Skip to main content

hsa-miR-320a-3p and hsa-miR-483-5p levels in human granulosa cells: promising bio-markers of live birth after IVF/ICSI

Abstract

Background

MicroRNAs (miRNAs) are considered potential biomarkers for various diseases. This study investigated whether hsa-miR-320a-3p and hsa-miR-483-5p levels in human ovarian granulosa cells derived from follicular fluids are associated with embryo developmental competence.

Methods

We collected 195 granulosa cells samples and analyzed the treatment outcomes in patients undergoing in vitro fertilization (n = 147) or intracytoplasmic sperm injection (n = 48) cycles. The hsa-miR-320a-3p and hsa-miR-483-5p levels in granulosa cells were measured using quantitative reverse transcription-polymerase chain reaction.

Results

Patients were subdivided into four groups according to the granulosa cells hsa-miR-320a-3p and hsa-miR-483-5p levels quartiles (Q1–Q4). Embryo developmental competence was compared using the chi-square test. Patients in Q3 were less likely to achieve a normal fertilization rate for in vitro fertilization and blastocyst formation than those in Q1 as they expressed high levels of hsa-miR-320a-3p and hsa-miR-483-5p (P < 0.05). Patients in Q3 and Q4 were less likely to achieve a good-quality embryo as they expressed high levels of hsa-miR-483-5p and hsa-miR-320a-3p (P < 0.05). The hsa-miR-320a-3p and hsa-miR-483-5p levels were not associated with clinical pregnancy. However, multiple regression analysis indicated that in Q3 and Q4 intervals had experienced a decreased chance of live birth due to high expression levels of hsa-miR-320a-3p and hsa-miR-483-5p levels. The relative hsa-miR-320a-3p expression levels in granulosa cells were weakly and positively correlated with the patient age (P = 0.0033). Moreover, both the basal follicle stimulating hormone (P = 0.0003) and ovarian stimulation protocols (P = 0.006 and P = 0.004) significantly and positively affected hsa-miR-320a-3p levels. The days of stimulation was negatively correlated with the relative hsa-miR-320a-3p expression level (P = 0.047).

Conclusions

The hsa-miR-320a-3p and hsa-miR-483-5p levels in human granulosa cells negatively correlated with the good-quality embryo rate and live birth, indicating that hsa-miR-320a-3p and hsa-miR-483-5p can be used as potential negative indicators to predict good-quality embryos and live births.

Key message

hsa-miR-320a-3p in human granulosa cells can be used as a potential indicator to predict good-quality embryos and live births.

Background

MicroRNAs (miRNAs) are highly conserved, single-stranded, small, non-coding, and functional RNAs of 19–25 nucleotides, which regulate post-transcriptional RNA levels by binding to the 3′-untranslated region of messenger RNAs (mRNAs) and causing destabilization or translation repression [1]. They are widely expressed in various biological systems. Although many miRNAs are commonly expressed, the selective specific expression of miRNAs is common in tissues, suggesting that the requirement for specific miRNAs in different tissues and specific roles of miRNAs in tissues. Owing to their tissue-specific expression, miRNAs are considered potential biomarkers [2].

Several studies have identified miRNAs that are expressed in ovarian follicle cells [3]. MiRNAs are involved in the regulation of various biological processes, including granulosa cell proliferation, apoptosis [4, 5], and oocyte maturation [5, 6]. Recent studies have reported that the miRNAs expression led to downstream events that will affected fertilization and day 3 embryo morphology [7]. Moreover, miRNAs could be promising biomarkers for ovarian responses during in vitro fertilization (IVF) [8]. Some miRNAs are also differentially expressed according to the fertilization method, chromosomal status, and pregnancy outcome, making them potential biomarkers for predicting IVF success [9]. These findings suggest that miRNAs play important roles in the oocyte development.

The aim of this study was to investigate the relationship between miRNAs (hsa-miR-320a-3p and hsa-miR-483-5p) in human granulosa cells expression levels and oocyte developmental competence and explored the effect of patient clinical characteristics on miRNAs (hsa-miR-320a-3p and hsa-miR-483-5p) expression levels in human granulosa cells.

