Evidence map›Paper›PMID 42077429›Full record

ArticleFrontiers in endocrinology2026

Development and validation of a nomogram integrating endometrial ultrasound parameters to predict clinical pregnancy in frozen-thawed embryo transfer cycles.

Qianyi Wang, Xu Yan, Jiale Ma, Zhifeng Sun, Honglu Diao, Pei Hu, Xiaoyi Wang, Ying Zhang, Yueyue Hu

Abstract readValidation Study
In one paragraph

Article in Frontiers in endocrinology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

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0 citing papers in PubMed.

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4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Qianyi Wang *Reproductive Medicine Center, Renmin Hospital, Hubei University of Medicine, Shiyan, China.
Xu Yan *Reproductive Medicine Center, Renmin Hospital, Hubei University of Medicine, Shiyan, China.
Jiale Ma *Reproductive Medicine Center, Renmin Hospital, Hubei University of Medicine, Shiyan, China.
Zhifeng SunReproductive Medicine Center, Renmin Hospital, Hubei University of Medicine, Shiyan, China.
Honglu DiaoReproductive Medicine Center, Renmin Hospital, Hubei University of Medicine, Shiyan, China.
Pei HuHubei Key Laboratory of Embryonic Stem Cell Research, Hubei University of Medicine, Shiyan, China.
Xiaoyi WangThe Third Medical College, Hubei University of Medicine, Shiyan, China.
Ying ZhangReproductive Medicine Center, Renmin Hospital, Hubei University of Medicine, Shiyan, China.
Yueyue HuReproductive Medicine Center, Renmin Hospital, Hubei University of Medicine, Shiyan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: To develop and validate a multivariable logistic regression prediction model integrating ultrasound-based determinants influencing clinical pregnancy outcomes following frozen-thawed embryo transfer (FET) and to establish a clinically applicable prediction model integrating morphological and functional endometrial parameters. Methods: This study conducted uterine endometrium ultrasound evaluations on 325 infertile patients before transplantation. According to the inclusion and exclusion criteria, 107 infertile women were excluded, and 218 patients were included in the subsequent analysis. To ensure robust model evaluation and adhere to TRIPOD guidelines, the 218 participants were randomly split into a training cohort (n=154, ~70%) for model development and an validation cohort (n=64, ~30%) for performance assessment. Baseline characteristics, hormone levels, and ultrasound parameters were compared between the two groups. Univariate analysis, collinearity diagnosis, and multivariate logistic regression was utilized to determine independent predictors and construct a nomogram. A nomogram model was constructed in the training cohort and validated in the independent validation cohort, supplemented by1,000 bootstrap iterations. The performance of the model was assessed through discrimination, calibration, decision curve analysis (DCA), and clinical impact curves (CIC). Results: Multivariate analysis identified endometrial thickness (ET; OR = 1.315, Conclusion: The developed nomogram exhibits strong performance and clinical utility in predicting the possibility of pregnancy following FET, providing a non-invasive and practical tool for individualized clinical decision-making.

Indexed as

CryopreservationEmbryo TransferEndometriumInfertility, FemaleNomogramsAdultFemaleHumansPregnancyPregnancy OutcomePregnancy RateUltrasonographyfrozen--thawed embryo transfernomogrampregnancy outcomesultrasounduterine peristalsis

Identifiers

PMID42077429
PMCPMC13132754

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.