scholarly journals Omics and Artificial Intelligence to Improve In Vitro Fertilization (IVF) Success: A Proposed Protocol

Diagnostics ◽  
2021 ◽  
Vol 11 (5) ◽  
pp. 743
Author(s):  
Charalampos Siristatidis ◽  
Sofoklis Stavros ◽  
Andrew Drakeley ◽  
Stefano Bettocchi ◽  
Abraham Pouliakis ◽  
...  

The prediction of in vitro fertilization (IVF) outcome is an imperative achievement in assisted reproduction, substantially aiding infertile couples, health systems and communities. To date, the assessment of infertile couples depends on medical/reproductive history, biochemical indications and investigations of the reproductive tract, along with data obtained from previous IVF cycles, if any. Our project aims to develop a novel tool, integrating omics and artificial intelligence, to propose optimal treatment options and enhance treatment success rates. For this purpose, we will proceed with the following: (1) recording subfertile couples’ lifestyle and demographic parameters and previous IVF cycle characteristics; (2) measurement and evaluation of metabolomics, transcriptomics and biomarkers, and deep machine learning assessment of the oocyte, sperm and embryo; (3) creation of artificial neural network models to increase objectivity and accuracy in comparison to traditional techniques for the improvement of the success rates of IVF cycles following an IVF failure. Therefore, “omics” data are a valuable parameter for embryo selection optimization and promoting personalized IVF treatment. “Omics” combined with predictive models will substantially promote health management individualization; contribute to the successful treatment of infertile couples, particularly those with unexplained infertility or repeated implantation failures; and reduce multiple gestation rates.

2021 ◽  
Vol 9 (B) ◽  
pp. 917-920
Author(s):  
Ichwanul Adenin ◽  
Hilma Putri Lubis ◽  
Binarwan Halim

BACKGROUND: Some studies suggested that saline infusion sonohysterography (SIS) has been used to detect uterine cavity abnormalities before in vitro fertilization (IVF) cycles to improve treatment success rates and decrease the number of cycle cancellations and embryo implantation failures. Some of the factors contributing to the dissemination and acceptance of the technique include the fact that it is a simple, less painful, less expensive, less invasive, and well-tolerated procedure when compared to hysteroscopy. AIM: The aim of the study is to evaluate uterine cavity abnormality with SIS performed before IVF. METHODS: A descriptive retrospective study involving 551 female partners who had SIS before IVF/ICSI treatment at private Halim Fertility Center from January 2014 until December 2017. Five hundred and fifty-one infertile woman was included in this study before IVF/ICSI cycles. Patients agreed to have an ultrasound assessment of the uterine cavity with the use of saline as the contrast medium. SIS procedure was scheduled postmenstrual period in the early-mid follicular phase and 1-3 months before starting IVF/ICSI treatment. RESULTS: From 551 patients, we found 527 (94.4%) cases with the normal uterine cavity. The uterine cavity abnormalities were detected in 5.56% of cases included in this study (28 (5.02%) cases with endometrial polyps, two (0.36%) cases with intrauterine adhesions, and one (0.18%) case with Müllerian duct anomalies). CONCLUSION: SIS before IVF treatment could be a good option for evaluating uterus cavity before IVF to improve success rates of pregnancy.


2020 ◽  
Vol 2 (2) ◽  
pp. 11
Author(s):  
Gehan S. Abdelgelel ◽  
Shadia H. Muhsib ◽  
Mona H. Abdelaal ◽  
Randa M. Ibrahim

Context: Infertility is defined as not being able to conceive after one year of unprotected sex. In vitro fertilization (IVF) is a process of fertilization where an ovum is combined with sperm outside the body, in vitro. In vitro fertilization (IVF) is psychologically and emotionally stressful. Coping strategies are needed to master, tolerate, reduce, or minimize stressful events. Aim: This study aimed to evaluate the effect of nursing guidelines on coping of infertile couples' undergoing In Vitro Fertilization. Methods: A quasi-experimental research design was utilized to achieve the aim of this study. This study conducted at the assisted reproductive technology unit of Ain shams Maternity University Hospital on a convenient sample of 98 couples undergoing fertility treatments. Two tools were used for data collection; the first tool was a structured interviewing questionnaire to assess the couple's socio-demographic data, obstetric history, the couple's knowledge regarding in vitro fertilization. The second tool was ways of coping scale (WQS) to assess coping strategies among the infertile couple. Results: There is no statistically significant difference between couples in both groups according to their knowledge and their coping strategies to IVF before the implementation of nursing guidelines (p> 0.05). In contrast, there is a highly statistically significant improvement in knowledge and coping strategies of couples on the study group compared to control group couples after implementation of nursing guidelines(p<0.001). Conclusion: The finding of the current study supported the hypothesis, which stated that the infertile couples who will expose to the nursing guidelines, will exhibit improved coping strategies to IVF compared to the controls. The study recommended the application of nursing guidelines at the IVF unit of Ain Shams Maternity University Hospital and other settings for IVF treatment as routine care to improve infertile couples' coping strategies.


2021 ◽  
Author(s):  
Cecilia Figoli ◽  
Marcelo Garcea ◽  
Claudio Bisioli ◽  
Valeria Tafintseva ◽  
Volha Shapaval ◽  
...  

Abstract The identification of the most competent embryos for transfer to the uterus constitutes the main challenge of in-vitro fertilization (IVF). We established a metabolomic-based approach applying Fourier Transform Infrared spectroscopy (FTIR) on 130 samples of 3-days embryo culture supernatants from 26 embryos that implanted and 104 that failed. Examining the internal structure of the data by unsupervised multivariate analysis, it was observed that the supernatants of nonimplanted embryos contained highly heterogeneous spectral features. These features were overlapping with metabolic-implantation fingerprints, thus demonstrating that in establishing embryo-assessment models a one-class modelling involving only the samples with positive-implantation outcomes should be applied. Analysis of variance confirmed that the women´s age (>40 years) undermined the implantation of the embryos exhibiting implantation metabolomics, and also that constituted a condition triggering embryos to express nonimplantation metabolomics. We conclude that IVF-success rates can be significantly improved if FTIR spectroscopy is used as an embryo-selection criterion.


2019 ◽  
Author(s):  
Mahboobeh Rasoulzadeh Bidgoli ◽  
robab latifnejad roudsari ◽  
ali montazeri

Abstract Background: Infertility is an emotional tension which influences the whole aspects of relationships in infertile couples. A main objective of infertility treatments is elevation of pregnancy rate. The present study aimed to examine the effect of collaborative counseling on pregnancy rate in infertile women, undergoing in vitro fertilization in Mashhad, Iran. Methods: In this clinical trial, 60 women with primary infertility were selected from an infertility research center and were randomly allocated into intervention (n=29) and control (n=31) groups. The intervention group received individual counseling, based on the collaborative reproductive healthcare model with collaboration of a midwife, a gynecologist and a clinical psychologist in five sessions during a two-month period. The control group received routine care. Positive pregnancy test was considered as a criterion of treatment success at the end of the study. Data were analyzed using statistical tests including independent samples t-test. Results: There was no significant difference in pregnancy rate between intervention and control groups (P = 0.298). Also, there were no significant differences in follicle and embryo numbers between two groups. However, a significant difference was observed between two groups in terms of oocyte numbers where the intervention group had more oocyte (P = 0.014). Conclusion: Overall the findings indicated that the collaborative infertility counseling did not improve treatment success in infertile women undergoing in vitro fertilization


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