Ángel Martínez González, Manuella González Nunes, Francisco Javier Fraile Amador, Noelia Pena Piñeiro, Maite Argibay Ulloa, Raquel Ruades Patiño
{"title":"[减肥手术后长期治疗失败的预测因素:基于营养和代谢参数的logistic回归模型]。","authors":"Ángel Martínez González, Manuella González Nunes, Francisco Javier Fraile Amador, Noelia Pena Piñeiro, Maite Argibay Ulloa, Raquel Ruades Patiño","doi":"10.20960/nh.05886","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>this study analyzed long-term therapeutic failure after bariatric surgery and validated a 10-year predictive risk model. We aimed to integrate clinical and postoperative variables to identify failure-associated factors and establish a clinically useful threshold for follow-up.</p><p><strong>Methods: </strong>an observational study included 200 patients (78.1 % female, mean age 41.3 years, BMI 44.6 kg/m²) undergoing gastric bypass (n = 120) or sleeve gastrectomy (n = 80). Therapeutic failure was defined as < 50 % excess weight loss or comorbidity recurrence. A logistic regression model incorporated baseline BMI, 1-year %EWL, BMI loss, T2DM, and HTN. Validation used ROC curves and Hosmer-Lemeshow testing.</p><p><strong>Results: </strong>failure rates increased from 18 % to 32 % over 10 years.</p><p><strong>Risk factors: </strong>higher baseline BMI (OR = 1.24), T2DM (OR = 3.77), and HTN (OR = 3.83). One-year BMI loss was protective (OR = 0.72). The model showed strong predictive capacity (AU C = 0.858), with an optimal threshold of 28.6 % (sensitivity 84.6 %, specificity 80.6 %, NPV 93.1 %). Gastric bypass had lower failure rates (28 % vs. 38 %) and better predictive performance (AUC = 0.89 vs. 0.78).</p><p><strong>Conclusions: </strong>the model effectively predicts long-term failure, with gastric bypass demonstrating superior outcomes. We recommend prioritizing this procedure for patients with higher BMI or comorbidities.</p>","PeriodicalId":19385,"journal":{"name":"Nutricion hospitalaria","volume":" ","pages":""},"PeriodicalIF":2.5000,"publicationDate":"2025-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"[Predictors of long-term therapeutic failure after bariatric surgery: a logistic regression model based on nutritional and metabolic parameters].\",\"authors\":\"Ángel Martínez González, Manuella González Nunes, Francisco Javier Fraile Amador, Noelia Pena Piñeiro, Maite Argibay Ulloa, Raquel Ruades Patiño\",\"doi\":\"10.20960/nh.05886\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Objective: </strong>this study analyzed long-term therapeutic failure after bariatric surgery and validated a 10-year predictive risk model. We aimed to integrate clinical and postoperative variables to identify failure-associated factors and establish a clinically useful threshold for follow-up.</p><p><strong>Methods: </strong>an observational study included 200 patients (78.1 % female, mean age 41.3 years, BMI 44.6 kg/m²) undergoing gastric bypass (n = 120) or sleeve gastrectomy (n = 80). Therapeutic failure was defined as < 50 % excess weight loss or comorbidity recurrence. A logistic regression model incorporated baseline BMI, 1-year %EWL, BMI loss, T2DM, and HTN. Validation used ROC curves and Hosmer-Lemeshow testing.</p><p><strong>Results: </strong>failure rates increased from 18 % to 32 % over 10 years.</p><p><strong>Risk factors: </strong>higher baseline BMI (OR = 1.24), T2DM (OR = 3.77), and HTN (OR = 3.83). One-year BMI loss was protective (OR = 0.72). The model showed strong predictive capacity (AU C = 0.858), with an optimal threshold of 28.6 % (sensitivity 84.6 %, specificity 80.6 %, NPV 93.1 %). Gastric bypass had lower failure rates (28 % vs. 38 %) and better predictive performance (AUC = 0.89 vs. 0.78).</p><p><strong>Conclusions: </strong>the model effectively predicts long-term failure, with gastric bypass demonstrating superior outcomes. We recommend prioritizing this procedure for patients with higher BMI or comorbidities.</p>\",\"PeriodicalId\":19385,\"journal\":{\"name\":\"Nutricion hospitalaria\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":2.5000,\"publicationDate\":\"2025-06-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Nutricion hospitalaria\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.20960/nh.05886\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"BUSINESS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nutricion hospitalaria","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.20960/nh.05886","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"BUSINESS","Score":null,"Total":0}
[Predictors of long-term therapeutic failure after bariatric surgery: a logistic regression model based on nutritional and metabolic parameters].
Objective: this study analyzed long-term therapeutic failure after bariatric surgery and validated a 10-year predictive risk model. We aimed to integrate clinical and postoperative variables to identify failure-associated factors and establish a clinically useful threshold for follow-up.
Methods: an observational study included 200 patients (78.1 % female, mean age 41.3 years, BMI 44.6 kg/m²) undergoing gastric bypass (n = 120) or sleeve gastrectomy (n = 80). Therapeutic failure was defined as < 50 % excess weight loss or comorbidity recurrence. A logistic regression model incorporated baseline BMI, 1-year %EWL, BMI loss, T2DM, and HTN. Validation used ROC curves and Hosmer-Lemeshow testing.
Results: failure rates increased from 18 % to 32 % over 10 years.
Risk factors: higher baseline BMI (OR = 1.24), T2DM (OR = 3.77), and HTN (OR = 3.83). One-year BMI loss was protective (OR = 0.72). The model showed strong predictive capacity (AU C = 0.858), with an optimal threshold of 28.6 % (sensitivity 84.6 %, specificity 80.6 %, NPV 93.1 %). Gastric bypass had lower failure rates (28 % vs. 38 %) and better predictive performance (AUC = 0.89 vs. 0.78).
Conclusions: the model effectively predicts long-term failure, with gastric bypass demonstrating superior outcomes. We recommend prioritizing this procedure for patients with higher BMI or comorbidities.
期刊介绍:
The journal Nutrición Hospitalaria was born following the SENPE Bulletin (1981-1983) and the SENPE journal (1984-1985). It is the official organ of expression of the Spanish Society of Clinical Nutrition and Metabolism. Throughout its 36 years of existence has been adapting to the rhythms and demands set by the scientific community and the trends of the editorial processes, being its most recent milestone the achievement of Impact Factor (JCR) in 2009. Its content covers the fields of the sciences of nutrition, with special emphasis on nutritional support.