Abstract
STUDY QUESTION
Do the amino acid levels of human uterine fluid vary with age, BMI, phase of menstrual cycle, benign pathology or diet?
SUMMARY ANSWER
The levels of 18 amino acids in human uterine fluid were shown to be affected only by maternal diet.
WHAT IS KNOWN ALREADY
Murine, bovine and ovine uterine amino acid content has been reported, but no reliable data on the human exist. Murine studies have demonstrated that the intrauterine periconceptional nutritional environment is affected by maternal diet.
STUDY DESIGN, SIZE, DURATION
Uterine secretions were aspirated from 56 women aged 18–45 years. The women were recruited preoperatively from gynaecological theatre operating schedules or hysterosalpingo-contrast-sonography (HyCoSy) lists. A proportion of these women had proven fertility; however, the majority were being investigated for subfertility. The BMI, gynaecological history and dietary pattern of these women were also assessed.
PARTICIPANTS/MATERIALS, SETTING, METHODS
Reverse phase high performance liquid chromatography was used to analyse the concentrations of 18 amino acids within the uterine fluid and blood serum. The results were analysed against the women's stage of cycle, age, BMI and diet.
MAIN RESULTS AND THE ROLE OF CHANCE
The profile of 18 amino acids in uterine fluid was described. In total, human uterine fluid was observed to contain an amino acid concentration of 3.54 mM (interquartile range: 2.27–6.24 mM). The relative concentrations of 18 amino acids were not significantly altered by age, BMI, cycle phase or the presence of specific benign gynaecological pathologies. However, a diet identified by a validated scoring system as being less healthy was associated with higher concentrations of asparagine (P = 0.018), histidine (P = 0.011), serine (P = 0.033), glutamine (P = 0.049), valine (P = 0.025), phenylalanine (P = 0.019), isoleucine (P = 0.025) and leucine (P = 0.043) in the uterine fluid compared with a healthier diet, defined as one with a higher intake of fresh vegetables, fruit, whole-grain products and fish and a low intake of red and processed meat and high fat dairy products. There were no significant correlations between serum amino acid concentrations and those in the uterine fluid.
LIMITATIONS, REASONS FOR CAUTION
Our results enabled us to detect the effect of diet on the concentrations of amino acids in human uterine fluid; however, the study may not have had sufficient numbers to detect mild effects of BMI or age.
WIDER IMPLICATIONS OF THE FINDINGS
These findings increase our understanding of the nutritional environment encountered by the preimplantation embryo, and indicate how periconceptional diet may alter this. Given the importance of early embryo environment for programming of development and future health, this information may aid in the development of nutritional interventions aimed at optimizing the preimplantation phase of human embryo development in vivo.
STUDY FUNDING/COMPETING INTEREST(S)
This work was funded by the NIHR, the Medical Research Council (G0701153) and the University of Southampton and was supported by the NIHR BRC in Nutrition and Southampton University NHS Foundation Trust. The authors declare no conflicts of interest.
Keywords: amino acids, human uterine fluid, BMI, diet, menstrual cycle
Introduction
The mammalian embryo has been shown to be able to detect and respond to the intrauterine environment it encounters. A period of developmental plasticity enables the embryo, and later the fetus to alter intrauterine ‘programming’ for later life, as first enunciated by Barker (Barker, 2004). In recent years it has become clear that maternal diet in early pregnancy may also impact on the risk of development of chronic diseases in later life (Barker, 2007); indeed even the environment in which the preimplantation embryo develops has been shown to have significant implications for development and health in later life (Dumoulin et al., 2010; Eskild et al., 2013). Murine studies have demonstrated that a periconceptional low protein diet affects the composition of uterine fluid, and induces a remarkable response in preimplantation embryos, whereby they ‘adapt’ to the low protein environment by increasing endocytosis and trophoblast invasion (Watkins et al., 2008; Eckert et al., 2012; Sun et al., 2014). While uterine fluid represents the preimplantation milieu of the embryo, the nutritional contents of this fluid have not been fully characterized in the human and it remains unclear how these may be altered by factors such as female age, lifestyle and disease. It is recognized that women with an increased age and BMI are more likely to experience subfertility linked to obesity and polycystic ovarian syndrome (PCOS). However, the impact of maternal diet, body composition and age on the metabolic environment of human uterine fluid has not been investigated.