Materials and methods

Patients’ characteristics

This study recruited 195 women enrolled in IVF (n = 147) or ICSI (n = 48) cycles at the Center for Reproductive Medicine of Tongji Medical College in the Huazhong University of Science and Technology from December 2019 to January 2021. Participants were required to meet the following eligibility requirements: conventional controlled stimulation protocols were used. Patients were excluded if they were diagnosed with infectious disease, malignant tumors, premature ovarian failure, polycystic ovary syndrome, systemic diseases and hereditary diseases. The women’s ages ranged from 21 to 46 years (mean ± SD: 34.39 ± 5.19 years) and their body mass index (BMI) ranged from 15.80 to 32.40 kg/m2 (mean ± SD: 22.60 ± 3.23 kg/m2). Baseline hormonal levels including follicle-stimulating hormone (FSH), luteinizing hormone (LH), and 17β-estradiol (E2) and anti-Mülerian hormone (AMH) were measured on the third day of menstruation. The number of days of stimulation ranged from 5 to 22 days (mean ± SD: 9.97 ± 2.48 days), and the total dose of gonadotropins received ranged from 900 to 6450 IU (mean ± SD: 2344.27 ± 842.52 IU).

The controlled ovarian stimulation protocols were used included ultra-long protocol, long protocol, antagonist protocol, progestin-primed ovarian stimulation (PPOS), mild stimulation protocol, and luteal phase stimulation. 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 are 18 mm or larger in diameter by ultrasound. After hCG injection 36 h, oocytes were extracted by transvaginal ultrasound-guided puncture.

Human granulosa cells collection and identification

Granulosa cells were collected from the follicular fluid of 195 patients as described [10]. Briefly, after the isolation of the cumulus-oocyte complexes (COCs) for conventional IVF or ICSI procedures, the follicular fluids were centrifuged and granulosa cells were collected and resuspended in 1× phosphate-buffered saline (PBS). Then, it was added to a 50% Percoll gradient (GE Healthcare Life Sciences, Piscataway, NJ, USA) and centrifuged at 400 g for 30 min at 4 °C. The cells in the middle layer were collected, resuspended in PBS.

To confirm the purity of granulosa cells, it was seeded and cultured on coverslips at a density of 1 × 105 cells/ coverslips for 48 h. Then the granulosa cells were fixed in 4% (v/v) paraformaldehyde for 20 min for immunofluorescence as before [11]. The FSH receptor (FSHR) was used to detect the purity of granulosa cells. To exclude the non-specific staining from antibodies, the primary and secondary antibodies were omitted as negative control groups, respectively.

RNA isolation, cDNA synthesis, and real-time quantitative PCR (qPCR)

Total RNA was extracted from granulosa cells using the RNA-easy Isolation Reagent (Vazyme Biotech Co., Ltd., Nanjing), and transcribed into cDNA using the All-in-One™ miRNA quantitative reverse transcription-polymerase chain reaction (qRT-PCR) Detection Kit 2.0 (GeneCopoeia, Inc., United States) according to the manufacturer’s protocol. The cDNA synthesis reaction conditions were the following: 37 °C for 60 min and 85 °C for 5 s.

The hsa-miR-320a-3p and hsa-miR-483-5p primers were purchased by the GeneCopoeia Company. hsa-miR-320a-3p primer forward:5′-TTGAGAGGGCGAAAAAAA-3′. hsa-miR-483-5p primer forward: 5′-CGGGAGGAAAGAAGGGAGAA-3′. Reverse primers are universal reverse primers in the All-in-One™ miRNA qRT-PCR Detection Kit (GeneCopoeia, Inc. USA). U6 was used as a housekeeping gene. The reaction was performed in a total volume of 20 μL contained 10 μL 2× All-in-One™ qPCR Mix, 2 μL All-in-One™ miRNA qPCR Primer (2 μM), 2 μL Universal Adaptor PCR Primer (2 μM) and 2 μL First-strand cDNA. The cycling conditions used were the following: 95 °C for 600 s, 40 cycles at 95 °C for 10 s, 60 °C for 20 s and 72 °C for 10 s. The relative quantity of miRNA expression was calculated using the 2CT method.

Morphological assessment of oocytes, good-quality embryos, and blastocysts

The appearance of prokaryotic zygote 18 to 20 hours after microinjection or artificial insemination is a representative of fertilization. IVF normal fertilization rate = number of 2PN/total number of oocytes × 100%. ICSI normal fertilization rate = number of 2PN/total number of MII oocytes × 100%. Morphological scores of embryos at day 3 were consistent with the current consensus system [12]. Good-quality embryos and blastocysts were defined as previous [13]. Good-quality embryo rate = number of day 3 good-quality embryos/normal fertilization number of cleavage embryos × 100%. Blastulation rate = number of blastocysts at stage 2 and above/total number of cleavage embryos in blastocyst culture × 100%.

