offer a complete cure, making endometriosis a chronic condition. Available data suggest that conservative treatment and surgical treatment are effective in reducing pain. The improvement of fertility chances with surgical treatment options remains uncertain because of inconclusive study results on this topic. Although most of the treatment options are proven to be effective in reducing pain, they unfortunately do not come without consequences. On the one hand, conservative treatments may have potential harmful adverse effects (e.g. depressive mood, weight gain, osteoporosis), which may cause treatment failure. Other reasons for treatment failure include therapy noncompliance or contraindications (deep venous thrombosis, other cardiovascular disease). On the other hand, surgical treatment options have the possible risks of severe complications and recurrence of disease. Surgery for deep endometriosis (DE) is associated with significant complication rates up to 14%, which include bowel injury, anastomosis leakage and temporary or permanent stoma placement. Making a careful and well‐considered choice in endometriosis treatment options is especially relevant for DE because these patients have to deal with complex treatment trade‐offs. Unfortunately, limited research has been performed to study the values and preferences in women with DE, which makes optimal counselling challenging. In addition, there is no conclusive evidence to advise patients of a particular treatment that is clearly superior. This study aims to investigate patients' preferences in DE treatment options for conservative (focused on hormonal treatment) or surgical treatment options and which characteristics are relevant in their treatment choice. To achieve this, we performed a labelled discrete choice experiment (DCE).

METHODS

Study design

A DCE was used to gain insight into treatment preferences of women with DE and bowel involvement when they have to choose between conservative or surgical treatment. For the conservative treatment, we focused on hormonal treatment and not on analgesics because otherwise the DCE would be too complex and too difficult to interpret. This DCE technique assumes that patients value different characteristics of a treatment, which will determine their preference. When presenting different choices, patients will usually choose the option that is most beneficial. ,

Participant recruitment

Enrollment took place between January 2019 and October 2020 in six Dutch academic hospitals (23.7% of the patients) and eight non‐academic hospitals (46.7%) and also by the Dutch and Belgian endometriosis foundation (29.6%). Women who were interested could visit the website (www.endokeuze.com) for information about the study. Women willing to participate had to pass three inclusion questions, which are commonly used and accepted. , , Women could not see which answer would include or exclude them. The following inclusion questions were used. Do you have deep endometriosis with bowel involvement, which is diagnosed by a doctor by ultrasound, MRI or surgery? yes included. Are you prior to a treatment choice with medication or surgery? yes included. Are you currently in a trajectory to become pregnant (e.g. hormonal treatment for ovulation induction, IVF)? no included. Further exclusion criteria were low health literacy, which was tested with three questions. We excluded patients who always have difficulties with understanding medical information about their disease and treatment, always need help with reading information about their disease and treatment and have no confidence at all in filling in medical forms. Furthermore, patients who did not complete the ten DCE questions, patients who completed the survey in 10 minutes or less (this ‘too fast’ threshold was set after the pilot) and patients who gave the same answer on all questions, were excluded. A total of 641 patients started the survey; after exclusion, 169 patients were included (Table S1).

Data collection

For hosting the internet survey and data collection, we used Sawtooth Software's SSI Web (Sawtooth Software. Orem, UT, USA). As recommended, attributes and levels were based on literature review, qualitative research and an expert panel. , , The four stages as described by Helter et al. were applied, although we slightly customised these as seen in Figure 1. To find out which attributes were important for DE patients, we collected data by performing a literature search and qualitative study (Stage 1). We performed a survey among 28 patients, one focus group with eight patients before their decision‐making and a focus group with ten gynaecologists with expertise on DE. The results combined from Stage 1 resulted in 158 attributes. The second step in attribute development was data reduction (Stage 2). This was achieved by frequency and rank order by the researchers (JeM and JS) combined with thematic analysis, which resulted in 28 attributes. In the third and fourth stages, we removed inappropriate attributes. This resulted in eight final attributes (Table 1).
FIGURE 1

