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Coticchio G, Ahlström A, Arroyo G, Balaban B, Campbell A, De Los Santos MJ, Ebner T, Gardner DK, Kovačič B, Lundin K, Magli MC, Mcheik S, Morbeck DE, Rienzi L, Sfontouris I, Vermeulen N, Alikani M. The Istanbul Consensus update: a revised ESHRE/ALPHA consensus on oocyte and embryo static and dynamic morphological assessment † ‡. Reprod Biomed Online 2025:104955. [PMID: 40300986 DOI: 10.1016/j.rbmo.2025.104955] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2025] [Accepted: 02/14/2025] [Indexed: 05/01/2025]
Abstract
This European Society of Human Reproduction and Embryology (ESHRE)/Alpha Scientists in Reproductive Medicine (ALPHA) consensus document provides several novel recommendations to assess oocyte and embryo morphology and rank embryos for transfer. A previous ALPHA/ESHRE consensus on oocyte and embryo morphological assessment was published in 2011. After more than a decade, and the integration of time-lapse technology into embryo culture and assessment, a thorough review and update was needed. A working group consisting of ALPHA members and ESHRE Special interest group of Embryology members formulated recommendations on oocyte and embryo assessment. The working group included 17 internationally recognized experts with extensive experience in clinical embryology. Seven members represented ALPHA and eight members represented ESHRE, along with two methodological experts from the ESHRE central office. Based on a systematic literature search and discussion of existing evidence, the recommendations of the Istanbul Consensus (2011) were reassessed and, where appropriate, updated based on consensus within the working group. A stakeholder review was organized after the updated draft was finalized. The final version was approved by the working group, the ALPHA Executive Committee and the ESHRE Executive Committee. This updated consensus paper provides 20 recommendations focused on the timeline of preimplantation developmental events and morphological criteria for oocyte, zygote and embryo assessment. Based on the duration of embryo culture, recommendations are given on the frequency and timing of assessments to ensure consistency and effectiveness. Several criteria relevant to oocyte and embryo morphology have not been well studied, leading to either a recommendation against their use for grading or for their use in ranking rather than grading. Future updates may require further revision of these recommendations. This document provides embryologists with advice on best practices when assessing oocyte and embryo quality based on the most recent evidence.
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Affiliation(s)
| | | | - Gemma Arroyo
- Institut Universitari Dexeus, Dpt d'Obstetrícia i Ginecologia, Barcelona, Spain
| | - Basak Balaban
- VKF American Hospital of Istanbul, Assisted Reproduction Unit, Istanbul, Turkiye
| | - Alison Campbell
- CARE Fertility Group, Nottingham, UK; University of Kent, Kent, UK
| | - Maria José De Los Santos
- IVIRMA Valencia Global Research Alliance, IVF Laboratory, Valencia, Spain; Fundación IVI Instituto de Investigaciones Sanitarias, Valencia, Spain
| | - Thomas Ebner
- Kepler Universitatsklinikum GmbH, Gynecology Obstetrics and Gynecological Endocrinology, Linz, Austria
| | - David K Gardner
- Melbourne IVF, East Melbourne, Victoria, Australia; School of BioSciences, University of Melbourne, Parkville, Victoria, Australia
| | - Borut Kovačič
- Department for Reproductive Medicine and Gynecological Endocrinology, University Medical Centre Maribor, Maribor, Slovenia
| | - Kersti Lundin
- Dept of Obstetrics and Gynecology, The Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | | | | | - Dean E Morbeck
- Genea Fertility, Sydney, New South Wales, Australia; Department of Obstetrics and Gynecology, Monash University, Melbourne, Victoria, Australia
| | | | | | | | - Mina Alikani
- Alpha Scientists in Reproductive Medicine, London, UK.
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Coticchio G, Ahlström A, Arroyo G, Balaban B, Campbell A, De Los Santos MJ, Ebner T, Gardner DK, Kovačič B, Lundin K, Magli MC, Mcheik S, Morbeck DE, Rienzi L, Sfontouris I, Vermeulen N, Alikani M. The Istanbul consensus update: a revised ESHRE/ALPHA consensus on oocyte and embryo static and dynamic morphological assessment†,‡. Hum Reprod 2025:deaf021. [PMID: 40288770 DOI: 10.1093/humrep/deaf021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2024] [Indexed: 04/29/2025] Open
Abstract
STUDY QUESTION What are the current recommended criteria for morphological assessment of oocytes, zygotes, and embryos? SUMMARY ANSWER The present ESHRE/Alpha Scientists in Reproductive Medicine consensus document provides several novel recommendations to assess oocyte and embryo morphology and rank embryos for transfer. WHAT IS KNOWN ALREADY A previous Alpha Scientists in Reproductive Medicine/ESHRE consensus on oocyte and embryo morphological assessment was published in 2011. After more than a decade, and the integration of time-lapse technology into embryo culture and assessment, a thorough review and update was needed. STUDY DESIGN, SIZE, DURATION A working group consisting of Alpha Scientists in Reproductive Medicine executive committee members and ESHRE Special interest group of Embryology members formulated recommendations on oocyte and embryo assessment. PARTICIPANTS/MATERIALS, SETTING, METHODS The working group included 17 internationally recognized experts with extensive experience in clinical embryology. Seven members represented Alpha Scientists in Reproductive Medicine and eight members represented ESHRE, along with to two methodological experts from the ESHRE central office. Based on a systematic literature search and discussion of existing evidence, the recommendations of the Istanbul Consensus (2011) were reassessed and, where appropriate, updated based on consensus within the working group. A stakeholder review was organized after the updated draft was finalized. The final version was approved by the working group, the Alpha executive committee and the ESHRE Executive Committee. MAIN RESULTS AND THE ROLE OF CHANCE This updated consensus paper provides 20 recommendations focused on the timeline of preimplantation developmental events and morphological criteria for oocyte, zygote, and embryo assessment. Based on duration of embryo culture, recommendations are given on the frequency and timing of assessments to ensure consistency and effectiveness. LIMITATIONS, REASONS FOR CAUTION Several criteria relevant to oocyte and embryo morphology have not been well studied, leading to either a recommendation against their use for grading or for their use in ranking rather than grading. Future updates may require further revision of these recommendations. WIDER IMPLICATIONS OF THE FINDINGS This document provides embryologists with advice on best practices when assessing oocyte and embryo quality based on the most recent evidence. STUDY FUNDING/COMPETING INTEREST(S) The consensus meeting and writing of the paper were supported by funds from ESHRE and Alpha Scientists in Reproductive Medicine. The working group members did not receive any payment. G.C. declared payments or honoraria for lectures from Gedeon Richter and Cooper Surgical. A.C. declared text book royalties (Mastering Clinical Embryology, published 2024), consulting fees from Cooper Surgical, Gedeon Richter and TMRW Life Sciences, honoraria for lectures from Merck, Ferring, and Gedeon Richter, and participation in the HFEA Scientific Advances Committee; she also disclosed being treasurer and vice-president of Alpha Scientists in Reproductive Medicine, a shareholder in Care Fertility Limited and Fertile Mind Limited, and having stock options in TMRW Life Sciences and U-Ploid Biotechnology Ltd. L.R. declared consulting fees from Organon, payments or honoraria for lectures from Merck, Organon, IBSA, Finox, Geden Richter, Origio, Organon, Ferring, Fundation IVI; she also disclosed being a member of the Advisory Scientific Board of IVIRMA (Paid) and a member of the Advisory Scientific Board of Nterilizer (unpaid). I.S. declared payments or honoraria for lectures from Vitrolife and Cooper Surgical, and stock options from Alife Health. M.A. declared payments or honoraria for lectures from Vitrolife and support for attending meetings from Vitrolife and Cooper Surgical (both unrelated to this manuscript). The other authors have no conflicts of interest to declare. DISCLAIMER This Good Practice Recommendations (GPRs) document represents the consensus views of the members of this working group based on the scientific evidence available at the time of the meeting. GPRs should be used for information and educational purposes. They should not be interpreted as setting a standard of care or be deemed inclusive of all proper methods of care or be exclusive of other methods of care reasonably directed to obtaining the same results. They do not replace the need for application of clinical judgement to each individual presentation, or variations based on locality and facility type.
