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1.
Hum Reprod ; 39(4): 698-708, 2024 Apr 03.
Artículo en Inglés | MEDLINE | ID: mdl-38396213

RESUMEN

STUDY QUESTION: Can the BlastAssist deep learning pipeline perform comparably to or outperform human experts and embryologists at measuring interpretable, clinically relevant features of human embryos in IVF? SUMMARY ANSWER: The BlastAssist pipeline can measure a comprehensive set of interpretable features of human embryos and either outperform or perform comparably to embryologists and human experts in measuring these features. WHAT IS KNOWN ALREADY: Some studies have applied deep learning and developed 'black-box' algorithms to predict embryo viability directly from microscope images and videos but these lack interpretability and generalizability. Other studies have developed deep learning networks to measure individual features of embryos but fail to conduct careful comparisons to embryologists' performance, which are fundamental to demonstrate the network's effectiveness. STUDY DESIGN, SIZE, DURATION: We applied the BlastAssist pipeline to 67 043 973 images (32 939 embryos) recorded in the IVF lab from 2012 to 2017 in Tel Aviv Sourasky Medical Center. We first compared the pipeline measurements of individual images/embryos to manual measurements by human experts for sets of features, including: (i) fertilization status (n = 207 embryos), (ii) cell symmetry (n = 109 embryos), (iii) degree of fragmentation (n = 6664 images), and (iv) developmental timing (n = 21 036 images). We then conducted detailed comparisons between pipeline outputs and annotations made by embryologists during routine treatments for features, including: (i) fertilization status (n = 18 922 embryos), (ii) pronuclei (PN) fade time (n = 13 781 embryos), (iii) degree of fragmentation on Day 2 (n = 11 582 embryos), and (iv) time of blastulation (n = 3266 embryos). In addition, we compared the pipeline outputs to the implantation results of 723 single embryo transfer (SET) cycles, and to the live birth results of 3421 embryos transferred in 1801 cycles. PARTICIPANTS/MATERIALS, SETTING, METHODS: In addition to EmbryoScope™ image data, manual embryo grading and annotations, and electronic health record (EHR) data on treatment outcomes were also included. We integrated the deep learning networks we developed for individual features to construct the BlastAssist pipeline. Pearson's χ2 test was used to evaluate the statistical independence of individual features and implantation success. Bayesian statistics was used to evaluate the association of the probability of an embryo resulting in live birth to BlastAssist inputs. MAIN RESULTS AND THE ROLE OF CHANCE: The BlastAssist pipeline integrates five deep learning networks and measures comprehensive, interpretable, and quantitative features in clinical IVF. The pipeline performs similarly or better than manual measurements. For fertilization status, the network performs with very good parameters of specificity and sensitivity (area under the receiver operating characteristics (AUROC) 0.84-0.94). For symmetry score, the pipeline performs comparably to the human expert at both 2-cell (r = 0.71 ± 0.06) and 4-cell stages (r = 0.77 ± 0.07). For degree of fragmentation, the pipeline (acc = 69.4%) slightly under-performs compared to human experts (acc = 73.8%). For developmental timing, the pipeline (acc = 90.0%) performs similarly to human experts (acc = 91.4%). There is also strong agreement between pipeline outputs and annotations made by embryologists during routine treatments. For fertilization status, the pipeline and embryologists strongly agree (acc = 79.6%), and there is strong correlation between the two measurements (r = 0.683). For degree of fragmentation, the pipeline and embryologists mostly agree (acc = 55.4%), and there is also strong correlation between the two measurements (r = 0.648). For both PN fade time (r = 0.787) and time of blastulation (r = 0.887), there's strong correlation between the pipeline and embryologists. For SET cycles, 2-cell time (P < 0.01) and 2-cell symmetry (P < 0.03) are significantly correlated with implantation success rate, while other features showed correlations with implantation success without statistical significance. In addition, 2-cell time (P < 5 × 10-11), PN fade time (P < 5 × 10-10), degree of fragmentation on Day 3 (P < 5 × 10-4), and 2-cell symmetry (P < 5 × 10-3) showed statistically significant correlation with the probability of the transferred embryo resulting in live birth. LIMITATIONS, REASONS FOR CAUTION: We have not tested the BlastAssist pipeline on data from other clinics or other time-lapse microscopy (TLM) systems. The association study we conducted with live birth results do not take into account confounding variables, which will be necessary to construct an embryo selection algorithm. Randomized controlled trials (RCT) will be necessary to determine whether the pipeline can improve success rates in clinical IVF. WIDER IMPLICATIONS OF THE FINDINGS: BlastAssist provides a comprehensive and holistic means of evaluating human embryos. Instead of using a black-box algorithm, BlastAssist outputs meaningful measurements of embryos that can be interpreted and corroborated by embryologists, which is crucial in clinical decision making. Furthermore, the unprecedentedly large dataset generated by BlastAssist measurements can be used as a powerful resource for further research in human embryology and IVF. STUDY FUNDING/COMPETING INTEREST(S): This work was supported by Harvard Quantitative Biology Initiative, the NSF-Simons Center for Mathematical and Statistical Analysis of Biology at Harvard (award number 1764269), the National Institute of Heath (award number R01HD104969), the Perelson Fund, and the Sagol fund for embryos and stem cells as part of the Sagol Network. The authors declare no competing interests. TRIAL REGISTRATION NUMBER: Not applicable.