Statistical analysis

The hsa-miR-320a-3p and hsa-miR-483-5p levels, expressed as means ± standard deviation (SD), median values and the interquartile range (IQR), or as OR (95% CI), if appropriate. Linear regression was carried out for the effect of patients’ characteristics information on the hsa-miR-320a-3p and hsa-miR-483-5p levels in human granulosa cells. To evaluate the correlation between hsa-miR-320a-3p and hsa-miR-483-5p levels and embryo developmental competence, we first subdivided all 195 samples according to their granulosa cells hsa-miR-320a-3p and hsa-miR-483-5p levels quartile, then the normal fertilization rate, good-quality embryo rate and blastulation rate were compared by Chi-square test. Multi-variable logistic regression analysis was used to analyze clinical pregnancy and live birth. Statistical analyses were performed using the Statistical Package for Social Sciences program, Version 12.0 (SPSS Inc., Chicago, IL, USA). P < 0.05 was considered statistically significant.

Results

Identification of granulosa cells from human follicular fluids

As shown in Fig. 1, the 96% cells in the dishes were granulosa cells, which were characterized by a positive FSHR staining. Non-specific staining was not detected. This proves that all the cells isolated were granulosa cells, and directly extracted granulosa cells can be used in subsequent studies.

Fig. 1
figure 1

A representative image of immunofluorescence staining in human ovarian granulosa cells (n = 5). The Red (× 400) expressed FSHR, the blue (× 400) expressed nuclear staining using 4 ‘, 6-diamino-2-phenylindole (DAPI). Non-specific staining can be observed with PBS instead of primary or secondary antibodies

Relationship of the hsa-miR-320a-3p and hsa-miR-483-5p levels in the human granulosa cells and embryo developmental competence

The patients were subdivided into four groups according to the relative expression of hsa-miR-320a-3p levels quartile in the granulosa cells: Q1: 0.46-6.17 × 103, n = 49; Q2: 6.41 × 103-2.35 × 105, n = 49; Q3: 2.63 × 105-2.34 × 106, n = 49; and Q4: 2.51 × 106-9.38 × 107, n = 48. In the Q3 intervals, the normal fertilization rate for IVF was lower compared to Q1 and Q2 (Table 1, P < 0.05). In the Q3 and Q4 intervals, the good-quality embryo rate was lower than Q2 (Table 1, P < 0.0001). However, the normal fertilization rate for ICSI and blastulation rate did not differ (Table 1, P > 0.05). Multiple regression analysis showed that in Q3 and Q4 intervals experienced a decreased chance of live birth when Q1 group was used as reference (Table 2, P < 0.0001). And there was no difference in clinical pregnancy (Table 2, P > 0.05).

The patients were subdivided into four groups according to the relative expression of hsa-miR-483-5p levels quartile: Q1: 0.002-0.18, n = 49; Q2: 0.18-1.13, n = 49; Q3:1.21-5.80, n = 49; and Q4: 5.81-3.52 × 103, n = 48, respectively. In the Q3 intervals, the good-quality embryo rate and blastulation rate were lower than Q1 group (Table 1, P < 0.05). The normal fertilization rate for IVF or ICSI was no significant differences among groups (P > 0.05), as shown in Table 1. Multiple regression analysis showed that in Q3 and Q4 intervals had a decreased chance of live birth (Table 2, P < 0.0001). Clinical pregnancy had no differ among four group (Table 2, P > 0.05).

