Evidence map›Paper›PMID 36029522›Full record

ArticleHuman reproduction (Oxford, England)2022

microRNA-based signatures obtained from endometrial fluid identify implantative endometrium.

Jone Ibañez-Perez, María Díaz-Nuñez, Marc Clos-García, Lucía Lainz, María Iglesias, Miren Díez-Zapirain, Aintzane Rabanal, Laura Bárcena, Monika González, Juan J Lozano and 7 more

Open access · bronzeAbstract read
In one paragraph

Article in Human reproduction (Oxford, England), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.

0numbers the graph read from it
0cells of the map it votes in
25citing papers in PubMed
4.3field-weighted citation impact, top 4% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

25 citing papers in PubMed, 38 citations in OpenAlex.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

17 authors at 5 institutions in 2 countries.

Jone Ibañez-PerezHuman Reproduction Unit, Cruces University Hospital, University of the Basque Country (UPV/EHU), Barakaldo, Spain.ORCID 0000-0002-2993-2042
María Díaz-NuñezHuman Reproduction Unit, Cruces University Hospital, University of the Basque Country (UPV/EHU), Barakaldo, Spain.ORCID 0000-0001-9661-715X
Marc Clos-GarcíaNovo Nordisk Foundation Center for Basic Metabolic Research (CBMR), Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
Lucía LainzHuman Reproduction Unit, Cruces University Hospital, University of the Basque Country (UPV/EHU), Barakaldo, Spain.
María IglesiasHuman Reproduction Unit, Cruces University Hospital, University of the Basque Country (UPV/EHU), Barakaldo, Spain.
Miren Díez-ZapirainHuman Reproduction Unit, Cruces University Hospital, University of the Basque Country (UPV/EHU), Barakaldo, Spain.
Aintzane RabanalHuman Reproduction Unit, Cruces University Hospital, University of the Basque Country (UPV/EHU), Barakaldo, Spain.
Laura BárcenaGenome Analysis Platform, CIC bioGUNE-BRTA, Derio, Spain.
Monika GonzálezGenome Analysis Platform, CIC bioGUNE-BRTA, Derio, Spain.
Juan J LozanoBioinformatics Platform, Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain.
Urko M MarigortaIntegrative Genomics Lab, CIC bioGUNE-BRTA, Derio, Spain.
Esperanza GonzálezExosomes Laboratory, CIC bioGUNE-BRTA, Derio, Spain.
Félix RoyoExosomes Laboratory, CIC bioGUNE-BRTA, Derio, Spain.
Ana M AransayGenome Analysis Platform, CIC bioGUNE-BRTA, Derio, Spain.
Nerea SubiranInnovation in Assisted Reproduction Group, Biocruces Bizkaia Health Research Institute, Cruces University Hospital, Barakaldo, Spain.ORCID 0000-0001-9202-1287
Roberto MatorrasHuman Reproduction Unit, Cruces University Hospital, University of the Basque Country (UPV/EHU), Barakaldo, Spain.ORCID 0000-0002-4279-6823
Juan Manuel Falcón-PérezExosomes Laboratory, CIC bioGUNE-BRTA, Derio, Spain.ORCID 0000-0003-3133-0670
University of the Basque Country · ESCIC bioGUNE · ESIkerbasque · ESCentro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas · ESUniversity of Copenhagen · DK

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

study questionIs it possible to use free and extracellular vesicle-associated microRNAs (miRNAs) from human endometrial fluid (EF) samples as non-invasive biomarkers for implantative endometrium? SUMMARY ANSWER: The free and extracellular vesicle-associated miRNAs can be used to detect implantative endometrium in a non-invasive manner. WHAT IS KNOWN ALREADY: miRNAs and extracellular vesicles (EVs) from EF have been described as mediators of the embryo-endometrium crosstalk. Therefore, the analysis of miRNA from this fluid could become a non-invasive technique for recognizing implantative endometrium. This analysis could potentially help improve the implantation rates in ART. STUDY DESIGN, SIZE, DURATION: In this prospective study, we first optimized different protocols for EVs and miRNA analyses using the EF of a setup cohort (n = 72). Then, we examined differentially expressed miRNAs in the EF of women with successful embryo implantation (discovery cohort n = 15/validation cohort n = 30) in comparison with those for whom the implantation had failed (discovery cohort n = 15/validation cohort n = 30). Successful embryo implantation was considered when pregnancy was confirmed by vaginal ultrasound showing a gestational sac 4 weeks after embryo transfer (ET). PARTICIPANTS/MATERIALS, SETTING,