Asunto(s)
Aprendizaje Profundo , Embarazo , Femenino , Humanos , Implantación del Embrión , Transferencia de un Solo Embrión/métodos , Blastocisto , Nacimiento Vivo , Fertilización In Vitro , Estudios Retrospectivos
2.
Reprod Biol Endocrinol ; 22(1): 61, 2024 May 23.
Artículo en Inglés | MEDLINE | ID: mdl-38783347

RESUMEN

BACKGROUND: Prospective observational studies have demonstrated that the machine learning (ML) -guided noninvasive chromosome screening (NICS) grading system, which we called the noninvasive chromosome screening-artificial intelligence (NICS-AI) grading system, can be used embryo selection. The current prospective interventional clinical study was conducted to investigate whether this NICS-AI grading system can be used as a powerful tool for embryo selection. METHODS: Patients who visited our centre between October 2018 and December 2021 were recruited. Grade A and B embryos with a high probability of euploidy were transferred in the NICS group. The patients in the control group selected the embryos according to the traditional morphological grading. Finally, 90 patients in the NICS group and 161 patients in the control group were compared statistically for their clinical outcomes. RESULTS: In the NICS group, the clinical pregnancy rate (70.0% vs. 54.0%, p < 0.001), the ongoing pregnancy rate (58.9% vs. 44.7%, p = 0.001), and the live birth rate (56.7% vs. 42.9%, p = 0.001) were significantly higher than those of the control group. When the female was ≥ 35 years old, the clinical pregnancy rate (67.7% vs. 32.1%, p < 0.001), ongoing pregnancy rate (56.5% vs. 25.0%, p = 0.001), and live birth rate (54.8% vs. 25.0%, p = 0.001) in the NICS group were significantly higher than those of the control group. Regardless of whether the patients had a previous record of early spontaneous abortion or not, the live birth rate of the NICS group was higher than that of the control group (61.0% vs. 46.9%; 57.9% vs. 34.8%; 33.3% vs. 0%) but the differences were not statistically significant. CONCLUSIONS: NICS-AI was able to improve embryo utilisation rate, and the live birth rate, especially for those ≥ 35 years old, with transfer of Grade A embryos being preferred, followed by Grade B embryos. NICS-AI can be used as an effective tool for embryo selection in the future.


Asunto(s)
Aprendizaje Automático , Índice de Embarazo , Humanos , Femenino , Embarazo , Adulto , Estudios Prospectivos , Transferencia de un Solo Embrión/métodos , Diagnóstico Preimplantación/métodos , Transferencia de Embrión/métodos , Infertilidad Femenina/terapia , Infertilidad Femenina/genética , Infertilidad Femenina/diagnóstico , Resultado del Tratamiento , Infertilidad/terapia , Infertilidad/diagnóstico , Infertilidad/genética
3.
BMC Pregnancy Childbirth ; 24(1): 339, 2024 May 03.
Artículo en Inglés | MEDLINE | ID: mdl-38702596

RESUMEN

OBJECTIVE: This study aimed to compare the per OPU clinical outcomes for transfer of Day 3 double cleavage-stage embryos (DET) and Day 5 single blastocyst-stage (SBT) in patients with five or fewer good quality embryos on day 3 per occyte pick-up cycle (OPU) in antagonist cycles with consideration of blastocyst formation failure. METHODS: This was a retrospective, observational cohort study of 2,116 cases of OPU treated with antagonist protocol in the affiliated Chenggong Hospital of Xiamen University between January 2013 and December 2020. DET was performed in 1,811cycles and SBT was performed in 305 cycles. The DET group was matched to the SBT group by propensity score (PS) matching according to multiple maternal baseline covariates. After PS matching, there were 303 ET cycles in each group. The primary outcomes were the cumulative live birth rate (CLBR), cumulative multiple pregnancy rate(CMPR)per OPU and the number of ET to achieve live birth per OPU. Secondary outcomes were the percentage of clinical pregnancy(CPR), live birth rate(LBR), multiple pregnancy rate(MPR). RESULTS: Following PS mating, the CLBR was slightly higher (48.8% versus 40.3% ; P = 0.041) and the CMPR was significantly higher in the DET group compared to SBT group(44.2% versus 7.9%, P < 0.001). The CPR, LBR and MPR per fresh transfer were higher in DET group compared to SBT group(50.2% versus 28.7%; 41.3% versus 21.5%;29.6% versus 0%, P < 0.001). The number of ET to achieve live birth per OPU in SBT group was obiviously more than in DET group(1.48 ± 0.578 versus 1.22 ± 0.557 ,P < 0.001). CONCLUSION: With a marginal difference cumulative live birth rate, the lower live birth rate per fresh transfer and higher number of ET per OPU in the SBT group suggested that it might take longer time to achieve a live birth with single blastocyst strategy. A trade-off decision should be made between efficiency and safety.


Asunto(s)
Fase de Segmentación del Huevo , Transferencia de Embrión , Índice de Embarazo , Puntaje de Propensión , Humanos , Estudios Retrospectivos , Femenino , Embarazo , Adulto , Transferencia de Embrión/métodos , Transferencia de un Solo Embrión/métodos , Nacimiento Vivo , Blastocisto , Inducción de la Ovulación/métodos
4.
J Minim Invasive Gynecol ; 31(5): 432-437, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38360394

RESUMEN

STUDY OBJECTIVE: To study pregnancy outcomes after single euploid embryo transfer (SEET) in patients who underwent prior uterine septum resection to those with uteri of normal contour, without Müllerian anomalies or uterine abnormalities including polyps or fibroids, and without a history of prior uterine surgeries. DESIGN: Retrospective cohort study. SETTING: Single academic affiliated center. PATIENTS: 60 cycles of patients with prior hysteroscopic uterine septum resection who underwent an autologous SEET between 2012 and 2020 were used as the investigational cohort. A 3:1 ratio propensity score matched control cohort of 180 single euploid embryo transfer cycles from patients without a history of uterine septa were used as the control group. INTERVENTIONS: No interventions administered. MEASUREMENTS AND MAIN RESULTS: Pregnancy, clinical pregnancy loss, ongoing clinical pregnancy, and live birth rates in patients with a history of uterine septum resection compared with matched patients without Müllerian anomalies or uterine surgeries. Patients with a prior uterine septum had significantly lower rates of chemical pregnancy (58.33% vs 77.2%, p = .004), implantation (41.67% vs 65.6%, p = .001), and live birth (33.33% vs 57.8%, p = .001) per transfer. No statistical difference in clinical pregnancy loss rates was found when comparing septum patients with controls (8.33% vs 7.8%, p = .89). CONCLUSION: Patients with a history of hysteroscopic resection who undergo in vitro fertilization are more susceptible to suboptimal clinical outcomes compared with patients with normal uteri. Early pregnancy loss rates in patients with a uterine septum are higher than in those without; however, after resection, the rates are comparable. Patients born with septate uteri require assessment of surgical intervention prior to SEET, and to optimize their reproductive outcomes.


