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Research | Open | Published:

Cell-free mitochondrial DNA in human follicular fluid: a promising bio-marker of blastocyst developmental potential in women undergoing assisted reproductive technology

Abstract

Background

Cell-free mitochondrial DNA (cf-mtDNA) in body fluids has attracted much attention for the purpose of monitoring disease because of the clinical advantages. This study investigated whether the cf-mtDNA content in human follicular fluid samples was associated with oocyte and embryo developmental competence.

Methods

We collected 225 individual follicular fluid samples from 92 patients undergoing conventional in vitro fertilization (n = 53) or intracytoplasmic sperm injection (n = 39). cf-mtDNA and cell-free nuclear DNA (cf-nDNA) were measured using real-time quantitative PCR for the ND1 and β-globin genes. Multivariate logistic regression and linear regression were used to analyze data.

Results

The relative cf-mtDNA content (cf-ND1/cf-β-globin ratio) in follicular fluid was significantly lower in the group showing blastocyst development than in the non-blastocyst group (P = 0.030). Additionally, the relative cf-mtDNA content was significantly and positively correlated with the age of the female patient (P = 0.009), while the relative cf-mtDNA content for older women (≥38 years old) with anti-Müllerian hormone (AMH) ≤1.1 ng/ml was significantly higher than in those with AMH > 1.1 ng/ml (P <0.05). The cf-nDNA content was significantly positively correlated with the antral follicle count (P = 0.012), and significantly negatively correlated with both the number of days of stimulation and the total dose of gonadotropin administration (P = 0.039 and P = 0.015, respectively). Neither cf-mtDNA nor cf-nDNA levels in follicular fluid were associated with oocyte maturation, fertilization, or Day 3 embryo morphological scoring.

Conclusions

The relative cf-mtDNA content in human follicular fluid was negatively correlated with blastulation and positively correlated with the patient age, indicating that it is a promising bio-marker to evaluate oocyte developmental competence.

Introduction

Oocyte quality is a crucial factor influencing embryo developmental competence and clinical pregnancy rate, but the evaluation of oocyte quality is mainly limited to an assessment of morphological criteria in most in vitro fertilization (IVF) laboratories. Several studies have identified potential bio-markers from follicular fluid and granulosa cells [1,2,3], but their use remains controversial and requires further validation so they cannot be used in clinical applications. Additionally, the expression levels of certain genes in cumulus cells showed promise, but these were affected by ovarian stimulation protocols and patient characteristics [4, 5].

Cell-free DNA (cf-DNA) in plasma or body fluids includes cell-free nuclear DNA (cf-nDNA) and cell-free mitochondrial DNA (cf-mtDNA). cf-nDNA is widely present in the physiological extracellular milieu, and has been found in blood, urine, saliva, spinal fluid, semen, and follicular fluid [6,7,8,9,10,11,12]. It is thought to have great application value in the diagnosis and prognosis of cancer and prenatal diagnosis [13,14,15,16]. Cf-mtDNA is also detected in various body fluids [10, 17, 18] and has some unique characteristics compared with nuclear DNA, including a short length, simple molecular structure, and multiple copy number.

Mitochondria are very important organelles that function as powerhouses but are also involved in numerous other cellular functions including cell proliferation, apoptosis, and intracellular calcium homeostasis [19, 20]. An aberrant amount of mtDNA can lead to mitochondrial dysfunction and the development of disease. Therefore, it is reasonable that cf-mtDNA is a promising molecular marker with high sensitivity. Indeed, accumulating evidence demonstrates that plasma or serum cf-mtDNA levels differ significantly between cancer patients and healthy individuals [21, 22] .

cf-DNA mainly derives from apoptotic cells and live cells showing active secretion [23]. Apoptotic cells release not only nuclear DNA but also mtDNA. Scalici et al studied the integrity of cf-DNA in follicular fluid and showed that around 85% of follicular fluid cf-DNA derived from cell apoptosis [8]. Another origin of cf-mtDNA is mitochondrial dysfunction. Recently, Kansaku et al reported that cultured oocyte–cumulus complexes with mitochondrial dysfunction secreted more cf-mtDNA into the medium than those with normal mitochondrial function [24].

