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Predictors and dynamic online nomogram for postoperative delayed hyponatremia after endoscopic transsphenoidal surgery for pituitary adenomas: a single-center, retrospective, observational cohort study with external validation

BACKGROUND: Postoperative delayed hyponatremia (PDH) is a major cause of readmission after endoscopic transsphenoidal surgery (eTSS) for pituitary adenomas (PAs). However, the risk factors associated with PDH have not been well established, and the development of a dynamic online nomogram for predic...

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Autores principales: Cai, Xiangming, Zhang, An, Zhao, Peng, Liu, Zhiyuan, Aili, Yiliyaer, Zeng, Xinrui, Geng, Yuanming, Du, Chaonan, Yuan, Feng, Zhu, Junhao, Yang, Jin, Tang, Chao, Cong, Zixiang, Liu, Yuxiu, Ma, Chiyuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10391999/
https://www.ncbi.nlm.nih.gov/pubmed/37525288
http://dx.doi.org/10.1186/s41016-023-00334-3
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author Cai, Xiangming
Zhang, An
Zhao, Peng
Liu, Zhiyuan
Aili, Yiliyaer
Zeng, Xinrui
Geng, Yuanming
Du, Chaonan
Yuan, Feng
Zhu, Junhao
Yang, Jin
Tang, Chao
Cong, Zixiang
Liu, Yuxiu
Ma, Chiyuan
author_facet Cai, Xiangming
Zhang, An
Zhao, Peng
Liu, Zhiyuan
Aili, Yiliyaer
Zeng, Xinrui
Geng, Yuanming
Du, Chaonan
Yuan, Feng
Zhu, Junhao
Yang, Jin
Tang, Chao
Cong, Zixiang
Liu, Yuxiu
Ma, Chiyuan
author_sort Cai, Xiangming
collection PubMed
description BACKGROUND: Postoperative delayed hyponatremia (PDH) is a major cause of readmission after endoscopic transsphenoidal surgery (eTSS) for pituitary adenomas (PAs). However, the risk factors associated with PDH have not been well established, and the development of a dynamic online nomogram for predicting PDH is yet to be realized. We aimed to investigate the predictive factors for PDH and construct a dynamic online nomogram to aid in its prediction. METHODS: We analyzed the data of 226 consecutive patients who underwent eTSS for PAs at the Department of Neurosurgery in Jinling Hospital between January 2018 and October 2020. An additional 97 external patients were included for external validation. PDH was defined as a serum sodium level below 137 mmol/L, occurring on the third postoperative day (POD) or later. RESULTS: Hyponatremia on POD 1–2 (OR = 2.64, P = 0.033), prothrombin time (PT) (OR = 1.78, P = 0.008), and percentage of monocytes (OR = 1.22, P = 0.047) were identified as predictive factors for PDH via multivariable logistic regression analysis. Based on these predictors, a nomogram was constructed with great discrimination in internal validation (adjusted AUC: 0.613–0.688) and external validation (AUC: 0.594–0.617). Furthermore, the nomogram demonstrated good performance in calibration plot, Brier Score, and decision curve analysis. Subgroup analysis revealed robust predictive performance in patients with various clinical subtypes and mild to moderate PDH. CONCLUSIONS: Preoperative PT and the percentage of monocytes were, for the first time, identified as predictive factors for PDH. The dynamic nomogram proved to be a valuable tool for predicting PDH after eTSS for PAs and demonstrated good generalizability. Patients could benefit from early identification of PDH and optimized treatment decisions. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s41016-023-00334-3.