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Affiliation(s)
| | | | - Gemma Arroyo
- Dpt d'Obstetrícia i Ginecologia, Institut Universitari Dexeus, Barcelona, Spain
| | - Basak Balaban
- Assisted Reproduction Unit, VKF American Hospital of Istanbul, Istanbul, Turkiye
| | - Alison Campbell
- CARE Fertility Group, Nottingham, UK
- University of Kent, Kent, UK
| | - Maria José De Los Santos
- IVIRMA Valencia Global Research Alliance, IVF Laboratory, Valencia, Spain
- Fundación IVI Instituto de Investigaciones Sanitarias, Valencia, Spain
| | - Thomas Ebner
- Gynecology Obstetrics and Gynecological Endocrinology, Kepler Universitatsklinikum GmbH, Linz, Austria
| | - David K Gardner
- Melbourne IVF, East Melbourne, VIC, Australia
- School of BioSciences, University of Melbourne, Parkville, VIC, Australia
| | - Borut Kovačič
- Department for Reproductive Medicine and Gynecological Endocrinology, University Medical Centre Maribor, Maribor, Slovenia
| | - Kersti Lundin
- Dept of Obstetrics and Gynecology, The Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | | | | | - Dean E Morbeck
- Genea Fertility, Sydney, NSW, Australia
- Department of Obstetrics and Gynecology, Monash University, Melbourne, VIC, Australia
| | | | | | | | - Mina Alikani
- Alpha Scientists in Reproductive Medicine, London, UK
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Huang S, Zhao K, Chu C, Fan Q, Fan Y, Luo Y, Li Y, Mo K, Dong G, Liang H, Zhao X. Automated detection and recognition of oocyte toxicity by fusion of latent and observable features. JOURNAL OF HAZARDOUS MATERIALS 2025; 494:138411. [PMID: 40318589 DOI: 10.1016/j.jhazmat.2025.138411] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2025] [Revised: 03/29/2025] [Accepted: 04/24/2025] [Indexed: 05/07/2025]
Abstract
Oocyte quality is essential for successful pregnancy, yet no discriminant criterion exists to assess the effects of environmental pollutants on oocyte abnormalities. We developed a stepwise framework integrating deep learning-extracted latent features with observable human-concept features focused on toxicity detection, subtype and strength classification. Based on 2126 murine oocyte images, this method achieves performance surpassing human capabilities with ROC-AUC of 0.9087 for toxicity detection, 0.7956-0.9034 for subtype classification with Perfluorohexanesulfonic Acid(PFHxS) achieving highest score of 0.9034 and 0.6434-0.9062 for toxicity strength classification with PFHxS achieving highest score of 0.9062. Notably, Ablation studies confirmed feature fusion improved performance by 18.7-23.4 % over single-domain models, highlighting their complementary relationship. Personalized heatmaps and feature importance revealed biomarker regions such as polar body and cortical areas aligning with clinical knowledge. AI-driven oocyte selection predicts embryo competence under pollutants, bridging computational toxicology to mitigate infertility.
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Affiliation(s)
- Shuai Huang
- Department of Reproductive Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong 510080, China; Medical Big Data Center, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong 510080, China; Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong 510080, China; Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong 510080, China
| | - Kun Zhao
- Department of Reproductive Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong 510080, China; Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong 510080, China; Joint International Research Laboratory of Environment and Health, Ministry of Education, Guangdong Provincial Engineering Technology Research Center of Environmental Pollution and Health Risk Assessment, Department of Occupational and Environmental Health, School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong 510080, China
| | - Chu Chu
- Department of Reproductive Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong 510080, China; Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong 510080, China
| | - Qi Fan
- Department of Reproductive Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong 510080, China; Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong 510080, China
| | - Yuanyuan Fan
- Joint International Research Laboratory of Environment and Health, Ministry of Education, Guangdong Provincial Engineering Technology Research Center of Environmental Pollution and Health Risk Assessment, Department of Occupational and Environmental Health, School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong 510080, China
| | - Yongqi Luo
- Department of Reproductive Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong 510080, China
| | - Yiming Li
- Department of Reproductive Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong 510080, China; Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong 510080, China
| | - Ke Mo
- Department of General Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, Guangdong 510080, China; Experimental Center of BIOQGene, YuanDong International Academy of Life Sciences, 999077, Hong Kong
| | - Guanghui Dong
- Joint International Research Laboratory of Environment and Health, Ministry of Education, Guangdong Provincial Engineering Technology Research Center of Environmental Pollution and Health Risk Assessment, Department of Occupational and Environmental Health, School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong 510080, China
| | - Huiying Liang
- Department of Reproductive Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong 510080, China; Medical Big Data Center, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong 510080, China; Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong 510080, China; Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong 510080, China.
| | - Xiaomiao Zhao
- Department of Reproductive Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong 510080, China; Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong 510080, China.
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Li D, Yuan G, Wang X, Zhuang J, Wang L, Liu Y, Liu X, Han L, Dou H, Li B, Hao C. Three Novel Mutations in TUBB8 Cause Female Infertility Due to Multiple Morphological Abnormalities of the Oocyte and Early Embryo. Reprod Sci 2025:10.1007/s43032-025-01844-4. [PMID: 40246784 DOI: 10.1007/s43032-025-01844-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2024] [Accepted: 03/07/2025] [Indexed: 04/19/2025]
Abstract
Recent years have seen a global increase in infertility, affecting up to 17.5% of the population. For successful human reproduction, the proper development process of the oocyte, fertilization, and early embryo is required. Assisted reproductive technology (ART), which is the primary treatment for infertility, uses the morphology of oocytes and zygotes as parameters to predict ART outcomes. However, factors such as large perivitelline space (PVS), centrally located granular cytoplasm (CLGC), multi-pronuclei (MPN) formation, and final early embryonic development arrest often lead to repeated failure of ART treatment. Genetic analysis has identified various pathogenic genetic factors contributing to infertility, suggesting that genetic variation plays a significant role in recurrent ART treatment failure. However, maternal genes responsible for large PVS, CLGC, and MPN formation are rarely reported. In this study involving Whole Exome Sequencing (WES) and Sanger sequencing validation, three novel heterozygous missense mutations (p.M403V, p.R306H, p.H190Y) in TUBB8 were identified as being associated with large PVS, CLGC, MPN formation, and early embryonic development arrest. These mutant sites are evolutionarily conserved in different species. Additionally, in silico and in vitro experiments demonstrate that these variants disrupt the conformation, expression, and microtubule structures of the TUBB8 protein. Therefore, these findings contribute significantly to understanding TUBB8-related large PVS, CLGC, and MPN formation in the context of ARTs. This broadens our insight into the genetic connection in human reproduction and emphasizes the importance of comprehensive genetic screening and personalized intervention strategies for PVS, CLGC, and MPN formation.
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Affiliation(s)
- Duan Li
- Center for Reproductive Medicine, Women and Children's Hospital, Qingdao University, Qingdao, China
- Branch of Shandong Provincial Clinical Research Center for Reproductive Health, Qingdao, China
- College of Medicine, Qingdao University, Qingdao, China
- Department of Genetics and Cell Biology, Basic Medical College, Qingdao University, Qingdao, China
| | - Guanghui Yuan
- Center for Reproductive Medicine, Women and Children's Hospital, Qingdao University, Qingdao, China
- Branch of Shandong Provincial Clinical Research Center for Reproductive Health, Qingdao, China
- College of Medicine, Qingdao University, Qingdao, China
| | - Xiaoxiao Wang
- Center for Reproductive Medicine, Women and Children's Hospital, Qingdao University, Qingdao, China
- Branch of Shandong Provincial Clinical Research Center for Reproductive Health, Qingdao, China
- College of Medicine, Qingdao University, Qingdao, China
| | - Jiao Zhuang
- Center for Reproductive Medicine, Women and Children's Hospital, Qingdao University, Qingdao, China
- Branch of Shandong Provincial Clinical Research Center for Reproductive Health, Qingdao, China
- College of Medicine, Qingdao University, Qingdao, China
| | - Lie Wang
- Center for Reproductive Medicine, Women and Children's Hospital, Qingdao University, Qingdao, China
- Branch of Shandong Provincial Clinical Research Center for Reproductive Health, Qingdao, China
- College of Medicine, Qingdao University, Qingdao, China
| | - Yingxue Liu
- Center for Reproductive Medicine, Women and Children's Hospital, Qingdao University, Qingdao, China
- Branch of Shandong Provincial Clinical Research Center for Reproductive Health, Qingdao, China
- College of Medicine, Qingdao University, Qingdao, China
| | - Xiaowen Liu
- Center for Reproductive Medicine, Women and Children's Hospital, Qingdao University, Qingdao, China
- Branch of Shandong Provincial Clinical Research Center for Reproductive Health, Qingdao, China
- College of Medicine, Qingdao University, Qingdao, China
| | - Linfang Han
- Center for Reproductive Medicine, Women and Children's Hospital, Qingdao University, Qingdao, China
- Branch of Shandong Provincial Clinical Research Center for Reproductive Health, Qingdao, China
- College of Medicine, Qingdao University, Qingdao, China
| | - Huaiqian Dou
- Center for Reproductive Medicine, Women and Children's Hospital, Qingdao University, Qingdao, China.
