Intro
Polycystic ovary syndrome (PCOS) stands as one of the
most prevalent endocrine disorders affecting 4 to 20% of
women in their reproductive years ( 1 ). The precise underlying causes of PCOS remain elusive, although various
hypotheses have emerged attributing its etiology to environmental influences, dietary patterns, and genetic predispositions. Recent studies have provided growing evidence
that reactive molecules, namely advanced glycation end
products (AGEs), play a role in the etiology of PCOS ( 2 ).
Findings suggest that dietary AGEs have a significant impact on the reproductive and metabolic dysfunctions relevant to PCOS ( 3 ). AGEs are generated through the non-enzymatic glycation process, which involves the interaction between reducing sugars and proteins, lipids, or nucleic acids.
Furthermore, endogenous AGE formation can occur under
normal metabolic conditions or in abnormal situations such
as diabetes, renal disease, or other inflammatory disorders.
Women with PCOS exhibit increased levels of serum AGEs,
which are associated with insulin resistance. Consequently, a
substantial deposition of AGEs in the ovarian tissue occurs,
leading to anovulation and hyperandrogenism ( 4 ).
Inflammatory signaling pathways, as well as oxidative
stress signaling pathways ( 5 , 6 ) are triggered by this interaction between AGEs and receptors for advanced glycation end-products (RAGE), resulting in tissue destruction.
Soluble RAGE (sRAGE) represents the cleaved form of
the membrane-bound RAGE receptor, generated through
proteolytic cleavage ( 7 ). These sRAGE receptors circulate
in the bloodstream and can be found in various bodily fluids, including follicular fluid (FF). They play a paramount
role as the neutralizers of the effects engendered by AGEs
( 8 ). By preventing the binding of AGEs to RAGE, sRAGE
effectively mitigates the pro-inflammatory actions of AGEs
( 9 ). Consequently, sRAGE has been utilized as a biological
indicator in various pathologies, such as diabetes and atherosclerosis ( 7 ). It is noteworthy that studies have shown
significantly lower levels of sRAGE in the FF of women
with PCOS compared to those without PCOS ( 2 ).
The anti-mullerian hormone (AMH) is a significant
hormone involved in the process of folliculogenesis. It
exerts an inhibitory effect by suppressing the differentiation of granulosa cells, thereby preventing the maturation
and atresia of follicles in the early stages of development
( 10 ). Considering PCOS, it is widely recognized that
women with this condition exhibit abnormally high levels
of AMH in both serum and ovarian tissues ( 11 ). Such elevation in AMH levels is associated with abnormal folliculogenesis and anovulation, further compounded by the
presence of elevated levels of AGEs.
The quantity of ovarian follicles serves as an indicator of
women’s reproductive age and their potential for reproduction ( 12 ). The level of AMH, considered the most reliable indirect measure of ovarian reserve ( 1 ), holds various clinical
implications. Its implication ranges from diagnosing conditions such as women with PCOS and diminished ovarian reserve to predicting the success rates of infertility treatments
and estimating the time until menopause ( 13 ). The rate at
which AMH levels decrease was proposed as a predictive
factor for the time until menopause, regardless of the baseline AMH value and chronological age ( 14 ), as well as independent of metabolic and menopausal risk factors ( 15 ). In
addition to age and genetic factors, which are considered key
predictors of ovarian reserve, lifestyle and environmental
influences seem to play a significant role in modifying follicular recruitment and/or follicular atresia ( 16 ). While some
epidemiological studies found associations between certain
dietary factors and the timing of menopause, the findings
have been inconsistent across studies ( 17 ). However, these
findings indirectly suggest the potential impact of nutrition
and dietary intake on ovarian reserve.
Notably, reducing the consumption of diets containing
AGEs demonstrated favorable effects on metabolic and
hormonal profiles, as well as ovarian function, particularly in women with PCOS ( 18 ).