Table 1 Association between the levels of hsa-miR-320-3p and hsa-miR-483-5p in granulosa cells from human follicular fluids and reproductive outcomes of assisted reproductive technology (ART)
Table 2 Multi-variable logistic regression analysis of the levels of hsa-miR-320a-3p and hsa-miR-483-5p in human granulosa cells and clinical outcomes (OR 95% CI)

Effect of patients’ clinical characteristics on the hsa-miR-320a-3p and hsa-miR-483-5p levels in the human granulosa cells

The relative expression of hsa-miR-320a-3p in the human granulosa cells were weak positively correlated with age (β ± SE: 4.79 × 105 ± 1.61 × 105, P = 0.0033) (Table 3). Moreover, both the basal FSH (β ± SE: 7.90 × 105 ± 2.14 × 105, P = 0.0003) (Table 3) and ovarian stimulation protocol, including mild stimulation protocol and luteal phase stimulation (β ± SE: 8.27 × 10− 9 ± 2.92 × 10− 9, 6.29 × 10− 9 ± 2.09 × 10− 9, respectively; P = 0.006, P = 0.004, respectively) (Table 3) significantly and positively affected hsa-miR-320a-3p levels in the human granulosa cells. The days of stimulation were negatively correlated with the relative expression of hsa-miR-320a-3p in the human granulosa cells (β ± SE: − 6.85 × 105 ± 3.42 × 105, P = 0.0466) (Table 3). The relative expression of hsa-miR-320a-3p in the human granulosa cells were not associated with BMI, basal LH, basal E2, AMH, AFC and total dose of gonadotropins (Table 3, P > 0.05).

The relative expression of hsa-miR-483-5p in the human granulosa cells were not associated with age, BMI, female baseline levels, AFC, days of stimulation, total dose of gonadotropins and ovarian stimulation protocol (Table 3, P > 0.05).

Table 3 Patients’ characteristics association with the hsa-miR-320a-3p and the hsa-miR-483-5p levels in granulosa cells from human follicular fluids

Discussion

In this study, our results indicated that hsa-miR-320a-3p and hsa-miR-483-5p expression levels in the human granulosa cells were negatively associated with good-quality embryos and live births. Moreover, hsa-miR-483-5p levels were negatively associated with blastulation. Further studies revealed that hsa-miR-320a-3p levels positively correlated with patient age and basal follicle stimulating hormone (FSH) levels.

Follicular fluid content can be used as a noninvasive marker to predict oocyte quality. In our study, we found that a significantly difference in normal fertilization rate those with high hsa-miR-320a-3p expression levels during IVF cycles. Further, multi-variable logistic regression analysis indicated that the high expression levels of hsa-miR-320a-3p and hsa-miR-483-5p in granulosa cells seemed to reduce the number of good-quality embryos and live births (P < 0.0001). Notably, patients with higher levels of hsa-miR-483-5p exhibited a decreasing trend in blastulation. These results suggested a negative effect of hsa-miR-320a-3p and hsa-miR-483-5p on oocyte development and pregnancy outcomes. Additionally, hsa-miR-320a-3p and hsa-miR-483-5p have been reported to plays important roles in inhibiting cell proliferation and migration [14,15,16]. These processes have been proven to affect oocyte development [17]. hsa-miR-320a-3p and hsa-miR-483-5p in granulosa cells may also acts as apoptosis factors and decrease oocyte development via a paracrine mechanism. Consequently, higher levels of hsa-miR-320a-3p and hsa-miR-483-5p in granulosa cells may reduce the developmental competency of oocytes.

Furthermore, our results suggested that hsa-miR-320a-3p expression is weakly and positively correlated with patient age (r2 = 0.209, P = 0.0033). Ansere et al. revealed that cellular senescence may contribute to ovarian aging, and the subsequent decline in ovarian follicular reserve [18]. In our study, the hsa-miR-320a-3p levels were positively associated with basal FSH levels (r2 = 0.257, P = 0.0003). It is a useful predictor of ovarian reserve [19, 20], indicating an association between hsa-miR-320a-3p and ovarian reserve function. However, no obviously relationship was observed between hsa-miR-320a-3p and AMH, AFC or BMI, which have also been reported to affect ovarian functions [21, 22]. These conflicting results may be due to several factors, such as the cause of infertility and ovarian stimulation protocols. The potential associations between hsa-miR-320a-3p and FSH may provide a new direction to predict ovarian reserve function.

Many positive regulatory indicators predict the ART outcomes in human granulosa cells, such as circRNA [23], AQP7 [24] and telomerase activity [25]. As negative regulatory indicators, hsa-miR-320a-3p and hsa-miR-483-5p, can be combined with positive regulatory indicators to make the prediction results more reliable.

Conclusion

The current study indicated that the expression levels of hsa-miR-320a-3p and hsa-miR-483-5p in granulosa cells are negatively associated with good-quality embryos and live births in women undergoing IVF/ICSI. Notably, patients with higher levels of hsa-miR-483-5p exhibited a decreasing trend in blastulation. These results suggest that hsa-miR-320a-3p and hsa-miR-483-5p could be used as potential indicators to predict the quality of embryos and live births.

