Skip to main content
PLOS One logoLink to PLOS One
. 2022 Aug 15;17(8):e0268328. doi: 10.1371/journal.pone.0268328

A comprehensive analysis of miRNA/isomiRs profile of hydrosalpinx patients with interventional ultrasound sclerotherapy

Zhengyi Cao 1,#, Bo Xu 2,#, Yan Wu 1, Kang Luan 1, Xin Du 1,*
Editor: Meijia Zhang3
PMCID: PMC9377599  PMID: 35969523

Abstract

Hydrosalpinx is a chronic inflammatory condition with high recurrence rate, and it is reported among female population having fallopian tubal factor infertility. Previously, we have reported that interventional ultrasound sclerotherapy improves endometrial receptivity and pregnancy rate with negligible adverse effects in patients suffering from hydrosalpinx. During present investigation, we have used next generation sequencing (NGS) to characterize the isomiR profiles from the endometrium of patients suffering from hydrosalpinx before and after interventional ultrasound sclerotherapy. Our results indicated that miRNA arm shift and switch remained unaffected when compared in patients before and after interventional ultrasound sclerotherapy. We observed that isomiRs with trimming at 3’ and isomiRs with canonical sequences were lower in post-treatment than in pre-treatment group. Gene ontology (GO) annotation and KEGG pathway analysis revealed that the expression of mature mir-30 was significantly lower in the pre-treatment as compared to post treatment group while the expression of mir-30 isomiR was 4.26-fold higher in pre-treatment when compared with the post-treatment group. These different expression patterns of mir-30 mature miRNA and mir-30 isomiRs in two groups are affecting the physiological function of the endometrium. Our results suggested that differential isomiR distribution in hydrosalpinx patients before and after treatment plays an important role in hydrosalpinx incidence and can help in designing novel strategy for the treatment of hydrosalpinx in female population.

Introduction

Hydrosalpinx refers to a pathological condition in which one or both fallopian tubes can be filled with a substantial amount of fluid, making them dilated and dysfunctional resulting in female infertility [1]. It has been documented that the presence of hydrosalpinx may affect embryo implantation and can reduce the endometrial receptivity during in vitro fertilization, thereby reducing the pregnancy rate by 50% and increasing the spontaneous abortion rate [25]. At present, salpingectomy and salpingoplasty are the most common invasive surgical treatments for patients with hydrosalpinx [6].

The aspiration of hydrosalpinx guided by transvaginal ultrasound is cheap, convenient, and non-invasive procedure that is in practice [7]. Previously, we had reported that ultrasound aspiration and sclerotherapy with 98% ethanol can improve the endometrial receptivity, reduce hydrosalpinx recurrence rate and improves the chances of successful in vitro fertilization and this treatment has no adverse effects on ovarian reserve [8,9].

Mature miRNA (miRNA) has an average length of 22 nucleotides, and they are responsible for the regulation of several important biological processes in cells during health as well as under pathological conditions. miRNAs are known to silence the target gene and to regulate the post-transcriptional gene expression through mRNA decay and translational repression [10]. Recently, miRNA is reported to be associated with hydrosalpinx-induced endometrial dysfunction [11,12]. miRNA isoforms (isomiRs) are the variants of miRNA that often differ from their corresponding reference mature sequences in stability and in some cases, they have distinct functions even from their close sequence relatives [13,14]. Formation of isomiRs is associated with modifications in precursor miRNAs that is usually done either by nucleotide addition and trimming at their 5’ or 3’ ends or by nucleotide modification at seed/out-seed regions by exoribonuclease and nucleotidyl-transferase [15]. The next-generation sequence (NGS) has revealed that these changes in miRNA and isomiRs that are generated as a result can affect the selection of target genes [16]. Keeping in view, the above-mentioned facts, in present investigation, we have used NGS to characterize isomiR profiles from endometrium of the patients suffering from hydrosalpinx before and after they underwent interventional ultrasound sclerotherapy in order to add in existing information about hydrosalpinx and to provide some novel isomiR profile related data that may lead to the development of novel strategies for the treatment of this common pathological condition in female population.

