Intro
Diminished ovarian reserve (a low quantity of oocytes) is associated with a
poor response to ovarian stimulation among women seeking fertility treatment
1 . Diminished ovarian
reserve with subsequent early menopause not only limits a woman’s
reproductive life span but has also been linked to increased risk of osteoporosis,
cardiovascular disease, and all-cause mortality 2 – 6 .
Ovarian senescence results in a decline in both the quantity 7 , 8 and quality 9 of
ovarian follicles and oocytes. The aging ovary produces smaller amounts of the
granulosa cell hormones, Anti-Mullerian Hormone (AMH) 10 and inhibin B 11 which leads to a rise in early follicular
phase follicle stimulating hormone (FSH). 12 Previous studies have shown associations between AMH, FSH,
and inhibin B and ovarian aging. 13 – 18 AMH and
inhibin B decline and FSH rises as a woman moves through the menopausal
transition. 19 – 21 The levels of AMH and FSH mark
later stages of reproductive aging such as early perimenopause, late perimenopause,
and postmenopause. 13 , 22 – 26 AMH is predictive of time to menopause. 27
Vitamin D, which is well-known for its role in maintaining bone health
28 , has also been
associated with reproductive health (reviewed in 29 ) and menstrual function. 30 – 32 In a previous study of women aged 35–44, lower
plasma total 25-hydroxyvitamin D (25(OH)D) was associated with increased
FSH. 33
The gene for AMH contains a vitamin D response element, which suggests that
vitamin D may regulate AMH expression 34 , 35 . Treatment of
isolated follicles from rhesus macaques with active vitamin D increases AMH
concentrations. 36 Human studies
of AMH and vitamin D (as measured by 25(OH)D) have shown mixed results. One study
reported a positive correlation 37 , while others report no correlation 38 – 41 . One intervention study reported that supplementation with
vitamin D prevented seasonal fluctuations in AMH 42 , while another study found no seasonal
variation in AMH. 38 No previous
studies have examined the associations between 25(OH)D and inhibin-B.
Our objective was to examine the association between 25(OH)D and three
biomarkers of ovarian reserve (FSH, AMH, and inhibin-B) in a large community-based
cohort of women attempting to conceive.
Methods
Time to Conceive was a prospective, time-to-pregnancy cohort study of
biomarkers of ovarian reserve (2008–2016). 43 Women who were intending to become
pregnant were recruited through mass emails, introductory letters, and web and
radio advertising. Eligible women had to be between the ages of 30 and 44 and
trying to conceive naturally for 3 months or less. Attempt time was
self-reported as the amount of time they had been “having regular
intercourse without doing anything to prevent pregnancy”. Women were
excluded if they reported a history of infertility, polycystic ovarian syndrome,
endometriosis, a partner with infertility, or current breastfeeding. Women
completed a self-administered questionnaire that included demographic data,
reproductive history, contraceptive history, tobacco use, and other
behaviors.
Women were instructed to schedule a study visit at the beginning of
their first menses after study recruitment (cycle-day 2, 3, or 4). If they
missed this window, women were asked to come in at the next menstrual cycle. At
the study visit, women gave informed consent and provided a venous blood sample.
In 2010, the study protocol was amended to add the collection of whole blood
spots at the study visit, which were dried and stored frozen.
All women provided informed consent, and all study activities were
approved by the University of North Carolina IRB.
25(OH)D was extracted from 6mm punches from stored blood spots using
previously described methods. 44 25(OH)D 3 and 25(OH)D 2 were quantified
through liquid chromatography-tandem mass spectrometry. 25(OH)D measured in
dried blood spots shows good agreement with plasma measures. 45 Blinded samples indistinguishable from
test samples were also sent to the lab. Based on these samples, the intra-assay
coefficient of variation was 6.3% and the inter-assay coefficient of
variation was 7.7%. Of the 618 women enrolled in or after 2010, 562
women provided a blood-spot measure of vitamin D ( Figure 1 ).
We examined 25(OH)D both as the continuous, quantified measure, and as a
dichotomized category of “insufficient”, which was defined based
on the Endocrine Society guidelines as <30 ng/ml. 46 Finer categories of 25(OH)D were
examined to determine the shape of the associations with ovarian reserve
biomarkers. This model was compared with a linear fit to 25(OH)D using
Akaike’s Information Criterion (AIC) and the model with the lowest AIC
was chosen, which was the linear fit. It would be expected that biologic effects
of 25(OH)D on ovarian reserve would accrue over time, and thus the average level
of 25(OH)D over the whole previous year, averaged across seasonal fluctuations,
might be associated with the measured ovarian reserve biomarkers. To investigate
this, we also estimated the annual mean 25(OH)D level, according to the method
of Sachs et al. 47 Briefly, a
model is estimated that predicts 25(OH)D based on the season of the blood draw.
