Прогнозирование задержки роста плода с применением алгоритмов машинного обучения

1. Lei T.Y., Li D.Z. Perinatal outcome of late-onset fetal growth restriction: etiology matters. Ultrasound Obstet. Gynecol. 2022; 60(5): 707-8. https://dx.doi.org/10.1002/uog.26090
2. Bahia M.L.R., Velarde G.C., Silva F.C.D., Araujo Júnior E., Sá R.A.M. Adverse perinatal outcomes in fetuses with severe late-onset fetal growth restriction. J. Matern. Fetal Neonatal Med. 2022; 35(25): 8666-72. https:/dx.doi.org/10.1080/14767058.2021.1995858
3. Wu B.A., Chand K.K., Bell A., Miller S.L., Colditz P.B., Malhotra A. et al. Effects of fetal growth restriction on the perinatal neurovascular unit and possible treatment targets. Pediatr. Res. 2024; 95(1): 59-69. https:/dx.doi.org/10.1038/s41390-023-02805-w
4. Muniz C.S., Dias B.F., Motoyama P.V.P., Almeida C.T.C., Feitosa F.E.L., Araujo Júnior E. et al. Doppler abnormalities and perinatal outcomes in pregnant women with early-onset fetal growth restriction. J. Matern. Fetal Neonatal Med. 2022; 35(25): 7276-79. https:/dx.doi.org/10.1080/14767058.2021.1946786
5. Dall'Asta A., Stampalija T., Mecacci F., Zegarra R.R., Sorrentino S., Minopoli M. et al. Incidence, clinical features and perinatal outcome in anomalous fetuses with late-onset growth restriction: cohort study. Ultrasound Obstet. Gynecol. 2022; 60(5): 632-39. https:/dx.doi.org/10.1002/uog.24961
6. Rizzo G., Mappa I., Bitsadze V., Słodki M., Khizroeva J., Makatsariya A. et al. Role of Doppler ultrasound at time of diagnosis of late-onset fetal growth restriction in predicting adverse perinatal outcome: prospective cohort study. Ultrasound Obstet. Gynecol. 2020; 55(6): 793-8. https:/dx.doi.org/10.1002/uog.20406
7. Misgina K.H., Levine L., Boezen H.M., Bezabih A.M., van der Beek E.M., Groen H. Influence of perinatal distress on adverse birth outcomes: a prospective study in the Tigray region, Northern Ethiopia. PLOS One. 2023; 18(7): e0287686. https:/dx.doi.org/10.1371/journal.pone.0287686
8. Sacchi C., Marino C., Nosarti C., Vieno A., Visentin S., Simonelli A. Association of intrauterine growth restriction and small for gestational age status with childhood cognitive outcomes: a systematic review and meta-analysis. JAMA Pediatr. 2020; 174(8): 772-81. https:/dx.doi.org/10.1001/jamapediatrics.2020.1097
9. Sacchi C., O'Muircheartaigh J., Batalle D., Counsell S.J., Simonelli A., Cesano M. et al. Neurodevelopmental outcomes following intrauterine growth restriction and very preterm birth. J. Pediatr. 2021; 238: 135-44. https:/dx.doi.org/10.1016/j.jpeds.2021.07.002
10. Fernandez-Rodriguez B., Alba C. de, Galindo A., Recio D., Villalain C., Pallas C.R. et al. Obstetric and pediatric growth charts for the detection of late-onset fetal growth restriction and neonatal adverse outcomes. J. Perinat. Med. 2020; 49(2): 216-24. https:/dx.doi.org/10.1515/jpm-2020-0210
11. Kingdom J., Ashwal E., Lausman A., Liauw J., Soliman N., Figueiro-Filho E. et al. Guideline No. 442: Fetal growth restriction: screening, diagnosis, and management in singleton pregnancies. J. Obstet. Gynaecol. Can. 2023; 45(10): 102154. https:/dx.doi.org/10.1016/j.jogc.2023.05.022
12. Melamed N., Baschat A., Yinon Y., Athanasiadis A., Mecacci F., Figueras F. et al. FIGO (international Federation of Gynecology and obstetrics) initiative on fetal growth: best practice advice for screening, diagnosis, and management of fetal growth restriction. Int. J. Gynaecol. Obstet. 2021; 152 Suppl. 1(Suppl. 1): 3-57. https:/dx.doi.org/10.1002/ijgo.13522
13. Miranda J., Rodriguez-Lopez M., Triunfo S., Sairanen M., Kouru H., Parra-Saavedra M. et al. Prediction of fetal growth restriction using estimated fetal weight vs a combined screening model in the third trimester. Ultrasound Obstet. Gynecol. 2017; 50(5): 603-11. https:/dx.doi.org/10.1002/uog.17393
14. Волочаева М.В., Тимофеева А.В., Федоров И.С., Кан Н.Е., Тютюнник В.Л., Рыжова К.О., Гасымова Ш.Р. Модель диагностики задержки роста плода с использованием функциональных методов исследования. Акушерство и гинекология. 2025; 2: 31-9.