- Branch of Shandong Provincial Clinical Research Center for Reproductive Health, Qingdao, China.
- College of Medicine, Qingdao University, Qingdao, China.
| | - Bing Li
- Department of Genetics and Cell Biology, Basic Medical College, Qingdao University, Qingdao, China.
| | - Cuifang Hao
- Center for Reproductive Medicine, Women and Children's Hospital, Qingdao University, Qingdao, China.
- Branch of Shandong Provincial Clinical Research Center for Reproductive Health, Qingdao, China.
- College of Medicine, Qingdao University, Qingdao, China.
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Peng J, Zou W, Zhu L, Guo X, Zhang J, Li H. A case report of a successful pregnancy after intracytoplasmic sperm injection when all oocytes contained abnormal inclusions in the perivitelline space. ZYGOTE 2025:1-6. [PMID: 40114613 DOI: 10.1017/s096719942500005x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/22/2025]
Abstract
BACKGROUND The relationship between oocyte morphology and developmental potential has been a hot research topic in assisted reproductive technology (ART). Whether inclusions in the perivitelline space (PVS) affect ART outcomes remains controversial. CASE PRESENTATION We present a case report of a 34-year-old G3P1A2 woman who sought ART treatment because of sequelae of pelvic disease. As her husband had severe oligospermia due to the stress on the day of oocyte retrieval, intracytoplasmic sperm injection (ICSI) was performed. After denudation, varying degrees of debris were found in the PVS, but all the oocytes were subjected to ICSI. Among the eleven retrieved oocytes, eight were fertilized. The morphology of the embryos was scored on Days 2 and 3. Five embryos were frozen on Day 3, and two best-quality embryos were subsequently transferred via frozen embryo transfer. CONCLUSION Severe debris in the PVS seems to affect embryo quality but not fertilization. Mild debris in the PVS may have little effect on the outcome of ART treatment. In our patient, after two embryos that were derived from oocytes with relatively few debris in the PVS were transferred, a successful live birth occurred.
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Affiliation(s)
- Juan Peng
- Zhuzhou Hospital Affiliated to Xiangya School of Medicine, Central South University, Zhuzhou, HN, China
| | - Wenda Zou
- Zhuzhou Hospital Affiliated to Xiangya School of Medicine, Central South University, Zhuzhou, HN, China
| | - Liyu Zhu
- Zhuzhou Hospital Affiliated to Xiangya School of Medicine, Central South University, Zhuzhou, HN, China
| | - Xinlin Guo
- Zhuzhou Hospital Affiliated to Xiangya School of Medicine, Central South University, Zhuzhou, HN, China
| | - Juan Zhang
- Zhuzhou Hospital Affiliated to Xiangya School of Medicine, Central South University, Zhuzhou, HN, China
| | - Hui Li
- Zhuzhou Hospital Affiliated to Xiangya School of Medicine, Central South University, Zhuzhou, HN, China
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Hall JMM, Nguyen TV, Dinsmore AW, Perugini D, Perugini M, Fukunaga N, Asada Y, Schiewe M, Lim AYX, Lee C, Patel N, Bhadarka H, Chiang J, Bose DP, Mankee-Sookram S, Minto-Bain C, Bilen E, Diakiw SM. Use of federated learning to develop an artificial intelligence model predicting usable blastocyst formation from pre-ICSI oocyte images. Reprod Biomed Online 2024; 49:104403. [PMID: 39433005 DOI: 10.1016/j.rbmo.2024.104403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Revised: 07/16/2024] [Accepted: 08/05/2024] [Indexed: 10/23/2024]
Abstract
RESEARCH QUESTION Can federated learning be used to develop an artificial intelligence (AI) model for evaluating oocyte competence using two-dimensional images of denuded oocytes in metaphase II prior to intracytoplasmic sperm injection (ICSI)? RESULTS The oocyte AI model demonstrated area under the curve (AUC) up to 0.65 on two blind test datasets. High sensitivity for predicting competent oocytes (83-88%) was offset by lower specificity (26-36%). Exclusion of confounding biological variables (male factor infertility and maternal age ≥35 years) improved AUC up to 14%, primarily due to increased specificity. AI score correlated with size of the zona pellucida and perivitelline space, and ooplasm appearance. AI score also correlated with blastocyst expansion grade and morphological quality. The sum of AI scores from oocytes in group culture images predicted the formation of two or more usable blastocysts (AUC 0.77). CONCLUSION An AI model to evaluate oocyte competence was developed using federated learning, representing an essential step in protecting patient data. The AI model was significantly predictive of oocyte competence, as defined by usable blastocyst formation, which is a critical factor for IVF success. Potential clinical utility ranges from selective oocyte fertilization to guiding treatment decisions regarding additional rounds of oocyte retrieval. DESIGN In total, 10,677 oocyte images with associated metadata were collected prospectively by eight IVF clinics across six countries. AI training used federated learning, where data were retained on regional servers to comply with data privacy laws. The final AI model required a single image as input to evaluate oocyte competence, which was defined by the formation of a usable blastocyst (≥expansion grade 3 by day 5 or 6 post ICSI).
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Affiliation(s)
- J M M Hall
- Life Whisperer Diagnostics (a subsidiary of Presagen), San Francisco, CA, USA, and Adelaide, Australia; Australian Research Council Centre of Excellence for Nanoscale BioPhotonics, Adelaide, Australia; Adelaide Business School, The University of Adelaide, Adelaide, Australia
| | - T V Nguyen
- Life Whisperer Diagnostics (a subsidiary of Presagen), San Francisco, CA, USA, and Adelaide, Australia
| | - A W Dinsmore
- California Fertility Partners, Los Angeles, CA, USA
| | - D Perugini
- Life Whisperer Diagnostics (a subsidiary of Presagen), San Francisco, CA, USA, and Adelaide, Australia
| | - M Perugini
- Life Whisperer Diagnostics (a subsidiary of Presagen), San Francisco, CA, USA, and Adelaide, Australia; Adelaide Medical School, The University of Adelaide, Adelaide, Australia
| | - N Fukunaga
- Asada Institute for Reproductive Medicine, Nagoya, Japan
| | - Y Asada
- Asada Ladies Clinic, Nagoya, Japan
| | - M Schiewe
- California Fertility Partners, Los Angeles, CA, USA
| | - A Y X Lim
- Alpha IVF and Women's Specialists, Petaling Jaya, Selangor, Malaysia
| | - C Lee
- Alpha IVF and Women's Specialists, Petaling Jaya, Selangor, Malaysia
| | - N Patel
- Akanksha Hospital and Research Institute, Anand, Gujarat, India
| | - H Bhadarka
- Akanksha Hospital and Research Institute, Anand, Gujarat, India
| | - J Chiang
- Kensington Green Specialist Centre, Iskandar Puteri, Johor, Malaysia
| | - D P Bose
- Indore Infertility Clinic, Indore, Madhya Pradesh, India
| | - S Mankee-Sookram
- Trinidad and Tobago IVF and Fertility Centre, Maraval, Trinidad, Trinidad and Tobago
| | - C Minto-Bain
- Trinidad and Tobago IVF and Fertility Centre, Maraval, Trinidad, Trinidad and Tobago
| | - E Bilen
- Dokuz Eylül University, Inciraltı, Balçova/İzmir, Turkey
| | - S M Diakiw
- Life Whisperer Diagnostics (a subsidiary of Presagen), San Francisco, CA, USA, and Adelaide, Australia.