Asunto(s)
Útero , Humanos , Femenino , Embarazo , Estudios Retrospectivos , Adulto , Útero/anomalías , Útero/cirugía , Resultado del Embarazo , Histeroscopía/métodos , Transferencia de un Solo Embrión/métodos , Índice de Embarazo , Útero Septado
5.
Hum Reprod ; 38(6): 1151-1161, 2023 06 01.
Artículo en Inglés | MEDLINE | ID: mdl-37075318

RESUMEN

STUDY QUESTION: Do infertile couples who recently utilized clomiphene citrate (CC) for ovulation induction or ovarian stimulation (<90 days previously) followed by a single euploid embryo transfer (SEET) have lower implantation potential compared with patients who were not exposed to CC within 90 days before embryo transfer (ET)? SUMMARY ANSWER: There does not appear to be an association between recent CC exposure and lower implantation potential in patients who undergo a frozen embryo transfer (FET) of euploid embryos. WHAT IS KNOWN ALREADY: Clomiphene has been found to be associated with lower pregnancy rates when compared against other ovarian stimulation medications. The majority of published research about the effects of CC on implantation potential suggest an anti-estrogenic effect on the endometrium. Quality evidence and information about utilization of CC and its effect on implantation potential after euploid ETs is lacking in the literature. STUDY DESIGN, SIZE, DURATION: A retrospective cohort study with propensity score matching was carried out. We included all patients that underwent an autologous SEET from September 2016 to September 2022 at a single academic-private ART center. PARTICIPANTS/MATERIALS, SETTING, METHODS: The study group included patients that had utilized CC during either ovulation induction cycles and/or controlled ovarian stimulation at least 90 days before FET. A propensity score-matched control group of patients that were unexposed to CC within 90 days prior to SEET was used for comparisons. The primary outcome was positive pregnancy test (defined as a positive serum ß-hCG measured 9 days after ET), with other outcomes including clinical pregnancy, ongoing pregnancy, biochemical pregnancy loss, and clinical pregnancy loss rates per SEET. Multivariate regression analyses fitted with generalized estimating equations were utilized to analyze if there was an association between CC utilization and IVF outcomes. Furthermore, the study evaluated the cumulative effect of CC and endometrial receptivity in vivo and subsequent IVF outcomes. MAIN RESULTS AND THE ROLE OF CHANCE: A total of 593 patients with utilization of CC in <90 days before ET were compared with 1779 matched controls. Positive pregnancy test rates were comparable among the control group and the CC exposed groups, respectively (74.3% versus 75.7%, P = 0.79), as were clinical pregnancy (64.0% versus 65.0%, P = 0.60), ongoing pregnancy (51.8% versus 53.2%, P = 0.74), biochemical pregnancy loss (15.7% versus 14.03%, P = 0.45), and clinical pregnancy loss rates were also comparable among cohorts (17.1% versus 18.1%, P = 0.71). No association was found between utilization of clomiphene and lower implantation rates (adjusted odds ratio 0.95, 95% CI 0.76-1.18). Also, no differences were observed in sub-analyses based on multiple CC utilization periods. Finally, no association was found between the number of consecutive cumulative clomiphene cycles and sub-optimal IVF outcomes. LIMITATIONS, REASONS FOR CAUTION: The study has inherent bias that originated from its retrospective design. Serum levels of CC were not measured and sample size for the sub-analyses was small. WIDER IMPLICATIONS OF THE FINDINGS: There does not appear to be an association between recent CC exposure and lower implantation potential in patients who undergo a FET of euploid embryos. This finding remains consistent, even in patients who undergo multiple, consecutive clomiphene cycles prior to ET. There were no long-term effects of CC on endometrial development and clinical characteristics examined in this study. Patients that utilized CC medication prior to a SEET cycle for either ovarian stimulation or ovulation induction, can be assured that there is no evidence of a residual effect of recent CC administration that could jeopardize their pregnancy probability. STUDY FUNDING/COMPETING INTEREST(S): No funding was received for the realization of this study. A.C. is advisor and/or board member of Sema4 (stakeholder in data) and Progyny. The other authors have no conflicts of interest to declare. TRIAL REGISTRATION NUMBER: N/A.


Asunto(s)
Aborto Espontáneo , Transferencia de Embrión , Femenino , Embarazo , Humanos , Estudios Retrospectivos , Transferencia de Embrión/métodos , Clomifeno/uso terapéutico , Índice de Embarazo , Transferencia de un Solo Embrión/métodos , Inducción de la Ovulación/métodos , Fertilización In Vitro/métodos
6.
Reprod Biol Endocrinol ; 20(1): 20, 2022 Jan 27.
Artículo en Inglés | MEDLINE | ID: mdl-35086551

RESUMEN

BACKGROUND: Evidence referring to the trade-offs between the benefits and risks of single embryo transfer (SET) versus double embryo transfer (DET) following assisted reproduction technology are insufficient, especially for those women with a defined embryo quality or advanced age. METHODS: A systematic review and meta-analysis was conducted according to PRISMA guidelines. PubMed, EMBASE, Cochrane Library and ClinicalTrials.gov were searched based on established search strategy from inception through February 2021. Pre-specified primary outcomes were live birth rate (LBR) and multiple pregnancy rate (MPR). Odds ratio (OR) with 95% confidence interval (CI) were pooled by a random-effects model using R version 4.1.0. RESULTS: Eighty-five studies (14 randomized controlled trials and 71 observational studies) were eligible. Compared with DET, SET decreased the probability of a live birth (OR = 0.78, 95% CI: 0.71-0.85, P < 0.001, n = 62), and lowered the rate of multiple pregnancy (0.05, 0.04-0.06, P < 0.001, n = 45). In the sub-analyses of age stratification, both the differences of LBR (0.87, 0.54-1.40, P = 0.565, n = 4) and MPR (0.34, 0.06-2.03, P = 0.236, n = 3) between SET and DET groups became insignificant in patients aged ≥40 years. No significant difference in LBR for single GQE versus two embryos of mixed quality [GQE + PQE (non-good quality embryo)] (0.99, 0.77-1.27, P = 0.915, n = 8), nor any difference of MPR in single PQE versus two PQEs (0.23, 0.04-1.49, P = 0.123, n = 6). Moreover, women who conceived through SET were associated with lower risks of poor outcomes, including cesarean section (0.64, 0.43-0.94), antepartum haemorrhage (0.35, 0.15-0.82), preterm birth (0.25, 0.21-0.30), low birth weight (0.20, 0.16-0.25), Apgar1 < 7 rate (0.12, 0.02-0.93) or neonatal intensive care unit admission (0.30, 0.14-0.66) than those following DET. CONCLUSIONS: In women aged < 40 years or if any GQE is available, SET should be incorporated into clinical practice. While in the absence of GQEs, DET may be preferable. However, for elderly women aged ≥40 years, current evidence is not enough to recommend an appropriate number of embryo transfer. The findings need to be further confirmed.