The mitochondrial genome to nuclear genome ratio (Mt/N), assessed using real-time quantitative PCR, is often used to reflect changes in the mtDNA content, and Malik et al proposed that changes in body fluid Mt./N could be a biomarker of mitochondrial dysfunction [25]. Therefore, we inferred that cf-nDNA in follicular fluid could reflect granulosa cell apoptosis, while the relative cf-mtDNA content could reflect the change in mitochondrial function and dynamics of granulosa cells. Several studies revealed that the amount of cf-DNA in human follicular fluid was associated with the corresponding embryo quality, and could be used as a novel biomarker to predict the quality of embryos [8, 16]. However, the relationship of cf-mtDNA in human follicular fluid and oocyte and embryo developmental competence is unclear.

Therefore, in the present study, we investigated the relationship between follicular fluid cf-mtDNA levels and oocyte developmental competence and explored the effect of patient clinical characteristics on cf-mtDNA levels in follicular fluid.

Materials and methods

Patients’ characteristics

This research recruited 92 women enrolled in IVF (n = 53) or intracytoplasmic sperm injection (ICSI) (n = 39) cycles at the Center for Reproductive Medicine of Tongji Medical College at the Huazhong University of Science and Technology from October 2017 to July 2018. The women’s ages ranged from 21 to 45 years (mean ± SD: 32.13 ± 4.85 years) and their body mass index (BMI) ranged from 16.60 kg/m2 to 33.90 kg/m2 (mean ± SD: 22.38 ± 3.58 kg/m2). The duration of infertility was 4.20 ± 3.57 years, and 53% of couples had primary infertility. Female infertility had been identified in 60% couples, male factors in 23%, and mixed infertility in 17%. The number of days of stimulation ranged from 3 to 22 days (mean ± SD: 9.75 ± 2.74), and the total dose of gonadotropins received ranged from 225 to 6800 IU (mean ± SD: 2089.69 ± 835.12). Baseline hormonal levels (follicle-stimulating hormone [FSH], luteinizing hormone [LH], and 17β-estradiol [E2]) and anti-Müllerian hormone (AMH) were assessed using the Beckman DXI800 chemiluminescence analyzer (Beckman Coulter Inc., Brea, CA) on the third day of the menstrual cycle for each patient. Levels of AMH < 1.1 ng/ml are considered to reflect a reduced ovarian reserve, and levels ≥1.1 ng/ml are normal ovarian reserve [26]. Levels of FSH ≥ 9 IU/L represent a reduced ovarian reserve.

The ovarian stimulation regimens used included long agonist protocols, ultra-long agonist protocols, antagonist protocols, and progestin-primed ovarian stimulation (PPOS). Oral progestin was first given to prevent a premature LH surge in PPOS. Pituitary inhibition was performed with a gonadotropin-releasing hormone agonist or antagonist for other protocols. FSH stimulation was monitored by measuring serum E2 levels and follicular size. Human chorionic gonadotrophin (hCG) (Livzon, Zhuhai, China) was injected when at least three follicles reached a diameter of 18 mm or more by ultrasound inspection. Oocytes were retrieved by trans-vaginal ultrasound-guided puncture 36 h after hCG injection.

Morphological assessment of oocytes, cleavage embryos, and blastocysts

Cumulus cells were stripped to observe the extrusion of the first polar body of the oocyte prior to ICSI (Day 0), and oocytes extruding the first polar body were called mature oocytes. For IVF oocytes, oocyte maturity was confirmed when the cumulus cells were stripped 4–6 h after IVF. Zygotes with pronuclei present 18–20 h after microinjection or insemination were considered representative of fertilization. Oocytes that underwent cleavage on Day 2 without pronuclei on Day 1 were also considered representative of fertilization for IVF. Day 3 embryos were morphologically scored in accordance with the current consensus system [27]. High-quality embryos were defined as those with at least six blastomeres of a uniform shape on Day 3, and with fragments less than 25%. One or two high-quality embryos were transferred or frozen on Day 3, and the rest were cultured to the blastocyst stage to be transferred or frozen. Blastocysts were evaluated morphologically based on the expansion of the blastocoele (3–6 stages) and the number and cohesiveness of the inner cell mass and trophectoderm (Grade A, B, and C), according to Gardner’s criteria [28].

Follicular fluid collection and preparation

Two hundred and twenty-five follicular fluid samples without flushing media were collected from individual follicles of 92 patients, centrifuged at 3000×g for 15 min and 16,000×g for 10 min, and then immediately stored at − 80 °C until cf-nDNA and cf-mtDNA quantification. To prevent any blood pollution, only clear follicular fluid samples were involved, while bloodstained and cloudy follicular fluid samples were discarded.