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7
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Ahmad MF, Elias MH, Mat Jin N, Abu MA, Syafruddin SE, Zainuddin AA, Suzuki N, Abdul Karim AK. Oocytes Quality Assessment-The Current Insight: A Systematic Review. BIOLOGY 2024; 13:978. [PMID: 39765644 PMCID: PMC11673492 DOI: 10.3390/biology13120978] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/28/2024] [Revised: 11/16/2024] [Accepted: 11/22/2024] [Indexed: 01/11/2025]
Abstract
An overall in vitro fertilization (IVF) outcome is dynamic. Good oocyte quality is important for achieving a better IVF pregnancy. Various methods have been used for OQ assessment (OQA). However, due to inconclusive evidence, one method's superiority has not been proposed over others. Thus, OQA should be consolidated based on the current evidence for this matter. Our study aims to summarize the current OQA used and compare their recommended methods. Our results revealed that the optimal OQA for cost-effectiveness and clinical implementation is still via morphological assessment. The current method most opted for is total oocyte scoring. Although other methods-follicular fluid evaluation, mitochondria spindle assessment, or live zona imaging-can be applied with better precision, due to cost, additional tools, and expertise, and they should cater to research purposes and selected centers. Our results added value as a current strategy for optimizing OQA in IVF practice, aiming at cost-effectiveness and reproducibility for better clinical implementation.
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Affiliation(s)
- Mohd Faizal Ahmad
- Advanced Reproductive Centre (ARC) HCTM UKM, Department of Obstetrics & Gynecology, Faculty of Medicine, National University of Malaysia, Jalan Yaacob Latiff, Cheras, Kuala Lumpur 56000, Malaysia; (M.F.A.); (M.A.A.); (A.A.Z.)
| | - Marjanu Hikmah Elias
- Faculty of Medicine & Health Sciences, Universiti Sains Islam Malaysia, Nilai 71800, Malaysia;
| | - Norazilah Mat Jin
- Department of Obstetrics & Gynecology, Faculty of Medicine, Universiti Teknologi MARA, Sungai Buloh Campus, Selangor Branch, Jalan Hospital, Sungai Buloh 47000, Malaysia;
| | - Muhammad Azrai Abu
- Advanced Reproductive Centre (ARC) HCTM UKM, Department of Obstetrics & Gynecology, Faculty of Medicine, National University of Malaysia, Jalan Yaacob Latiff, Cheras, Kuala Lumpur 56000, Malaysia; (M.F.A.); (M.A.A.); (A.A.Z.)
| | - Saiful Effendi Syafruddin
- Medical Molecular Biology Institute, National University of Malaysia, Jalan Yaacob Latiff, Bandar Tun Razak, Kuala Lumpur 56000, Malaysia;
| | - Ani Amelia Zainuddin
- Advanced Reproductive Centre (ARC) HCTM UKM, Department of Obstetrics & Gynecology, Faculty of Medicine, National University of Malaysia, Jalan Yaacob Latiff, Cheras, Kuala Lumpur 56000, Malaysia; (M.F.A.); (M.A.A.); (A.A.Z.)
| | - Nao Suzuki
- Department of Obstetrics & Gynecology, St Marianna School of Medicine, Kawasaki 216-0015, Kanagawa, Japan;
| | - Abdul Kadir Abdul Karim
- Advanced Reproductive Centre (ARC) HCTM UKM, Department of Obstetrics & Gynecology, Faculty of Medicine, National University of Malaysia, Jalan Yaacob Latiff, Cheras, Kuala Lumpur 56000, Malaysia; (M.F.A.); (M.A.A.); (A.A.Z.)
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8
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Kashutina M, Obosyan L, Bunyaeva E, Zhernov Y, Kirillova A. Quality of IVM ovarian tissue oocytes: impact of clinical, demographic, and laboratory factors. J Assist Reprod Genet 2024; 41:3079-3088. [PMID: 39349891 PMCID: PMC11621277 DOI: 10.1007/s10815-024-03234-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Accepted: 08/15/2024] [Indexed: 12/06/2024] Open
Abstract
PURPOSE To determine how clinical, demographic, and laboratory characteristics influence ovarian tissue oocyte quality. METHODS Immature cumulus-oocyte complexes were isolated from removed ovaries and cultured for 48-52 h in either monophasic standard or biphasic CAPA media for fertility preservation. A total of 355 MII oocytes from 53 patients were described for intracytoplasmic and extracytoplasmic anomalies. Multiple clinical, laboratory, and demographic characteristics were analyzed. Statistically significant differences between independent groups in qualitative variables were identified using Pearson's χ2 and Fisher's exact tests. The diagnostic value of quantitative variables was assessed using the ROC curve analysis. Factors associated with the development of dysmorphism, taking patient age into account, were identified using the binary logistic regression analysis. RESULTS Dysmorphisms were observed in 245 oocytes (69.0%), with a median number of dysmorphisms of 2. Oocyte dysmorphisms were found to be 2.211 times more likely to be detected in patients with ovarian cancer, while the presence of dark-colored cytoplasm was associated with gynecologic surgery in the anamnesis (p = 0.002; OR 16.652; 95% CI, 1.977-140.237; Cramer's V 0.187). Small polar bodies developed 2.717 times more often (95% CI, 1.195-6.18) in patients older than 35. In the case of ovarian transportation on ice at 4 ℃, the chances of development of cytoplasmic granularity increased 2.569 times (95% CI, 1.301-5.179). The use of biphasic CAPA IVM media contributed to a decrease in the probability of large polar body formation (p = 0.034) compared to the standard monophasic IVM media. CONCLUSIONS Both patients' characteristics and laboratory parameters have an impact on the quality of IVM ovarian tissue oocytes.
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Affiliation(s)
- Maria Kashutina
- Russian University of Medicine, Moscow, Russia
- Loginov Moscow Clinical Scientific and Practical Center, Moscow, Russia
- National Research Centre for Therapy and Preventive Medicine, Moscow, Russia
| | - Lilia Obosyan
- I.M. Sechenov First Moscow State Medical University, Moscow, Russia
| | - Ekaterina Bunyaeva
- National Medical Research Center for Obstetrics, Gynecology and Perinatology Named After V.I.Kulakov, Moscow, Russia
| | - Yury Zhernov
- I.M. Sechenov First Moscow State Medical University, Moscow, Russia
- A.N. Sysin Research Institute of Human Ecology and Environmental Hygiene, Moscow, Russia
- Fomin Clinic, Moscow, Russia
| | - Anastasia Kirillova
- Fomin Clinic, Moscow, Russia.
- Royal Women's Hospital, Melbourne, Australia.
- University of Melbourne, Melbourne, Australia.
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9
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Trinchant R, García-Velasco JA. Oocyte Quality in Women with Endometriosis. Gynecol Obstet Invest 2024; 90:173-181. [PMID: 39348802 DOI: 10.1159/000541615] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2024] [Accepted: 09/23/2024] [Indexed: 10/02/2024]
Abstract
BACKGROUND Endometriosis is a chronic gynecological condition that affects approximately 10% of women of reproductive age globally. It is associated with significant morbidity due to symptoms such as pelvic pain and infertility. Current knowledge suggests that endometriosis impacts oocyte quality, a critical factor for successful fertilization and pregnancy. Despite extensive research, the exact mechanisms remain unclear, and further updates are necessary to optimize treatment strategies. OBJECTIVES This review aims to summarize current evidence regarding the impact of endometriosis on oocyte quality and its subsequent effects on fertility outcomes, particularly in the context of in vitro fertilization (IVF). METHODS A comprehensive search was conducted in PubMed using the terms "endometriosis AND oocyte quality," "endometriosis AND infertility, and "endometriosis AND IVF." The review included studies published up to July 2024. OUTCOME The review findings indicate that endometriosis may be associated with decreased oocyte quality, characterized by impaired morphological features and molecular abnormalities. These defects potentially lead to lower fertilization rates, impaired embryo development, and reduced pregnancy outcomes. However, some studies suggest that with controlled factors such as age and ovarian reserve, IVF outcomes may be comparable to those without endometriosis. CONCLUSIONS AND OUTLOOK For clinicians and scientists working in medically assisted reproduction, understanding the impact of endometriosis on oocyte quality is crucial for improving fertility treatment outcomes. Advances in assisted reproductive technologies and personalized treatment approaches may mitigate these adverse effects. The potential for using artificial intelligence to assess oocyte quality presents a promising avenue for future research, as currently there is no direct and objective measure to assess this parameter.