This model is used to predict each woman’s yearly average 25(OH)D level.
To accomplish this, the difference between the woman’s date-specific
predicted and actual 25(OH)D is calculated as her “residual”.
The intercept of the predictive model, which is the overall annual mean across
women, was added to the woman’s residual to obtain the woman’s
estimated annual mean 25(OH)D.
AMH was measured in serum samples that were stored at
−30°C until analysis. Samples were shipped frozen in a single
batch to the University of Southern California Reproductive Endocrinology
Laboratory. There they were assayed using sensitive and specific assays for FSH
(Immulite analyzer, Siemens, Deerfield, IL), inhibin-B (ELISA, Ansh Labs,
Webster, TX), and AMH (Ultrasensitive AMH ELISA, Ansh). Interassay coefficients
of variation ranged from 4–5% for FSH, 5–8% for
inhibin-B, and 9–11% for AMH. Values below the limit of
detection, 0.078 ng/ml for AMH (N=10) and 9 pg/ml for inhibin-B
(N=42) were replaced with the limit of detection divided by the square
root of two. 48
Of the 567 women with a 25(OH)D measure, 566 also had an AMH level.
Samples from fifty-nine women who enrolled near the end of the study were sent
to the lab for quantification of AMH, but the other hormones were not measured.
Thus, of the 567 women, 507 had FSH, and 507 had inhibin-B.
Variables examined as potential confounders were selected based on
previous studies, 49 , 50 , and included age at the time
of the blood draw, race, body mass index, smoking and number of months since the
participant had used an estrogen-containing hormonal contraception (categorized
as one month or less, two months, three months, or more than three months or
never). The multivariate analyses were also run without controlling for race,
and the results were not substantially different. Five women were excluded from
the multivariable analyses because they were missing covariate information.
We calculated means and standard deviations or, where appropriate,
geometric means and geometric ranges. The geometric range is bounded by two
quantities: the geometric mean divided by the geometric standard deviation, and
the geometric mean multiplied by the geometric standard deviation 51 . The geometric range will
contain approximately two-thirds of the data. This is analogous to the standard
confidence interval calculation.
We calculated Spearman correlation coefficients among untransformed
25(OH)D, AMH, FSH, and inhibin-B with their associated Fisher 95%
confidence intervals. We used multivariable linear regression to estimate the
association between 25(OH)D (not log-transformed) and each hormone measure
independently while adjusting for covariates. AMH and FSH were natural log
transformed to achieve normality of the regression residuals. Inhibin-B did not
need log-transformation. Additionally, outliers for some of the hormonal
measurements influenced model fit. We addressed this with a sensitivity analysis
in which values below the limit of detection (0.078ng/ml) for AMH were excluded
from the linear regression model (N=10), values less than 1.5 ng/ml were
excluded from the FSH model (N=9), and values >200pg/ml were excluded
from the inhibin-B linear regression (N=6) ( Supplemental Table 1 ). In the main
results, these values were included in the models. We carried out an additional
sensitivity analysis in which, instead of being excluded, values of FSH under
1.5ng/ml were set to 1.5, values of AMH less than 0.078ng/ml were set to 0.078,
and inhibin-B values above 200pg/ml were truncated to 200. These results are
also shown in Supplemental
Table 1 .
We created dichotomous variables for AMH and FSH. For AMH,
“low” was less than 0.7 ng/ml 43 and “high” was greater
than 8.5 ng/ml (the upper 10 th percentile of the cohort). For FSH,
“high” was greater than 10 ng/ml. 52 Outliers that were excluded from the
linear regression were included in the analyses of these dichotomous variables.
We used multivariable logistic regression models to estimate the associations
between 25(OH)D and high FSH (compared with normal FSH), between 25(OH)D and
high AMH (compared with normal AMH), and between 25(OH)D and low AMH (compared
with normal AMH), while adjusting for covariates.
All analyses were completed with SAS software, version 9.4.
Results
The median 25(OH)D was 35 ng/ml (IQR: 29, 41). Insufficient levels
(<30ng/ml) were seen in 30% of the women, further deficiency was
infrequent with 4% at <20 ng/ml and one woman <10ng/ml. Levels tended
to be lower in women ages 31–40, in African-American women, and in women
with high BMI. ( Table 1 ). Recent users of
hormonal birth control had higher 25(OH)D.