We posit the hypothesis that the concentration of soluble receptors for sRAGE in FF can
serve as an indicator of ovarian reserve in women undergoing in vitro
fertilization (IVF). This can be observed through the FF concentration of AMH and the number
of retrieved oocytes and embryos. This study aims to explore whether there is an association
between FF sRAGE levels and markers of ovarian reserve in both Iranian women with PCOS and
those without PCOS. We hypothesise that the concentration of sRAGE is lower in women with
PCOS, independent of age. Additionally, we believe that age may influence the concentration
of this receptor and ovarian reserve.
Results
Table 1 presents the demographic and clinical characteristics of the 43 participants who completed the study. The
participants included 17 individuals with PCOS as cases
and 26 non-PCOS individuals as controls. The mean age
of the participants was 35 years with a SD of 3.98, while
the mean body mass index (BMI) was 25.99 kg/m² with
an SD of 3.98. There was a statistically significant difference in age between the two groups, with the mean age
of PCOS participants being 32.4118 years, which was
lower than that of the control group (38.2692) (P=0.000).
Nevertheless, no statistically significant difference was
observed in the mean (SD) BMI between the two groups.
The mean (SD) concentration of FF sRAGE also did not
show a statistically significant difference between the two
groups, as indicated in this table.
Demographic and clinical characteristics of the patients’ FF sRAGE
in the PCOS and control group
Data analysis using the t test. *; Significance at P<0.05, BMI; Body mass index, FF; Folicular fluid, sRAGE; Soluble receptor for advanced glycation end product, PCOS; Polycystic ovary syndrome. Distribution of women in PCOS group (n=17 women)/non-PCOS group (n=26 women).
After categorizing the participants into age groups
(3040 years), it turned out that in PCOS
women younger than 30 years, the serum AMH concentration was significantly higher compared to nonPCOS women (P=0.00). However, there were no noticeable differences in the numbers of oocytes and
embryos between the two groups. Concerning the age
group of >30<40 years, PCOS women exhibited significantly higher levels of AMH concentration, as well
as higher numbers of oocytes and embryos compared to
non-PCOS women (P=0.00, P=0.016, P=0.044, respectively). Among those aged >40 years, PCOS women
displayed significantly higher serum AMH concentration and numbers of oocytes compared to non-PCOS
women (P=0.003, P=0.00, Table 2 ).
Regarding the correlation analysis without age matching, a significant and positive relationship was observed between FF sRAG and serum AMH concentration in PCOS women (P=0.012, r=0.596) as detailed in
Table 3. When analyzing the age group of 30<40 years among PCOS women, there was no significant relationship between serum sRAGE concentration
and AMH concentration, as well as oocyte and embryo
numbers. Transitioning to the age group of women over
40 years with PCOS, a significant and positive correlation was noted between serum AMH and FF sRAGE
(P=0.001, r=1). Furthermore, in the same age group,
a significant and inverse relationship was observed
between FF sRAG and oocyte numbers (P<0.001, r=-
1 ), as well as between FF sRAG and embryo numbers
(P<0.001, r=-1). In conclusion, it can be inferred that
across all age categories of non-PCOS women, no correlation was found between sRAGE and serum AMH
concentration, embryo numbers, and oocyte numbers.
Tables 4 and 5 present the correlation analysis depicting
the relationships between sRAGE and three variables
within the PCOS group, stratified by age classification,
and the correlation analysis between sRAGE and three
variables within the non-PCOS group, also categorized
by age classification, respectively.
Comparison of FF sRAGE (ng/mL), serum AMH (ng/mL), oocytes
and embryo numbers in the PCOS and control group based on the age
adjustment
Data analysis using the t test. FF; Folicular fluid, sRAGE; Soluble receptor for advanced
glycation end product, AMH; Anti mullerian hormone, PCOS; Polycystic ovary syndrome,
and * ; Significance at P<0.05.
Correlation table between sRAGE and three variables in two
groups without age classification
Data analysis using the Pearson correlation coefficient. sRAGE; Soluble receptor for advanced glycation end product, AMH; Anti mullerian hormone, PCOS; Polycystic ovary
syndrome, and *; Significance at P<0.05.
