The Role of the Lumbar Paravertebral Muscles in the Development of Short-term Residual Pain After Lumbar Fusion Surgery
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Le résumé fourni par la source
STUDY DESIGN: A retrospective real-world study. OBJECTIVE: Using machine learning models to identify risk factors for residual pain after PLIF in patients with degenerative lumbar spine disease. SUMMARY OF BACKGROUND DATA: Residual pain after PLIF is a frequent phenomenon, and the specific risk factors for residual pain are not known. MATERIALS AND METHODS: Between June 2018 and March 2023, 936 patients with lumbar degenerative disease who underwent PLIF surgery were recruited. Group A (n=501) had <7 days of VAS ≥3 pain within 1 month post-PLIF, whereas group B (n=435) had ≥7 days. Imaging outcomes included PMI, MMI, MMD, lumbar lordosis (LL), and LL improvement rate. Functional outcomes were assessed by VAS. Univariate and multivariate logistic regression analyses were used to determine the potential risk of short-term postoperative pain. Risk factors were identified using machine learning models and predicted whether residual pain would occur. RESULTS: A total of 435 (46.5%) patients experienced residual postoperative pain. Independent risk factors included surgical segment, PMI, MMI, and depression level. The Random Forest Model model had an accuracy of 95.7%, a sensitivity of 96.4%, a specificity of 94.1%, and an F1 score of ~95.2% for predicting recurrent pain, indicating high reliability and generalizability. CONCLUSIONS: Our study reveals risk factors for the development of residual pain after PLIF. Compared to the pain group, the non-pain group had better paravertebral muscles, good psychological level, lower surgical segment and LL improvement rate. These factors may represent targets for preoperative and perioperative optimization as a means to minimize the potential for residual pain after PLIF.
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Le contrôle bibliographique ouvert
DOI retrouvé dans Crossref DOI retrouvé ; titre concordant.
- Titre Crossref
- The Role of the Lumbar Paravertebral Muscles in the Development of Short-term Residual Pain After Lumbar Fusion Surgery
- Date Crossref
- 19/02/2025
- Éditeur
- Ovid Technologies (Wolters Kluwer Health)
- Type
- journal-article
Ce recoupement confirme des métadonnées liées au DOI. Il ne confirme ni la méthode ni les conclusions de l’étude, et il ne compte pas comme une seconde source scientifique indépendante.
Où se fait cette recherche
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Soochow University Department of Orthopaedics pays non établi dans la noticeUniversité ou école supérieure
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First Affiliated Hospital of Soochow University pays non établi dans la noticeÉtablissement de santé
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Second Affiliated Hospital of Soochow University pays non établi dans la noticeÉtablissement de santé
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Arcadia Department of Computer Science and Mathematics pays non établi dans la noticeOrganisation à but non lucratif
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Arcadia University pays non établi dans la noticeUniversité ou école supérieure
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Jiangsu University Department of Computer Science and Communication Engineering pays non établi dans la noticeUniversité ou école supérieure
Department of Orthopaedics — Soochow University, First Affiliated Hospital of Soochow University et Second Affiliated Hospital of Soochow University, avec 3 autres affiliations.
Une affiliation ne permet pas de déduire la nationalité d’un auteur.