Customised stages to create attributes and forming of DCE

TABLE 1

Treatment attributes and levels used in the discrete choice experiment

AttributesLevel pharmaceuticalLevel surgical
Chance that pain disappears (%)40%50%
60%70%
80%90%
Chance of fatigue symptomsDecreasesDecreases
Does not changeDoes not change
IncreasesIncreases
Pregnancy chance after treatmentIncreasesIncreases
No influenceNo influence
Chance of the presence of endometriosisRemains the sameWill be removed as much as possible, no chance of radical surgery
Gets smallerWill be completely removed, chance of radical surgery
Chance of depressed mood (%)1%
5%
10%
Chance of osteoporosis (%)1%
5%
10%
Chance of temporary stoma (%)1%
5%
10%

Chance of permanent intestinal (%)

Symptoms

10%
50%
80%
Customised stages to create attributes and forming of DCE Treatment attributes and levels used in the discrete choice experiment Chance of permanent intestinal (%) Symptoms The first part of the survey included questions about baseline characteristics, surgical fear measured with the validated Dutch surgical fear questionnaire and three health literacy screening questions. We included the short surgical fear questionnaire, and hypothesised that the fear of surgery could influence the results of the DCE. Pain was recorded on a numerical rating scale, patients rated their pain intensity (from 0 = no pain to 10 = maximum pain, or inapplicable option). Part two of this survey included information about the DCE (Table S2). Before the DCE, we asked the women to rank the eight attributes from most important to least important when making a treatment decision. To become familiar with the concept of a DCE, a simple DCE question for choosing a phone was included. Subsequently, the actual DCE was presented with ten choice sets. Each choice set consisted of two hypothetical treatment options labelled as conservative (pharmaceutical) treatment and surgical treatment. The women were asked to choose their preferred treatment of choice for each of the ten choice sets (Figure 2). The treatment options are shown in Table 1.
FIGURE 2

Choice task with two hypothetical treatment options

Choice task with two hypothetical treatment options

Data analysis

ngene software (version 1.2.1) was used to construct a fractional factorial efficient design. One constraint was taken into account to avoid implausible combinations. Thirty choice sets were created with each choice set consisting of a conservative and a surgical treatment option. In order to reduce the burden for the patient, the 30 choice sets were blocked into three versions of ten choice sets. To assess if the DCE questionnaire was understood, we performed a pilot test with a group of pre‐surgical patients. After the DCE was online and open for inclusion, an interim analysis was performed to test our expected direction of effect. The results were in line with our expectations; so no adjustments were made. For internal consistency, we included one fixed task, with the conservative treatment option more favourable compared with a surgical option with maximum adverse effects and little to no beneficial effects. Optimal sample size calculation for estimating for non‐linear discrete choice models is complicated because it depends on the true values of the unknown parameters estimated in the DCE. Given the lack of a definite method for calculating a sample size, we based our sample size on a literature review. Marshall et al. described that most studies published between 2005 and 2008 had a sample size of 100–300 respondents. We aimed for 300 respondents because we also wanted to study subgroups.