Correlation table between sRAGE and three variables in the PCOS
group with age classification
Data analysis using the Pearson correlation coefficient. sRAGE; Soluble receptor for advanced glycation end product, PCOS; Polycystic ovary syndrome, AMH; Anti mullerian
hormone, and *; Significance at P<0.05.
Correlation table between sRAGE and three variables in the nonPCOS group with age classification
Data analysis using the Pearson correlation coefficient. sRAGE; Soluble receptor for advanced glycation end product, PCOS; Polycystic ovary syndrome, and AMH; Anti mullerian hormone. Significance at P<0.05.
Discussion
This study aimed to find the relation between FF
(sRAGE) concentration and AMH in PCOS and nonPCOS women. Several studies have shown that a higher
concentration of sRAGE indicates less inflammation and
greater health in people. Consequently, it is anticipated
that higher concentrations of the decoy receptor sRAGE
could enhance granulosa cell function within the follicular milieu, leading to increased production and secretion
of AMH ( 20 ).
There is growing recognition that the buildup of AGEs
within the ovarian follicle could potentially initiate premature ovarian aging, particularly impacting infertile
women with reduced ovarian reserve ( 21 ). The potential
presence of AGE accumulation in the ovary could explain reduced vascularization efficiency and activation
of oxidative stress pathways through interactions with
cellular RAGE receptors ( 22 ). The results of the present
study indicate a positive correlation between FF sRAGE
and serum AMH protein in women with PCOS. Ovarian
reserve testing is widely used in clinical practice to predict how the ovaries will respond to controlled ovarian
hyperstimulation (COH) and improve the accuracy of
predicting the female partner’s age alone ( 23 ). However,
it is important to note that environmental factors, such as
obesity and nutritional status, can influence AMH levels
and potentially affect its accuracy as a marker for ovarian reserve ( 24 ).
To the best of the authors’ knowledge, women with
PCOS had a higher intake of AGEs compared to nonPCOS women. Notwithstanding this finding, the concentration of sRAGE was similar between the two
groups ( 25 ). Regarding this observation, Jinno et al.
( 26 ) investigated the levels of toxic AGEs in the blood
and FF of 157 women undergoing IVF to assess the
association between AGE accumulation and IVF outcomes. The results demonstrated a negative correlation between the accumulation of AGEs in the FF and
serum and factors such as follicular growth, fertilization, and embryonic development. Remarkably, even
in younger individuals (40 years old), elevated serum
AGE levels were indicative of ovarian dysfunction and
reduced fertility. While Jinno et al.’s ( 26 ) study did
not measure the level of sRAGE, it is reasonable to
hypothesize that the presence of sRAGE, functioning
as a decoy receptor by binding to AGEs in serum and
FF, may show inverse correlations. Therefore, it can
be concluded that sRAGE has the potential to act as a
valuable biological marker for evaluating the ovarian
follicular environment. Given the inverse relationship
between the concentration of sRAGE and the concentration of AGEs metabolite, and the direct relationship
between the concentration of this receptor and ovarian
reserve observed in the current study, it can be inferred
that an increase in sRAGE concentration may lead to
higher success rates in IVF procedures.
The potential accumulation of AGEs within the ovary
may contribute to impaired vascularization and activation of oxidative stress response through their interaction with cellular receptors known as RAGE. In the same
way as FF sRAGE, AMH represents ovarian health and
may act as a biological marker of follicular health. In this
study, we presented novel findings demonstrating a correlation between follicular sRAGE and AMH concentrations in reproductive-aged women with PCOS, specifically in those under 30 and over 40 years of age. This
suggests a potential association between sRAGE and
the reproductive environment, which may be influenced
by reproductive age. While the precise functionality of
sRAGE within the FF remains uncertain, it is plausible
that its presence may be indicative of the function of
the AGE-RAGE system in ovarian follicles. This receptor has the potential to serve as a viable biomarker for
evaluating the nutritional status of individuals. A study
conducted in 2014 by Irani and Merhi ( 27 ) suggested
that in women with PCOS, vitamin D3 supplementation
could potentially mitigate the inflammatory effects of
AGEs by increasing circulating levels of sRAGE. The
observed normalization of serum AMH following replacement therapy with vitamin D3 implies an enhancement in folliculogenesis. This finding suggests that the
quantity of AGEs ingested may indeed have an impact
on AMH levels.