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spelling pubmed-103919992023-08-02 Predictors and dynamic online nomogram for postoperative delayed hyponatremia after endoscopic transsphenoidal surgery for pituitary adenomas: a single-center, retrospective, observational cohort study with external validation Cai, Xiangming Zhang, An Zhao, Peng Liu, Zhiyuan Aili, Yiliyaer Zeng, Xinrui Geng, Yuanming Du, Chaonan Yuan, Feng Zhu, Junhao Yang, Jin Tang, Chao Cong, Zixiang Liu, Yuxiu Ma, Chiyuan Chin Neurosurg J Research BACKGROUND: Postoperative delayed hyponatremia (PDH) is a major cause of readmission after endoscopic transsphenoidal surgery (eTSS) for pituitary adenomas (PAs). However, the risk factors associated with PDH have not been well established, and the development of a dynamic online nomogram for predicting PDH is yet to be realized. We aimed to investigate the predictive factors for PDH and construct a dynamic online nomogram to aid in its prediction. METHODS: We analyzed the data of 226 consecutive patients who underwent eTSS for PAs at the Department of Neurosurgery in Jinling Hospital between January 2018 and October 2020. An additional 97 external patients were included for external validation. PDH was defined as a serum sodium level below 137 mmol/L, occurring on the third postoperative day (POD) or later. RESULTS: Hyponatremia on POD 1–2 (OR = 2.64, P = 0.033), prothrombin time (PT) (OR = 1.78, P = 0.008), and percentage of monocytes (OR = 1.22, P = 0.047) were identified as predictive factors for PDH via multivariable logistic regression analysis. Based on these predictors, a nomogram was constructed with great discrimination in internal validation (adjusted AUC: 0.613–0.688) and external validation (AUC: 0.594–0.617). Furthermore, the nomogram demonstrated good performance in calibration plot, Brier Score, and decision curve analysis. Subgroup analysis revealed robust predictive performance in patients with various clinical subtypes and mild to moderate PDH. CONCLUSIONS: Preoperative PT and the percentage of monocytes were, for the first time, identified as predictive factors for PDH. The dynamic nomogram proved to be a valuable tool for predicting PDH after eTSS for PAs and demonstrated good generalizability. Patients could benefit from early identification of PDH and optimized treatment decisions. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s41016-023-00334-3. BioMed Central 2023-08-01 /pmc/articles/PMC10391999/ /pubmed/37525288 http://dx.doi.org/10.1186/s41016-023-00334-3 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Cai, Xiangming
Zhang, An
Zhao, Peng
Liu, Zhiyuan
Aili, Yiliyaer
Zeng, Xinrui
Geng, Yuanming
Du, Chaonan
Yuan, Feng
Zhu, Junhao
Yang, Jin
Tang, Chao
Cong, Zixiang
Liu, Yuxiu
Ma, Chiyuan
Predictors and dynamic online nomogram for postoperative delayed hyponatremia after endoscopic transsphenoidal surgery for pituitary adenomas: a single-center, retrospective, observational cohort study with external validation
title Predictors and dynamic online nomogram for postoperative delayed hyponatremia after endoscopic transsphenoidal surgery for pituitary adenomas: a single-center, retrospective, observational cohort study with external validation
title_full Predictors and dynamic online nomogram for postoperative delayed hyponatremia after endoscopic transsphenoidal surgery for pituitary adenomas: a single-center, retrospective, observational cohort study with external validation
title_fullStr Predictors and dynamic online nomogram for postoperative delayed hyponatremia after endoscopic transsphenoidal surgery for pituitary adenomas: a single-center, retrospective, observational cohort study with external validation
title_full_unstemmed Predictors and dynamic online nomogram for postoperative delayed hyponatremia after endoscopic transsphenoidal surgery for pituitary adenomas: a single-center, retrospective, observational cohort study with external validation
title_short Predictors and dynamic online nomogram for postoperative delayed hyponatremia after endoscopic transsphenoidal surgery for pituitary adenomas: a single-center, retrospective, observational cohort study with external validation
title_sort predictors and dynamic online nomogram for postoperative delayed hyponatremia after endoscopic transsphenoidal surgery for pituitary adenomas: a single-center, retrospective, observational cohort study with external validation
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10391999/
https://www.ncbi.nlm.nih.gov/pubmed/37525288
http://dx.doi.org/10.1186/s41016-023-00334-3
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