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Acute Pancreatitis in Pregnancy: A Propensity Score Matching Analysis and Dynamic Nomogram for Risk Assessment
Xiaowei Tang1,2, Yuan Chen1,2, Shu Huang3,4
1Department of Gastroenterology, the Affiliated Hospital of Southwest Medical University, Street Taiping No.25, Region Jiangyang, Luzhou, 646099, Sichuan, China.
Insights
This study developed a dynamic nomogram to predict acute pancreatitis in pregnancy (APIP) risk factors. The model demonstrates high accuracy and clinical utility for early diagnosis and management of APIP.
Area of Science:
- Obstetrics and Gynecology
- Gastroenterology
- Medical Informatics
Background:
- Acute pancreatitis in pregnancy (APIP) presents diagnostic challenges due to overlapping symptoms with common abdominal pain.
- APIP poses significant risks to both pregnant individuals and fetuses, with high mortality rates.
- There is a critical need for sensitive diagnostic markers and evidence-based treatment guidelines for APIP.
Purpose of the Study:
- To identify key risk factors associated with acute pancreatitis in pregnant patients.
- To establish and validate a dynamic predictive model for APIP risk.
- To improve early detection and management strategies for APIP.
Main Methods:
- Retrospective analysis of clinical data from APIP and non-pregnant acute pancreatitis patients.
- Propensity score matching was employed to create comparable cohorts.
- Logistic regression and least absolute shrinkage and selection operator (LASSO) regression were used to construct a nomogram model.
- The model was validated using a separate dataset to assess accuracy and clinical utility.
Main Results:
- Hyperlipidemic pancreatitis was identified as a primary cause of APIP.
- Significant differences in serum levels of amylase, creatinine, albumin, triglyceride, HDL cholesterol, and apolipoprotein A1 were observed.
- The final dynamic nomogram incorporated diabetes, triglyceride, BMI, white blood cell count, and C-reactive protein.
- The model achieved an AUC of 0.942 in the training set and 0.842 in the validation set, with acceptable calibration.
Conclusions:
- The developed dynamic nomogram model accurately predicts risk factors for acute pancreatitis in pregnancy.
- The model exhibits strong discrimination and clinical practicability, aiding in early diagnosis.
- This tool can potentially enhance patient outcomes by facilitating timely intervention.
Background:
Acute pancreatitis is easily confused with abdominal pain symptoms, and it could lead to serious complications for pregnant women and fetus, the mortality was as high as 3.3% and 11.6-18.7%, respectively. However, there is still lack of sensitive laboratory markers for early diagnosis of APIP and authoritative guidelines to guide treatment.
Objective:
The purpose of this study was to explore the risk factors of acute pancreatitis in pregnancy, establish, and evaluate the dynamic prediction model of risk factors in acute pancreatitis in pregnancy patients.
Study Design:
Clinical data of APIP patients and non-pregnant acute pancreases patients who underwent regular antenatal check-ups during the same period were collected. The dataset after propensity matching was randomly divided into training set and verification set at a ratio of 7:3. The model was constructed using Logistic regression, least absolute shrinkage and selection operator regression, R language and other methods. The training set model was used to construct the diagnostic nomogram model and the validation set was used to validate the model. Finally, the accuracy and clinical practicability of the model were evaluated.
Results:
A total of 111 APIP were included. In all APIP patients, hyperlipidemic pancreatitis was the most important reason. The levels of serum amylase, creatinine, albumin, triglyceride, high-density lipoprotein cholesterol, and apolipoprotein A1 were significantly different between the two groups. The propensity matching method was used to match pregnant pancreatitis patients and pregnant non-pancreatic patients 1:1 according to age and gestational age, and the matching tolerance was 0.02. The multivariate logistic regression analysis of training set showed that diabetes, triglyceride, Body Mass Index, white blood cell, and C-reactive protein were identified and entered the dynamic nomogram. The area under the ROC curve of the training set was 0.942 and in validation set was 0.842. The calibration curve showed good predictive in training set, and the calibration performance in the validation set was acceptable. The calibration curve showed the consistency between the nomogram model and the actual probability.
Conclusion:
The dynamic nomogram model we constructed to predict the risk factors of acute pancreatitis in pregnancy has high accuracy, discrimination, and clinical practicability.
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Assessment:
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