Establishment of a predictive model for postpartum hemorrhage in twins: a retrospective study
Abstract Objective To explore the risk factors and develop a predictive model for postpartum hemorrhage in twin pregnancies. Methods All patients who gave birth at Ningbo Women and Children’s Hospital from January 2018 to August 2022 were recruited. Patients were randomly allocated to a training coh...
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| Format: | Article |
| Language: | English |
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BMC
2023-09-01
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| Series: | BMC Pregnancy and Childbirth |
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| Online Access: | https://doi.org/10.1186/s12884-023-05933-7 |
| _version_ | 1797451099774386176 |
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| author | Sangsang Qi Xianhu Fu |
| author_facet | Sangsang Qi Xianhu Fu |
| author_sort | Sangsang Qi |
| collection | DOAJ |
| description | Abstract Objective To explore the risk factors and develop a predictive model for postpartum hemorrhage in twin pregnancies. Methods All patients who gave birth at Ningbo Women and Children’s Hospital from January 2018 to August 2022 were recruited. Patients were randomly allocated to a training cohort (n $$=$$ = 1395) validation cohort (n $$=$$ = 650) at a 7:3 ratio. In the training cohort, LASSO regression for screening variables and multifactorial logistic regression analysis were performed to identify independent risk factors for postpartum hemorrhage in twin pregnancies. A nomogram was established based on the results of multiple logistic regression analysis. Nomogram performance was quantified using the receiver operating characteristic curve, Hosmer- Lemeshow test and decision curve analysis. Results A total of 2045 patients were included in this study. Multifactorial Logistic regression analysis showed maternal age, assisted reproduction, platelet count, fibrinogen level, albumin level, hypertensive disorders of pregnancy, placenta praevia, number of previous cesarean deliveries, number of previous intrauterine manipulation, and neonatal weight were independent risk factors for postpartum hemorrhage in twin births. The area under curve (AUC) for the training cohort was 0.810 [95 $$\%$$ % CI (0.781, 0.839)], with a sensitivity of 76.5 $$\%$$ % , specificity of 71.0 $$\%$$ % , and positive and negative predictive values of 0.358 and 0.935, respectively, while the AUC for the validation cohort was 0.821 [95 $$\%$$ % CI (0.781, 0.860)], with a sensitivity of 80.9 $$\%$$ % , specificity of 69.49 $$\%$$ % , and positive predictive value and negative predictive value of 0.426 and 0.929, respectively. Conclusion The predictive model can effectively and quantitatively assess the risk of postpartum hemorrhage in twin pregnancies and help clinicians to take personalized preventive measures. |
| first_indexed | 2024-03-09T14:50:00Z |
| format | Article |
| id | doaj.art-112f2a87b1a54982b350c1183582e573 |
| institution | Directory Open Access Journal |
| issn | 1471-2393 |
| language | English |
| last_indexed | 2024-03-09T14:50:00Z |
| publishDate | 2023-09-01 |
| publisher | BMC |
| record_format | Article |
| series | BMC Pregnancy and Childbirth |
| spelling | doaj.art-112f2a87b1a54982b350c1183582e5732023-11-26T14:31:11ZengBMCBMC Pregnancy and Childbirth1471-23932023-09-012311810.1186/s12884-023-05933-7Establishment of a predictive model for postpartum hemorrhage in twins: a retrospective studySangsang Qi0Xianhu Fu1Department of Obstetrics and Gynecology, Ningbo Women and Children’s HospitalDepartment of Obstetrics and Gynecology, Ningbo Women and Children’s HospitalAbstract Objective To explore the risk factors and develop a predictive model for postpartum hemorrhage in twin pregnancies. Methods All patients who gave birth at Ningbo Women and Children’s Hospital from January 2018 to August 2022 were recruited. Patients were randomly allocated to a training cohort (n $$=$$ = 1395) validation cohort (n $$=$$ = 650) at a 7:3 ratio. In the training cohort, LASSO regression for screening variables and multifactorial logistic regression analysis were performed to identify independent risk factors for postpartum hemorrhage in twin pregnancies. A nomogram was established based on the results of multiple logistic regression analysis. Nomogram performance was quantified using the receiver operating characteristic curve, Hosmer- Lemeshow test and decision curve analysis. Results A total of 2045 patients were included in this study. Multifactorial Logistic regression analysis showed maternal age, assisted reproduction, platelet count, fibrinogen level, albumin level, hypertensive disorders of pregnancy, placenta praevia, number of previous cesarean deliveries, number of previous intrauterine manipulation, and neonatal weight were independent risk factors for postpartum hemorrhage in twin births. The area under curve (AUC) for the training cohort was 0.810 [95 $$\%$$ % CI (0.781, 0.839)], with a sensitivity of 76.5 $$\%$$ % , specificity of 71.0 $$\%$$ % , and positive and negative predictive values of 0.358 and 0.935, respectively, while the AUC for the validation cohort was 0.821 [95 $$\%$$ % CI (0.781, 0.860)], with a sensitivity of 80.9 $$\%$$ % , specificity of 69.49 $$\%$$ % , and positive predictive value and negative predictive value of 0.426 and 0.929, respectively. Conclusion The predictive model can effectively and quantitatively assess the risk of postpartum hemorrhage in twin pregnancies and help clinicians to take personalized preventive measures.https://doi.org/10.1186/s12884-023-05933-7TwinsPostpartum hemorrhagePrediction model |
| spellingShingle | Sangsang Qi Xianhu Fu Establishment of a predictive model for postpartum hemorrhage in twins: a retrospective study BMC Pregnancy and Childbirth Twins Postpartum hemorrhage Prediction model |
| title | Establishment of a predictive model for postpartum hemorrhage in twins: a retrospective study |
| title_full | Establishment of a predictive model for postpartum hemorrhage in twins: a retrospective study |
| title_fullStr | Establishment of a predictive model for postpartum hemorrhage in twins: a retrospective study |
| title_full_unstemmed | Establishment of a predictive model for postpartum hemorrhage in twins: a retrospective study |
| title_short | Establishment of a predictive model for postpartum hemorrhage in twins: a retrospective study |
| title_sort | establishment of a predictive model for postpartum hemorrhage in twins a retrospective study |
| topic | Twins Postpartum hemorrhage Prediction model |
| url | https://doi.org/10.1186/s12884-023-05933-7 |
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