The potential influence of diet on the nutrient composition of uterine secretions has been demonstrated in rats and mice fed a low protein diet during the preimplantation period, showing that diet can shape blastocyst lineage differentiation. In both species there were reduced concentrations of amino acids in the maternal serum (Kwong et al., 2000; Eckert et al., 2012). In rats, this resulted in blastocysts containing a reduced number of inner cell mass (ICM) and trophectoderm (TE) cells which led to abnormal programming of growth (Kwong et al., 2000). In mouse models, a low protein diet fed during the preimplantation period resulted in a reduction in branched chain amino acids in the uterine fluid but in comparison, there were only minimal changes in the amino acid content of the blastocyst (Eckert et al., 2012). These data suggest that, at least in animal models, maternal diet can affect the amino acid environment in which preimplantation embryos develop and may have implications for improving the treatment of infertility, particularly in cases where there is no known cause.
Amino acids have a number of physiological roles during preimplantation development (Houghton, 2013). They may be used as a source of energy (Lane and Gardner, 1998); in the synthesis of proteins and nucleotides (Alexiou and Leese, 1992); as pH regulators (Edwards et al., 1998), antioxidants (Dawson et al., 1998) and osmolytes (Nasr-Esfahani et al., 1992) and as cell signalling molecules (Manser et al., 2004). It has also been demonstrated that amino acids, particularly leucine, have a vital role in the production and regulation of mTOR (mammalian target of rapamycin), a serine/threonine protein kinase which has a crucial role in cell growth and differentiation (Chen et al., 2009).
In contrast to the human, the concentration of amino acids found in the murine (Harris et al., 2005), ovine (Gao et al., 2009) and bovine (Fahning et al., 1967; Shorgan, 2003; Hugentobler et al., 2007) uterine fluids has been described. In the mouse, the uterine fluid contained a total amino acid concentration of 7.18 ± 0.73 mM, which was lower than that observed in the oviduct (Harris et al., 2005). Gao et al. examined the changes in amino acid concentrations throughout the menstrual cycle of ewes and found alterations in the levels of asparagine, tyrosine, tryptophan, methionine and valine between Days 3 and 16 of the cycle (Gao et al., 2009). Moreover, an increase in essential amino acids was observed in the uterine fluid of pregnant as opposed to non-pregnant heifers (Groebner et al., 2011). These variations in amino acid concentration with cycle stage and pregnancy suggest that, at least in animal models, levels are regulated.
The inclusion of amino acids in preimplantation embryo culture medium has been shown to be beneficial. In the mouse, non-essential amino acids improve initial cleavage of the embryo whilst the presence of a full complement of amino acids was beneficial for development from the 8-cell to the blastocyst stage (Lane and Gardner, 1997). In the human, embryos cultured in the presence of amino acids produced blastocysts with a greater cell number in both the trophectoderm (TE) and inner cell mass (ICM) (Devreker et al., 2001). Moreover, the ability to use amino acid utilization to predict the future developmental competency of individual human embryos to the blastocyst stage (Houghton et al., 2002; Stokes et al., 2007), as well as to live birth following transfer (Brison et al., 2004), highlights the importance of this nutrient source. These data are intriguing and implicate amino acids as being central for embryo development. It is therefore surprising that the full composition of amino acids in human uterine fluid remains unknown.
In this study we sought to determine the concentration of amino acids in human uterine fluid and how sensitive the amino acid profile is to various factors such as female age, stage of the cycle, reproductive pathology, BMI and diet.
Materials and Methods
Ethical approval for this study was granted by the Southampton and South West Hampshire Research Ethics Committee (08/H0502/162) and the University Hospital Southampton Research and Development department. A total of 68 women aged 18–45 years were recruited to the study from operating theatre schedules and hysterosalpingo-contrast-sonography (HyCoSy) lists. Exclusion criteria included contraceptive use; current or previous history of malignancy; and known infections (including systemic). Women were recruited preoperatively and gave their written informed consent. Data on the women's demographic, obstetric and gynaecological history, BMI and diet were collected on a standard study proforma on admission. Women taking part in the study were asked about their last menstrual period and length of cycle and from this their stage of cycle was calculated. The women were all ovulating naturally and not undergoing ovarian induction or stimulation. Pathologies were diagnosed by clinical history and examination, laboratory and, ultrasound assessments and when appropriate, laparoscopy. Polycystic ovarian syndrome (PCOS) was diagnosed according to the Rotterdam criteria; leiomyomas and ovarian cysts were diagnosed at ultrasound; and endometriosis and hydrosalpinges were diagnosed at laparoscopy. Diet quality of the women was assessed using a validated food frequency questionnaire (Crozier et al., 2010) to determine their compliance with a ‘prudent’ dietary pattern. This questionnaire has been fully described elsewhere but, briefly, a prudent diet describes a diet characterized by higher intakes of fresh vegetables, fruit, whole-grain products and fish and lower intakes of red and processed meat and high fat dairy products. Depending on the frequency of intake of key dietary elements, a score can be calculated (Crozier et al., 2010). A positive prudent diet score was considered to indicate a ‘healthy’ diet and a negative score to indicate an ‘unhealthy’ diet.