Availability of data and materials

The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.

Abbreviations

IVF:

In vitro fertilization

ICSI:

Intracytoplasmic sperm injection

BMI:

Body mass index

FSH:

Follicle-stimulating hormone

LH:

Luteinizing hormone

E2:

17β-estradiol

AMH:

Anti-Mülerian hormone

hCG:

Human chorionic gonadotrophin

qRT-PCR:

Quantitative reverse transcription-polymerase chain reaction

References

  1. D.P. Bartel MicroRNAs: genomics, biogenesis, mechanism, and function. Cell. 2004. https://doi.org/10.1016/s0092-8674(04)00045-5.

  2. Kobayashi M, Sawada K, Nakamura K, et al. Exosomal miR-1290 is a potential biomarker of high-grade serous ovarian carcinoma and can discriminate patients from those with malignancies of other histological types. J Ovarian Res. 2018. https://doi.org/10.1186/s13048-018-0458-0.

  3. Weber JA, Baxter DH, Zhang S, et al. The microRNA spectrum in 12 body fluids. Clin Chem. 2010. https://doi.org/10.1373/clinchem.2010.147405.

  4. Sirotkin AV, Laukova M, Ovcharenko D, et al. Identification of microRNAs controlling human ovarian cell proliferation and apoptosis. J Cell Physiol. 2010. https://doi.org/10.1002/jcp.21999.

  5. Assou S, Al-edani T, Haouzi D, et al. MicroRNAs: new candidates for the regulation of the human cumulus-oocyte complex. Hum Reprod. 2013. https://doi.org/10.1093/humrep/det321.

  6. Xu YW, Wang B, Ding CH, et al. Differentially expressed micoRNAs in human oocytes. J Assist Reprod Genet. 2011. https://doi.org/10.1007/s10815-011-9590-0.

  7. Machtinger R, Rodosthenous RS, Adir M, et al. Extracellular microRNAs in follicular fluid and their potential association with oocyte fertilization and embryo quality: an exploratory study. J Assist Reprod Genet. 2017. https://doi.org/10.1007/s10815-017-0876-8.

  8. Zhao H, Wang L, Y. Wang circulating microRNAs as candidate biomarkers for the ovarian response during in vitro fertilization. Medicine (Baltimore). 2021. https://doi.org/10.1097/MD.0000000000024612.

  9. Rosenbluth EM, Shelton DN, Wells LM, et al. Human embryos secrete microRNAs into culture media--a potential biomarker for implantation. Fertil Steril. 2014. https://doi.org/10.1016/j.fertnstert.2014.01.058.

  10. Grondahl ML, Andersen CY, Bogstad J, et al. Specific genes are selectively expressed between cumulus and granulosa cells from individual human pre-ovulatory follicles. Mol Hum Reprod. 2012. https://doi.org/10.1093/molehr/gas035.

  11. Liu Y, Shen Q, Li H, et al. Cell-free mitochondrial DNA increases granulosa cell apoptosis and reduces aged oocyte blastocyst development in the mouse. Reprod Toxicol. 2020. https://doi.org/10.1016/j.reprotox.2020.10.012.

  12. M. Alpha Scientists in Reproductive and E.S.I.G.o. Embryology. The Istanbul consensus workshop on embryo assessment: proceedings of an expert meeting. Hum Reprod. 2011. https://doi.org/10.1093/humrep/der037.

  13. Liu Y, Shen Q, Zhao X, et al. Cell-free mitochondrial DNA in human follicular fluid: a promising bio-marker of blastocyst developmental potential in women undergoing assisted reproductive technology. Reprod Biol Endocrinol. 2019. https://doi.org/10.1186/s12958-019-0495-6.

  14. Liu Y, Shao G, Yang Z, et al. Interferon regulatory factor 6 correlates with the progression of non-small cell lung cancer and can be regulated by miR-320. J Pharm Pharmacol. 2021. https://doi.org/10.1093/jpp/rgab009.

  15. Ren J, Xu G, Sun H, et al. Inhibition of hsa-miR-483-5p improves the proliferation, invasion and inflammatory response of triple-negative breast cancer cells by targeting SOCS3. Exp Ther Med. 2021. https://doi.org/10.3892/etm.2021.10480.