Materials & methods

Subjects and sample collection

In present study, three females suffering from hydrosalpinx were enrolled from 901st hospital of PLA Joint Logistic Support Force in Hefei (China) following their written informed consent. The samples were collected on July 25, July 29, and October 9 in 2019.The inclusion criteria were as follows: (1) all women were aged ws: years; (2) all women were undergoing their first attempt of IVF; (3) all women had normal ovulation and menstrual cycles; (4) baseline follicle-stimulating hormone < 12 mIU/L;(5) BMI < 28 Kg/m2. The exclusion criteria were severe endometriosis or fibroids, uterine anomaly, previous pelvic surgery, polycystic ovarian syndrome, smoking, alcohol or/and drug abuse. Hydrosalpinx was diagnosed via hysterosalpingography. All subjects received ultrasound sclerotherapy with 98% ethanol treatment. Ultrasound sclerotherapy was performed during the endometrial implantation window and endometrial scratching was performed for samples collecting.Endometrial samples were collected before and after treatment from each individual.

All the experimental procedures and protocols were approved by the Ethics Committees of the 901st hospital of PLA Joint Logistic Support Force (IRB No.: 901YY-2019-04).

RNA isolation, small RNA sequencing and q-pcr

Total RNA was isolated from the endometrium of the patients with Trizol (Invitrogen, USA) and this RNA was used for NGS for miRNA/isomiRs profile analysis. The extracted RNA from the endometrium of hydrosalpinx patients was equally pooled before treatment (mark as pre-treatment). Endometrium samples were collected in a similar fashion as mentioned above after ultrasound sclerotherapy with 98% ethanol and equally pooled (mark as post-treatment). The pooled samples were dispersed by 15% denaturing polyacrylamide gel electrophoresis. According to Illumina’s protocol, miRNA libraries were constructed, and miRNA sequencing was performed on the Illumina Hiseq 2000(Illumina. USA).

cDNA was synthesized using PrimeScript®RT Master Mix (Takara Bio, Japan) according to the manufacturer’s instructions. qPCR was performed in ABI 7500 real time PCR system (Applied Biosystems, USA) using SYBR®Premix Ex Taq II Kit (Takara Bio, Japan). Primers were designed to span the introns. The specificity of the primers was confirmed by melting curve and agarose electrophoresis. Expression of the BTG1 gene (5’ AGCGGATTGGACTGAGCAG, 5’ GGTGCTGTTTTGAGTGCTACC) was calculated using the 2-ΔΔCt method normalized to actin(5’ TGTTACCAACTGGGACGACA, 5’ GGGGTGTTGAAGGTCTCAAA).

Computational analysis of sequencing data

An online tool, DeAnnIso (https://mcg.ustc.edu.cn/bsc/deanniso/), was used to detect and annotate IsomiR from small RNA sequencing data [17]. Briefly, the numbers of all reads mapped to the reference sequence was calculated as total reads count. The number of unique reads mapped to the specific sequence was calculated as unique tags. RPM (reads per million) was calculated as (Nref / Ntotal) × 106. (Nrefthe number of reads mapped to the miRNA reference, Nall -a total number of reads mapped in the sample). Data generated was normalized to use RPM. miRanda (www.miRNA.org) was used to predict the targeted genes of isomiRs. The detail protocol for target gene prediction was same as in Zhang et al. (2016).

Results

3 patients with confirmed hydrosalpinx underwent interventional ultrasound sclerotherapy. All patients tolerated the procedure well without any infection or other clinical complications. At follow up, 2 weeks after the procedure, the hydrosalpinx fluid disappeared completely.

Overview of RNA sequencing data

A total of 33,968,492 raw reads from the pre-treatment group and 50,854,626 from the post-treatment group were recorded following NGS. Total mapped reads were 1,727,423 and 2,304,190 were mapped unique tags, respectively (Fig 1A). The majority of total reads had average size of 22 nucleotides, while the two groups had size variation that ranged between 18 to 36 nucleotides. The length of most unique tags had size range of 18–24 nucleotides. Longest unique tag had 18 nucleotides in pretreatment while it was 22 nucleotides long in post treatment group (Fig 1B). The mapped reads ratio distributed in each chromosome were also analyzed. We observed that majority of the observed reads were in chromosome 21, followed by chromosome 17 and 9 respectively (Fig 1C).

Fig 1. Overview of RNA sequencing data.

Fig 1

(A) Genome mapping results; (B) Length distribution of genome mapped reads; (C) Chromosome distribution of genome mapped reads.

Analysis of known miRNA family expression

The known miRNA expression profile in pre-treatment and post-treatment groups was represented as total reads count of each miRNA family. The 20 most abundant miRNA families that accounted for almost 90% of the known miRNAs are listed in Table 1. It is worth mentioning that miRNA family miR-21 and let-7 represented almost 30% of the total reads that is consistent with the previously reported regulatory function of these miRNAs in endometrium [18,19].