15. Zimmerman R.M., Hernandez E.J., Yandell M., Tristani-Firouzi M., Silver R.M., Grobman W. et al. AI-based analysis of fetal growth restriction in a prospective obstetric cohort quantifies compound risks for perinatal morbidity and mortality and identifies previously unrecognized high risk clinical scenarios. BMC Pregnancy Childbirth. 2025; 25(1): 80. https:/dx.doi.org/10.1186/s12884-024-07095-6
16. Ulusoy C.O., Kurt A., Seyhanli Z., Hizli B., Bucak M., Agaoglu R.T. et al. Role of inflammatory markers and doppler parameters in late-onset fetal growth restriction: a machine-learning approach. Am. J. Reprod. Immunol. 2024; 92(4): e70004. https:/dx.doi.org/10.1111/aji.70004
17. Rescinito R., Ratti M., Payedimarri A.B., Panella M. Prediction models for intrauterine growth restriction using artificial intelligence and machine learning: a systematic review and meta-analysis. Healthcare (Basel). 2023; 11(11): 1617. https:/dx.doi.org/10.3390/healthcare11111617
18. Pierucci U.M., Tonni G., Pelizzo G., Paraboschi I., Werner H., Ruano R. Artificial intelligence in fetal growth restriction management: a narrative review. J. Clin. Ultrasound. 2025; 53(4): 825-31. https:/dx.doi.org/10.1002/jcu.23918
19. Lee S.U., Choi S.K., Jo Y.S., Wie J.H., Shin J.E., Kim Y.H. et al. Prediction model of late fetal growth restriction with machine learning algorithms. Life (Basel). 2024; 14(11): 1521. https:/dx.doi.org/10.3390/life14111521
20. Ornaghi S., Caricati A., Di Martino D.D., Mossa M., Di Nicola S., Invernizzi F. et al. Non-invasive maternal hemodynamic assessment to classify high-risk pregnancies complicated by fetal growth restriction. Front. Clin. Diabetes Healthc. 2022; 3: 851971. https:/dx.doi.org/10.3389/fcdhc.2022.851971
21. Huo J., Li G., Li Ch., Li X., Liu G., Chen Q. et al. Screening for late-onset fetal growth restriction in antepartum fetal monitoring using Deep Forest and SHAP. In: Cao B.Y., Wang S.F., Nasseri H., Zhong Y.B., eds. Intelligent Systems and Computing. ICFIE 2022. Lecture Notes on Data Engineering and Communications Technologies, vol. 207. Springer, Singapore; 2024. https:/dx.doi.org/10.1007/978-981-97-2891-6_29
22. Gordijn S.J., Beune I.M., Thilaganathan B., Papageorghiou A., Baschat A.A., Baker P.N. et al. Consensus definition of fetal growth restriction: a Delphi procedure. Ultrasound Obstet. Gynecol. 2016; 48(3): 333-9. https:/dx.doi.org/10.1002/uog.15884
23. Рюмина И.И., Байбарина Е.Н., Нароган М.В., Маркелова М.М., Орловская И.В., Зубков В.В., Дегтярев Д.Н. Использование международных стандартов роста для оценки физического развития новорожденных и недоношенных детей. Неонатология: новости, мнения, обучение. 2023; 11(2): 48-52.
24. Zhang P., Haymar T., Al-Sayyed F., Dygulski S., Dygulska B., Devi A. et al. Placental pathology associated with maternal age and maternal obesity in singleton pregnancy. J. Matern. Fetal Neonatal Med. 2022; 35(25): 9517-26. https:/dx.doi.org/10.1080/14767058.2022.2044777
25. Vasapollo B., Novelli G.P., Farsetti D., Valensise H. Maternal peripheral vascular resistance at mid gestation in chronic hypertension as a predictor of fetal growth restriction. J. Matern. Fetal Neonatal Med. 2022; 35(25): 9834-36. https:/dx.doi.org/10.1080/14767058.2022.2056443
26. Dall'Asta A., Minopoli M., Zegarra R.R., Di Pasquo E., Ghi T. An update on maternal cardiac hemodynamics in fetal growth restriction and pre-eclampsia. J. Clin. Ultrasound. 2023; 51(2): 265-72. https:/dx.doi.org/10.1002/jcu.23392
27. Yang L., Feng L., Huang L., Li X., Qiu W., Yang K. et al. Maternal factors for intrauterine growth retardation: systematic review and meta-analysis of observational studies. Reprod. Sci. 2023; 30(6): 1737-45. https:/dx.doi.org/10.1007/s43032-021-00756-3
28. Министерство здравоохранения Российской Федерации. Клинические рекомендации. Недостаточный рост плода, требующий предоставления медицинской помощи матери (задержка роста плода). М.; 2022. 71 с.

Поступила 19.05.2025

Принята в печать 17.06.2025