Statistical analysis

IBM SPSS version 25.0 for Windows (IBM, Armonk, NY, USA) was used for our analysis and we used the Shapiro–Wilk test to evaluate the distribution of the data. Data are presented as mean ± standard deviation or median with interquartile range (IQR) for normally distributed or skewed data, respectively. We used Student's t test for normally distributed data. We considered a two‐tailed p value less than 0.05 as statistically significant. For the DCE analysis we used nlogit software version 6. Data were analysed using a multinomial regression model. This model has the following regression equation V represents the relative utility that a respondent derives from choosing conservative treatment or surgery. β 0 is the alternative specific constant, reflecting a preference for the label irrespective of the levels of the attributes. β 1–β 10 are the alternative specific coefficients of each attribute with the exception of β 2 chance of fatigue and β 3 chance of pregnancy. The levels of these attributes were generic across the treatments. ε is an unobserved component of the utility function or error term. Pain reduction, chance of depressed mood, chance of osteoporosis, chance of temporary stoma and permanent intestinal symptoms were included as continuous variables whereas for fatigue, chance of pregnancy and presence of endometriosis dummy coding were used. In addition, we performed subgroup analysis with women with or without desire for a child in the future. Relative importance was calculated by multiplying the coefficient of an attribute with the range used for the attribute levels or using the difference in coefficients between the best and worst levels of the same attribute (in the case of dummy coding). Subsequently, the resulting part‐worth utility of each attribute was divided by the sum of all part‐worth utilities, which gives the relative importance per attribute. A significance level of 5% was chosen to determine statistically significant coefficients.

RESULTS

Table 2 shows the baseline characteristics of all participants. The mean age was 36.2 years, 51.5% of the women had never been pregnant and 34.9% of the women wished for a child in the future. Hormonal medication for the endometriosis was used in 72.8% and 71.0% used painkillers. Looking at the surgical history, 69.2% had previous abdominal surgery with a total complication rate of 33% (ever experienced a surgical complication, ranging from cystitis to anastomosis leakage).
TABLE 2

Patient characteristics

= 169
Age (years), mean ± SD36.2 ± 7.0
Time till diagnosis (years), median (IQR)9.0 (3.0–15.0)

Abbreviations: ICSI, intracytoplasmic sperm injection; IVF, in vitro fertilisation.

Fourteen missing values, 34/103 = 33%.

Five missing values.

Sum score subscale range from 0 (no fear) to 40 (very afraid).

Sum score total range from 0 (no fear) to 80 (very afraid).

Patient characteristics Abbreviations: ICSI, intracytoplasmic sperm injection; IVF, in vitro fertilisation. Fourteen missing values, 34/103 = 33%. Five missing values. Sum score subscale range from 0 (no fear) to 40 (very afraid). Sum score total range from 0 (no fear) to 80 (very afraid).

Pain

Dysmenorrhoea was reported with median numeric rating scales of 8.0 (IQR 7–9) for pain, 8.0 (IQR 7–9) for cycle‐related pelvic pain, 8.0 (IQR 6–9) for dyschezia, 7.0 (IQR 5–8) for dyspareunia and 5.0 (IQR 1–7) for dysuria (Table 3). Non‐cycle‐related pain was reported for pelvic pain with a median numeric rating scales of 6.0 (IQR 4–7) for pain, 6.0 (IQR 3–7) for dyschezia, 6.0 (IQR 3–7) for dyspareunia and 3.0 (IQR 0–6) for dysuria.
TABLE 3

Numeric rating scale for pain (0–10)

During menstruationNot related to menstruation
Pain symptoms numeric rating scaleMedian (IQR) n Median (IQR) n
Dysmenorrhoea8.0 (7–9)122
Pelvic pain8.0 (7–9)1216.0 (4–7)148
Dyschezia8.0 (6–9)1256.0 (3–7)149
Dyspareunia7.0 (5–8)916.0 (3–7)127
Dysuria5.0 (1–7)1223.0 (0–6)139
Numeric rating scale for pain (0–10)

Subgroup analysis regarding surgical fear

The total surgical fear was assessed for patients with or without the desire for a future child and patients with or without previous surgery. The surgical fear was significantly lower in the group of women with previous surgery (30.9 versus 39.8, p = 0.01), no significant difference in surgical fear was seen between the groups of patients with and without a wish for a child (34.7 versus 30.9, p = 0.17).