Table 1. The Expression profile of 20 most highly expressed miRNAs in human endometrium.

Statistics of miRNA family match results
Pre-treatment Post-treatment
Rank Name Reads Count Rank Name Reads Count
1 mir-21 3069746 1 let-7 5962108
2 let-7 2922238 2 mir-21 5158743
3 mir-199 1990485 3 mir-10 3265375
4 mir-10 1755165 4 mir-27 2869560
5 mir-143 1704443 5 mir-143 2809974
6 mir-148 1680797 6 mir-199 2641711
7 mir-27 1393546 7 mir-148 2505838
8 mir-30 1245184 8 mir-30 1832314
9 mir-26 714914 9 mir-26 1480242
10 mir-8 354585 10 mir-8 532156
11 mir-25 298343 11 mir-25 419967
12 mir-23 178495 12 mir-23 325297
13 mir-17 145602 13 mir-126 272410
14 mir-103 120175 14 mir-3074 233482
15 mir-146 120136 15 mir-451 229795
16 mir-126 117587 16 mir-28 177968
17 mir-3074 112641 17 mir-146 174413
18 mir-451 109527 18 mir-17 164898
19 mir-101 108585 19 mir-34 150474
20 mir-34 105381 20 mir-127 145788

Analysis of isomiRs identification and expression

We identified 2261 unique tags isomiRs in pre-treatment and 2635 unique tags isomiRs in post-treatment group. 60.51% of 5’ and 39.49% of 3’ of the miRNA precursors were found modified in pre-treatment group while 61.50% and 38.50% 5’ and 3’ of the miRNA precursors were modified in post-treatment group (Fig 2A). A similar percentage of arm processing was observed in two groups as we discussed for end modifications of miRNA indicating that there were no dramatic changes in miRNA arm shift and switch between the two groups.

Fig 2. isomiR identification and expression analysis.

Fig 2

(A) Percentage of mature miRNAs that are processed at 5’ or 3’ arms of the hairpin precursor; (B) Percentage of variants type with nucleotide addition/trimming at 5’ or 3’ ends; (C) Comparison of addition and trimming events between pre and post treatment groups.

Nucleotide addition/trimming at 5’ / 3’ ends was also analyzed and compared between the two groups (Fig 2B). Canonical sequences were most abundant, followed by isomiRs with addition at 3’end and trimming at 3’end (Fig 2C). We observed that isomiRs with trimming at 3’ and canonical sequences were less abundant in post-treatment than in pre-treatment group. For example, mir-223 and mir-506 isomiRs were lower in post-treatment group (S1 Table). Gene ontology (GO) annotation showed that the isomiRs with trimmed 3’ were not enriched in any biological process under investigation.

Internal modification at the seed region or out-seed region in miRNA may shift the seed sequence. Seed sequence modification with variations or shifting has been shown to have functional consequences as they can change the target genes of miRNA. Therefore, we focused our analysis on internal modification with seed shifting. In pre-treatment group, we observed that 39.33% modification on seed region and 60.67% modifications on out-seed region contributed to the seed shifting. While in post-treatment group, 51.37% of seed shifting was caused by modification on the out-seed region (Fig 3). It was further observed that normalized to total genome mapped reads count and the modification on the out-seed region was much higher in pre-treatment (RPM = 5760) than in post-treatment group (RPM = 4020). Considering internal modification in the out-seed region, a trend of difference between the two groups was observed (Fig 3).

Fig 3. Distribution of internal modification in isomiRs.

Fig 3

(A) Percentage of internal modification without seed shifting (B) Comparison of internal modification without seed shifting between pre-treatment and post treatment groups; (C) Percentage of internal modification with seed shifting; (D) Comparison internal modification with seed shifting between pre-treatment and post treatment groups.

