S. M. Diakiw1, J. M. M. Hall1,2,3, M. D. VerMilyea4,5, J. Amin6, J. Aizpurua7, L. Giardini7, Y. G. Briones7, A. Y. X. Lim8, M. A. Dakka1, T. V. Nguyen1, D. Perugini1, M. Perugini1,9
Life Whisperer Diagnostics (a subsidiary of Presagen), San Francisco, CA, USA, and Adelaide, SA, Australia
Australian Research Council Centre of Excellence for Nanoscale BioPhotonics, The University of Adelaide, Adelaide, SA, Australia
School of Physical Sciences, Faculty of Sciences, The University of Adelaide, Adelaide, SA, Australia
Ovation Fertility, Nashville, Tennessee, USA
Texas Fertility Center, Austin, Texas, USA
Wings IVF Women’s Hospital, Ahmedabad, Gujarat, India
IVF-Spain, Alicante, Spain
Alpha IVF & Women’s Specialists, Petaling Jaya, Selangor, Malaysia
Adelaide Medical School, Faculty of Health Sciences, The University of Adelaide, Adelaide, SA, Australia
Can an artificial intelligence (AI) model predict human embryo ploidy status using static images captured by optical light microscopy?
Results demonstrated predictive accuracy for embryo euploidy, and showed a significant correlation between AI score and euploidy rate, based on assessment of images of blastocysts at Day 5 after IVF.
MAIN RESULTS AND THE ROLE OF CHANCE
Overall accuracy for prediction of euploidy on a blind test dataset was 65.3%, with a sensitivity of 74.6%. When the blind test dataset was cleansed of poor quality and mislabeled images, overall accuracy increased to 77.4%. This performance may be relevant to clinical situations where confounding factors, such as variability in PGT-A testing, have been accounted for. There was a significant positive correlation between AI score and the proportion of euploid embryos, with very high scoring embryos (9.0-10.0) twice as likely to be euploid than the lowest scoring embryos (0.0-2.4). When using the genetics AI model to rank embryos in a cohort, the probability of the top-ranked embryo being euploid was 82.4%, which was 26.4% more effective than using random ranking, and ~13-19% more effective that using the Gardner score. The probability increased to 97.0% when considering the likelihood of one of the top two ranked embryos being euploid, and the probability of both top two ranked embryos being euploid was 66.4%. Additional analyses showed that the AI model generalized well to different patient demographics and could also be used for evaluation of Day 6 embryos and for images taken using multiple time-lapse systems. Results suggested that the AI model could potentially be used to differentiate mosaic embryos based on the level of mosaicism.
WIDER IMPLICATIONS OF THE FINDINGS
These findings collectively support the use of this genetics AI model for evaluation of embryo ploidy status in a clinical setting. Results can be used to aid in prioritizing and enriching for embryos that are likely to be euploid for multiple clinical purposes, including selection for transfer in the absence of alternative genetic testing methods, selection for cryopreservation for future use, or selection for further confirmatory PGT-A testing, as required.
About Presagen and Life Whisperer
Presagen is an AI healthcare company that is changing the way clinics, patients, and medical data from around the world are connected through AI. Its platform, The Social Network for Healthcare, connects clinics and patients globally, and enables collaboration and data sharing to create scalable AI healthcare products that are affordable and accessible for all. The decentralized network democratizes the creation of AI products, promotes collaboration through incentives, and protects data privacy and ownership. With a focus on improving Women’s Health outcomes globally, Presagen’s first product, Life Whisperer, is being used by IVF clinics globally to improve pregnancy outcomes for couples struggling with fertility. With a vision of creating the largest network of clinics, patients, and medical data from around the world, Presagen is driving the future of AI Enhanced Healthcare.
About Ovation Fertility
Ovation® Fertility is a national network of reproductive endocrinologists and scientific thought leaders focused on reducing the cost of having a family through more efficient and effective fertility care. Ovation’s IVF and genetics laboratories, along with affiliated physician practices, work collaboratively to raise the bar for IVF treatment, with state-of-the-art, evidence-based fertility services that give hopeful parents the best chance for a successful pregnancy. Physicians partner with Ovation to offer their patients advanced preconception carrier screening; preimplantation genetic testing; donor egg and surrogacy services; and secure storage for their frozen eggs, embryos and sperm. Ovation also helps IVF labs across America improve their quality and performance with expert off-site lab direction and consultation. Learn more about Ovation’s vision of a world without infertility at www.OvationFertility.com.
IVF-Life is a group of fertility clinics specialized in complex cases. Centres located in Spain and the UK have the latest advances in Reproductive Medicine and outstanding professionals in this field. The constant innovation and a firm commitment to technology keep IVF-Life at the forefront in the assisted reproduction field treating patients from all over the world with a high degree of success. IVF-Life perform a comprehensive range of treatments and diagnostic tests with the aim to provide effective solutions to a wide variety of fertility problems.
About Alpha IVF & Women’s Specialists
Alpha IVF group comprises IVF centres in Kuala Lumpur, Penang and Singapore. Alpha IVF is a world-class fertility treatment provider bringing the most advanced fertility technologies and excellent success rates in achieving the goal of having a baby. Alpha IVF consists of a team of highly qualified and skilled doctors, scientists and nurses that deliver international standards of patient care. As the name Alpha suggests, the team have pioneered numerous innovative fertility treatments. Alpha IVF offers its patients access to a network of fertility experts and facilities fully equipped with a full range of cutting-edge laboratories, innovative technologies such as Artificial Intelligence, Next Generation Sequencing (NGS), 100% post-warm survival rate for embryo cryopreservation, time-lapse embryo monitoring, PIEZO-ICSI, sperm separation technologies and many others. Continuous R&D have led Alpha IVF to achieve numerous world firsts and innovative fertility treatment protocols both regionally and globally.
Wings IVF comprises a chain of leading fertility clinics across India, with more than 12,000 live births through IVF. Wings hospitals are state of art specialty hospitals & clinics providing all infertility treatments and IVF. They provide top quality, comprehensive, holistic care to women of India at a reasonable cost. An interdisciplinary team of expert and caring professionals is committed to meeting the physical as well as emotional and spiritual needs for each woman and her family. The Wings Hospitals have been designed and furnished to provide a high level of fertility care with comfort and privacy.