Skip to content
DraconiticResearch
Search Sources API
203,234 studies31 sourcesUpdated 28 min ago
Peer-reviewedCC BY-NC 4.0International Journal of Women's Health

Predictive Value of the Miscarriage Prediction Index for Early Miscarriage After Frozen Embryo Transfer

  1. 1Medical Center for Human Reproduction, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, 100020, People’s Republic of China
  2. 2Department of Obstetrics and Gynecology, Peking University People’s Hospital, Beijing, 100044, People’s Republic of China
  3. 3Reproductive Medical Center, Peking University People’s Hospital, Beijing, 100044, People’s Republic of China

Abstract

Purpose: To evaluate whether the Miscarriage Prediction Index (MPI), a novel ratio derived from early pregnancy hormonal changes, can identify women at increased risk of early miscarriage after frozen embryo transfer.

Methods: This retrospective cohort study included 1337 women with confirmed intrauterine pregnancies following frozen embryo transfer at two reproductive centers. Serum hormone levels were measured during early pregnancy, and the Miscarriage Prediction Index (MPI), reflecting the balance between trophoblastic activity and estrogenic support, was calculated from dynamic hormonal changes. Participants were followed through 12 weeks of gestation. Statistical analyses assessed the association between MPI and early miscarriage risk and explored age-related differences.

Results: Higher MPI values were significantly associated with an increased risk of early miscarriage and reduced likelihood of ongoing pregnancy. The relationship between MPI and miscarriage risk was nonlinear, with risk rising markedly beyond specific threshold values. MPI showed modest discriminatory performance, with an AUC of 0.670 (95% CI, 0.627–0.719) in the development cohort and 0.688 (95% CI, 0.630–0.747) in the external cohort. The association was stronger in women younger than 35 years, while MPI demonstrated modest and consistent predictive performance in both development and external cohorts and provided additional predictive information beyond maternal age alone.

Conclusions: Elevated MPI is associated with early miscarriage risk after frozen embryo transfer and may reflect early endocrine imbalance and pregnancy instability. Age-specific MPI may better interpret MPI values and support more individualized risk stratification, early identification miscarriage, and monitoring among women, which may provide a potential window for timely clinical assessment and intervention.

Related

  1. Mangrove taxon mapping from Sentinel-1/2 using a compact one-dimensional network with probability calibration, predictive entropy, and frozen transfer evaluation
    Guohao Liu, Shulei Wu, Yaoru Wang +5
    Frontiers in Plant SciencePeer-reviewedCC BY 4.0Full textPlant biologyCrossrefEurope PMCPMC
  2. Do Vision CIL Methods Transfer to Protein? A Diagnostic Benchmark of Frozen Protein Encoders
    Ziyuan Gao
    arXivPreprintCC BY 4.0Full textBioinformatics & computational biologyarXiv
  3. Lightweight Semantic EEG Foundation Model for Frozen Cross-Disorder Transfer
    Rita Huan-Ting Peng, Nhat Bui
    arXivPreprintarXiv licenceFull textNeurosciencearXiv
  4. Beyond Binary Rewrite Decisions: Separating Rewrite-Intensity Control from Level Prediction in a Frozen-LLM Generation-and-Selection Pipeline for Korean Easy-Read Drafting
    Jeong-Eun Lee, Sang Ho Oh
    Applied SciencesPeer-reviewedCC BYFull textGeneral biologyGeneral chemistryDOAJ
  5. Sequence-only prediction of VHH nanobody epitopes and paratopes on HER2 with a frozen protein language model ( ESM2) and a structure-derived residue prior
    D. Babu, S. Pandurangan, Agilisium Consulting
    bioRxivPreprintCC BYFull textBioinformatics & computational biologybioRxiv
BibTeX
@article{wang2026predictive,
  title = {{Predictive Value of the Miscarriage Prediction Index for Early Miscarriage After Frozen Embryo Transfer}},
  author = {Jie Wang and Ziyi Song and Fang Fang and Xiao Shi and Xiuye Xing and Ye Pan and Rong Liang and Xi Chen and Qun Lu},
  journal = {International Journal of Women's Health},
  year = {2026},
  month = nov,
  doi = {10.2147/ijwh.s619352},
  url = {https://doi.org/10.2147/ijwh.s619352},
  note = {CC BY-NC 4.0},
}
RIS
TY  - JOUR
TI  - Predictive Value of the Miscarriage Prediction Index for Early Miscarriage After Frozen Embryo Transfer
AU  - Jie Wang
AU  - Ziyi Song
AU  - Fang Fang
AU  - Xiao Shi
AU  - Xiuye Xing
AU  - Ye Pan
AU  - Rong Liang
AU  - Xi Chen
AU  - Qun Lu
PY  - 2026
DA  - 2026/11/01
JO  - International Journal of Women's Health
DO  - 10.2147/ijwh.s619352
UR  - https://doi.org/10.2147/ijwh.s619352
AB  - Purpose: To evaluate whether the Miscarriage Prediction Index (MPI), a novel ratio derived from early pregnancy hormonal changes, can identify women at increased risk of early miscarriage after frozen embryo transfer.  Methods: This retrospective cohort study included 1337 women with confirmed intrauterine pregnancies following frozen embryo transfer at two reproductive centers. Serum hormone levels were measured during early pregnancy, and the Miscarriage Prediction Index (MPI), reflecting the balance between trophoblastic activity and estrogenic support, was calculated from dynamic hormonal changes. Participants were followed through 12 weeks of gestation. Statistical analyses assessed the association between MPI and early miscarriage risk and explored age-related differences.  Results: Higher MPI values were significantly associated with an increased risk of early miscarriage and reduced likelihood of ongoing pregnancy. The relationship between MPI and miscarriage risk was nonlinear, with risk rising markedly beyond specific threshold values. MPI showed modest discriminatory performance, with an AUC of 0.670 (95% CI, 0.627–0.719) in the development cohort and 0.688 (95% CI, 0.630–0.747) in the external cohort. The association was stronger in women younger than 35 years, while MPI demonstrated modest and consistent predictive performance in both development and external cohorts and provided additional predictive information beyond maternal age alone.  Conclusions: Elevated MPI is associated with early miscarriage risk after frozen embryo transfer and may reflect early endocrine imbalance and pregnancy instability. Age-specific MPI may better interpret MPI values and support more individualized risk stratification, early identification miscarriage, and monitoring among women, which may provide a potential window for timely clinical assessment and intervention.
SN  - 1179-1411
ER  -