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Affiliation(s)
- Rafael Trinchant
- IVIRMA Global Research Alliance, IVIRMA Mallorca, Mallorca, Spain
- Escuela Internacional de Doctorado, Rey Juan Carlos University, Madrid, Spain
| | - Juan Antonio García-Velasco
- IVIRMA Global Research Alliance, IVIRMA Madrid, Madrid, Spain
- IVI Foundation, Instituto de Investigación Sanitaria La Fe (IIS La Fe), Valencia, Spain
- Medical Specialties and Public Health, Rey Juan Carlos University, Madrid, Spain
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10
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Boylan CF, Sambo KM, Neal-Perry G, Brayboy LM. Ex ovo omnia-why don't we know more about egg quality via imaging? Biol Reprod 2024; 110:1201-1212. [PMID: 38767842 PMCID: PMC11180616 DOI: 10.1093/biolre/ioae080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 05/14/2024] [Accepted: 05/17/2024] [Indexed: 05/22/2024] Open
Abstract
Determining egg quality is the foremost challenge in assisted reproductive technology (ART). Although extensive advances have been made in multiple areas of ART over the last 40 years, oocyte quality assessment tools have not much evolved beyond standard morphological observation. The oocyte not only delivers half of the nuclear genetic material and all of the mitochondrial DNA to an embryo but also provides complete developmental support during embryonic growth. Oocyte mitochondrial numbers far exceed those of any somatic cell, yet little work has been done to evaluate the mitochondrial bioenergetics of an oocyte. Current standard oocyte assessment in in vitro fertilization (IVF) centers include the observation of oocytes and their surrounding cell complex (cumulus cells) via stereomicroscope or inverted microscope, which is largely primitive. Additional oocyte assessments include polar body grading and polarized light meiotic spindle imaging. However, the evidence regarding the aforementioned methods of oocyte quality assessment and IVF outcomes is contradictory and non-reproducible. High-resolution microscopy techniques have also been implemented in animal and human models with promising outcomes. The current era of oocyte imaging continues to evolve with discoveries in artificial intelligence models of oocyte morphology selection albeit at a slow rate. In this review, the past, current, and future oocyte imaging techniques will be examined with the goal of drawing attention to the gap which limits our ability to assess oocytes in real time. The implications of improved oocyte imaging techniques on patients undergoing IVF will be discussed as well as the need to develop point of care oocyte assessment testing in IVF labs.
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Affiliation(s)
- Caitlin F Boylan
- University of North Carolina, Chapel Hill, NC, USA
- Eastern Virginia Medical School, Norfolk, VA, USA
| | - Keshia M Sambo
- Institute for Biochemistry and Biology, University of Potsdam, Potsdam, Germany
| | | | - Lynae M Brayboy
- Department of Neuropediatrics Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
- Klinik für Pädiatrie m. S. Neurologie, Charité Campus Virchow Klinikum, Berlin, Germany
- Department of Reproductive Biology, Bedford Research Foundation, Bedford, MA, USA
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11
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Zacà C, Coticchio G, Calesini C, Vigiliano V, Tarozzi N, Lagalla C, Borini A. Towards a more sustainable balance between optimal live birth rate and supernumerary embryos in ART treatments. J Assist Reprod Genet 2024; 41:939-946. [PMID: 38321266 PMCID: PMC11052976 DOI: 10.1007/s10815-024-03043-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Accepted: 01/21/2024] [Indexed: 02/08/2024] Open
Abstract
PURPOSE To assess the relation between number of inseminated oocytes and cumulative live birth rate (CLBR) in order to provide guidance for limiting the number of surplus blastocysts. METHODS The study was a retrospective, single-center cohort analysis of 1223 ART complete cycles. Cycles were stratified according to female age (≤ 34, 35-38, and 39-42 years) and number of inseminated oocytes (1-5, 6-10, and > 10). Inclusion criteria were indication for IVF/ICSI with own spermatozoa and blastocyst culture up to day 6 of all embryos. RESULTS In patients younger than 35 years, insemination of more than ten oocytes produced an increase in overall blastocyst number, CLBR (40.3%, 54.3%, and 75.8%, respectively, for each oocyte group) and surplus embryo rate (12.9%, 27.8%, and 49.7% of cases for each group). Instead, in the middle age group, the use of more than ten oocytes was solely associated with an increase in the rate of surplus embryos (1.25%, 21.33%, and 28.68% of cases after stratification for oocyte number). In older patients, neither CLBR (9.1%, 23.9%, and 24.7%, respectively) nor rate of surplus embryos (2.0%, 7.1%, and 13.4% of cases for each group) were higher in cycles with more than ten inseminated oocytes. CONCLUSION In women up to 38 years, sustainable CLBR are achieved while limiting the number of inseminated oocytes and the resulting blastocysts remaining unused. Based on this notion, novel treatment strategies could pursue high outcome rates, while alleviating the problems derived from surplus stored embryos.
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Affiliation(s)
- Carlotta Zacà
- IVIRMA Global Research Alliance, 9.Baby, Bologna, Italy
| | - Giovanni Coticchio
- IVIRMA Global Research Alliance, 9.Baby, Bologna, Italy.
- ART Italian National Register, National Centre for Diseases Prevention and Health Promotion, National Health Institute, Rome, Italy.
| | | | - Vincenzo Vigiliano
- ART Italian National Register, National Centre for Diseases Prevention and Health Promotion, National Health Institute, Rome, Italy
| | | | | | - Andrea Borini
- IVIRMA Global Research Alliance, 9.Baby, Bologna, Italy
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12
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Vishwakarma N, Pareek C, Nair N, Badge A, Bawaskar PA, Kalbande A. SERa-Positive Oocyte Intracytoplasmic Injection and Its Outcome: A Case Report. Cureus 2024; 16:e58836. [PMID: 38784363 PMCID: PMC11112545 DOI: 10.7759/cureus.58836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2024] [Accepted: 04/23/2024] [Indexed: 05/25/2024] Open
Abstract
This case report describes the use of smooth endoplasmic reticulum aggregates-positive (SERa+) oocytes along with intracytoplasmic sperm injection (ICSI), supplemented with granulocyte-macrophage colony-stimulating factor (GM-CSF), aiming to enhance fertilization rates and reproductive outcomes. A 39-year-old woman, facing primary infertility for the past seven years, received assisted reproductive treatment (ART), which included adding GM-CSF to the culture medium and culture SERa+ oocytes before ICSI. Clinical results, embryo quality, fertilization rates, and other fertility parameters were used to track the patient's progress toward this individualized approach that led to a positive twin pregnancy and healthy twin babies.
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Affiliation(s)
- Neeraj Vishwakarma
- Clinical Embryology, Datta Meghe Institute of Higher Education & Research (Deemed to be University), Wardha, IND
| | - Charu Pareek
- Clinical Embryology, Datta Meghe Institute of Higher Education & Research (Deemed to be University), Wardha, IND
| | - Nancy Nair
- Clinical Embryology, Datta Meghe Institute of Higher Education & Research (Deemed to be University), Wardha, IND
| | - Ankit Badge
- Microbiology, Datta Meghe Institute of Higher Education & Research (Deemed to be University), Wardha, IND
| | - Pranita A Bawaskar
- Clinical Embryology, Datta Meghe Institute of Higher Education & Research (Deemed to be University), Wardha, IND
| | - Avanti Kalbande
- Obstetrics and Gynaecology, Datta Meghe Institute of Higher Education & Research (Deemed to be University), Wardha, IND
- Obstetrics and Gynaecology, Shalinitai Meghe Hospital & Research Centre, Nagpur, IND
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13
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Raad G, Tanios J, Serdarogullari M, Bazzi M, Mourad Y, Azoury J, Yarkiner Z, Liperis G, Fakih F, Fakih C. Mature oocyte dysmorphisms may be associated with progesterone levels, mitochondrial DNA content, and vitality in luteal granulosa cells. J Assist Reprod Genet 2024; 41:795-813. [PMID: 38363455 PMCID: PMC10957819 DOI: 10.1007/s10815-024-03053-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Accepted: 02/01/2024] [Indexed: 02/17/2024] Open
Abstract
PURPOSE To identify whether follicular environment parameters are associated with mature oocyte quality, embryological and clinical outcomes. METHODS This retrospective study examined 303 mature oocytes from 51 infertile women undergoing ICSI cycles between May 2018 and June 2021. Exclusion criteria consisted of advanced maternal age (> 36 years old), premature ovarian failure, obesity in women, or use of frozen gametes. Luteal granulosa cells (LGCs) were analyzed for mitochondrial DNA/genomic (g) DNA ratio and vitality. The relationships between hormone levels in the follicular fluid and oocyte features were assessed. Quantitative morphometric measurements of mature oocytes were assessed, and the association of LGC parameters and oocyte features on live birth rate after single embryo transfer was examined. RESULTS Results indicated an inverse correlation between the mtDNA/gDNA ratio of LGCs and the size of polar body I (PBI). A 4.0% decrease in PBI size was observed with each one-unit increase in the ratio (p = 0.04). Furthermore, a 1% increase in LGC vitality was linked to a 1.3% decrease in fragmented PBI (p = 0.03), and a 1 ng/mL increase in progesterone levels was associated with a 0.1% rise in oocytes with small inclusions (p = 0.015). Associations were drawn among LGC characteristics, perivitelline space (PVS) debris, cytoplasmic inclusions, PBI integrity, and progesterone levels. Certain dysmorphisms in mature oocytes were associated with embryo morphokinetics; however, live birth rates were not associated with follicular parameters and oocyte quality characteristics. CONCLUSION Follicular markers may be associated with mature oocyte quality features.