Samples of uterine fluid were obtained after the cervix was cleansed during a speculum examination. This was done prior to commencing the planned surgical or HyCoSy procedure by inserting an embryo transfer catheter (Cook Medical Sydney embryo transfer catheter, USA) gently into the uterine cavity and applying gentle suction with a 2 ml syringe, as previously described (Boomsma et al., 2009). The catheter containing the uterine fluid was placed in a sterile tube and snap frozen in liquid nitrogen, before being stored at −80°C. Sixteen of the women underwent venepuncture, and five of these were fasted prior to the blood test. The amino acid content was determined by reverse phase high pressure liquid chromatography (HPLC).
The uterine fluid samples were removed from the embryo transfer tubing and diluted 1 in 10 in PBS containing 0.1% sodium dodecyl sulphate (Fisher Scientific). Any samples which were heavily blood stained or had a volume <10 μl were discarded. Blood samples were obtained and allowed to clot for 30 min at room temperature. The samples were centrifuged at 2000g for 10 min at 4°C and the serum supernatant collected and stored at −80°C. Serum samples were diluted 1:1 with HPLC grade water prior to analysis. The concentration of amino acids in the uterine fluid and the serum were analysed using reverse phase HPLC (Agilent 1100) and calculated relative to a known concentration of amino acids. Pre-column derivatization was achieved via the automated reaction of 10μl sample and 10 µl o-phthaldialdehyde (Sigma) reagent containing 0.2% β2-mercaptoethanol (Sigma). Amino acids were eluted using an elution gradient. Buffer A comprised 15 ml tetrahydrofuran (Fisher Scientific), 200 ml HPLC grade methanol and 800 ml sodium acetate (83 mM, pH 5.9) and buffer B 200 ml sodium acetate (83 mM, pH 5.9; Fisher Scientific) and 800 ml HPLC grade methanol (Christensen et al., 2014). This method allowed the separation and analysis of 18 amino acids; including essential amino acids; histidine (His), glutamine (Gln), arginine (Arg), threonine (Thr), tyrosine (Tyr), methionine (Met), valine (Val), tryptophan (Trp), phenylalanine (Phe), isoleucine (Iso), leucine (Leu), and lysine (Lys); and non-essential amino acids; aspartic acid (Asp), glutamate (Glu), asparagine (Asn), serine (Ser), glycine (Gly), and alanine (Ala). This method did not allow the measurement of proline and cysteine. The amino acid concentration in the uterine fluid was measured for women being treated for subfertility (trying to conceive without success for at least 1 year) (n = 51) and those with normal fertility (fertile controls, n = 5). The fertile controls were matched as closely as possible to the subfertile group; their average age was 29 years and BMI was 27.5 kg/m2.
Statistical analysis
Statistical analysis was performed using SPSS Statistics 21 (IBM, USA). The data were shown to be not normally distributed using the Anderson–Darling normality test. Results were expressed as an amino acid concentration median ± interquartile range (IQR). Statistical analysis was performed using either Mann–Whitney U-test or Kruskal–Wallis test as appropriate; to determine whether the amino acid composition was affected by stage of cycle, age, BMI, prudent diet score or gynaecological history. P ≤ 0.05 was considered significant. Spearman's rank correlation was used to examine the relationship between the concentrations of amino acids in the serum and those in the uterine fluid in paired samples.