Quantification of cf-nDNA and cf-mtDNA

cf-DNA was extracted and purified from follicular fluid by the BeaverBeads™ Circulating DNA kit (BEAVER, Suzhou, China) according to the manufacturer’s instructions. cf-nDNA and cf-mtDNA in individual follicular fluid samples were estimated by amplification using β-globin and ND1 primers using real-time quantitative polymerase chain reaction (qPCR). Primers were designed and synthesized by Sangon Biotechnology Co., Ltd. (Shanghai, China). Primers for ND1 were 5′-CCCTAAAACCCGCCACATCT-3′ (forward) and 5′-GAGCGATGGTGAGAGCTAAGGT-3′ (reverse), which amplify a 69 bp DNA fragment. β -globin was detected using the following primers: 5′-AAAGGTGCCCTTGAGGTTGTC-3′ (forward) and 5′-TGAAGGCTCATGGCAAGAAA-3′ (reverse), which amplify a 77 bp DNA fragment. The amplicons were detected using primer sequences and verified in the GenBank database (Additional file 1: Figure S1). Standard curves were made using purified plasmid DNA corresponding to ND1 and β-globin (Additional file 1: Figure S1). The relative content of cf-mtDNA in follicular fluid was expressed by the cf-ND1/cf-β-globin ratio. All reactions were performed in duplicate on the StepOne™ and StepOnePlus™ Software system (ThermoFisher Scientific, Waltham, MA, USA). Reactions were performed in a total volume of 20 μl containing 2 μl of sample template (elution product of the BeaverBeads™ Circulating DNA kit), 10 μM of forward and reverse primers, and 10 μl of Hieff™ qPCR SYBR® Green Master Mix (High Rox Plus; Yeasen, Shanghai, China). Cycling conditions were as follows: 95 °C for 30 s, then 40 cycles of 95 °C for 5 s and 60 °C for 30 s.

Statistical analysis

All measurement data were presented as means ± standard deviation (SD), or as median values and the interquartile range (IQR), if appropriate. Statistical analyses were performed using the Statistical Package for Social Sciences program, Version 12.0 (SPSS Inc., Chicago, IL, USA). Linear regression was carried out for the effect of patient clinical information on cf-nDNA and cf-mtDNA levels in follicular fluid. The Wilcoxon rank sum test was performed to compare different oocyte developmental outcomes. Multivariate logistic regression was then carried out to further characterize cf-nDNA and cf-mtDNA levels as predictors of embryo grade and blastocyst development. One way non-parametric analysis of variance (Kruskal-Wallis test) was used to analyze cf-nDNA and cf-mtDNA statistical data among four groups by age combined with AMH or FSH. Statistical significance was assumed at P < 0.05.

Results

The relationship between relative cf-mtDNA content in follicular fluid and embryo developmental competence

Of 225 individual follicular fluids, a total of 190 had mature oocytes (84%), 17 had immature oocytes (8%), 16 had no oocytes (7%), one had a degenerated oocyte, and one was naked without a zona pellucida. The relative cf-mtDNA content (cf-ND1/cf-β-globin ratio) was significantly higher in follicular fluids with than without oocytes (P < 0.01; Fig. 1a). Because the criteria for oocyte maturation and fertilization differ between IVF and ICSI, we carried out statistical analysis for IVF and ICSI oocytes separately (Table 1). The relative cf-mtDNA content did not differ between mature and immature oocytes, or between fertilized and non-fertilized oocytes for IVF or ICSI (P > 0.05).

Fig. 1
figure1

The relationship of cell-free nDNA and the relative cell-free mitochondrial DNA (cf-ND1/cf-β-globin ratio) levels in follicular fluids and oocyte presence and blastulation. No oocyte means that no oocyte was found in the follicular fluid. No blastocyst means that embryos did not develop into the blastocyst stage. *P < 0.05, **P < 0.01

Table 1 the cf-nDNA and the relative cf-mtDNA (cf-ND1/cf-β-globin ratio) levels in human follicular fluids for oocytes performing IVF or ICSI

According to cleavage embryo evaluation criteria, 89 (89/142, 63%) embryos were of high quality and 53 (53/142, 37%) were poor quality. There was no significant difference in the relative cf-mtDNA content between high-quality and poor-quality embryos (P > 0.05). In our samples, 43 embryos were cultured until Day 6. Twenty-two (51%) embryos developed into blastocysts, and 21 (49%) embryos arrested or failed to develop on Day 5 or Day 6. The relative cf-mtDNA content in the blastocystgroup was significantly lower than in the non-blastocyst group (2.84 versus 7.80; P = 0.030; Fig. 1c and Table 2).