Ranking of attributes before the DCE

Table 4 shows the ranking of attributes before the start of the DCE.
TABLE 4

Ranking of attributes

Attributes (1 = most important, 6 = least important)Total patientsPatients with future child wish
n = 155 a Attributes n = 58 b
MedianIQRMedianIQR
1. Reducing pain11–21. Reducing pain11–2
2. No permanent intestinal symptoms32–52. Pregnancy change increase32–4
3. Fatigue decrease42–53. No permanent intestinal symptoms42–5
3. Endometriosis reduction43–63. Endometriosis reduction42–7
4. No temporary stoma53–73. Fatigue decrease43–6
4. Stable mood54–74. No temporary stoma53–7
5. No osteoporosis65–75. Stable mood65–7
6. Pregnancy change increase84–86. No osteoporosis76–8

Fourteen missing data.

One missing data.

Ranking of attributes Fourteen missing data. One missing data.

Attributes coefficients and relative importance

Table 5 shows the main results of the DCE, which include the coefficients and relative importance in the main model and the subgroup of women with and without a wish for a future child.
TABLE 5

Attributes coefficients and relative importance

Coefficient significanceRelative importance%
Medication main model
Lower chance of developing osteoporosis–0.160580.051.4533.4
Higher chance of improving fatigue symptoms0.387720.011.0925.1
Higher chance of reducing pain symptoms0.025380.011.0223.5
Higher chance of improving pregnancy rates0.408750.010.419.4
Higher chance of reducing endometriosis nodules0.370960.010.378.5
Lower chance of developing a depressed mood–0.10284NS
Surgery main model
Lower chance of developing intestinal symptoms (LARS)–0.027340.011.9138.0
Higher chance of reducing pain symptoms0.030920.011.2424.7
Higher chance of improving fatigue symptoms0.387720.011.0921.7
Higher chance of improving pregnancy rates0.408750.010.418.2
Lower chance of getting a temporary stoma–0.041650.050.377.4
Higher chance of reducing endometriosis nodules0.02234NS
Medication subgroup: desire for a child in the future
Higher chance of improving fatigue symptoms0.424260.011.0534.2
Higher chance of reducing pain symptoms0.021580.010.8628.0
Higher chance of improving pregnancy rates0.736260.010.7424.1
Higher chance of reducing endometriosis nodules0.419270.050.4213.7
Lower chance of developing osteoporosis0.05322NS
Lower chance of developing a depressed mood–0.16129NS
Surgery subgroup: desire for a child in the future
Lower chance of developing intestinal symptoms (LARS)–0.027250.011.9135.2
Higher chance of reducing pain symptoms0.028930.011.1621.4
Higher chance of improving fatigue symptoms0.424260.011.0519.4
Higher chance of improving pregnancy rates0.736260.010.7413.7
Lower chance of getting a temporary stoma–0.062080.010.5610.3
Higher chance of reducing endometriosis nodules0.03034NS
Attributes coefficients and relative importance

Main model

When making a choice for conservative treatment a lower chance of osteoporosis, an improvement in fatigue symptoms, a higher chance of reducing pain, a higher chance of pregnancy and a reduction of endometriosis lesions all had a significant impact, but the chance of a depressed mood did not show a significant effect. The three most important drivers for conservative treatment were lower chance of osteoporosis (33%), improvement of fatigue (25%) and a higher chance of reducing pain (24%), accounting for 82% of the relative importance results. The improvement of fertility (9.4%) and the reduction of endometriosis lesions (8.5%) showed low relative importance. When making a choice for surgery, a lower chance of permanent intestinal symptoms, reducing pain, improving fatigue symptoms, improving fertility, a lower chance of getting a temporary stoma all have a significant effect with the exception of the attribute reducing endometriosis nodules/spots. A lower chance of permanent intestinal symptoms (38%), reducing pain (25%) and improvement of fatigue (22%) were the most important drivers for the surgical treatment, accounting for 85% of the relative importance results.