Results
Concentration of amino acids in human uterine fluid
The concentrations of 18 amino acids in 56 human uterine fluid samples were determined using reverse phase HPLC (Table I). The mean age of women participating in the study was 32 years (range 19–45 years); the mean BMI was 25.7 kg/m2 (range 17.9–43.6 kg/m2). Glutamate was found to be present in the highest concentration followed by glycine and alanine. In contrast, methionine and tryptophan were found to be present in the lowest concentration. In total, human uterine fluid was observed to contain an amino acid concentration of 3.54 mM (IQR: 2.27–6.24 mM).
Table I.
Amino acid | Concentration (mM) |
||||
---|---|---|---|---|---|
Uterine fluid median (n = 56) | Lower quartile | Upper quartile | Serum mean (n = 16) | Spearman's rank correlation | |
Asp | 0.113 | 0.057 | 0.199 | 0.004 ± 0.001 | −0.0312 |
Glu | 1.189 | 0.636 | 2.059 | 0.028 ± 0.004 | −0.1619 |
Asn | 0.041 | 0.022 | 0.062 | 0.049 ± 0.004 | −0.3486 |
His | 0.055 | 0.029 | 0.082 | 0.085 ± 0.006 | −0.1047 |
Ser | 0.142 | 0.072 | 0.256 | 0.117 ± 0.009 | 0.0103 |
Gln | 0.130 | 0.070 | 0.223 | 0.543 ± 0.056 | −0.4348 |
Arg | 0.190 | 0.070 | 0.314 | 0.097 ± 0.009 | −0.2655 |
Gly | 0.462 | 0.295 | 0.953 | 0.265 ± 0.027 | −0.2979 |
Thr | 0.192 | 0.108 | 0.310 | 0.126 ± 0.010 | −0.3309 |
Ala | 0.256 | 0.151 | 0.530 | 0.379 ± 0.038 | −0.4874 |
Tyr | 0.057 | 0.040 | 0.121 | 0.062 ± 0.006 | −0.2322 |
Met | 0.023 | 0.007 | 0.049 | 0.025 ± 0.002 | −0.4240 |
Val | 0.114 | 0.068 | 0.232 | 0.193 ± 0.015 | −0.1125 |
Trp | 0.043 | 0.027 | 0.059 | 0.074 ± 0.007 | −0.4244 |
Phe | 0.048 | 0.029 | 0.088 | 0.059 ± 0.005 | −0.3989 |
Iso | 0.047 | 0.028 | 0.104 | 0.061 ± 0.006 | −0.3812 |
Leu | 0.093 | 0.062 | 0.225 | 0.112 ± 0.010 | −0.2521 |
Lys | 0.209 | 0.122 | 0.312 | 0.213 ± 0.024 | 0.4760 |
Total | 3.543 | 2.237 | 6.271 | 2.492 ± 0.196 | −0.4000 |
Total essential amino acids | 1.188 | 0.771 | 2.416 | 1.650 ± 0.131 | −0.2899 |
Total non-essential amino acids | 2.330 | 1.296 | 4.150 | 0.843 ± 0.074 | −0.5460 |
There was no statistically significant difference between the amino acid concentrations found in the uterine fluid of fertile versus subfertile women (P = 0.807). Amino acid profiles were also compared between women of proven fertility or who had successfully conceived following assisted reproductive techniques (n = 23) and those who did not (n = 33). No significant difference was seen between these two groups (P = 0.511).
Female diet alters the concentration of amino acids in the uterine fluid
The short diet questionnaire was analysed and participants were given a score based on their answers. In total, 21 females were categorized as having an overall healthy diet while 25 were shown to have an unhealthy diet. The remaining 10 women had missing data meaning it was not possible to calculate a prudent diet score, and these were therefore removed from analysis. There was a significant difference in the uterine fluid concentration of eight amino acids between women with a positive prudent diet score (healthy diet) when compared with those with a negative one (unhealthy diet); asparagine (P = 0.018); histidine (P = 0.011); serine (P = 0.033); glutamine (P = 0.049); valine (P = 0.025); phenylalanine (P = 0.019); isoleucine (P = 0.025); and leucine (P = 0.043). Significantly higher concentrations of these amino acids were seen in those with an unhealthy diet compared with those who have a healthier diet (Fig. 1). The results also demonstrated a significantly higher concentration of branched chain amino acids in the uterine fluid of women with a negative, compared with a positive, prudent diet score (P = 0.030; Fig. 2) but there was no difference in the concentration of either essential or non-essential amino acids between diet types.