Table 2 Relationship of the cf-nDNA and the relative cf-mtDNA (cf-ND1/cf-β-globin ratio) levels in human follicular fluid with embryo development outcomes

Effect of patient characteristics on the relative cf-mtDNA content in follicular fluid

The relative cf-mtDNA content in follicular fluid correlated significantly positively with age (β ± SE: 0.22 ± 0.085, P = 0.009) (Table 3; Fig. 2) but not with AMH, basal FSH level, or antral follicle count (AFC).

Table 3 Patients’ characteristics association with the cf-nDNA and the relative cf-mtDNA (cf-ND1/cf-β-globin ratio) levels in individual human follicular fluid
Fig. 2
figure2

Correlations between the relative cf-mtDNA content (cf-ND1/cf-β-globin ratio) in follicular fluid and patient age

Patients were divided into four groups according to age and AMH level: age ≥ 38 years old and AMH > 1.1 ng/ml, age ≥ 38 years old and AMH ≤1.1 ng/ml, age < 38 years old and AMH > 1.1 ng/ml, and age < 38 years old and AMH ≤1.1 ng/ml. The relative cf-mtDNA content in the two groups of age ≥ 38 years old was significantly higher than that in both age < 38 years old groups (P < 0.05; Fig. 3a). Moreover, for women aged ≥38 years old, the relative cf-mtDNA content when AMH ≤1.1 ng/ml was significantly higher than when AMH > 1.1 ng/ml (P < 0.05; Fig. 3a). Similar results were observed for patient age and FSH levels (Fig. 3b).

Fig. 3
figure3

Effect of patient age combined with AMH or FSH on the relative cf-mtDNA content (cf-ND1/cf-β-globin ratio) in human follicular fluid. *P < 0.05, **P < 0.01

The relative cf-mtDNA content in follicular fluid was not associated with BMI, the ovarian stimulation regimen, number of days of stimulation, or the total dose of gonadotropins (Table 3).

Relationship of the cf-nDNA level in follicular fluid and embryo developmental competence

The median quantity and the IQR of cf-nDNA levels measured by β -globin qPCR in 225 human follicular fluid samples from individual follicles was 0.23 ng/ml (IQR: 0.12–0.46 ng/ml). cf-nDNA levels did not differ in follicular fluids with and without oocytes (P > 0.05; Fig. 1b). cf-nDNA levels in follicular fluids were not associated with oocyte maturation, fertilization, or Day 3 embryo morphological scoring. cf-nDNA levels were higher in follicular fluids where the oocytes were fertilized and reached the blastocyst stage than in those with no blastocyst development (0.63 ng/ml versus 0.14 ng/ml), but the difference was not significant after multivariate logistic regression (P = 0.071; Fig. 1d; Table 2).

Effect of patients’ clinical characteristics on cf-nDNA levels in follicular fluids

There was no significant correlation between cf-nDNA levels in individual follicular fluid samples and patient age, BMI, AMH, basal hormone (basal FSH, LH, and E2), or the ovarian stimulation regimen (P > 0.05). The AFC was significantly positively correlated with the amount of cf-nDNA in follicular fluid (β ± SE: 0.026 ± 0.017; P = 0.012; Table 3). Moreover, both the number of days and total dose of gonadotropin administration significantly and negatively affected cf-nDNA levels in follicular fluid (β ± SE: − 0.019 ± 0.05 and − 0.027 ± 0.0002, respectively; P = 0.039 and P = 0.015, respectively; Table 3).

Discussion

In the present study, we showed for the first time that the relative cf-mtDNA content (cf-ND1/cf-β-globin ratio) in human individual follicular fluid was associated with the corresponding potential of oocytes that had developed to the blastocyst stage. Moreover, it was also found to be positively correlated with patient age.