Asunto(s)
Transferencia de Embrión/efectos adversos , Transferencia de Embrión/métodos , Femenino , Humanos , Recién Nacido , Masculino , Embarazo , Resultado del Embarazo/epidemiología , Embarazo Gemelar/fisiología , Embarazo Gemelar/estadística & datos numéricos , Medición de Riesgo , Transferencia de un Solo Embrión/efectos adversos , Transferencia de un Solo Embrión/métodos , Transferencia de un Solo Embrión/estadística & datos numéricos , Gemelos
7.
Prenat Diagn ; 42(9): 1211-1221, 2022 08.
Artículo en Inglés | MEDLINE | ID: mdl-35765263

RESUMEN

OBJECTIVE: Preimplantation Genetic Testing - Aneuploidy (PGT-A) for embryo selection has undergone significant advancements in the last 2 decades and yet many studies still fail to demonstrate any clinical benefits over traditional embryo morphology selection (Mo-S). To understand this conundrum, we performed a multi-center clinical study of PGT-A patients, where Mo-S and euploid selection (Eu-S) outcomes were directly compared. METHOD: All suitable blastocysts were biopsied and analyzed for chromosome copy number. Outcomes (positive beta hCG, implantation, ongoing pregnancy, and live birth rates) for Eu-S were compared to Mo-S using single embryo transfers. RESULTS: Compared to Eu-S embryos, Mo-S embryos resulted in significant reduction of outcomes for positive beta hCG (p = 0.0005), implantation (p = 0.0008), ongoing pregnancy (p = 0.0046), livebirth (p = 0.0112), babies per transfer (p = 0.0112), and babies per embryo transferred (p = 0.0112). Morphology selection resulted in patients of all age groups having non-euploid embryos chosen for transfer. Post-hoc evaluation of individual clinic performances showed variable transfer outcomes that could potentially confound the true benefits of PGT-A. CONCLUSION: Embryo chromosome status is central to improved embryo transfer outcomes and sole reliance on current morphology-based selection practices, without Eu-S, will always compromise outcomes. Often overlooked but a major effector of successful PGT-A outcomes are individual clinic performances.


Asunto(s)
Pruebas Genéticas , Diagnóstico Preimplantación , Aneuploidia , Biología , Blastocisto/patología , Femenino , Fertilización In Vitro , Pruebas Genéticas/métodos , Humanos , Embarazo , Diagnóstico Preimplantación/métodos , Ensayos Clínicos Controlados Aleatorios como Asunto , Transferencia de un Solo Embrión/métodos
8.
Zygote ; 30(6): 790-796, 2022 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-36148882

RESUMEN

The aim of this study was to assess mitochondrial DNA analysis as a predictor of the pregnancy potential of biopsied preimplantation embryos. The study included 78 blastomeres biopsied from day 4 cleavage stage euploid embryos. The embryo karyotype was confirmed by 24-chromosome preimplantation genetic testing for aneuploidies using the Illumina Next-Generation Sequencing (NGS) system. Mitochondria viability ratios (mtV) were determined from BAM files subjected to the web-based genome-analysis tool Galaxy. From this cohort of patients, 30.4% of patients (n = 34) failed to establish pregnancy. The mean mtV ratio [mean = 1.51 ± 1.25-1.77 (95% CI)] for this group was significantly (P < 0.01) lower compared with the embryo population that resulted in established pregnancies [mean = 2.5 ± 1.82-2.68 (95% CI)]. mtV multiple of mean (MoM) values were similarly significantly (P < 0.01) lower in blastocysts failing to establish pregnancy. At a 0.5 MoM cut-off, the sensitivity of mtV quantitation was 35.3% and specificity was 78.2%. The positive predictive value for an mtV value > 0.5 MoM was 41.4%. This study demonstrates the clinical utility of preimplantation quantification of viable mitochondrial DNA in biopsied blastomeres as a prognosticator of pregnancy potential.


Asunto(s)
Diagnóstico Preimplantación , Transferencia de un Solo Embrión , Embarazo , Femenino , Humanos , Transferencia de un Solo Embrión/métodos , ADN Mitocondrial/genética , ADN Mitocondrial/metabolismo , Blastocisto/metabolismo , Aneuploidia , Mitocondrias , Cromosomas , Diagnóstico Preimplantación/métodos
9.
J Assist Reprod Genet ; 39(9): 2089-2099, 2022 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-35881272

RESUMEN

PROPOSE: Does an annotation-free embryo scoring system based on deep learning and time-lapse sequence images correlate with live birth (LB) and neonatal outcomes? METHODS: Patients who underwent SVBT cycles (3010 cycles, mean age: 39.3 ± 4.0). Scores were calculated using the iDAScore software module in the Vitrolife Technology Hub (Vitrolife, Gothenburg, Sweden). The correlation between iDAScore, LB rates, and total miscarriage (TM), including 1st- and 2nd-trimester miscarriage, was analysed using a trend test and multivariable logistic regression analysis. Furthermore, the correlation between the iDAScore and neonatal outcomes was analysed. RESULTS: LB rates decreased as iDAScore decreased (P < 0.05), and a similar inverse trend was observed for the TM rates. Additionally, multivariate logistic regression analysis showed that iDAScore significantly correlated with increased LB (adjusted odds ratio: 1.811, 95% CI: 1.666-1.976, P < 0.05) and decreased TM (adjusted odds ratio: 0.799, 95% CI: 0.706-0.905, P < 0.05). There was no significant correlation between iDAScore and neonatal outcomes, including congenital malformations, sex, gestational age, and birth weight. Multivariate logistic regression analysis, which included maternal and paternal age, maternal body mass index, parity, smoking, and presence or absence of caesarean section as confounding factors, revealed no significant difference in any neonatal characteristics. CONCLUSION: Automatic embryo scoring using iDAScore correlates with decreased miscarriage and increased LB and has no correlation with neonatal outcomes.