We have also explored the expression of the isomiRs within the out-seed region modification and compared them between pre-treatment and post-treatment groups (S2 Table). Parameters were set to greater than 2-fold for expression and P value<0.05. The expression of mature mir-30 was significantly lower in the pre-treatment as compared to post treatment group (fold change = 0.4870, p < 0.001). However, the expression of mir-30 isomiR was 4.26-fold higher in pre-treatment when compared with post-treatment group (S2 Table). These different expression patterns of mir-30 mature miRNA and mir-30 isomiRs in two groups are affecting the physiological function of the endometrium. A scatter plot analysis was performed as well to report the different selection of Mir-30 isomiRs (Fig 4A). GO annotation and KEGG pathway analysis revealed that the miR-30 isomiRs is involved in regulating biological process (GO:0006552~leucine catabolic process;GO:0045475~locomotor rhythm;GO~0045603:positive regulation of endothelial cell differentiation) and molecular function (GO:0004177~aminopeptidase activity; GO:0004485~methylcrotonoyl-CoA carboxylase activity; GO:0017163~basal transcription repressor activity; GO:0070097~ delta-catenin binding) indicating that miR-30 isomiRs cluster plays a key role in endothelial cell differentiation by regulation of BTG1 (Table 2). We examined the expression of BTG1 mRNA level in endothelial tissue before and after treatment. Consistent with our predicted results, because of the negative regulation by mir-30 isomiRs, the expression of btg1 gene was significantly increased in the post-treatment group.

Fig 4. Scatter plot analysis showing target selection for mir-30 isomiRs.

Fig 4

(A)Red color presenting the target of isomiR sequence: TGTAAACATCCT-ACACTT. Green pots show the target of canonical sequence: TGTAAACAT-CCTACACTCTCAGC. (B) BTG1 mRNA expression level was significantly increased in the post-treatment group (Values are mean ± SEM; pair t-test **p < 0.01).

Table 2. Predicted targets of mir-30 isomiRs by gene ontology analysis.

GO number GO biological process Target genes Enrichment fold P value
biological process
GO:0006552 leucine catabolic process MCCC2 155.9222222 0.00654
GO:0045475 locomotor rhythm NPAS2 103.9481481 0.00980
GO:0045603 positive regulation of endothelial cell differentiation BTG1 311.8444444 0.00327
molecular function
GO:0004177 aminopeptidase activity DPP8 ENPEP 18.20848485 0.00572
GO:0004485 methylcrotonoyl-CoA carboxylase activity MCCC2 136.5636364 0.00744
GO:0017163 basal transcription repressor activity MDM2 136.5636364 0.00744
GO:0070097 delta-catenin binding PTPRT 136.5636364 0.00744

Discussion

Hydrosalpinx is a pathological condition that affects female fertility either by affecting the endometrium of the mother or by affecting the embryo. Hydrosalpinx is a fluid secreted by epithelial cells and blood plasma and it is supposed to reduce the endometrial receptivity by causing inflammation to it. Hydrosalpinx is also known to affect the process of egg-sperm union and embryo implantation during in vitro fertilization [4,20]. However, the molecular mechanism of hydrosalpinx is still unclear. Recently, it was reported that miRNA are plays important role in endometrial receptivity. miRNA is a type of endogenous small RNA that plays a variety of important roles in a cell as they target multiple genes and regulate their functions [21,22]. miRNA. is produced from a single-stranded RNA precursor with a hairpin structure of about 70–90 bases in size after being processed by Dicer enzyme [23,24]. Recently, NGS has revealed isomiRs, that refer to be the variants of mature miRNA, can arise from the same RNA precursor. The isomiRs can regulate different target genes than miRNAs that increased the diversity and complexity of the reactions regulated by miRNA [14].

In present study, next-generation sequencing technology was used to screen for the differential expression of isomiRs in the human endometrial sample. Our results suggested that the isomiRs expression profiles varied significantly in patients suffering from hydrosalpinx following sclerotherapy with 98% ethanol treatment. IsomiRs sequences were different from the mature miRNA sequences at 5’or 3’ addition/trimming or seed sequence region. It is an established fact that preferential expression of 3′ or 5′ of mature miRNA arm are highly dynamic process that affect its action [25]. Our results showed that the percentage of miRNA precursors that were processed from their 5’ or 3’ arm was almost same in both pre- and post-treatment groups (Fig 2). isomiRs trimmed at 3’end and with canonical sequences were lower in post-treatment group. Go annotation analysis revealed that the trimmed 3’ isomiRs were not enriched on differential target selection and on consequent biological process. These observations are indicating that the isomiRs with seed-shifting should be considered in cases where normal endometrium functions are compromised. Modification in the seed region implied changes in regulatory target genes., when the change in the out-seed region represents the change in regulatory strength. In this study, comparison of internal modification with seed shifting between pre-treatment and post-treatment revealed that the out-seed region was modified more in pre-treatment group. These modifications that occur in the outseed region lead to seed shifting. This implies that miRNA-regulated target genes also changed. Then these target gene alterations may be the reason for the occurrence of hydrosalpinx and the impact of IVF clinical outcome.