A key factor of poor oocyte quality in older women is mitochondrial dysfunction [19]. Several studies revealed a significant decrease in the mtDNA of oocytes and cumulus cells in older women compared with young women [19, 29]. Our work indicated that the relative cf-mtDNA content in follicular fluid of older women was much higher than in younger women. Moreover, in older women, the relative cf-mtDNA content in follicular fluid when AMH was > 1.1 ng/ml was significantly lower than in those with AMH < 1.1 ng/ml. We inferred from this that mitochondrial dysfunction in older women led to an increase of cf-mtDNA in follicular fluid and a decrease of mtDNA in oocytes and cumulus cells. Mitochondria are major determinants of oocyte developmental competence. Thus the relative cf-mtDNA level in follicular fluid could reflect oocyte quality. Our result demonstrated that the relative cf-mtDNA content in the follicular fluid of the group showing blastocyst development was significantly lower than in the non-blastocyst group (P = 0.030) using multivariate logistic regression. Intriguingly, the relative cf-mtDNA content was not affected by BMI, the ovarian stimulation regimen, or the days and doses of ovarian stimulation. Therefore, the relative cf-mtDNA content of follicular fluid is a more promising bio-marker than the expression of certain genes in cumulus cells in assessing oocyte developmental competence.

The relative cf-mtDNA content was not associated with oocyte fertilization or the cleavage embryo score. Sirard et al proposed that oocyte developmental competence included five separate events: the ability to resume meiosis, cleavage upon fertilization, development into a blastocyst, the induction of pregnancy, and the generation of healthy offspring [30]. The ability to develop into a blastocyst is the most crucial marker of oocyte competence; it is readily determined so is widely used by most laboratories, and is of use because a blastocyst has more chance of inducing pregnancy than a cleaved embryo [31]. By contrast, embryo morphological scoring based on static observations only is considered a limited method of evaluating embryo quality [32]. In the present study, we observed a low number of embryos undergoing blastocyst culture, so additional studies of larger sample sizes are needed to further confirm the relationship between the cf-mtDNA content in follicular fluid and blastulation and embryo implantation.

The cf-nDNA level measured by β-globin was not associated with the cleavage embryo grade. Conversely, Scalici et al and Traver et al indicated that cf-DNA in human follicular fluid was associated with embryo score and the extent of fragmentation [8, 33]. This discrepancy may arise from differences in cf-DNA extraction and quantitative methods. For example, the earlier studies did not extract cf-DNA from follicular fluid, while we used a technique based on magnetic beads. Although DNA extraction and purification steps may result in a loss of DNA, the elimination of these steps may cause components in serum to inhibit the PCR efficiency. Additionally, we used β-globin primers to quantify cf-nDNA, while the earlier studies used ALU115 primers. ALU is the most abundant interspersed repeated sequence in the human genome and is found at a copy number of 1.4 × 106 per genome [34]. By contrast, the β-globin gene is a single copy sequence of the human genome that is commonly used in the quantitative analysis of cf-nDNA [35, 36]. We chose to amplify it in our study because we wished to determine the Mt/N ratio so the amplification of a single copy sequence was more suitable.

It is also notable that we detected higher cf-nDNA levels in follicular fluid corresponding to blastocyst development than in that without blastocysts though the difference was not significant (P = 0.071). Cf-DNA in follicular fluid mainly derives from apoptotic granulosa cells [8] . Our results appear to suggest that the high cf-nDNA level, or high apoptotic level of granulosa cells was a reflection of good quality oocyte, which is not in agreement with previous work that revealed an increased level of granulosa cell apoptosis in older women that was associated with a decline in oocyte quality [37]. However, previous results were affected by many confounding factors and methods of apoptotic evaluation. Recently, Regan et al proposed that granulosa cell apoptosis was an integral part of normal follicle development that varied in a stage-dependent manner [38]. Two critical stages of granulosa cell apoptosis are dominant follicle selection and preovulatory maturation. Both stages are observed at higher levels in younger compared with older women [38, 39]. Because follicular fluid samples collected during oocyte retrieval in the present study were only obtained from the preovulatory stage, it is conceivable that the low cf-nDNA level detected was a reflection of poor quality oocyte in patients.

We also found that AFC was positively correlated with cf-nDNA levels in follicular fluid, and both the number of days and total gonadotropin dose were negatively linked with cf-nDNA levels in follicular fluid, which are in agreement with the above result. AFC is a known indicator of ovarian reserve. High FSH doses were previously associated with a decrease in the number of transferable embryos and live births [40, 41]. We therefore inferred that higher cf-nDNA levels in the follicular fluid of preovulatory follicles represented normal follicular development and oocyte quality. Further study is needed to clarify this relationship.