25(OH)D was not correlated with AMH, FSH, or inhibin-B (all correlations
<0.05, Table 2 ). After adjustment for age
and other covariates, women who were insufficient in 25(OH)D had 17% lower
AMH levels than women who were sufficient, although this was not statistically
significant. Neither 25(OH)D nor the estimated yearly average 25(OH)D was associated
with the other continuous measures of any of the hormones ( Table 3 ). Supplemental Table 1 shows the same
models as in Table 3 , but with the outlying
values excluded or included at the range (see Table, Supplemental Digital Content 1 ).
Season was not hypothesized to be an independent predictor of ovarian reserve and
thus was not considered a potential confounder in this analysis, however, none of
the associations were altered with adjustment for season (see Table, Supplemental Digital Content
2 ).
When examined categorically, there was a tendency for decreasing 25(OH)D to
be associated with decreased odds of high FSH (OR(CI): 0.81 (0.61, 1.1)), but this
was not statistically significant. In contrast, women with vitamin D deficiency
tended to have increased odds of high FSH, but the confidence interval was wide
( Table 4 ). Insufficient 25(OH)D was
associated with increased odds of low AMH (OR:1.8 (0.91, 3.6)), but the confidence
interval was wide ( Table 4 ). We also examined
an alternative cutpoint for “high” AMH, 7.75 ng/ml (rather than
8.5ng/ml). 53 When high AMH
was defined as > 7.75 ng/ml (rather than >8.5) 53 , the estimate was unchanged, OR (CI): 1.8
(0.9, 3.6).
The associations between decreasing 25(OH)D and high FSH and insufficient
25(OH)D and low AMH were unchanged with adjustment for season; for FSH, OR(CI): 0.79
(0.59, 1.1), for AMH (1.8 (0.91, 3.6). Similarly, adjustment for physical activity
(which was only available for a subset of the population, N=473) also did
not alter results, high FSH, 0.79 (0.58, 1.1) and low AMH, 1.7 (0.82, 3.4).
A previous study reported that the association between 25(OH)D and AMH was
limited to women who were at least 40 years of age 37 . In our study the estimate for insufficient
25(OH)D in association with low AMH was stronger in this group, OR (CI): 5.2 (0.49,
55), but there were only 38 women in this age category.
Discussion
In this cohort of women of late reproductive age, there was little evidence
of association between vitamin D and biomarkers of ovarian reserve. When the
measures were categorized, there was some suggestion that insufficient 25(OH)D was
associated with low AMH, but the confidence interval was broad and associations were
not consistent across all analyses. There were no associations between 25(OH)D and
inhibin-B.
AMH declines and FSH rises as a woman moves through the menopausal
transition, 19 – 21 and these hormones mark the later
stages of reproductive aging such as early perimenopause, late perimenopause, and
postmenopause. 13 , 22 – 26 The literature is mixed regarding vitamin D and ovarian
reserve biomarkers. In one study, increasing vitamin D was associated with
increasing AMH 37 and in another
study with decreasing FSH. 33
However other observational studies report no association. 38 – 41 The studies reporting no association are difficult to interpret
as some do not report point estimates (only r-square or p-values) and it is not
clear that age and BMI were accounted for in each analysis presented. 38 – 41 All four of these null studies sampled women from fertility
clinic populations, while the studies reporting associations 33 , 37
each sampled from a broader target population.
An intervention study of 33 women, reported that AMH varied across seasons,
and that supplementation with cholecalciferol (vitamin D 3 ) was associated
with apparent suppression of seasonal AMH changes. 42 However, seasonal fluctuations were not
found in a subsequent observational study. 38 In another intervention study, supplementation with active
vitamin D (1,25 dihydroxyvitamin D) decreased AMH levels among women with PCOS (who
typically have elevated AMH levels), but there was no effect among normally
ovulatory women. 54
It is possible that there is racial or ethnic effect modification of the
association between vitamin D and AMH or FSH. In two of the studies that found an
association between vitamin D and either AMH or FSH the majorities of the study
populations (~57%) were African-American 33 , 37 , while most of
the studies that did not detect an association included primarily white women,
including the results reported in the current analysis. One explanation for this
could be that African-Americans have lower 25(OH)D, and it is possible that the
association with AMH is strongest at low levels of 25(OH)D. Though one small study
that reported no association included women with 25(OH)D levels as low as those seen
in the two previously referenced studies, that study only reported the results as
unadjusted correlations. 40 Our
analysis is the largest in the literature to date, and it was drawn from a
community-based sample, but very few of the women were vitamin D deficient.
Conclusions
In this cohort of late reproductive-aged women, we did not find strong
evidence of associations between 25(OH)D and biomarkers of ovarian reserve. We found
some evidence that low 25(OH)D (<30 ng/ml) was associated with low AMH, but there
were few women who had both of these characteristics.
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