Asunto(s)
Aborto Espontáneo , Aprendizaje Profundo , Aborto Espontáneo/etiología , Adulto , Blastocisto , Cesárea , Criopreservación/métodos , Transferencia de Embrión/métodos , Femenino , Humanos , Recién Nacido , Nacimiento Vivo , Embarazo , Índice de Embarazo , Estudios Retrospectivos , Transferencia de un Solo Embrión/métodos , Vitrificación
10.
Reprod Biol Endocrinol ; 19(1): 26, 2021 Feb 19.
Artículo en Inglés | MEDLINE | ID: mdl-33608027

RESUMEN

BACKGROUND: Non-invasive oocyte quality scoring, based on cumulus gene expression analysis, in combination with morphology scoring, can increase the clinical pregnancy (CPR) and live birth rates (LBR) in Day 3 eSET (elective single embryo transfer) ICSI patients. This was first investigated in a pilot study and is now confirmed in a large patient cohort of 633 patients. It was investigated whether CPR, LBR and time-to-pregnancy could be improved by analyzing the gene expression profile of three predictive genes in the cumulus cells, compared to patients with morphology-based embryo selection only. METHODS: A large interventional, non-randomized, assessor-blinded cohort study with 633 ICSI patients was conducted in a tertiary fertility center. Non-PCOS patients, 22-39 years old, with good ovarian reserve, were stimulated with HP-hMG using a GnRH antagonist protocol and planned for fresh Day 3 eSET. The cumulus cells from individually denuded oocytes were ranked by a lab-developed cumulus cell test: qRT-PCR for three predictive genes (CAMK1D, EFNB2 and SASH1) and two control genes (UBC, B2M). The embryo selected for transfer was highest ranked from the pool of morphologically transferable Day 3 embryos. Patients in the control (n = 520) and experimental arm (n = 113) were compared for clinical pregnancy and live birth, using a weighted generalized linear model, and time-to-pregnancy using Kaplan-Meier curves. RESULTS: The CPR was 61% in the experimental arm (n = 113) vs 29% in the control arm (n = 520, p < 0.0001). The LBR in the experimental arm (50%) was significantly higher than in the control arm (27%,p < 0.0001). Time-to-pregnancy was significantly shortened by 3 transfer cycles independent of the number of embryos available on Day 3 (Kaplan-Meier, p < 0.0001). Cumulus cell tested patients < 35 years (n = 65) or ≥ 35 years (n = 48) had a CPR of 62 and 60% respectively (ns). For cumulus cell tested patients with 2, 3-4, or > 4 transferable embryos, the CPR was 66, 52, and 67% (ns) respectively, and thus independent of the number of transferable embryos on Day 3. CONCLUSIONS: This study provides further evidence of the clinical usefulness of the non-invasive cumulus cell test over time in a larger patient cohort. TRIAL REGISTRATION: Clinicaltrials.gov, NCT03659786 / NCT02962466 (Registered 6Sep2018/11Nov2016, retrospectively registered.


Asunto(s)
Recuperación del Oocito/métodos , Transferencia de un Solo Embrión/métodos , Inyecciones de Esperma Intracitoplasmáticas , Adulto , Bélgica , Tasa de Natalidad , Estudios de Cohortes , Transferencia de Embrión/métodos , Femenino , Humanos , Infertilidad/diagnóstico , Infertilidad/terapia , Nacimiento Vivo , Modelos Teóricos , Oocitos/citología , Embarazo , Índice de Embarazo , Método Simple Ciego , Inyecciones de Esperma Intracitoplasmáticas/métodos , Factores de Tiempo , Resultado del Tratamiento , Adulto Joven
11.
Reprod Biomed Online ; 43(5): 880-889, 2021 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-34474972

RESUMEN

RESEARCH QUESTION: Does the position of the euploid blastocyst in the uterine cavity upon transfer, measured as distance in millimetres (mm) from the fundus (DFF) to the air bubble, influence implantation potential? DESIGN: A total of 507 single/double euploid frozen embryo transfer (FET) cycles at blastocyst stage were included retrospectively between March 2017 and November 2018 at a single centre. The patients were on average 33.3 years old. The FET were performed in natural cycles (n = 151) or hormone replacement therapy cycles (n = 356). RESULTS: Of the 507 transfers, 370 (73.0%) resulted in a pregnancy, defined as human chorionic gonadotrophin concentration over 15 mIU/ml, and 341 (67.3%) in a clinical pregnancy, with an implantation rate of 62.0% and ongoing pregnancy rate of 59.6% (302/507). When comparing the number of embryos transferred, the pregnancy rate, clinical pregnancy rate and ongoing pregnancy rate were significantly higher after double-embryo transfer (DET) (P = 0.002: P < 0.001 and P = 0.002). The quality of the blastocyst in the single-embryo transfer group had a positive effect on the pregnancy rate (A versus B, P = 0.016; A versus C, P = 0.003) and clinical pregnancy rate (A versus C, P = 0.013). After performing a multivariate logistic regression analysis to consider the effect of all explanatory variables, a negative effect between DFF and pregnancy (P = 0.001), clinical pregnancy (P = 0.001) and ongoing pregnancy (P = 0.030) was found. When all variables remained constant, an increase of 1 mm of DFF changed the odds of pregnancy by 0.882, of clinical pregnancy by 0.891 and of ongoing pregnancy by 0.925. No significant effect of DFF was found on the miscarriage outcome (P = 0.089). CONCLUSIONS: The depth of blastocyst replacement inside the uterine cavity may influence the pregnancy, clinical pregnancy and ongoing pregnancy rates and should be considered as an important factor to improve the success of IVF cycles.