Despite the potential of a high concentration of
sRAGE to serve as an indicator of favorable fertility
status, there exists an age-related limitation. Our study
reveals that as age increases, particularly in women
with PCOS who are over 40 years old, elevated levels of this receptor may suggest unfavorable reproductive conditions. The current findings demonstrate
an inverse relationship between sRAGE concentration
and the number of embryos and oocytes, while a direct
relationship is observed with AMH levels. Elevated
AMH levels typically indicate a higher number of immature eggs in PCOS women. However, intriguingly,
at a younger age of around 30 years, a higher concentration of this receptor appears to be indicative of favorable fertility status in women. Conversely, in older
age groups, the results show a reversed pattern, where
only AMH exhibits a direct relationship with sRAGE.
Notably, a recent study by Bonetti et al. ( 28 ) reported
that increasing intrafollicular sRAGE concentration
was predictive of poor-quality embryos.
It is well established that the number of follicles per
ovary and ovarian volume exhibits a declining pattern as
individuals age. Utilizing these markers, along with agespecific thresholds, has proven to be more effective in
diagnosing PCOS compared to using a single threshold
( 29 ). Furthermore, research indicates that AMH levels
exhibit a gradual decrease as women age. However, it is
important to note that the rate of AMH decline may vary
among women of reproductive age ( 30 ). Interestingly,
recent studies indicated that the depletion of the ovarian
pool occurs more gradually in women with PCOS compared to those without PCOS.
Research findings suggest that the rate of decline in
AMH levels accelerates once individuals exceed the age
of 40 ( 31 ). However, it has been observed that this decline
occurs at a slower pace in women with PCOS compared
to those with normal ovulation, suggesting that PCOS
women may experience sustained fertility. Although our
previous finding did not show a correlation between age
and sRAGE, it is feasible that this relationship may alter
at specific ages ( 25 ). Prakash et al. ( 32 ) demonstrated a
decrease in sRAGE levels with age, which exhibited an
inverse association with BMI and fat-free mass (FFM)
in healthy individuals. Interestingly, a study conducted
on healthy centenarians revealed higher plasma levels
of sRAGE compared to young and healthy individuals,
supporting the notion of sRAGE serving as a marker for
healthy aging and longevity. It would be beneficial to
elucidate the individual contributions of each factor to
the decline in sRAGE and explore potential associations
with age-related risk factors for diseases.
Scavello et al. ( 33 ) revealed two types of sRAGE and
suggested that in a healthy population, the cRAGE isoform serves as a biomarker for aging, whereas sRAGE
represents a more reliable marker for obesity and insulin
resistance. Consequently, the levels of sRAGE isoforms
may be differentially associated with risk factors for
age-related diseases.
The association between BMI and PCOS, as well as
BMI and AMH, shows inconsistency ( 34 ). Through a
meta-analysis, Moslehi et al. ( 35 ) revealed that obese
women have significantly lower levels of markers associated with ovarian reserve, i.e. AMH and FSH, in comparison to non-obese ones. In addition, there was a negative correlation observed between BMI and AMH in all
populations studied, as well as with FSH in subgroups
of fertile women without PCOS. This suggests that the
relationship between AMH and PCOS is influenced by
BMI ( 34 ). The present study found no significant association between AMH and BMI in either of the groups
examined, and there was no noteworthy difference in
BMI between women with PCOS and the control group.
As a result, we did not make any adjustments to the agespecific AMH cut-off values for BMI.
