scholarly journals Robust Automated Assessment of Human Blastocyst Quality using Deep Learning

2018 ◽  
Author(s):  
Pegah Khosravi ◽  
Ehsan Kazemi ◽  
Qiansheng Zhan ◽  
Marco Toschi ◽  
Jonas E. Malmsten ◽  
...  
Keyword(s):  
Deep Neural Networks ◽  
Embryo Quality ◽  
Embryo Implantation ◽  
Data Driven ◽  
Vitro Fertilization ◽  
Human Blastocyst ◽  
Blastocyst Quality ◽  
Morphological Assessment

AbstractMorphology assessment has become the standard method for evaluation of embryo quality and selecting human blastocysts for transfer inin vitro fertilization(IVF). This process is highly subjective for some embryos and thus prone to human bias. As a result, morphological assessment results may vary extensively between embryologists and in some cases may fail to accurately predict embryo implantation and live birth potential. Here we postulated that an artificial intelligence (AI) approach trained on thousands of embryos can reliably predict embryo quality without human intervention.To test this hypothesis, we implemented an AI approach based on deep neural networks (DNNs). Our approach called STORK accurately predicts the morphological quality of blastocysts based on raw digital images of embryos with 98% accuracy. These results indicate that a DNN can automatically and accurately grade embryos based on raw images. Using clinical data for 2,182 embryos, we then created a decision tree that integrates clinical parameters such as embryo quality and patient age to identify scenarios associated with increased or decreased pregnancy chance. This IVF data-driven analysis shows that the chance of pregnancy varies from 13.8% to 66.3%.In conclusion, our AI-driven approach provides a novel way to assess embryo quality and uncovers new, potentially personalized strategies to select embryos with an improved likelihood of pregnancy outcome.

Effect of nucleocytoplasmic ratio on the in vitro porcine embryo development after in vitro fertilization or parthenogenetic activation

Zygote ◽  
2021 ◽  
pp. 1-7
Author(s):  
Nguyen Thi Men ◽  
Thanh Quang Dang-Nguyen ◽  
Tamas Somfai ◽  
Hiep Thi Nguyen ◽  
Junko Noguchi ◽  
...  
Keyword(s):  
Formation Rate ◽  
Cell Number ◽  
Control Group ◽  
Total Cell Number ◽  
Vitro Fertilization ◽  
Blastocyst Quality ◽  
Porcine Embryo ◽  
Oocyte Cytoplasm

Summary This study was conducted to examine whether the nuclear to cytoplasmic (N/C) ratio had any influence on the timing of embryo compaction and blastocoel formation, as well as formation rate and quality of blastocyst. First, we produced embryos with increased N/C ratio by removal of approximately one-third of the cytoplasm and with decreased N/C ratio by doubling the oocyte cytoplasm with an enucleated oocyte. The initiation of compaction and cavitation in reduced cytoplasm group was significantly earlier (P < 0.05) compared with the control and doubled cytoplasm groups. The rate of blastocysts in the reduced cytoplasm and doubled cytoplasm groups was significantly lower (P < 0.05) compared with the control group. Blastocyst quality in terms of total cell number in the reduced cytoplasm group was significantly lower (P < 0.05) compared with the doubled cytoplasm group, but not different from the control group. Next, we produced embryos with various N/C ratios by oocyte fusion combined with cytochalasin D treatment. The onset of compaction and cavitation in the 2N/2C group (decreased N/C ratio) was significantly delayed (P < 0.05) or had the tendency to be delayed (P = 0.064), respectively, compared with the control group (2N/1C). A significantly higher rate of blastocyst was observed in the 4N/2C group compared with the 1N/1C group (P < 0.05) but not different from the remaining groups. These results demonstrated that an increase in N/C ratio caused an earlier occurrence of morula compaction and blastocyst formation in both in vitro fertilization (IVF) and parthenogenetically activated pig embryos.

scholarly journals Cellular Fragments in the Perivitelline Space Are Not a Predictor of Expanded Blastocyst Quality

2021 ◽  
Vol 8 ◽  
Author(s):  
Bo Yu ◽  
Helena T. A. van Tol ◽  
Tom A. E. Stout ◽  
Bernard A. J. Roelen
Keyword(s):  
Embryo Quality ◽  
Perivitelline Space ◽  
Rt Pcr ◽  
Developmental Potential ◽  
Significant Difference ◽  
Blastocyst Quality ◽  
Abnormal Cells

The presence of cellular fragments in the perivitelline space is a commonly used parameter to determine quality before transfer of in vitro produced (IVP) embryos. However, this parameter is difficult to assess after blastocyst expansion. In this study, we used mechanical hatching to confirm the presence of cellular fragments in the perivitelline space of bovine IVP blastocysts. We further looked for associations between possible apoptosis within extruded cells/ cellular fragments and the quality of bovine blastocysts using quantitative RT-PCR and immunofluorescence. Surprisingly, more than 42% of expanded blastocysts had cellular fragments in the perivitelline space; however, more than 37% of extruded cells were TUNEL negative. We observed no significant difference in embryo quality between expanded blastocysts with and without cellular fragments in the perivitelline space. Overall, our data suggest that embryos extrude abnormal cells to maintain their developmental potential. The presence of fragmented cells is not an indicator of embryo quality.

scholarly journals THE QUALITY OF EMBRYOS RESULTED FROM IN VITRO FERTILIZATION BY USING FROZEN SEMEN THAWED IN DIFFERENT TEMPERATURES

2017 ◽  
Vol 3 (1) ◽  
pp. 23
Author(s):  
Rakhmi Yasri ◽  
Ristika Handarini ◽  
Muhammad Imron
Keyword(s):  
In Vitro Fertilization ◽  
Key Words ◽  
Embryo Quality ◽  
Fertilization Rate ◽  
Test Results ◽  
Vitro Fertilization ◽  
Frozen Semen ◽  
Different Temperatures