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Affiliation(s)
- Georges Raad
- Al Hadi Laboratory and Medical Center, Beirut, Lebanon
- Faculty of Medicine and Medical Sciences, Holy Spirit University of Kaslik (USEK), Jounieh, Lebanon
| | | | - Munevver Serdarogullari
- Department of Histology and Embryology, Faculty of Medicine, Cyprus International University, Northern Cyprus Via Mersin 10, Mersin, Turkey
| | - Marwa Bazzi
- Al Hadi Laboratory and Medical Center, Beirut, Lebanon
| | - Youmna Mourad
- Al Hadi Laboratory and Medical Center, Beirut, Lebanon
| | - Joseph Azoury
- Azoury IVF Clinic, ObGyn and Infertility, Beirut, Lebanon
| | - Zalihe Yarkiner
- Faculty of Arts and Sciences-Department of Basic Sciences and Humanities, Cyprus International University, Northern Cyprus Via Mersin 10, Mersin, Turkey
| | - Georgios Liperis
- Westmead Fertility Centre, Institute of Reproductive Medicine, University of Sydney, Westmead, NSW, Australia.
| | - Fadi Fakih
- Al Hadi Laboratory and Medical Center, Beirut, Lebanon
| | - Chadi Fakih
- Al Hadi Laboratory and Medical Center, Beirut, Lebanon
- Faculty of Medicine, Lebanese University, Beirut, Lebanon
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14
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Fang J, Sun H, Chen L, Wang J, Lin F, Xu Z, Zhu L, Wang S. Embryological characteristics and clinical outcomes of oocytes with different degrees of abnormal zona pellucida during assisted reproductive treatment. ZYGOTE 2024; 32:7-13. [PMID: 38018399 DOI: 10.1017/s0967199423000515] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2023]
Abstract
Abnormalities in the zona pellucida (ZP) adversely affect oocyte maturation, embryo development and pregnancy outcomes. However, the assessment of severity is challenging. To evaluate the effects of different degrees of ZP abnormalities on embryo development and clinical outcomes, in total, 590 retrieval cycles were scored and divided into four categories (control, mild, moderate and severe) based on three parameters: perivitelline space, percentage of immature oocytes and percentage of oocytes with abnormal morphology. As the severity of abnormal ZP increased, both the number of retrieved oocytes and mature oocytes decreased. The fertilization rate did not differ significantly among groups. The rates of embryo cleavage and day-3 high-quality embryos in the mild group and the moderate group did not vary significantly between the two groups but were significantly higher than those in the severe group. The blastulation rates of the abnormal ZP groups were similar; however, they were lower than those of the control group. Moreover, the cycle cancellation rate of the severe abnormal ZP group was as high as 66.20%, which was significantly higher than that of the other three groups. Although the rates of cumulative clinical pregnancy and live births were lower than those in the control group, they were comparable among the abnormal ZP groups. There were no differences in the neonatal outcomes of the different groups. Together, ZP abnormalities show various degrees of severity, and in all patients regardless of the degree of ZP abnormalities who achieve available embryos, there will be an opportunity to eventually give birth.
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Affiliation(s)
- Junshun Fang
- Center for Reproductive Medicine and Obstetrics and Gynecology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing210008, China
- Center for Molecular Reproductive Medicine, Nanjing University, Nanjing210008, China
| | - Hua Sun
- Center for Reproductive Medicine and Obstetrics and Gynecology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing210008, China
- Center for Molecular Reproductive Medicine, Nanjing University, Nanjing210008, China
| | - Linjun Chen
- Center for Reproductive Medicine and Obstetrics and Gynecology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing210008, China
- Center for Molecular Reproductive Medicine, Nanjing University, Nanjing210008, China
| | - Jie Wang
- Center for Reproductive Medicine and Obstetrics and Gynecology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing210008, China
- Center for Molecular Reproductive Medicine, Nanjing University, Nanjing210008, China
| | - Fei Lin
- Center for Reproductive Medicine and Obstetrics and Gynecology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing210008, China
- Center for Molecular Reproductive Medicine, Nanjing University, Nanjing210008, China
| | - Zhipeng Xu
- Center for Reproductive Medicine and Obstetrics and Gynecology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing210008, China
- Center for Molecular Reproductive Medicine, Nanjing University, Nanjing210008, China
| | - Lihua Zhu
- Center for Reproductive Medicine and Obstetrics and Gynecology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing210008, China
- Center for Molecular Reproductive Medicine, Nanjing University, Nanjing210008, China
| | - Shanshan Wang
- Center for Reproductive Medicine and Obstetrics and Gynecology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing210008, China
- Center for Molecular Reproductive Medicine, Nanjing University, Nanjing210008, China
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15
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Cimadomo D, Cobo A, Galliano D, Fiorentino G, Marconetto A, Zuccotti M, Rienzi L. Oocyte vitrification for fertility preservation is an evolving practice requiring a new mindset: societal, technical, clinical, and basic science-driven evolutions. Fertil Steril 2024:S0015-0282(24)00004-9. [PMID: 38185200 DOI: 10.1016/j.fertnstert.2024.01.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Accepted: 01/03/2024] [Indexed: 01/09/2024]
Abstract
Infertility is a condition with profound social implications. Indeed, it is not surprising that evolutions in both medicine and society affect the way in vitro fertilization is practiced. The keywords in modern medicine are the four principles, which implicitly involve a constant update of our knowledge and our technologies to fulfill the "prediction" and "personalization" tasks, and a continuous reshaping of our mindset in view of all relevant societal changes to fulfill the "prevention" and "participation" tasks. A worldwide aging population whose life priorities are changing requires that we invest in fertility education, spreading actionable information to allow women and men to make meaningful reproductive choices. Fertility preservation for both medical and nonmedical reasons is still very much overlooked in many countries worldwide, demanding a comprehensive update of our approach, starting from academia and in vitro fertilization laboratories, passing through medical offices, and reaching out to social media. Reproduction medicine should evolve from being a clinical practice to treat a condition to being a holistic approach to guarantee patients' reproductive health and well-being. Oocyte vitrification for fertility preservation is the perfect use case for this transition. This tool is acquiring a new identity to comply with novel indications and social needs, persisting technical challenges, brand-new clinical technologies, and novel revolutions coming from academia. This "views and reviews" piece aims at outlining the advancement of oocyte vitrification from all these tightly connected perspectives.
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Affiliation(s)
- Danilo Cimadomo
- Clinica Valle Giulia, IVIRMA Global Research Alliance, Genera, Rome, Italy
| | - Ana Cobo
- IVI, IVIRMA Global Research Alliance, Valencia, Spain
| | | | - Giulia Fiorentino
- Department of Biology and Biotechnology "Lazzaro Spallanzani", University of Pavia, Pavia, Italy
| | - Anabella Marconetto
- University Institute of Reproductive Medicine, National University of Córdoba, Córdoba, Argentina
| | - Maurizio Zuccotti
- Department of Biology and Biotechnology "Lazzaro Spallanzani", University of Pavia, Pavia, Italy
| | - Laura Rienzi
- Clinica Valle Giulia, IVIRMA Global Research Alliance, Genera, Rome, Italy; Department of Biomolecular Sciences, University of Urbino "Carlo Bo", Urbino, Italy.