Conclusions
Utilization of age-specific cut-off values for AMH, employing robust advanced statistical methods, can effectively evaluate the value of AMH in discriminating PCOS
patients. Moreover, such cut-off values could also be employed as an initial diagnostic tool for PCOS. Notably,
while sRAGE partially reflects conditions associated with
inflammation and fertility status, the beneficial effects on
AMH levels and IVF appear to be dependent on the age
of the individuals involved. Certainly, the limited sample
size is a serious limitation. With larger sample sizes in
future tests, we can confidently discuss the results.
Materials Methods
A total of 43 women of reproductive age were recruited
in this case-control study to examine the influence of FF
sRAGE concentrations on AMH, the number of retrieved
oocytes, and embryos at Erfan and Arash Hospitals in
Tehran, Iran, between June 2022 to September 2022. The
control group consisted of 26 women whose husbands
were diagnosed with infertility, while the case group included 17 women with PCOS. The inclusion criteria for
PCOS women were based on the 2003 Rotterdam criteria,
requiring the presence of two or more significant symptoms of the syndrome (oligo‐anovulation, hyperandrogenism and polycystic ovaries (≥ 12 follicles measuring
2‐9 mm in diameter and/or an ovarian volume > 10 mL in
at least one ovary) ( 19 ). PCOS diagnosis was confirmed
by medical practitioners affiliated with the Tehran University of Medical Sciences. Before the sampling process,
demographic information such as age and weight, as well
as data on food frequency and physical activity from a
questionnaire, were collected and recorded by the examiners. Exclusion criteria included a history of diabetes,
chronic kidney disease, any chronic metabolic disorders,
endometriosis, use of medications affecting glucose and
lipid metabolism, alcohol consumption, and smoking.
Both hospitals followed similar standards for pituitary
desensitization in both the control and study groups, employing gonadotropin-releasing hormone (GnRH) antagonists. The protocols allowed for flexibility, with subcutaneous injections of gonadotropins (GONAL-F 150 IU/d,
Merck, Germany) administered from the third to the fifth
day of menstruation to stimulate follicular growth. Note
that the size of follicles was monitored using transvaginal ultrasounds after 5-7 days. Once at least two follicles
reached a mean diameter of 15-17 mm, two injections
of recombinant human chorionic gonadotropin (HCG)
(OVITRELLE 6500 IU/d, Merck, Germany) were admin istered. Following thirty-four hours, transvaginal ultrasound-guided oocyte retrieval was carried out. Oocytes
were collected through transvaginal, ultrasound-guided
puncture within 34-36 hours after hormonal treatment.
FF was obtained from the first large aspirated follicle that
was free of blood and subsequently centrifuged at 15,000
g for 5 minutes. The resulting supernatant was immediately frozen at -80°C until further use.
Aiming at measuring FF sRAGEs and serum AMH concentration, commercially available ELISA kits ZELLBIO
ZB-10027C-H9648 (GmbH) from ZELLBIO in Hamburg, Germany were employed.
Data were initially tested for normal distribution using
the Kolmogorove-Smirnov test. Descriptive statistics, including the mean and standard deviation (SD), were employed to summarize normally distributed variables. To
compare the PCOS group with the control group, an independent sample t test was taken into account. Pearson correlation analysis was conducted to examine the relationship between serum sRAGE and AMH in three steps: i. In
the whole population to detect the possible relationship
regardless of PCOS/non-PCOS, ii. Only in PCOS women,
and iii. Only in non-PCOS women. To adjust the effect of
possible confounding variables, such as age, on the relationship between AMH and sRAGE, correlation analysis
was performed as both crude (without adjusting) and age
stratification. The statistical software SPSS (version 22.0
for Windows; SPSS Inc., IBM, USA) was used for all statistical analyses. Statistical significance was determined
at a P<0.05.
This study received approval from the Ethics Committee of the Tehran University of Medical Sciences, Tehran, Iran (IR.TUMS.MEDICINE. REC.1401.066). All
participants provided signed informed consent prior to the
study.
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