Effect of menstrual cycle stage on the amino acid content of human uterine fluid
There was no significant difference in the concentration of amino acids in human uterine fluid between the proliferative stage (n = 35) and the secretory stage (n = 18) of the menstrual cycle (Fig. 3A).
Effect of BMI on the amino acid content of human uterine fluid
The concentration of amino acids in uterine fluid was measured in women with a BMI of <20 kg/m2 (n = 6), women with a BMI within the normal range (20–25 kg/m2 n = 29) and those with a BMI over 25 kg/m2 (n = 21). Although there was a trend towards increased concentrations of valine, isoleucine and leucine with a rise in BMI, there were no statistically significant differences between the groups (Fig. 3B). This remained true when the groups were corrected for pathology or no pathology, and fertile or subfertile.
Effect of gynaecological pathology on uterine fluid amino acid content
Study participants were divided into those with no known pathology (n = 24) (and either normal fertility or unexplained subfertility) and those with pathology diagnosed either on ultrasound scan or during an operation (n = 32). Pathology included submucosal uterine leiomyomas (n = 3), ovarian pathology including simple cysts (n = 4) or PCOS (n = 16), endometriosis (n = 3) and hydrosalpinx (n = 6). No statistically significant difference in the amino acid concentration in uterine fluid was demonstrated between the groups.
Effect of female age on the concentration of amino acids in human uterine fluid
The total concentration of amino acids in human uterine fluid in women under 38 years of age (n = 47) was not different to that in women older than 38 years (n = 9), when a decline in fertility is thought to occur. This remained true when the presence or absence of pathologies were taken into account and when the subfertile group were compared with fertile controls.
A comparison of the amino acid composition of human serum and uterine fluid
No significant difference was seen between the amino acid concentration of the serum in women who fasted prior to venepuncture and those who did not. The concentration of each amino acid measured was similar in the uterine fluid to that in serum, except for glutamate and aspartic acid which showed more than a 20-fold increase in the uterine fluid when compared with the serum. There was no correlation between the concentration of individual amino acids measured in paired serum and the uterine fluid samples (Table I).
Discussion
This study reports for the first time the amino acid content of human uterine fluid. It is shown that this is stable through the menstrual cycle, and changes little with increasing reproductive age, BMI or in the presence of a number of benign pathologies. In contrast however, diet is shown to alter amino acid concentration in the uterine fluid and hence, presumably, the nutritional composition within the reproductive tract during preimplantation embryo development.
The techniques used in this study have the advantage that the uterine fluid was collected directly, without the use of lavage. This, together with amino acid measurement using sensitive reverse phase HPLC detection, therefore increases the accuracy of the results obtained. However, a disadvantage of not using uterine flushing was the increased chance of obtaining insufficient sample for analysis.
Studies using a number of animal models suggest that amino acid concentrations in the reproductive tract are actively regulated. The concentration of amino acids found in murine (Harris et al., 2005), ovine (Gao et al., 2009) and bovine (Fahning et al., 1967; Shorgan, 2003; Hugentobler et al., 2007) uterine fluid has been described; however, no one has yet characterized the amino acid profile in human uterine fluid using this methodology. Although the concentrations of amino acids found in human uterine fluid were similar to those observed in the mouse, differences in the levels of aspartate, glutamine, arginine, glycine, alanine were observed, highlighting a variation between species (Harris et al., 2005). In murine studies, amino acid concentration has been found to vary depending on the site within the reproductive tract; higher levels observed in the oviduct when compared with the uterine cavity (Harris et al., 2005). Further studies demonstrated a difference in amino acid concentrations throughout the menstrual cycle in sheep between Days 3 and 16 of the cycle (Gao et al., 2009), and an increase in essential amino acids in pregnancy in bovine research (Groebner et al., 2011). These variations in amino acid concentration with cycle stage and pregnancy suggest that levels in large animal models are regulated, which is in contrast to our observations in the human where no differences were obtained between the proliferative and secretory stages. However, previous work in the human has shown a difference in taurine levels between the mid-cycle and the luteal phase (Casslen, 1987).