Conclusion

The current study showed that changes in the relative cf-mtDNA content of human follicular fluid correlate with blastocyst developmental potential and patient age, suggesting that the relative cf-mtDNA content has potential use in evaluating oocyte and embryo developmental competence. The cf-mtDNA and cf-nDNA cannot be separated and detected accurately on the condition of current technologies. A deeper understanding of the mechanism underlying cf-mtDNA origin and existence forms in human follicular fluid helps to find a more accurate method to detect cf-mtDNA amount, and promote the clinic application of cf-mtDNA in the future.

Availability of data and materials

The main data of this study can be directly requested from the corresponding author.

Abbreviations

AFC:

Antral follicle count

AMH:

Anti-Müllerian hormone

BMI:

Body Mass Index

Cf-mtDNA:

Cell-free mitochondrial DNA

Cf-nDNA:

Cell-free nuclear DNA

E2 :

17β-estradiol

FF:

Follicular fluid

FSH:

Follicle stimulating hormone

GnRH:

Gonadotropin releasing hormone

HCG:

Human chorionic gonadotrophin

PPOS:

Progestin-primed ovarian stimulation

References

  1. 1.

    Rao M, Zhou F, Tang L, Zeng Z, Hu S, Wang Y, et al. Follicular fluid humanin concentration is related to ovarian reserve markers and clinical pregnancy after IVF-ICSI: a pilot study. Reprod BioMed Online. 2019;38(1):108–17.

  2. 2.

    Kordus RJ, LaVoie HA. Granulosa cell biomarkers to predict pregnancy in ART: pieces to solve the puzzle. Reproduction. 2017;153(2):R69–83.

  3. 3.

    Dumesic DA, Meldrum DR, Katz-Jaffe MG, Krisher RL, Schoolcraft WB. Oocyte environment: follicular fluid and cumulus cells are critical for oocyte health. Fertil Steril. 2015;103(2):303–16.

  4. 4.

    Adriaenssens T, Wathlet S, Segers I, Verheyen G, De Vos A, Van der Elst J, et al. Cumulus cell gene expression is associated with oocyte developmental quality and influenced by patient and treatment characteristics. Hum Reprod. 2010;25(5):1259–70.

  5. 5.

    Fragouli E, Lalioti MD, Wells D. The transcriptome of follicular cells: biological insights and clinical implications for the treatment of infertility. Hum Reprod Update. 2014;20(1):1–11.

  6. 6.

    Lo YM, Corbetta N, Chamberlain PF, Rai V, Sargent IL, Redman CW, et al. Presence of fetal DNA in maternal plasma and serum. Lancet. 1997;350(9076):485–7.

  7. 7.

    Ralla B, Stephan C, Meller S, Dietrich D, Kristiansen G, Jung K. Nucleic acid-based biomarkers in body fluids of patients with urologic malignancies. Crit Rev Clin Lab Sci. 2014;51(4):200–31.

  8. 8.

    Scalici E, Traver S, Molinari N, Mullet T, Monforte M, Vintejoux E, et al. Cell-free DNA in human follicular fluid as a biomarker of embryo quality. Hum Reprod. 2014;29(12):2661–9.

  9. 9.

    Steinman CR. Free DNA in serum and plasma from normal adults. J Clin Invest. 1975;56(2):512–5.

  10. 10.

    Thierry AR, El Messaoudi S, Gahan PB, Anker P, Stroun M. Origins, structures, and functions of circulating DNA in oncology. Cancer Metastasis Rev. 2016;35(3):347–76.

  11. 11.

    Wang Y, Springer S, Zhang M, McMahon KW, Kinde I, Dobbyn L, et al. Detection of tumor-derived DNA in cerebrospinal fluid of patients with primary tumors of the brain and spinal cord. Proc Natl Acad Sci U S A. 2015;112(31):9704–9.

  12. 12.

    Wu C, Ding X, Tan H, Li H, Xiong C. Alterations of testis-specific promoter methylation in cell-free seminal deoxyribonucleic acid of idiopathic nonobstructive azoospermic men with different testicular phenotypes. Fertil Steril. 2016;106(6):1331–7.

  13. 13.