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16
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Xin X, Chang HM, Leung PCK, Dong L, Li J, Lian F, Wu H. Bone morphogenetic protein 6 induces downregulation of pentraxin 3 expression in human granulosa lutein cells in women with polycystic ovary syndrome. J Assist Reprod Genet 2024; 41:31-48. [PMID: 37930517 PMCID: PMC10789681 DOI: 10.1007/s10815-023-02972-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Accepted: 10/09/2023] [Indexed: 11/07/2023] Open
Abstract
PURPOSE To evaluate whether PTX3 is differentially expressed in the granulosa lutein cells derived from women with PCOS and whether BMP6 can regulate the expression of PTX3 in hGL cells. METHODS The expression levels of BMP6 and PTX3 in granulosa lutein cells were evaluated by RT-qPCR. The correlation between the expression levels of BMP6 /PTX3 and oocyte quality indexes were analyzed using clinical samples. The cells were incubated with BMP6 at different concentrations and times to check the expression of PTX3 in KGN cells. TGF-β type I inhibitors and small interfering RNA targeting ALK2/3/6,SMAD1/5/8 and SMAD4 were used to study the involvement of SMAD dependent pathways in KGN cells. RESULTS The levels of BMP6 in hGL cells were negatively correlated with the corresponding oocyte maturation rate and high-quality embryo rate, whereas the levels of PTX3 were positively correlated with the corresponding oocyte maturation rate in PCOS. Additionally, the in vitro cell cultured results showed BMP6 significantly inhibited the expression of PTX3 in KGN cells. Furthermore, using a dual inhibition approach (kinase inhibitors and small interfering RNAs), we identified the ALK2/ALK3 type I receptors and BMPR2/ACVR2A type II receptors and the downstream SMAD1/SMAD5-SMAD4 signaling pathway were responsible for the BMP6-induced cellular activities in KGN cells. CONCLUSIONS The suppressive effect of BMP6 on PTX3 was mediated by ALK2/ALK3 type I receptors and BMPR2/ACVR2A type II receptors in granulosa cells through the SMAD1/5-SMAD4 dependent signaling pathway in PCOS.Our findings provides new insights into the understanding of the pathogenesis of PCOS-related ovulatory disorders.
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Affiliation(s)
- Xin Xin
- First School of Clinical Medicine, Shandong University of Traditional Chinese Medicine, Jinan, 250011, China
| | - Hsun-Ming Chang
- Reproductive Medicine Center, Department of Obstetrics and Gynecology, China Medical University Hospital, Taichung, Taiwan
| | - Peter C K Leung
- Department of Obstetrics and Gynaecology, BC Children's Hospital Research Institute, University of British Columbia, Vancouver, British Columbia, Canada
| | - Li Dong
- First School of Clinical Medicine, Shandong University of Traditional Chinese Medicine, Jinan, 250011, China
| | - Jiaxi Li
- First School of Clinical Medicine, Shandong University of Traditional Chinese Medicine, Jinan, 250011, China
| | - Fang Lian
- Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan, 250014, China.
| | - Haicui Wu
- Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan, 250014, China.
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17
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Liu L, Jiang X, Liu Z, Chen J, Yang C, Chen K, Yang X, Cai J, Ren J. Oocyte degeneration in a cohort adversely affects clinical outcomes in conventional IVF cycles: a propensity score matching study. Front Endocrinol (Lausanne) 2023; 14:1164371. [PMID: 37274329 PMCID: PMC10235780 DOI: 10.3389/fendo.2023.1164371] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2023] [Accepted: 05/02/2023] [Indexed: 06/06/2023] Open
Abstract
Background Oocyte degeneration was mostly described in intracytoplasmic sperm injection (ICSI) cycles; there is no report showing the relationship between oocyte degeneration and clinical outcomes in conventional in vitro fertilization (IVF) cycles. This retrospective study using the propensity score (PS) matching method aimed to explore whether the presence of oocyte degeneration in conventional IVF cycles would affect the sibling embryo development potential and clinical outcomes. Methods Patients with at least one oocyte degenerated after short-term insemination and stripping were defined as the degeneration (DEG) group, while patients with no oocyte degenerated were defined as the non-degeneration (NONDEG) group. The PS matching method was used to control for potential confounding factors, and a multivariate logistic regression analysis was made to evaluate whether the presence of oocyte degeneration would affect the cumulative live birth rate (CLBR). Results After PS matching, basic characteristics were similar between the two groups, oocyte yield was significantly higher in the DEG group than the NON-DEG group (P < 0.05), mature oocyte number, 2 pronuclear (2PN) embryo number, 2PN embryo clearage rate, "slow" embryo number, "accelerated" embryo number, rate of cycles with total day 3 embryo extended culture, number of frozen embryo transfer (FET) cycles, transferred embryo stage, transferred embryo number, and live birth rate in fresh embryo transfer cycles were all similar between the two groups (P > 0.05), but the 2PN fertilization rate, available embryo number, high-quality embryo number, "normal" embryo number, frozen embryo number, blastocyst formation rate, and no available embryo cycle rate were all significantly lower in the DEG group than the NON-DEG group (P < 0.05). The cumulative live birth rate was also significantly lower in the DEG group than in the NON-DEG group (70.2% vs. 74.0%, P = 0.0019). Multivariate logistic regression analysis further demonstrated that the presence of oocyte degeneration in conventional IVF cycles adversely affects the CLBR both before (OR = 0.83, 95% CI: 0.75-0.92) and after (OR = 0.82, 95% CI: 0.72-0.93) PS matching. Conclusion Our findings together revealed that the presence of oocyte degeneration in a cohort of oocytes may adversely affect subsequent embryo development potential and clinical outcomes in conventional IVF cycles.
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Affiliation(s)
- Lanlan Liu
- Reproductive Medicine Center, The Affiliated Chenggong Hospital of Xiamen University, Xiamen, China
- Medical College, Xiamen University, Xiamen, China
| | - Xiaoming Jiang
- Reproductive Medicine Center, The Affiliated Chenggong Hospital of Xiamen University, Xiamen, China
| | - Zhenfang Liu
- Reproductive Medicine Center, The Affiliated Chenggong Hospital of Xiamen University, Xiamen, China
| | - Jinghua Chen
- Reproductive Medicine Center, The Affiliated Chenggong Hospital of Xiamen University, Xiamen, China
| | - Chao Yang
- Reproductive Medicine Center, The Affiliated Chenggong Hospital of Xiamen University, Xiamen, China
| | - Kaijie Chen
- Reproductive Medicine Center, The Affiliated Chenggong Hospital of Xiamen University, Xiamen, China
| | - Xiaolian Yang
- Reproductive Medicine Center, The Affiliated Chenggong Hospital of Xiamen University, Xiamen, China
| | - Jiali Cai
- Reproductive Medicine Center, The Affiliated Chenggong Hospital of Xiamen University, Xiamen, China
- Medical College, Xiamen University, Xiamen, China
| | - Jianzhi Ren
- Reproductive Medicine Center, The Affiliated Chenggong Hospital of Xiamen University, Xiamen, China
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18
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Abdul Rahman NS, Mohamed Noor Khan NA, Eshak Z, Sarbandi MS, Mohammad Kamal AA, Abd Malek M, Abdullah F, Abdullah MA, Othman F. Exogenous L-Glutathione Improves Vitrification Outcomes in Murine Preimplantation Embryos. Antioxidants (Basel) 2022; 11:antiox11112100. [PMID: 36358471 PMCID: PMC9686984 DOI: 10.3390/antiox11112100] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 10/04/2022] [Accepted: 10/19/2022] [Indexed: 11/16/2022] Open
Abstract
Vitrification is an important tool to store surplus embryos in assisted reproductive technology (ART). However, vitrification increases oxidative damage and results in decreased viability. Studies have reported that L-glutathione (GSH) supplementation improves the preimplantation development of murine embryos. Glutathione constitutes the major non-protein sulphydryl compound in mammalian cells, which confers protection against oxidative damage. However, the effect of GSH supplementation on embryonic vitrification outcomes has yet to be reported. This study aims to determine whether GSH supplementation in culture media improves in vitro culture and vitrification outcomes, as observed through embryo morphology and preimplantation development. Female BALB/c mice aged 6−8 weeks were superovulated through an intraperitoneal injection of 10 IU of pregnant mare serum gonadotrophin (PMSG), followed by 10 IU of human chorionic gonadotrophin (hCG) 48 h later. The mated mice were euthanized by cervical dislocation 48 h after hCG to harvest embryos. Two-cell embryos were randomly assigned to be cultured in either Group 1 (GSH-free medium), Group 2 (GSH-free medium with vitrification), Group 3 (0.01 mM GSH-supplemented medium), or Group 4 (0.01 mM GSH-supplemented medium with vitrification). Non-vitrified (Groups 1 and 3) and vitrified (Groups 2 and 4) embryos were observed for morphological quality and preimplantation development at 24, 48, 72, and 96 h. In the non-vitrified groups, there were significant increases in the number of Grade-1 blastocysts in GSH cultures (p < 0.05). Similarly, in the vitrified groups, GSH supplementation was also seen to significantly increase blastocyst formation. Exogenous GSH supplementation resulted in a significant increase in intracellular GSH, a release of cytochrome c from mitochondria, and a parallel decrease in intracellular reactive oxygen species (ROS) levels in vitrified eight-cell embryos (p < 0.05). GSH supplementation was shown to upregulate Bcl2 expression and downregulate Bax expression in the vitrified preimplantation embryo group. The action of exogenous GSH was concomitant with an increase in the relative abundance of Gpx1 and Sod1. In conclusion, our study demonstrated the novel use and practical applicability of GSH supplementation for improving embryonic cryotolerance via a decrease in ROS levels and the inhibition of apoptotic events by improvement in oxidative status.