We found that expression of mir-30 isomiRs was significantly different when compared between pre- and post-treatment groups and this isomiR is associated with endothelial cell differentiation. We found that the expression of mature mir-30 was lower in the pre-treatment group, however the isomiRs mir-30 were highly enriched in the pre-treatment. It has been previously reported that miRNA-30 deficiency can affect endometrial receptivity and endometrium function. [2628]. So the reduced expression of mature mir-30 in pre-treatment group may be the reason for the bad clinical outcome of IVF due to poor endometrial receptivity in hydrosalpinx patient.

the isomiRs mir-30 were highly enriched in the pre-treatment group. We identified the genes and biological process that could potentially be targeted by mir-30 isomirs using GO annotation and KEGG pathway analysis. GO annotation for the predicted genes of miRNAs pointed mir-30 isomiRs may affect GO:0045603: positive regulation of endothelial cell differentiation by regulation of Btg1 (p value = 0.0032).As known, the endothelial cells was contributed to the development and physiological function of the endometrium [29,30]. To verify this prediction, we examined the mRNA expression of BTG1 gene in endothelial tissues before and after treatment. The mRNA level of BTG1 gene was decreased in the pre-treatment group, which demonstrated the negative regulatory effect of mir-30 isomirs on BTG1 gene expression. The BTG1 gene is closely related to endothelial cell differentiation. This observation can be a partial explanation that how sclerotherapy is effective in treatment of hydrosalpinx. After sclerotherapy, mir-30 isomirs expression was reduced, resulting in elevated BTG1 expression, which promoted endothelial cell differentiation and repaired endothelial cell damage caused by hydrosalpinx. There are already some reports regarding the role of isomiRs in hydrosalpinx. It has been reported that miR-133b promotes HOXA10 gene expression via target SGK1 to attenuate the hydrosalpinx-induced impairment of embryo attachment in vitro [31].

Conclusions

In conclusion, for the first time, we are reporting endometrium miRNA/isomiRs expression profiles of hydrosalpinx patients before and after interventional ultrasound sclerotherapy. mature mir-30 played a critical role in regulating the receptivity of the endometrium. In contrast, mir-30 isomiRs exerts a regulatory effect by affecting more new target genes The GO annotation and KEGG pathway analysis for the predicted miRNA targets demonstrate that mir-30 isomiRs is involved in endothelial cell differentiation by BTG1. This data will facilitate the understanding of the mechanism of hydrosalpinx and in explaining that how sclerotherapy applies its positive effects in IVF outcome, and this data will help in developing novel strategies for the treatment of patients suffering hydrosalpinx.

Supporting information

S1 Table. Expression of the isomiRs with Trim 3’ modification between pre-treatment and post-treatment.

(XLSX)

S2 Table. Expression of the isomiRs with the out-seed region modification between pre-treatment and post-treatment.

(XLSX)

Data Availability

Submit repository link to data: 10.5281/zenodo.4936797.

Funding Statement

The present work was supported by the National Natural Science Foundation of Anhui Province (1808085QH240) and Key Project of Medical and Health Program of PLA (15DX009).