    Farina A, LeShane ES, Romero R, Gomez R, Chaiworapongsa T, Rizzo N, et al. High levels of fetal cell-free DNA in maternal serum: a risk factor for spontaneous preterm delivery. Am J Obstet Gynecol. 2005;193(2):421–5.

  14. 14.

    Schwarzenbach H, Hoon DS, Pantel K. Cell-free nucleic acids as biomarkers in cancer patients. Nat Rev Cancer. 2011;11(6):426–37.

  15. 15.

    Swarup V, Rajeswari MR. Circulating (cell-free) nucleic acids--a promising, non-invasive tool for early detection of several human diseases. FEBS Lett. 2007;581(5):795–9.

  16. 16.

    Traver S, Assou S, Scalici E, Haouzi D, Al-Edani T, Belloc S, et al. Cell-free nucleic acids as non-invasive biomarkers of gynecological cancers, ovarian, endometrial and obstetric disorders and fetal aneuploidy. Hum Reprod Update. 2014;20(6):905–23.

  17. 17.

    Kohler C, Radpour R, Barekati Z, Asadollahi R, Bitzer J, Wight E, et al. Levels of plasma circulating cell free nuclear and mitochondrial DNA as potential biomarkers for breast tumors. Mol Cancer. 2009;8:105.

  18. 18.

    Ellinger J, Albers P, Muller SC, von Ruecker A, Bastian PJ. Circulating mitochondrial DNA in the serum of patients with testicular germ cell cancer as a novel noninvasive diagnostic biomarker. BJU Int. 2009;104(1):48–52.

  19. 19.

    May-Panloup P, Boucret L, Chao de la Barca JM, Desquiret-Dumas V. Ferre-L'Hotellier V, Moriniere C, et al. ovarian ageing: the role of mitochondria in oocytes and follicles. Hum Reprod Update. 2016;22(6):725–43.

  20. 20.

    Zhang D, Keilty D, Zhang ZF, Chian RC. Mitochondria in oocyte aging: current understanding. Facts Views Vis Obgyn. 2017;9(1):29–38.

  21. 21.

    Yu M. Circulating cell-free mitochondrial DNA as a novel cancer biomarker: opportunities and challenges. Mitochondrial DNA. 2012;23(5):329–32.

  22. 22.

    Kumar M, Srivastava S, Singh SA, Das AK, Das GC, Dhar B, et al. Cell-free mitochondrial DNA copy number variation in head and neck squamous cell carcinoma: a study of non-invasive biomarker from Northeast India. Tumour Biol. 2017;39(10):1010428317736643.

  23. 23.

    Gahan PB, Anker P, Stroun M. Metabolic DNA as the origin of spontaneously released DNA? Ann N Y Acad Sci. 2008;1137:7–17.

  24. 24.

    Kansaku K, Munakata Y, Itami N, Shirasuna K, Kuwayama T, Iwata H. Mitochondrial dysfunction in cumulus-oocyte complexes increases cell-free mitochondrial DNA. J Reprod Dev. 2018;64(3):261–6.

  25. 25.

    Malik AN, Czajka A. Is mitochondrial DNA content a potential biomarker of mitochondrial dysfunction? Mitochondrion. 2013;13(5):481–92.

  26. 26.

    Gnoth C, Schuring AN, Friol K, Tigges J, Mallmann P, Godehardt E. Relevance of anti-Mullerian hormone measurement in a routine IVF program. Hum Reprod. 2008;23(6):1359–65.

  27. 27.

    Alpha Scientists in Reproductive M, Embryology ESIGo. The Istanbul consensus workshop on embryo assessment: proceedings of an expert meeting. Hum Reprod. 2011;26(6):1270–83.

  28. 28.

    Gardner DK, Schoolcraft WB. In vitro culture of human blastocyst. In: Towards reproductive certainty: infertility and genetics beyond 1999: the plenary proceedings of the 11th world congress 1999London;UK: Parthenon publishing:pg. p. 378–88.

  29. 29.

    May-Panloup P, Chretien MF, Jacques C, Vasseur C, Malthiery Y, Reynier P. Low oocyte mitochondrial DNA content in ovarian insufficiency. Hum Reprod. 2005;20(3):593–7.

  30. 30.

    Sirard MA, Richard F, Blondin P, Robert C. Contribution of the oocyte to embryo quality. Theriogenology. 2006;65(1):126–36.

  31. 31.