  16. Wang X, Wang J, Huang G, et al. miR320a3P alleviates the epithelialmesenchymal transition of A549 cells by activation of STAT3/SMAD3 signaling in a pulmonary fibrosis model. Mol Med Rep. 2021. https://doi.org/10.3892/mmr.2021.11996.

  17. Tripathi A, Shrivastav TG, Chaube SK. An increase of granulosa cell apoptosis mediates aqueous neem (Azadirachta indica) leaf extract-induced oocyte apoptosis in rat. Int J Appl Basic Med Res. 2013. https://doi.org/10.4103/2229-516X.112238.

  18. Ansere VA, Ali-Mondal S, Sathiaseelan R, et al. Cellular hallmarks of aging emerge in the ovary prior to primordial follicle depletion. Mech Ageing Dev. 2021. https://doi.org/10.1016/j.mad.2020.111425.

  19. Broer SL, van Disseldorp J, Broeze KA, et al. Added value of ovarian reserve testing on patient characteristics in the prediction of ovarian response and ongoing pregnancy: an individual patient data approach. Hum Reprod Update. 2013. https://doi.org/10.1093/humupd/dms041.

  20. Broer SL, Dolleman M, van Disseldorp J, et al. Prediction of an excessive response in in vitro fertilization from patient characteristics and ovarian reserve tests and comparison in subgroups: an individual patient data meta-analysis. Fertil Steril. 2013. https://doi.org/10.1016/j.fertnstert.2013.04.024.

  21. Tal R, D.B. Seifer ovarian reserve testing: a user's guide. Am J Obstet Gynecol. 2017. https://doi.org/10.1016/j.ajog.2017.02.027.

  22. May-Panloup P, Boucret L, Chao de la Barca JM, et al. Ovarian ageing: the role of mitochondria in oocytes and follicles. Hum Reprod Update. 2016. https://doi.org/10.1093/humupd/dmw028.

  23. Cai H, Chang T, Li Y, et al. Circular DDX10 is associated with ovarian function and assisted reproductive technology outcomes through modulating the proliferation and steroidogenesis of granulosa cells. Aging (Albany NY). 2021. https://doi.org/10.18632/aging.202699.

  24. Lee HJ, Jee BC, Kim SK, et al. Expressions of aquaporin family in human luteinized granulosa cells and their correlations with IVF outcomes. Hum Reprod. 2016. https://doi.org/10.1093/humrep/dew006.

  25. Wang W, Chen H, Li R, et al. Telomerase activity is more significant for predicting the outcome of IVF treatment than telomere length in granulosa cells. Reproduction. 2014. https://doi.org/10.1530/REP-13-0223.

Download references

Acknowledgements

Thanks to institute of Center for Reproductive Medicine, Tongji Medical College, Huazhong University of Science and Technology for supplying our experimental samples. We would like to thank Editage (www.editage.com) for English language editing.

Funding

This work was supported by National Key Research and Development Program of China (2017YFC1002002) and the National Natural Science Foundation of China (NSFC 81871221).

Author information

Authors and Affiliations

Authors

Contributions

Y.L. carried out experimental work, conducted the statistical analysis and wrote the manuscript. Q.M. prepared samples and helped with experimental work. J.Y. and Q.S. prepared samples. M.Z. and J.L. collected granulosa cells samples. H.L. revised the manuscript. L.Z. and W.X. designed experiments, interpreted the data and revised the manuscript. All authors read and approved the manuscript.

Corresponding authors

Correspondence to Ling Zhang or Wenpei Xiang.

Ethics declarations

Ethics approval and consent to participate

This project was approved by the Ethics Committee of Reproductive Medicine Center, Tongji Medical College, Huazhong University of Science and Technology ([2020] Ethical Approval (007) Number) on October 16, 2020. Granulosa cells samples were collected with patients’ informed consent.

Consent for publication

Not applicable.

Competing interests

No interest.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Liu, Y., Mei, Q., Yang, J. et al. hsa-miR-320a-3p and hsa-miR-483-5p levels in human granulosa cells: promising bio-markers of live birth after IVF/ICSI. Reprod Biol Endocrinol 20, 160 (2022). https://doi.org/10.1186/s12958-022-01037-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1186/s12958-022-01037-7

Keywords