References

  • 1.Ajonuma LC, Ng EH, Chan HC. New insights into the mechanisms underlying hydrosalpinx fluid formation and its adverse effect on IVF outcome. Hum Reprod Update. 2002;8(3):255–64. doi: 10.1093/humupd/8.3.255 [DOI] [PubMed] [Google Scholar]
  • 2.Harb H, Al-Rshoud F, Karunakaran B, Gallos ID, Coomarasamy A. Hydrosalpinx and pregnancy loss: a systematic review and meta-analysis. Reprod Biomed Online. 2019;38(3):427–41. doi: 10.1016/j.rbmo.2018.12.020 [DOI] [PubMed] [Google Scholar]
  • 3.Ozmen B, Diedrich K, Al-Hasani S. Hydrosalpinx and IVF: assessment of treatments implemented prior to IVF. Reprod Biomed Online. 2007;14(2):235–41. doi: 10.1016/s1472-6483(10)60792-4 [DOI] [PubMed] [Google Scholar]
  • 4.Xu B, Zhang Q, Zhao J, Wang Y, Xu D, Li Y. Pregnancy outcome of in vitro fertilization after Essure and laparoscopic management of hydrosalpinx: a systematic review and meta-analysis. Fertil Steril. 2017;108(1):84–95 e5. doi: 10.1016/j.fertnstert.2017.05.005 [DOI] [PubMed] [Google Scholar]
  • 5.Zeyneloglu HB, Arici A, Olive DL. Adverse effects of hydrosalpinx on pregnancy rates after in vitro fertilization-embryo transfer. Fertil Steril. 1998;70(3):492–9. doi: 10.1016/s0015-0282(98)00200-3 [DOI] [PubMed] [Google Scholar]
  • 6.Johnson N, van Voorst S, Sowter MC, Strandell A, Mol BW. Surgical treatment for tubal disease in women due to undergo in vitro fertilisation. Cochrane Database Syst Rev. 2010(1):CD002125. doi: 10.1002/14651858.CD002125.pub3 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 7.Hammadieh N, Coomarasamy A, Ola B, Papaioannou S, Afnan M, Sharif K. Ultrasound-guided hydrosalpinx aspiration during oocyte collection improves pregnancy outcome in IVF: a randomized controlled trial. Hum Reprod. 2008;23(5):1113–7. doi: 10.1093/humrep/den071 [DOI] [PubMed] [Google Scholar]
  • 8.Song XM, Jiang H, Zhang WX, Zhou Y, Ni F, Wang XM. Ultrasound sclerotherapy pretreatment could obtain a similar effect to surgical intervention on improving the outcomes of in vitro fertilization for patients with hydrosalpinx. J Obstet Gynaecol Res. 2017;43(1):122–7. doi: 10.1111/jog.13152 [DOI] [PubMed] [Google Scholar]
  • 9.Zhang WX, Jiang H, Wang XM, Wang L. Pregnancy and perinatal outcomes of interventional ultrasound sclerotherapy with 98% ethanol on women with hydrosalpinx before in vitro fertilization and embryo transfer. Am J Obstet Gynecol. 2014;210(3):250 e1-5. doi: 10.1016/j.ajog.2013.11.024 [DOI] [PubMed] [Google Scholar]
  • 10.Pasquinelli AE. MicroRNAs and their targets: recognition, regulation and an emerging reciprocal relationship. Nat Rev Genet. 2012;13(4):271–82. doi: 10.1038/nrg3162 [DOI] [PubMed] [Google Scholar]
  • 11.Revel A, Achache H, Stevens J, Smith Y, Reich R. MicroRNAs are associated with human embryo implantation defects. Hum Reprod. 2011;26(10):2830–40. doi: 10.1093/humrep/der255 [DOI] [PubMed] [Google Scholar]
  • 12.Wang Q, Ai H, Li X, Tian H, Ning B, Zhang M, et al. Association of miRNA-145 with the occurrence and prognosis of hydrosalpinx-induced defective endometrial receptivity. Bosn J Basic Med Sci. 2020. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 13.Ameres SL, Zamore PD. Diversifying microRNA sequence and function. Nat Rev Mol Cell Biol. 2013;14(8):475–88. doi: 10.1038/nrm3611 [DOI] [PubMed] [Google Scholar]
  • 14.Morin RD, O’Connor MD, Griffith M, Kuchenbauer F, Delaney A, Prabhu AL, et al. Application of massively parallel sequencing to microRNA profiling and discovery in human embryonic stem cells. Genome Res. 2008;18(4):610–21. doi: 10.1101/gr.7179508 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15.Cloonan N, Wani S, Xu Q, Gu J, Lea K, Heater S, et al. MicroRNAs and their isomiRs function cooperatively to target common biological pathways. Genome Biol. 2011;12(12):R126. doi: 10.1186/gb-2011-12-12-r126 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 16.Neilsen CT, Goodall GJ, Bracken CP. IsomiRs—the overlooked repertoire in the dynamic microRNAome. Trends Genet. 2012;28(11):544–9. doi: 10.1016/j.tig.2012.07.005 [DOI] [PubMed] [Google Scholar]