Asunto(s)
Blastocisto/fisiología , Implantación del Embrión/fisiología , Transferencia de Embrión/métodos , Útero/anatomía & histología , Útero/fisiología , Aborto Espontáneo/epidemiología , Adulto , Femenino , Fertilización In Vitro , Humanos , Persona de Mediana Edad , Embarazo , Resultado del Embarazo , Índice de Embarazo , Transferencia de un Solo Embrión/métodos , Ultrasonografía Prenatal
12.
Am J Obstet Gynecol ; 225(2): 155.e1-155.e11, 2021 08.
Artículo en Inglés | MEDLINE | ID: mdl-33716072

RESUMEN

BACKGROUND: The clinical pregnancy rates among patients with uterus transplantation have been reported by only a limited number of centers, and those centers have not used preimplantation genetic testing for aneuploidy in their protocol. OBJECTIVE: This study examined clinical pregnancy rates among women with absolute uterine-factor infertility undergoing in vitro fertilization using good-quality, expanded-blastocyst-stage, euploid embryos after uterus transplantation. STUDY DESIGN: This cohort observational study involved 20 women who underwent uterus transplantation over 3 years. Notably, 14 of these patients had successful transplants and were followed prospectively for a median of 14.1 months (range, 11-34.8 months). In vitro fertilization was performed before subjects underwent uterus transplantation, and good-quality expanded-blastocyst-stage euploid embryos were obtained and frozen for future embryo transfer. Interventions consisted of in vitro fertilization, preimplantation genetic testing for aneuploidy, uterus transplantation, and frozen embryo transfer. RESULTS: All 14 subjects with successful transplants underwent single embryo transfer of a warmed, good-quality, euploid, expanded blastocyst and had at least 1 documented clinical pregnancy within the uterus. In 71.4%, the first embryo transfer resulted in clinical pregnancy. The median time from successful uterus transplantation to first embryo transfer was 4.5 months; from successful uterus transplantation to first clinical pregnancy, 7.3 months; and from successful uterus transplantation to first live birth, 14.1 months. A total of 13 live births have occurred in 12 subjects. CONCLUSION: Women with absolute uterine-factor infertility who have surgically successful uterus transplantation and in vitro fertilization using preimplantation genetic testing for aneuploidy can achieve high clinical pregnancy rates. We have reduced the time interval from uterus transplantation to embryo transfer by at least 50% and the interval from uterus transplantation to clinical pregnancy by >6 months compared with previous studies. We believe our approach may shorten the time from transplant to clinical pregnancy and therefore decrease patient exposure to immunosuppressant therapies.


Asunto(s)
Trastornos del Desarrollo Sexual 46, XX/complicaciones , Fertilización In Vitro , Infertilidad Femenina/terapia , Conductos Paramesonéfricos/anomalías , Inducción de la Ovulación/métodos , Índice de Embarazo , Transferencia de un Solo Embrión/métodos , Útero/trasplante , Adulto , Anomalías Congénitas , Femenino , Humanos , Histerectomía , Infertilidad Femenina/etiología , Embarazo , Diagnóstico Preimplantación , Factores de Tiempo , Adulto Joven
13.
J Assist Reprod Genet ; 38(7): 1647-1653, 2021 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-33932196

RESUMEN

PURPOSE: To assess whether utilization of a mathematical ranking algorithm for assistance with embryo selection improves clinical outcomes compared with traditional embryo selection via morphologic grading in single vitrified warmed euploid embryo transfers (euploid SETs). METHODS: A retrospective cohort study in a single, academic center from September 2016 to February 2020 was performed. A total of 4320 euploid SETs met inclusion criteria and were included in the study. Controls included all euploid SETs in which embryo selection was performed by a senior embryologist based on modified Gardner grading (traditional approach). Cases included euploid SETs in which embryo selection was performed using an automated algorithm-based approach (algorithm-based approach). Our primary outcome was implantation rate. Secondary outcomes included ongoing pregnancy/live birth rate and clinical loss rate. RESULTS: The implantation rate and ongoing pregnancy/live birth rate were significantly higher when using the algorithm-based approach compared with the traditional approach (65.3% vs 57.8%, p<0.0001 and 54.7% vs 48.1%, p=0.0001, respectively). After adjusting for potential confounding variables, utilization of the algorithm remained significantly associated with improved odds of implantation (aOR 1.51, 95% CI 1.04, 2.18, p=0.03) ongoing pregnancy/live birth (aOR 1.99, 95% CI 1.38, 2.86, p=0.0002), and decreased odds of clinical loss (aOR 0.42, 95% CI 0.21, 0.84, p=0.01). CONCLUSIONS: Clinical implementation of an automated mathematical algorithm for embryo ranking and selection is significantly associated with improved implantation and ongoing pregnancy/live birth as compared with traditional embryo selection in euploid SETs.


Asunto(s)
Algoritmos , Blastocisto , Resultado del Embarazo , Transferencia de un Solo Embrión/métodos , Adulto , Blastocisto/citología , Blastocisto/fisiología , Toma de Decisiones Asistida por Computador , Implantación del Embrión , Femenino , Humanos , Embarazo , Índice de Embarazo , Estudios Retrospectivos , Vitrificación
14.
Lancet ; 393(10178): 1310-1318, 2019 03 30.
Artículo en Inglés | MEDLINE | ID: mdl-30827784

RESUMEN

BACKGROUND: Elective single embryo transfer (eSET) has been increasingly advocated, but concerns about the lower pregnancy rate after reducing the number of embryos transferred have encouraged transfer of multiple embryos. Extended embryo culture combined with electively freezing all embryos and undertaking a deferred frozen embryo transfer might increase pregnancy rate after eSET. We aimed to establish whether elective frozen single blastocyst transfer improved singleton livebirth rate compared with fresh single blastocyst transfer. METHODS: This multicentre, non-blinded, randomised controlled trial was undertaken in 21 academic fertility centres in China. 1650 women with regular menstrual cycles undergoing their first cycle of in-vitro fertilisation were enrolled from Aug 1, 2016, to June 3, 2017. Eligible women were randomly assigned to either fresh or frozen single blastocyst transfer. The randomisation sequence was computer generated, with block sizes of two, four, or six, stratified by study site. For those assigned to frozen blastocyst transfer, all blastocysts were cryopreserved and a delayed frozen-thawed single blastocyst transfer was done. The primary outcome was singleton livebirth rate. Analysis was by intention to treat. This trial is registered at the Chinese Clinical Trial Registry, number ChiCTR-IOR-14005405. FINDINGS: 825 women were assigned to each group and included in analyses. Frozen single blastocyst transfer resulted in higher rates of singleton livebirth than did fresh single blastocyst transfer (416 [50%] vs 329 [40%]; relative risk [RR] 1·26, 95% CI 1·14-1·41, p<0·0001). The risks of moderate or severe ovarian hyperstimulation syndrome (four of 825 [0·5%] in frozen single blastocyst transfer vs nine of 825 [1·1%] in fresh single blastocyst transfer; p=0·16), pregnancy loss (134 of 583 [23·0%] vs 124 of 481 [25·8%]; p=0·29), other obstetric complications, and neonatal morbidity were similar between the two groups. Frozen single blastocyst transfer was associated with a higher risk of pre-eclampsia (16 of 512 [3·1%] vs four of 401 [1·0%]; RR 3·13, 95% CI 1·06-9·30, p=0·029). INTERPRETATION: Frozen single blastocyst transfer resulted in a higher singleton livebirth rate than did fresh single blastocyst transfer in ovulatory women with good prognosis. The increased risk of pre-eclampsia after frozen blastocyst transfer warrants further studies. FUNDING: The National Key Research and Development Program of China.