Subgroup analysis in women with a future child wish

In the subgroup model, it is shown that improving fatigue symptoms (34%) together with reducing pain (28%) and improving fertility (24%) are the three most important attributes when making a choice for conservative treatment (86% of the relative importance). The subgroup model also showed that the chance of permanent intestinal symptoms (35%), reducing pain (21%) and improving fatigue symptoms (19%) were the most important attributes when making a choice for surgery (75% of the relative importance).

DISCUSSION

Main findings

Translating the main findings of this DCE with women with DE and bowel involvement towards the clinical setting we can conclude the following. 1. In the ranking, osteoporosis was ranked with low importance. 2. The three most important drivers for the choice of conservative treatment were lower chance of developing osteoporosis (gonadotrophin‐releasing hormone [GnRH] analogues), higher chance of improving fatigue symptoms and higher chance of reducing pain symptoms. For surgery, the three most important drivers were lower chance of low anterior resection syndrome (LARS), higher chance of reducing pain symptoms and higher chance of improving fatigue symptoms. 3. The chance of getting a temporary stoma played a less important role in the context of this study compared with pain reduction and the risk of LARS. 4. Women with a desire for a child in the future put pain reduction above possible improvement of fertility chances. 5. Women with previous surgery had significantly lower fear of surgery compared with women without a history of surgery (DE surgery). Comparing the results of the direct ranking method and those of the relative importance of the DCE shows discrepancies between both methods. In particular, the attribute chance of osteoporosis was considered of low importance in the ranking exercise but was one of the most important attributes when choosing conservative treatment in the DCE. However, as described by Louviere and Islam, explicit context, like in this case information about the type of treatment, the description of the attributes and the associated levels, might explain the difference between the methods. For the ranking exercise, no levels were provided, so in contrast with the discrete choice experiment, a trade‐off between levels of different attributes when making a choice for conservative treatment or surgery was not required. We believe that the DCE in this study provides more detailed and reliable outcomes, but also requires more intellectual effort from the participants and is therefore more challenging. The risk of permanent intestinal symptoms being almost equally important as pain reduction is an important finding, because the debate about radical DE bowel surgery (resection) versus conservative surgery (shaving/discoid) is ongoing. Supporters of radical surgery have an approach almost similar to oncological surgical approaches , and aim to reduce pain, prevent recurrence and perhaps even cure women with DE. The potential price they have to pay for this approach is theoretically more severe complications and the risk of LARS. Surgeons who believe in a more cautious approach aim to reduce pain symptoms and accept possible recurrence/incomplete removal of endometriosis, but try to reduce severe complications and prevent possible permanent bowel symptoms (LARS). , ,

Strengths and limitations

The main strength of this study is the extensive preparation made to identify the treatment attributes. With our qualitative study and literature search we believe that we used all possible information sources for an optimal selection of relevant attributes, and therefore increased the chance of valid preferences. The second strength of this study is the strict selection of appropriate patients (26.3%). With the three inclusion questions we aimed to select only patients with DE and bowel endometriosis, who were not receiving fertility treatment and before a treatment decision. The first limitation is the method of recruitment. The vast majority of patients (70.4%) were recruited by their gynaecologist and 29.6% through an advertisement via the Dutch and Belgian endometriosis foundation. To reduce the potential bias of patients without DE, strict inclusion limits were set, as described in the Methods section. The second limitation could be the sample size. We did not reach the aimed 300 inclusions, because recruitment took more time than expected. We took several steps to increase the number of participants, including advertising through the Dutch and Belgian endometriosis population. Lancsar and Louviere state that based on empirical experience per questionnaire version, more than 20 respondents are rarely needed – although that number has to increase when performing extensive subgroup analyses. Given that we used three blocks (questionnaire versions) and performed one subgroup analysis, we calculated that our sample size of 169 was sufficient for reliable analysis.