    Glujovsky D, Farquhar C, Quinteiro Retamar AM, Alvarez Sedo CR, Blake D. Cleavage stage versus blastocyst stage embryo transfer in assisted reproductive technology. Cochrane Database Syst Rev. (2016, 6):CD002118.

  32. 32.

    Montag M, Liebenthron J, Koster M. Which morphological scoring system is relevant in human embryo development? Placenta. 2011;32(Suppl 3):S252–6.

  33. 33.

    Traver S, Scalici E, Mullet T, Molinari N, Vincens C, Anahory T, et al. Cell-free DNA in human follicular microenvironment: new prognostic biomarker to predict in vitro fertilization outcomes. PLoS One. 2015;10(8):e0136172.

  34. 34.

    Gu Z, Wang H, Nekrutenko A, Li WH. Densities, length proportions, and other distributional features of repetitive sequences in the human genome estimated from 430 megabases of genomic sequence. Gene. 2000;259(1–2):81–8.

  35. 35.

    Rodrigues Filho EM, Simon D, Ikuta N, Klovan C, Dannebrock FA, Oliveira de Oliveira C, et al. Elevated cell-free plasma DNA level as an independent predictor of mortality in patients with severe traumatic brain injury. J Neurotrauma. 2014;31(19):1639–46.

  36. 36.

    Yang Q, Li X, Ali HA, Yu S, Zhang Y, Wu M, et al. Evaluation of suitable control genes for quantitative polymerase chain reaction analysis of maternal plasma cell-free DNA. Mol Med Rep. 2015;12(5):7728–34.

  37. 37.

    Nakahara K, Saito H, Saito T, Ito M, Ohta N, Takahashi T, et al. The incidence of apoptotic bodies in membrana granulosa can predict prognosis of ova from patients participating in in vitro fertilization programs. Fertil Steril. 1997;68(2):312–7.

  38. 38.

    Regan SLP, Knight PG, Yovich JL, Leung Y, Arfuso F, Dharmarajan A. Granulosa cell apoptosis in the ovarian follicle-a changing view. Front Endocrinol (Lausanne). 2018;9:61.

  39. 39.

    Regan SLP, Knight PG, Yovich JL, Stanger JD, Leung Y, Arfuso F, et al. The effect of ovarian reserve and receptor signalling on granulosa cell apoptosis during human follicle development. Mol Cell Endocrinol. 2018;470:219–27.

  40. 40.

    Baker VL, Brown MB, Luke B, Smith GW, Ireland JJ. Gonadotropin dose is negatively correlated with live birth rate: analysis of more than 650,000 assisted reproductive technology cycles. Fertil Steril. 2015;104(5):1145–52 e1-5.

  41. 41.

    Barati F, Niasari-Naslaji A, Bolourchi M, Sarhaddi F, Razavi K, Naghzali E, et al. Superovulatory response of Sistani cattle to three different doses of FSH during winter and summer. Theriogenology. 2006;66(5):1149–55.

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Acknowledgements

We thank Prof. Yuan Liang and Ms. Yufan Wang for their valuable advice during data analysis. We thank Sarah Williams, PhD, from Liwen Bianji, Edanz Group China (www.liwenbianji.cn), for editing the English text of a draft of this manuscript.

Ethical approval and consent to participate

This project was approved by the Ethics Committee of Tongji Medical College of Huazhong University of Science and Technology on April 26, 2017and all experiments were performed in accordance with approved guidelines of Huazhong University of Science and Technology (IORG No: IORG0003571), and follicular fluid samples were collected with patients’ informed consent.

Author information

Y.L. carried out experimental work, conducted the statistical analysis and wrote the manuscript. Q.S. prepared samples and helped with experimental work. X.Z. took part in experimental work and revised the manuscript. M.Z. and S.S. collected follicular fluid samples and scored the embryos. X.L. and J.L. collected clinical data and helped with data analysis. L.Z. designed experiments, interpreted the data and revised the manuscript. All authors read and approved the manuscript.

This work was supported by National Key Research and Development Program of China (2017YFC1002001) and Hubei Province health and family planning scientific research project (WJ2019M112).

Correspondence to Ling Zhang.

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Additional file

Additional file 1:

ND1 (A, B) and β-globin (C, D) recombinant plasmid sequencing and BLAST analysis and standard curves. (TIF 3071 kb)

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Keywords

  • Cell-free mitochondrial DNA
  • Cell-free DNA
  • Human follicular fluid
  • Oocyte quality
  • Age