Asunto(s)
Criopreservación , Transferencia de un Solo Embrión/métodos , Aborto Espontáneo/etiología , Adulto , China , Femenino , Humanos , Análisis de Intención de Tratar , Nacimiento Vivo , Síndrome de Hiperestimulación Ovárica/etiología , Preeclampsia/etiología , Embarazo , Complicaciones del Embarazo , Transferencia de un Solo Embrión/efectos adversos , Resultado del Tratamiento , Adulto Joven
15.
Gynecol Endocrinol ; 36(11): 1038-1041, 2020 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-32252573

RESUMEN

In this report, we present a case of a couple who obtained a live birth with a single oocyte fertilized by ICSI. Two oocytes were collected at 35.5 hours (h) post trigger and both were at metaphase II when sperm injection was performed (38 h). At 18 h post injection, one oocyte was fertilized, developed to the blastocyst stage and underwent to trophectoderm biopsy for preimplantation genetic testing on day 5. Following biopsy, the blastocyst was vitrified and 4 h after warming procedure, the euploid blastocyst was replaced to the uterine cavity. Healthy live birth was obtained after 39 weeks of gestation.


Asunto(s)
Blastocisto/patología , Transferencia de un Solo Embrión/métodos , Inyecciones de Esperma Intracitoplasmáticas/métodos , Adulto , Biopsia , Fase de Segmentación del Huevo/patología , Femenino , Humanos , Recién Nacido , Nacimiento Vivo , Masculino , Recuperación del Oocito , Embarazo , Diagnóstico Preimplantación , Resultado del Tratamiento
16.
Gynecol Endocrinol ; 36(1): 44-48, 2020 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-31232110

RESUMEN

This study aimed to demonstrate the clinical performance of an ultra-sensitive follicular fluid (FF) granulocyte colony stimulating factor (G-CSF) immunoassay to confirm previous work, indicating a correlation between FF G-CSF concentration and live birth potential of the corresponding embryo after in vitro fertilization. This study was a noninterventional, prospective, diagnostic clinical multicentric study conducted between August 2012 and January 2014 with 396 single embryo transfers (SETs) from 278 subjects. During oocyte retrieval, FF was individually collected. Embryo morphology and implantation success were evaluated. The implantation success rate in the high G-CSF group (32.3%) was higher than the overall rate (27.5%). Similarly, for embryos with optimal morphology, implantation success rates were highest among those in the high G-CSF concentration category (34.5%) compared with low (19.6%) and intermediate (29.8%) G-CSF concentration categories. Significant differences in mean G-CSF concentrations were observed between the study sites. To minimize bias, analyses were repeated using data from the center with the largest number of SETs. In alignment with the overall analysis, this center demonstrated a 43% greater probability of implantation for optimal embryos with high G-CSF compared to the general implantation rate among optimal embryos and a 327% increase compared with the implantation rate of optimal embryos with low G-CSF.


Asunto(s)
Líquido Folicular/química , Factor Estimulante de Colonias de Granulocitos/análisis , Índice de Embarazo , Técnicas Reproductivas Asistidas , Adulto , Ensayo de Inmunoadsorción Enzimática , Femenino , Fertilización In Vitro/métodos , Factor Estimulante de Colonias de Granulocitos/metabolismo , Humanos , Embarazo , Pronóstico , Transferencia de un Solo Embrión/métodos
17.
Gynecol Endocrinol ; 36(9): 824-828, 2020 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-32124642

RESUMEN

Research question: Do live birth rates (LBRs) differ in frozen cycles of women who received single versus double embryo transfer?Design: Retrospective cohort study including women who underwent their first frozen embryo transfer (FET) in a tertiary referral University Hospital between 2009-2014.Results: 3601 patients were included in the analysis with 1936 (53.8%) having a single embryo transfer (SET) and 1665 (46.2%) having a double embryo transfer (DET). Overall, 657/3601 (18.24%) had a live birth. LBR were similar between SET and DET either for cleavage [100/757 (13.1%) versus 153/1032 (14.8%), p = .33] or blastocyst stage FET [256/1179 (21.7%) versus 148/633 (23.4%), p = .4). Ongoing pregnancy rates were comparable between DET and SET [316/1665 (18.9%) versus 359/1936 (18.5%)]. Multiple delivery rates were significantly higher in women with DET compared to SET [53/316 (16.7%) versus 7/359 (1.9%), p < .001]. Multivariate logistic regression analysis allowing adjustment for relevant confounders showed that the number of embryos transferred in the frozen cycle was not related to LBR.Conclusions: This is the largest study providing evidence that both SET and DET may result in similar LBR, albeit multiple pregnancy rates are significantly lower in case of SET. Therefore, SET should be the main strategy in women undergoing FET.