  • 17.Zhang Y, Zang Q, Zhang H, Ban R, Yang Y, Iqbal F, et al. DeAnnIso: a tool for online detection and annotation of isomiRs from small RNA sequencing data. Nucleic Acids Res. 2016;44(W1):W166–75. doi: 10.1093/nar/gkw427 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 18.Inyawilert W, Fu TY, Lin CT, Tang PC. Let-7-mediated suppression of mucin 1 expression in the mouse uterus during embryo implantation. J Reprod Dev. 2015;61(2):138–44. doi: 10.1262/jrd.2014-106 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 19.Qin X, Yan L, Zhao X, Li C, Fu Y. microRNA-21 overexpression contributes to cell proliferation by targeting PTEN in endometrioid endometrial cancer. Oncol Lett. 2012;4(6):1290–6. doi: 10.3892/ol.2012.896 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 20.Strandell A, Lindhard A. Why does hydrosalpinx reduce fertility? The importance of hydrosalpinx fluid. Hum Reprod. 2002;17(5):1141–5. doi: 10.1093/humrep/17.5.1141 [DOI] [PubMed] [Google Scholar]
  • 21.Ambros V. The functions of animal microRNAs. Nature. 2004;431(7006):350–5. doi: 10.1038/nature02871 [DOI] [PubMed] [Google Scholar]
  • 22.Bartel DP. MicroRNAs: genomics, biogenesis, mechanism, and function. Cell. 2004;116(2):281–97. doi: 10.1016/s0092-8674(04)00045-5 [DOI] [PubMed] [Google Scholar]
  • 23.Bartel DP. MicroRNAs: target recognition and regulatory functions. Cell. 2009;136(2):215–33. doi: 10.1016/j.cell.2009.01.002 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 24.Fabian MR, Sonenberg N, Filipowicz W. Regulation of mRNA translation and stability by microRNAs. Annu Rev Biochem. 2010;79:351–79. doi: 10.1146/annurev-biochem-060308-103103 [DOI] [PubMed] [Google Scholar]
  • 25.Kern F, Amand J, Senatorov I, Isakova A, Backes C, Meese E, et al. miRSwitch: detecting microRNA arm shift and switch events. Nucleic Acids Res. 2020;48(W1):W268–W74. doi: 10.1093/nar/gkaa323 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26.Balaguer N, Moreno I, Herrero M, Gonzalez-Monfort M, Vilella F, Simon C. MicroRNA-30d deficiency during preconception affects endometrial receptivity by decreasing implantation rates and impairing fetal growth. Am J Obstet Gynecol. 2019;221(1):46 e1–e16. doi: 10.1016/j.ajog.2019.02.047 [DOI] [PubMed] [Google Scholar]
  • 27.Shah KM, Webber J, Carzaniga R, Taylor DM, Fusi L, Clayton A, et al. Induction of microRNA resistance and secretion in differentiating human endometrial stromal cells. J Mol Cell Biol. 2013;5(1):67–70. doi: 10.1093/jmcb/mjs058 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 28.Yeruva L, Myers GS, Spencer N, Creasy HH, Adams NE, Maurelli AT, et al. Early microRNA expression profile as a prognostic biomarker for the development of pelvic inflammatory disease in a mouse model of chlamydial genital infection. mBio. 2014;5(3):e01241–14. doi: 10.1128/mBio.01241-14 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 29.Gnecco JS, Pensabene V, Li DJ, Ding T, Hui EE, Bruner-Tran KL, et al. Compartmentalized Culture of Perivascular Stroma and Endothelial Cells in a Microfluidic Model of the Human Endometrium. Ann Biomed Eng. 2017;45(7):1758–69. doi: 10.1007/s10439-017-1797-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 30.Lam PM, Haines C. Vascular endothelial growth factor plays more than an angiogenic role in the female reproductive system. Fertil Steril. 2005;84(6):1775–8. doi: 10.1016/j.fertnstert.2005.05.059 [DOI] [PubMed] [Google Scholar]
  • 31.Kong C, Sun L, Zhang M, Ding L, Zhang Q, Cheng X, et al. miR-133b Reverses the Hydrosalpinx-induced Impairment of Embryo Attachment Through Down-regulation of SGK1. J Clin Endocrinol Metab. 2016;101(4):1478–89. doi: 10.1210/jc.2015-1588 [DOI] [PubMed] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

S1 Table. Expression of the isomiRs with Trim 3’ modification between pre-treatment and post-treatment.

(XLSX)

S2 Table. Expression of the isomiRs with the out-seed region modification between pre-treatment and post-treatment.

(XLSX)

Data Availability Statement

Submit repository link to data: 10.5281/zenodo.4936797.


Articles from PLoS ONE are provided here courtesy of PLOS

RESOURCES