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Development and validation of a nomogram for assessment postoperative sodium disturbance in PAs patients: a retrospective cohort study
BACKGROUND: Pituitary adenomas (PAs) are neuroendocrine tumors located in the sellar region. Surgery, being the primary treatment option for most PAs, is known to cause disruptions in sodium metabolism. OBJECTIVE: To develop and validate a nomogram for assessment the incidence of postoperative sodiu...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
PeerJ Inc.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10474829/ https://www.ncbi.nlm.nih.gov/pubmed/37663278 http://dx.doi.org/10.7717/peerj.15946 |
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author | Li, Wenpeng Tang, Dongfang Wang, Qiwei Li, Shiwei Zhao, Wenbo You, Lili |
author_facet | Li, Wenpeng Tang, Dongfang Wang, Qiwei Li, Shiwei Zhao, Wenbo You, Lili |
author_sort | Li, Wenpeng |
collection | PubMed |
description | BACKGROUND: Pituitary adenomas (PAs) are neuroendocrine tumors located in the sellar region. Surgery, being the primary treatment option for most PAs, is known to cause disruptions in sodium metabolism. OBJECTIVE: To develop and validate a nomogram for assessment the incidence of postoperative sodium disturbance (SD) in patients with PAs. METHODS: In this retrospective study, 208 patients with PAs who underwent resection surgery between 2013 and 2020 were included. Various demographic characteristics, clinical features and laboratory data were analyzed as potential predictors of postoperative sodium disturbance (SD). LASSO regression were used to identify independent preoperative variables associated with SD. Logistic regression was employed to calculate odds ratios (ORs) and 95% confidence intervals (CIs). A nomogram was constructed to visualize these results and evaluated using metrics such as the area under the curve (AUC) for discrimination, the Hosmer-Lemeshow test for calibration and decision curve for usefulness assessment. RESULTS: The incidence of SD was 44.23% (92 cases out of 208). Six preoperative factors, including sex, types of PAs, phosphocreatine kinase (CK), serum iron (Fe), free fatty acids (NEFA) and mean corpuscular volume (MCV), were identified for constructing a predictive nomogram. The nomogram showed high accuracy, with AUC values of 0.851 (95% CI [0.799–0.923]) and 0.771 (95% CI [0.681–0.861]) in the training and validation datasets, respectively. Calibration assessment and decision curve analysis confirmed its good agreement and clinical utility. CONCLUSION: A practical and effective nomogram for predicting SD after PAs surgery is presented in this study. |
format | Online Article Text |
id | pubmed-10474829 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | PeerJ Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-104748292023-09-03 Development and validation of a nomogram for assessment postoperative sodium disturbance in PAs patients: a retrospective cohort study Li, Wenpeng Tang, Dongfang Wang, Qiwei Li, Shiwei Zhao, Wenbo You, Lili PeerJ Diabetes and Endocrinology BACKGROUND: Pituitary adenomas (PAs) are neuroendocrine tumors located in the sellar region. Surgery, being the primary treatment option for most PAs, is known to cause disruptions in sodium metabolism. OBJECTIVE: To develop and validate a nomogram for assessment the incidence of postoperative sodium disturbance (SD) in patients with PAs. METHODS: In this retrospective study, 208 patients with PAs who underwent resection surgery between 2013 and 2020 were included. Various demographic characteristics, clinical features and laboratory data were analyzed as potential predictors of postoperative sodium disturbance (SD). LASSO regression were used to identify independent preoperative variables associated with SD. Logistic regression was employed to calculate odds ratios (ORs) and 95% confidence intervals (CIs). A nomogram was constructed to visualize these results and evaluated using metrics such as the area under the curve (AUC) for discrimination, the Hosmer-Lemeshow test for calibration and decision curve for usefulness assessment. RESULTS: The incidence of SD was 44.23% (92 cases out of 208). Six preoperative factors, including sex, types of PAs, phosphocreatine kinase (CK), serum iron (Fe), free fatty acids (NEFA) and mean corpuscular volume (MCV), were identified for constructing a predictive nomogram. The nomogram showed high accuracy, with AUC values of 0.851 (95% CI [0.799–0.923]) and 0.771 (95% CI [0.681–0.861]) in the training and validation datasets, respectively. Calibration assessment and decision curve analysis confirmed its good agreement and clinical utility. CONCLUSION: A practical and effective nomogram for predicting SD after PAs surgery is presented in this study. PeerJ Inc. 2023-08-30 /pmc/articles/PMC10474829/ /pubmed/37663278 http://dx.doi.org/10.7717/peerj.15946 Text en ©2023 Li et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited. |
spellingShingle | Diabetes and Endocrinology Li, Wenpeng Tang, Dongfang Wang, Qiwei Li, Shiwei Zhao, Wenbo You, Lili Development and validation of a nomogram for assessment postoperative sodium disturbance in PAs patients: a retrospective cohort study |
title | Development and validation of a nomogram for assessment postoperative sodium disturbance in PAs patients: a retrospective cohort study |
title_full | Development and validation of a nomogram for assessment postoperative sodium disturbance in PAs patients: a retrospective cohort study |
title_fullStr | Development and validation of a nomogram for assessment postoperative sodium disturbance in PAs patients: a retrospective cohort study |
title_full_unstemmed | Development and validation of a nomogram for assessment postoperative sodium disturbance in PAs patients: a retrospective cohort study |
title_short | Development and validation of a nomogram for assessment postoperative sodium disturbance in PAs patients: a retrospective cohort study |
title_sort | development and validation of a nomogram for assessment postoperative sodium disturbance in pas patients: a retrospective cohort study |
topic | Diabetes and Endocrinology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10474829/ https://www.ncbi.nlm.nih.gov/pubmed/37663278 http://dx.doi.org/10.7717/peerj.15946 |
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