Asunto(s)
Transferencia de Embrión , Fertilización In Vitro , Nacimiento Vivo/epidemiología , Adulto , Tasa de Natalidad , Blastocisto , Criopreservación , Transferencia de Embrión/métodos , Transferencia de Embrión/estadística & datos numéricos , Femenino , Fertilización In Vitro/métodos , Fertilización In Vitro/estadística & datos numéricos , Humanos , Recién Nacido , Infertilidad/epidemiología , Infertilidad/terapia , Masculino , Embarazo , Resultado del Embarazo/epidemiología , Índice de Embarazo , Estudios Retrospectivos , Transferencia de un Solo Embrión/métodos , Transferencia de un Solo Embrión/estadística & datos numéricos , Resultado del Tratamiento
18.
J Assist Reprod Genet ; 37(3): 595-602, 2020 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-32173784

RESUMEN

PURPOSE: The rate of embryonic aneuploidy increases with increasing female age and is the primary cause of lower pregnancy and live birth rates (LBR) in older reproductive age women. This retrospective cohort study evaluates single euploid embryo transfers to determine whether an age-related decline in reproductive efficiency persists. METHODS: A total of 8175 non-donor single embryo transfers (SET) after pre-implantation testing for aneuploidy (PGT-A) and cryopreservation were included. These were divided into five groups by patient age: < 35 years old (n = 3789 embryos transferred), 35-37 (n = 2200), 38-40 (n = 1624), 41-42 (n = 319), and > 42 (n = 243). Implantation rate (IR), clinical pregnancy rate (CPR), and LBR were calculated for each group as a percentage of embryos transferred and compared. CPR was also analyzed as a percentage of implanted pregnancies, and LBR as a percentage of clinical pregnancies, to determine when age has the greatest impact. These results were then adjusted for confounding variables via a multivariate logistic regression model. RESULTS: Implantation rates negatively correlated with age. After adjusting for confounders, women 38 years or older had a significantly lower IR than those under 35 (OR 0.85, 95%CI 0.73-0.99 for 38-40 years old; 0.69, 0.53-0.91 for 41-42, and 0.69, 0.51-0.94 for > 42). These differences are also apparent in CPR and LBR. The rates of progression to clinical pregnancy and live birth did not differ significantly by age group. Other factors observed to affect IR independently were anti-Müllerian hormone (AMH), day of embryo transfer, and embryo morphology. CONCLUSION: While selection of euploid embryos may be effective in overcoming a significant proportion of the age-related decline in reproductive efficiency, a decrease in IR, CPR, and LBR persists even when analyzing only euploid embryo transfers. The observed impact of aging is, therefore, independent of ploidy, as well as of other variables that affect reproductive efficiency. These results indicate that factors other than aneuploidy contribute to reproductive senescence.


Asunto(s)
Desarrollo Embrionario/genética , Edad Materna , Ploidias , Diagnóstico Preimplantación , Adulto , Aneuploidia , Blastocisto/metabolismo , Blastocisto/patología , Implantación del Embrión/genética , Femenino , Fertilización In Vitro/métodos , Humanos , Nacimiento Vivo/genética , Persona de Mediana Edad , Inducción de la Ovulación/métodos , Embarazo , Índice de Embarazo , Transferencia de un Solo Embrión/métodos
19.
J Assist Reprod Genet ; 37(9): 2305-2313, 2020 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-32623662

RESUMEN

PURPOSE: This study evaluated the potential viability of embryos with low mosaicism level (< 50%) by comparing the clinical outcomes of single mosaic versus euploid blastocyst transfer. In addition, the live birth outcomes for various types of mosaicism with respect to abnormalities in chromosome structure and content were analyzed. METHODS: This study included patients who underwent in vitro fertilization with preimplantation genetic testing for aneuploidy (PGT-A). The PGT-A cycles performed through next-generation sequencing with single euploid or mosaic embryo transfers were included. We collected 299 frozen single embryo transfer cycles-216 single euploid and 83 mosaic-between July 2016 and July 2018. This study analyzed clinical outcomes, including fetal karyotyping by using amniocentesis, gestational age at delivery, and live birth weight after single mosaic embryo transfer. RESULTS: The average birth weight of infants in the euploid and mosaic blastocyst transfer groups was 3146.2 and 2997.7 g, respectively. The karyotyping results of prenatal diagnosis in all pregnant women were normal. Our study indicated that mosaic embryos can develop into euploid healthy infants with various levels or types of mosaicism. No significant difference was observed between infants from euploid and mosaic blastocyst transfers. CONCLUSION: If patients have no euploid embryos, mosaic embryos can be transferred as they have potential for implantation and development into euploid healthy infants. This study is invaluable for counseling clinical results after single mosaic embryo transfers.


Asunto(s)
Aborto Espontáneo/genética , Fertilización In Vitro , Nacimiento Vivo/epidemiología , Diagnóstico Preimplantación , Aborto Espontáneo/patología , Adulto , Aneuploidia , Blastocisto/metabolismo , Implantación del Embrión/genética , Transferencia de Embrión/métodos , Femenino , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Cariotipificación , Nacimiento Vivo/genética , Mosaicismo , Embarazo , Índice de Embarazo , Transferencia de un Solo Embrión/métodos
20.
J Assist Reprod Genet ; 37(7): 1669-1674, 2020 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-32440931

RESUMEN

OBJECTIVE: To assess whether receiving information about twin pregnancy in the form of oral presentation given by a physician could affect the acceptance of single embryo transfer (SET) by couples undergoing IVF. STUDY DESIGN: Prospective interventional study. SETTING: University hospital IVF unit. PATIENTS: One hundred and forty patients (70 couples) undergoing IVF. INTERVENTIONS: A questionnaire to measure patients' emotions about twin pregnancy was administered to IVF patients just before and immediately after attending a slide presentation in which the risks of twin pregnancy were explained. Patients scored (1 to 6) ten adjectives linked either to positive or negative emotions; scores before and after presentation were compared. The patients' preference between double embryo transfer (DET) and SET was also registered before and after the presentation. RESULTS: The presentation about twin pregnancy caused a significant (p < 0.001) shift of the score distribution toward lower values for positive adjectives referred to twin pregnancy and higher values for negative adjectives. Information impacted similarly on women and men. Despite the relevant change in the emotional attitude, after presentation, 45.7% of women and 48.6% of men were still favorable to DET, whereas 24.3% of women and 37.1% of men preferred SET. CONCLUSIONS: Oral information on the risks of twin pregnancy can affect the emotional attitude of patients toward twin pregnancy, but the wish of getting pregnant after fresh embryo transfer overcomes all rational consideration, and the majority of patients still prefer DET.


Asunto(s)
Embarazo Gemelar , Educación Prenatal/métodos , Transferencia de un Solo Embrión/métodos , Transferencia de un Solo Embrión/psicología , Adulto , Emociones , Femenino , Fertilización In Vitro/métodos , Fertilización In Vitro/psicología , Conocimientos, Actitudes y Práctica en Salud , Humanos , Italia , Masculino , Aceptación de la Atención de Salud , Embarazo , Estudios Prospectivos , Factores de Riesgo , Encuestas y Cuestionarios
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