[Development and Internal Validation of a Predictive Model for Prognostic Response to Proton Pump Inhibitors in Adults with Functional Dyspepsia].

Q4 Medicine
Acta Gastroenterologica Latinoamericana Pub Date : 2024-09-30 eCollection Date: 2024-07-01 DOI:10.52787/agl.v54i3.422
Sebastián Fernando Niño Ramírez, Laura Osorio, Marco Santisteban, Luis Fernando Roldán, Sandra León, Luis Gonzalo Guevara
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引用次数: 0

Abstract

Introduction: The response to proton pump inhibitor treatment in functional dyspepsia varies among patients. A decision tool that identifies the probability of response based on clinical data could optimize management in these patients.

Objective: To develop and internally validate an easy-to-use predictive model that enables clinicians to establish the probability of response to proton pump inhibitors in patients with functional dyspepsia.

Material and methods: We conducted a cross-sectional study on adults with functional dyspepsia. A pilot study identified variables related to response to proton pump inhibitors. Internal validation was performed by split-sample method, with 70% for model development and 30% for validation. We developed the model using multivariable logistic regression, and selected variables based on the best subset method. The final model was subsequently transformed into a scoring rule. Predictive ability was assessed using the area under the curve (AUC) and Hosmer-Lemeshow statistic.

Results: A total of 192 patients were included. The best subset identified 4 variables with the best performance. The logistic model showed good calibration and discrimination with an AUC of 0.89 and a Hosmer-Lemeshow chi-square test with p = 1. The scoring rule assigned the following values: anxiety symptoms (3 points), fibromyalgia (2 points), depression (1 point), and female sex (- 1 point). A total score of 4 points or less was associated with a good response to proton pump inhibitor treatment, with a sensitivity of 96.5% and specificity of 56.6%.

Conclusions: We present a novel tool that facilitates the early identification of patients with a better therapeutic response to the management of functional dyspepsia.

Abstract Image

Abstract Image

[成人功能性消化不良患者质子泵抑制剂预后反应预测模型的开发和内部验证]。
导读:质子泵抑制剂治疗功能性消化不良的疗效因患者而异。一种基于临床数据确定反应概率的决策工具可以优化这些患者的管理。目的:开发并内部验证一个易于使用的预测模型,使临床医生能够确定功能性消化不良患者对质子泵抑制剂的反应概率。材料和方法:我们对功能性消化不良的成人进行了横断面研究。一项初步研究确定了与质子泵抑制剂反应相关的变量。内部验证采用分样法,70%用于模型开发,30%用于验证。我们使用多变量逻辑回归建立模型,并基于最佳子集方法选择变量。最后的模型随后被转化为评分规则。采用曲线下面积(AUC)和Hosmer-Lemeshow统计量评估预测能力。结果:共纳入192例患者。最佳子集确定了4个具有最佳性能的变量。logistic模型具有良好的校准和判别能力,AUC为0.89,Hosmer-Lemeshow卡方检验p = 1。评分规则给出了以下值:焦虑症状(3分)、纤维肌痛(2分)、抑郁(1分)和女性(- 1分)。总分在4分以下的患者对质子泵抑制剂治疗反应良好,敏感性为96.5%,特异性为56.6%。结论:我们提出了一种新的工具,有助于早期识别对功能性消化不良管理有更好治疗反应的患者。
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来源期刊
Acta Gastroenterologica Latinoamericana
Acta Gastroenterologica Latinoamericana Medicine-Gastroenterology
CiteScore
0.20
自引率
0.00%
发文量
47
期刊介绍: Está dedicada a la investigación clínica y básica sobre todos los aspectos del aparato digestivo, incluídos el hígado, el páncreas y la nutrición, en seres humanos adultos y niños, animales de experimentación o sistemas celulares.
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