Animal studies have also compared the concentration of amino acids found in the Fallopian tube and uterine fluid. In both mice (Harris et al., 2005) and cows (Elhassan et al., 2001), higher concentrations of amino acids were found in the Fallopian tubes. In contrast, the human uterine fluid amino acid concentrations presented in the current work were higher for all amino acids than those reported in the fluid of the human Fallopian tube (Tay et al., 1997). This finding is likely to reflect differences in the techniques used to collect the fluid. In the current study, fluid was obtained in situ using an embryo transfer catheter during a HyCoSy investigation or in theatre whereas Tay et al. (1997) collected Fallopian tubal fluid following perfusion, which thus may account for their reduced levels. There was no correlation between the concentrations of amino acids observed in uterine fluid and the serum which suggests that the uterus is a protected environment, and is in agreement with work in the mouse (Eckert et al., 2012). In both the human and the mouse, glutamate and aspartic acid demonstrated a >20-fold increase in the uterine fluid when compared with the serum.
Although several studies report a decreased clinical pregnancy rate with increased BMI (van der Steeg et al., 2008) and age (Leridon, 2004), a direct effect of diet and lifestyle on the amino acid concentration of uterine fluid has not previously been investigated. Our results suggest that the uterus is a protected environment and the amino acid concentration is not altered by age, BMI or pathology.
Our data show that the amino acid composition of uterine fluid is significantly influenced by a woman's diet; a positive prudent diet score (healthier diet) was associated with a significant reduction in asparagine, histidine, serine, glutamine, valine, phenylalanine, isoleucine and leucine. These findings are comparable to what has previously been observed in mouse models fed a low protein diet, where reductions in the branched chain amino acids were also observed (Eckert et al., 2012). This suggests that, like the mouse, the nutritional environment of human uterine fluid is sensitive to female diet.
This study has not investigated whether a higher or lower amino acid concentration in human uterine fluid improves conception rates, or whether it is the homeostasis of the environment that is essential. However, the quiet embryo hypothesis suggests that a low amino acid turnover improves embryo development (Houghton et al., 2002; Leese, 2002). Recently it has been shown that the decidualised endometrium acts as a biosensor of embryo quality (Brosens et al., 2014). It could therefore be proposed that women with a more prudent diet may promote a low amino acid environment in utero which selectively supports the development of high quality, metabolically quiet embryos. This is of particular relevance as in this study, serine and leucine showed a statistically significant reduction in the uterine fluid of women with a positive prudent diet score when compared with those with a negative score, and these amino acids have previously been demonstrated as predictors of embryo viability (Brison et al., 2004).
These data offer the potential to facilitate the production of embryo culture media containing physiologically relevant concentrations of amino acids based on those found in uterine fluid, and perhaps also to guide preconception dietary interventions to optimize the intrauterine environment. In clinical practice, IVF laboratories use embryo culture media whereby the nutritional content has been extrapolated from data obtained from murine embryo development (Gardner and Lane, 1998) and thus may not reflect the nutritive requirement of the developing human embryo as it moves through the reproductive tract (Houghton, 2012). Given that there is now significant, albeit controversial (Carrasco et al., 2013; Lin et al., 2013), evidence supporting the profound influence of the preimplantation environment on subsequent birthweight (Dumoulin et al., 2010; Eskild et al., 2013), it is possible that the inclusion of physiological concentrations of pleiotropic nutrients, such as amino acids, could further enhance the success of clinical IVF.
In conclusion, these data provide the first evidence to suggest that differences in women's diet quality can alter the amino acid concentration of human uterine fluid. Further research is required to examine the impact of the human periconception diet on both the uterine environment and embryo development.
Authors' roles
Y.C.C., J.J.E., N.S.M. and F.D.H. conceived the experiments. A.J.K., Y.C.C., N.S.M., J.J.E. and F.D.H. designed the experiments. A.J.K. and S.F.-S. performed the experiments. N.B. and Y.C.C. collected samples. A.J.K. and S.F.-S. analysed the data. All authors were involved in the preparation of the manuscript.
Funding
This work was funded by the NIHR, the Medical Research Council (G0701153), Infertility Research Trust and the University of Southampton. This report is independent research by the National Institute for Health Research Biomedical Research Centre Funding Scheme. The views expressed in this publication are those of the author(s) and not necessarily those of the NHS, the National Institute for Health Research or the Department of Health. Funding to pay the Open Access publication charges for this article was provided by the MRC UK.
Conflict of interest
None declared.
Acknowledgements
We are grateful to Dr Sian Robinson and Dr Sarah Crozier for their help with the use and analysis of the Southampton Women's survey diet questionnaire and Kate Parry for technical support. A.J.K. was supported by the University of Southampton National Institute of Health Research Academic Clinical Fellowship Scheme.
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