methodsThe EF of the setup cohort was obtained before starting fertility treatment during the natural cycle, 16-21 days after the beginning of menstruation. For the discovery and validation cohorts, the EF was collected from women undergoing frozen ET on Day 5, and the samples were collected immediately before ET. In this study, we compared five different methods; two of them based on direct extraction of RNA and the other three with an EV enrichment step before the RNA extraction. Small RNA sequencing was performed to determine the most efficient method and find a predictive model differentiating between implantative and non-implantative endometrium. The models were confirmed using quantitative PCR in two sets of samples (discovery and validation cohorts) with different implantation outcomes. MAIN RESULTS AND THE ROLE OF CHANCE: The protocols using EV enrichment detected more miRNAs than the methods based on direct RNA extraction. The two most efficient protocols (using polymer-based precipitation (PBP): PBP-M and PBP-N) were used to obtain two predictive models (based on three miRNAs) allowing us to distinguish between an implantative and non-implantative endometrium. The first Model 1 (PBP-M) (discovery: AUC = 0.93; P-value = 0.003; validation: AUC = 0.69; P-value = 0.019) used hsa-miR-200b-3p, hsa-miR-24-3p and hsa-miR-148b-3p. Model 2 (PBP-N) (discovery: AUC = 0.92; P-value = 0.0002; validation: AUC = 0.78; P-value = 0.0002) used hsa-miR-200b-3p, hsa-miR-24-3p and hsa-miR-99b-5p. Functional analysis of these miRNAs showed strong association with key implantation processes such as in utero embryonic development or transforming growth factor-beta signaling. LARGE SCALE DATA: The FASTQ data are available in the GEO database (access number GSE178917). LIMITATIONS, REASONS FOR CAUTION: One important factor to consider is the inherent variability among the women involved in the trial and among the transferred embryos. The embryos were pre-selected based on morphology, but neither genetic nor molecular studies were conducted, which would have improved the accuracy of our tests. In addition, a limitation in miRNA library construction is the low amount of input RNA. WIDER IMPLICATIONS OF THE

findingsWe describe new non-invasive protocols to analyze miRNAs from small volumes of EF. These protocols could be implemented in clinical practice to assess the status of the endometrium before attempting ET. Such evaluation could help to avoid the loss of embryos transferred to a non-implantative endometrium. STUDY FUNDING/COMPETING INTEREST(S): J.I.-P. was supported by a predoctoral grant from the Basque Government (PRE_2017_0204). This study was partially funded by the Grant for Fertility Innovation (GFI, 2011) from Merck (Darmstadt, Germany). It was also supported by the Spanish Ministry of Economy and Competitiveness MINECO within the National Plan RTI2018-094969-B-I00, the European Union's Horizon 2020 research and innovation program (860303), the Severo Ochoa Centre of Excellence Innovative Research Grant (SEV-2016-0644) and the Instituto de Salud Carlos III (PI20/01131). The funding entities did not play any role in the study design, collection, analysis and interpretation of data, writing of the report or the decision to submit the article for publication. The authors declare no competing interests.

Indexed as

EndometriumMicroRNAsBiomarkersFemaleHumansPolymersPregnancyProspective StudiesTransforming Growth FactorsBiomarkersMicroRNAsPolymersTransforming Growth Factorsembryo implantationendometrial fluidextracellular vesiclesimplantative endometriumimplantative IVF cyclesIVFmicroRNAsnon-implantative endometriumnon-implantative IVF cyclenon-invasive biomarkers

Identifiers

PMID36029522
PMCPMC9527456
OpenAlexW4293359967

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.