Related Experiment Video
Updated: Apr 18, 2026

12:09
Protocol for Human Blastoids Modeling Blastocyst Development and Implantation
Published on: August 10, 2022
7.7K
Development and validation of a predictive model for early blastocyst formation on day 4 post-fertilization
Yasong Geng1, Fangfang Dai1, Haoyang Dai1
1Xingtai Key Laboratory of Reproductive Medicine, Xingtai Meihe Reproductive and Genetic Hospital, Xingtai, China.
Frontiers in Endocrinology
|April 17, 2026
Summary
A new predictive model accurately identifies early blastocyst formation on Day 4 using Day 3 embryo characteristics. This tool aids in selecting embryos for transfer, potentially improving pregnancy success rates.
Area of Science:
- Reproductive Medicine
- Embryology
- Clinical Prediction Modeling
Background:
- Early blastocyst formation on Day 4 is a critical indicator of embryo viability.
- Predicting this developmental milestone using accessible parameters can optimize embryo transfer strategies.
Purpose of the Study:
- To develop and validate a predictive model for early blastocyst formation on Day 4 post-fertilization.
- To identify clinically accessible parameters that predict Day 4 early blastocyst formation.
Main Methods:
- Retrospective cohort study of 2,557 patients undergoing fresh Day 4 embryo transfer.
- Development and validation of a nomogram model using multivariable logistic regression.
- Model performance assessed using AUC, calibration curves, and decision curve analysis.
Main Results:
- The number of Day 3 embryos with >10 blastomeres and iDAScore >4.8 were independent predictors of Day 4 early blastocyst formation.
- The nomogram demonstrated robust discrimination (validation AUC=0.773) and clinical utility.
- Early blastocyst formation was associated with superior embryo quality and improved pregnancy outcomes.
Conclusions:
- A validated nomogram accurately predicts Day 4 early blastocyst formation using Day 3 embryo parameters.
- Early blastocyst formation on Day 4 may indicate suitability for selective Day 4 embryo transfer.
- This predictive model can enhance embryo selection and improve IVF success rates.
Related Concept Videos
Cleavage and Blastulation
51.6K
After a large-single-celled zygote is produced via fertilization, the process of cleavage occurs while zygotes travel through the uterine tube. Cleavage is a mitotic cell division that does not result in growth. With each round of successive cell division, daughter cells get increasingly smaller.
51.6K
Zygotic Development And Stem Cell Formation
7.7K
The development of all multicellular organisms starts with the fusion of haploid cells called sperm and egg to form a diploid zygote. A zygote is a totipotent cell that can develop into a complete organism. The zygote undergoes cell division or cleavage to form an 8-cell mass. Until this stage, the cells are spherical, loosely attached, and remain totipotent. Totipotent cells are capable of developing both the embryonic and the extraembryonic tissues. However, as they continue to divide, they...
7.7K
Fertilization
94.3K
During fertilization, an egg and sperm cell fuse to create a new diploid structure. In humans, the process occurs once the egg has been released from the ovary, and travels into the fallopian tubes. The process requires several key steps: 1) sperm present in the genital tract must locate the egg; 2) once there, sperm need to release enzymes to help them burrow through the protective zona pellucida of the egg; and 3) the membranes of a single sperm cell and egg must fuse, with the sperm...
94.3K