In vitro fertilization technology in cows is an effort done to utilize ovary waste from cows slughtered in abbatoir. This study was aimed at assessing the qualiy of embryos resulted from in vitro fertilization by using frozen semen thawed in different temperatures. In order to get qualty semen, standardized thawing method is required. It was expected from this study that an optimum thawing temperature for frozen semen was determined to obtain quality transferable embryos. Three treatments consisting of thawing with water 37°C for 30 second (T1), thawing with water 25°C for 30 second (T2), and thawing with water 10°C for 30 second (T3). Data were subjected to an an anlysis of variance (Anova) and a Duncan test. Results showed that oocytes fertilized with frozen semen thawed at 37°C and 10°C had higher fertilization rate and excellent-grade embryos (P<0.05) than did the ones fertilized with frozen semen thawed at 25°C. However, no different effect of thawing temperatures was found on transferable and degenerated embryos (P>0.05). It was concluded that embryos fertilized with Brahman frozen semen in thawed at 37°C had the highest number of embryos (49.66±2.88) and excellent-grade embryos (22.00±4.35). Key words: Embryo quality, In vitro fertilization, frozen semen thawing, Brahman bull.

scholarly journals Bu Shen Zhu Yun Decoction Improves Endometrial Receptivity via VEGFR-2-Mediated Angiogenesis

2019 ◽  
Vol 2019 ◽  
pp. 1-14 ◽  
Author(s):  
Li Li ◽  
Huabo Jiang ◽  
Xuecong Wei ◽  
Dandan Geng ◽  
Ming He ◽  
...  
Keyword(s):  
Signaling Pathway ◽  
Embryo Implantation ◽  
Mapk Signaling ◽  
Endometrial Receptivity ◽  
Mapk Signaling Pathway ◽  
Mitogen Activated Protein Kinase ◽  
Cell Counting ◽  
Nuclear Antigen ◽  
Vitro Fertilization

Vascular endothelial growth factor receptor-2 (VEGFR-2) regulates the mitogen-activated protein kinase (MAPK) signaling pathway and plays an important role in angiogenesis. Bu Shen Zhu Yun decoction (BSZYD) can improve endometrial receptivity and embryo implantation rates in patients undergoing in vitro fertilization. However, whether BSZYD improves endometrial receptivity via angiogenesis remains unclear. Here, we investigated the effects of BSZYD on the proliferation, migration, and angiogenesis of human endometrial microvascular endothelial cells (HEMECs) and found that BSZYD upregulated the expression of cyclin D1, matrix metalloproteinase 9 (MMP9), and proliferating cell nuclear antigen (PCNA) in HEMECs. Cell Counting Kit 8 assay, scratch-wound assay, and Tube Formation Assay results showed that BSZYD promoted the proliferation, migration, and angiogenesis of HEMECs. Western blot analysis results revealed the activation of the MAPK signaling pathway by BSZYD through the upregulation of VEGF and VEGFR-2 expression. Together, these findings highlight the novel mechanism underlying BSZYD-mediated improvement in endometrial receptivity through the MAPK signaling pathway.

4-Hydroxyestradiol improves mouse embryo quality, epidermal growth factor-binding capability in vitro and implantation rates

2020 ◽  
Author(s):  
Nuria Hernández ◽  
Marta López-Morató ◽  
Mario J Perianes ◽  
Soledad Sánchez-Mateos ◽  
Vanessa Casas-Rua ◽  
...  
Keyword(s):  
Growth Factor ◽  
Epidermal Growth Factor ◽  
Embryo Quality ◽  
Culture Media ◽  
Embryo Implantation ◽  
In Vivo Models ◽  
Endometrial Cells ◽  
Epidermal Growth ◽  
Binding Capability

Abstract Embryo implantation in the uterus is a critical step to achieve success following ART. Despite favorable uterine conditions, a great number of good quality embryos fail to implant, often for reasons that are unknown. Hence, improving the implantation potential of embryos is a subject of great interest. 4-Hydroxyestradiol (4-OH-E2), a metabolic product of estradiol produced by endometrial cells, plays a key role in endometrial–embryonic interactions that are necessary for implantation. Nonetheless, the effects of 4-OH-E2 on embryos obtained in vitro have not been yet described. This study was designed to determine whether culture media enriched in 4-OH-E2 could improve the quality and implantation rate of embryos obtained in vitro, using both in vitro and in vivo models. We also analyzed its effects on the epidermal growth factor (EGF)-binding capability of the embryos. Our results showed that the presence of 4-OH-E2 in the culture media of embryos during the morula to blastocyst transition increases embryo quality and attachment to endometrial cells in vitro. 4-OH-E2 can also improve viable pregnancy rates of mouse embryos produced in vitro, reaching success rates that are similar to those from embryos obtained directly from the uterus. 4-OH-E2 improved the embryos’ ability to bind EGF, which could be responsible for the increased embryo implantation potential observed. Therefore, our results strongly suggest that 4-OH-E2 is a strong candidate molecule to supplement human IVF culture media in order to improve embryo implantation. However, further research is required before these findings can be translated with efficacy and safety to fertility clinics.

Sexual Function and Fertility Quality of Life in Women Using In Vitro Fertilization

2015 ◽  
Vol 12 (4) ◽  
pp. 985-993 ◽  
Author(s):  
Nicole K. Smith ◽  
Jody Madeira ◽  
Heather R. Millard
Keyword(s):  
Quality Of Life ◽  
In Vitro Fertilization ◽  
Sexual Function ◽  
Vitro Fertilization
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