Interpretation

From the findings in our study, we can conclude that pain reduction should not be the only motivation for surgery at all costs. Pain can negatively impact the quality of life, but the chance of LARS in more radical surgery as the result of bowel resection is also debilitating and has major impact on the quality of life. For this reason, women with DE who have an indication for bowel resection should be counselled for the possible benefits and potential risk of developing LARS. Consequently, a multidisciplinary approach with shared decision‐making should enable a patient to make a well‐informed choice that is based on the patient’s preferences and the clinical judgement of her physician. The risk of bone loss with GnRH treatment is a major concern, as reduction of bone density in young to middle‐aged women increases the risk of osteoporotic fractures later in life. To reduce the effect of osteoporosis, add‐back therapy is mandatory and the duration of GnRH administration should be minimised as much as possible. With add‐back therapy, estrogen is given back in low dose to prevent osteoporosis, but does not activate endometriosis implants. In this way, the use of GnRH is safe and the risk of osteoporosis is reduced to a minimum, which should be counselled when prescribed.

Increased chance of getting pregnant with conservative treatment?

In this DCE it has to be noted that the levels are hypothetical, but based on the current literature. In literature there is still no consensus as to whether conservative treatment (with GnRH) increases the chances of fertility. Further high‐quality trials are needed to determine the effect of GnRH treatment on fertility outcomes, and women should be counselled about this uncertainty. In our DCE, it was interesting to find that women put pain reduction above the possible improvement of fertility chances. One explanation might be that in the short‐term pain reduction is more important, whereas fertility could be a future treatment goal. A different explanation could be that the pain is so unbearable that the fertility wish is less important even in women with a fertility wish. One quote from our qualitative study highlights this issue: one woman said ‘I was in so much pain, I couldn’t function anymore. I thought “if I have that pain any longer, then I’m done with it, I don’t want to live like that”.’ If pain is so intolerable and life defining, then other important life goals could become insignificant.

CONCLUSION

The aim of the present study was to gain insight into preferences for a conservative or surgical treatment approach of patients with DE. The three most important drivers for choosing conservative treatment are lower chance of developing osteoporosis, higher chance of improving fatigue symptoms and higher chance of reducing pain symptoms. For choosing surgery, a lower chance of LARS, higher chance of reducing pain symptoms and higher chance of improving fatigue symptoms are important. Women with previous surgery have significantly lower fear for surgery compared with women without a surgical history. The current results can be used to assist shared decision‐making, e.g. by developing decision aids aimed at providing relevant information and assisting patients in treatment choices in DE care.

CONFLICT OF INTEREST

None declared.

AUTHOR CONTRIBUTION

JeM and JS conducted the qualitative research, the DCE was designed by all researchers, JeM and ET were responsible for collecting data, BE and JeM performed the analyses. JeM, JM, FJ, EA and BE took the lead in writing the manuscript. All authors were responsible for interpreting the data and for final review of the manuscript. All authors approved the final manuscript.

ETHICAL APPROVAL

The Medical Ethical Committee of the two executive centres Leiden University Medical Centre (P18.142) and Máxima Medisch Centrum (N18.088) approved the study protocol and procedure (online recruitment). Table S1 Click here for additional data file. Table S2 Click here for additional data file. Supplementary Material Click here for additional data file.
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10.  Treatment preferences for medication or surgery in patients with deep endometriosis and bowel involvement - a discrete choice experiment.

Authors:  Jeroen Metzemaekers; M Elske van den Akker-van Marle; Jonathan Sampat; Mathilde J G H Smeets; James English; Elke Thijs; Jacques W M Maas; Frank Willem Jansen; Brigitte Essers
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1.  Treatment preferences for medication or surgery in patients with deep endometriosis and bowel involvement - a discrete choice experiment.

Authors:  Jeroen Metzemaekers; M Elske van den Akker-van Marle; Jonathan Sampat; Mathilde J G H Smeets; James English; Elke Thijs; Jacques W M Maas; Frank Willem Jansen; Brigitte Essers
Journal:  BJOG       Date:  2021-12-27       Impact factor: 7.331

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