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Affiliation(s)
- Nor-Shahida Abdul Rahman
- Maternofetal and Embryo Research Group (MatE), Faculty of Medicine, Universiti Teknologi MARA, Selangor Branch, Sungai Buloh Campus, Sungai Buloh 47000, Selangor, Malaysia
- Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia
| | - Nor-Ashikin Mohamed Noor Khan
- Maternofetal and Embryo Research Group (MatE), Faculty of Medicine, Universiti Teknologi MARA, Selangor Branch, Sungai Buloh Campus, Sungai Buloh 47000, Selangor, Malaysia
- Correspondence:
| | - Zolkapli Eshak
- Faculty of Pharmacy, Universiti Teknologi MARA, Selangor Branch, Puncak Alam Campus, Bandar Puncak Alam 42300, Selangor, Malaysia
| | - Mimi-Sophia Sarbandi
- Maternofetal and Embryo Research Group (MatE), Faculty of Medicine, Universiti Teknologi MARA, Selangor Branch, Sungai Buloh Campus, Sungai Buloh 47000, Selangor, Malaysia
- Faculty of Applied Sciences, Universiti Teknologi MARA, Perak Branch, Tapah Campus, Tapah Road 35400, Perak, Malaysia
| | - Aqila-Akmal Mohammad Kamal
- Maternofetal and Embryo Research Group (MatE), Faculty of Medicine, Universiti Teknologi MARA, Selangor Branch, Sungai Buloh Campus, Sungai Buloh 47000, Selangor, Malaysia
| | - Mastura Abd Malek
- Maternofetal and Embryo Research Group (MatE), Faculty of Medicine, Universiti Teknologi MARA, Selangor Branch, Sungai Buloh Campus, Sungai Buloh 47000, Selangor, Malaysia
| | - Fathiah Abdullah
- Maternofetal and Embryo Research Group (MatE), Faculty of Medicine, Universiti Teknologi MARA, Selangor Branch, Sungai Buloh Campus, Sungai Buloh 47000, Selangor, Malaysia
- Faculty of Applied Sciences, Universiti Teknologi MARA, Perak Branch, Tapah Campus, Tapah Road 35400, Perak, Malaysia
| | | | - Fezah Othman
- Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia
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19
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Letort G, Eichmuller A, Da Silva C, Nikalayevich E, Crozet F, Salle J, Minc N, Labrune E, Wolf JP, Terret ME, Verlhac MH. An interpretable and versatile machine learning approach for oocyte phenotyping. J Cell Sci 2022; 135:jcs260281. [PMID: 35660922 PMCID: PMC9377708 DOI: 10.1242/jcs.260281] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 05/25/2022] [Indexed: 11/20/2022] Open
Abstract
Meiotic maturation is a crucial step of oocyte formation, allowing its potential fertilization and embryo development. Elucidating this process is important for both fundamental research and assisted reproductive technology. However, few computational tools based on non-invasive measurements are available to characterize oocyte meiotic maturation. Here, we develop a computational framework to phenotype oocytes based on images acquired in transmitted light. We trained neural networks to segment the contour of oocytes and their zona pellucida using oocytes from diverse species. We defined a comprehensive set of morphological features to describe an oocyte. These steps were implemented in an open-source Fiji plugin. We present a feature-based machine learning pipeline to recognize oocyte populations and determine morphological differences between them. We first demonstrate its potential to screen oocytes from different strains and automatically identify their morphological characteristics. Its second application is to predict and characterize the maturation potential of oocytes. We identify the texture of the zona pellucida and cytoplasmic particle size as features to assess mouse oocyte maturation potential and tested whether these features were applicable to the developmental potential of human oocytes. This article has an associated First Person interview with the first author of the paper.
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Affiliation(s)
- Gaelle Letort
- Center for Interdisciplinary Research in Biology (CIRB), College de France, CNRS, INSERM, Université PSL, 75231Paris, France
| | - Adrien Eichmuller
- Center for Interdisciplinary Research in Biology (CIRB), College de France, CNRS, INSERM, Université PSL, 75231Paris, France
| | - Christelle Da Silva
- Center for Interdisciplinary Research in Biology (CIRB), College de France, CNRS, INSERM, Université PSL, 75231Paris, France
| | - Elvira Nikalayevich
- Center for Interdisciplinary Research in Biology (CIRB), College de France, CNRS, INSERM, Université PSL, 75231Paris, France
| | - Flora Crozet
- Center for Interdisciplinary Research in Biology (CIRB), College de France, CNRS, INSERM, Université PSL, 75231Paris, France
| | - Jeremy Salle
- Université Paris Cité, CNRS, Institut Jacques Monod, 75013 Paris, France
| | - Nicolas Minc
- Université Paris Cité, CNRS, Institut Jacques Monod, 75013 Paris, France
| | - Elsa Labrune
- Service de Médecine de la Reproduction, Hôpital Femme Mère Enfant, Hospices Civils de Lyon, 69500 Bron, France
- Université Claude Bernard Lyon 1, 69100 Lyon, France
- INSERM U1208, StemGamE, 69500 Bron, France
| | - Jean-Philippe Wolf
- Team ‘From Gametes To Birth’, Département Développement, Reproduction, Cancer, Institut Cochin, Inserm U1016, CNRS UMR8104, Université de Paris, 22 rue Mechain, 75014 Paris, France
- Service d'Histologie-Embryologie-Biologie de la Reproduction, Hôpital Cochin, Assistance Publique-Hôpitaux de Paris, 75014 Paris, France
| | - Marie-Emilie Terret
- Center for Interdisciplinary Research in Biology (CIRB), College de France, CNRS, INSERM, Université PSL, 75231Paris, France
| | - Marie-Hélène Verlhac
- Center for Interdisciplinary Research in Biology (CIRB), College de France, CNRS, INSERM, Université PSL, 75231Paris, France
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20
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Unique Deep Radiomic Signature Shows NMN Treatment Reverses Morphology of Oocytes from Aged Mice. Biomedicines 2022; 10:biomedicines10071544. [PMID: 35884850 PMCID: PMC9313081 DOI: 10.3390/biomedicines10071544] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Revised: 06/20/2022] [Accepted: 06/27/2022] [Indexed: 01/02/2023] Open
Abstract
The purpose of this study is to develop a deep radiomic signature based on an artificial intelligence (AI) model. This radiomic signature identifies oocyte morphological changes corresponding to reproductive aging in bright field images captured by optical light microscopy. Oocytes were collected from three mice groups: young (4- to 5-week-old) C57BL/6J female mice, aged (12-month-old) mice, and aged mice treated with the NAD+ precursor nicotinamide mononucleotide (NMN), a treatment recently shown to rejuvenate aspects of fertility in aged mice. We applied deep learning, swarm intelligence, and discriminative analysis to images of mouse oocytes taken by bright field microscopy to identify a highly informative deep radiomic signature (DRS) of oocyte morphology. Predictive DRS accuracy was determined by evaluating sensitivity, specificity, and cross-validation, and was visualized using scatter plots of the data associated with three groups: Young, old and Old + NMN. DRS could successfully distinguish morphological changes in oocytes associated with maternal age with 92% accuracy (AUC~1), reflecting this decline in oocyte quality. We then employed the DRS to evaluate the impact of the treatment of reproductively aged mice with NMN. The DRS signature classified 60% of oocytes from NMN-treated aged mice as having a ‘young’ morphology. In conclusion, the DRS signature developed in this study was successfully able to detect aging-related oocyte morphological changes. The significance of our approach is that DRS applied to bright field oocyte images will allow us to distinguish and select oocytes originally affected by reproductive aging and whose quality has been successfully restored by the NMN therapy.
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