Xiangming Cai, An Zhang, Peng Zhao, Zhiyuan Liu, Yiliyaer Aili, Xinrui Zeng, Yuanming Geng, Chaonan Du, Feng Yuan, Junhao Zhu, Jin Yang, Chao Tang, Zixiang Cong, Yuxiu Liu, Chiyuan Ma
{"title":"内镜下经蝶窦手术治疗垂体腺瘤后迟发性低钠血症的预测因素和动态在线图:一项具有外部验证的单中心、回顾性、观察性队列研究。","authors":"Xiangming Cai, An Zhang, Peng Zhao, Zhiyuan Liu, Yiliyaer Aili, Xinrui Zeng, Yuanming Geng, Chaonan Du, Feng Yuan, Junhao Zhu, Jin Yang, Chao Tang, Zixiang Cong, Yuxiu Liu, Chiyuan Ma","doi":"10.1186/s41016-023-00334-3","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>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.</p><p><strong>Methods: </strong>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.</p><p><strong>Results: </strong>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.</p><p><strong>Conclusions: </strong>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.</p>","PeriodicalId":36700,"journal":{"name":"Chinese Neurosurgical Journal","volume":"9 1","pages":"19"},"PeriodicalIF":0.0000,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10391999/pdf/","citationCount":"0","resultStr":"{\"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.\",\"authors\":\"Xiangming Cai, An Zhang, Peng Zhao, Zhiyuan Liu, Yiliyaer Aili, Xinrui Zeng, Yuanming Geng, Chaonan Du, Feng Yuan, Junhao Zhu, Jin Yang, Chao Tang, Zixiang Cong, Yuxiu Liu, Chiyuan Ma\",\"doi\":\"10.1186/s41016-023-00334-3\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>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.</p><p><strong>Methods: </strong>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.</p><p><strong>Results: </strong>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.</p><p><strong>Conclusions: </strong>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.</p>\",\"PeriodicalId\":36700,\"journal\":{\"name\":\"Chinese Neurosurgical Journal\",\"volume\":\"9 1\",\"pages\":\"19\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-08-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10391999/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Chinese Neurosurgical Journal\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s41016-023-00334-3\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"Medicine\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Chinese Neurosurgical Journal","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s41016-023-00334-3","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"Medicine","Score":null,"Total":0}
引用次数: 0
摘要
背景:垂体腺瘤(PAs)术后迟发性低钠血症(PDH)是内镜下经蝶窦手术(eTSS)后再入院的主要原因。然而,与PDH相关的危险因素尚未得到很好的确定,预测PDH的动态在线图的开发尚未实现。我们的目的是研究PDH的预测因素,并构建一个动态的在线图来帮助其预测。方法:我们分析了2018年1月至2020年10月在金陵医院神经外科连续接受eTSS治疗PAs的226例患者的数据。另外纳入97例外部患者进行外部验证。PDH定义为术后第三天(POD)或更晚出现的血清钠水平低于137 mmol/L。结果:经多变量logistic回归分析,POD 1-2低钠血症(OR = 2.64, P = 0.033)、凝血酶原时间(OR = 1.78, P = 0.008)、单核细胞百分比(OR = 1.22, P = 0.047)为PDH的预测因素。基于这些预测因子,构建了内部验证(调整后的AUC为0.613-0.688)和外部验证(调整后的AUC为0.594-0.617)具有较强判别性的nomogram。此外,模态图在校正图、Brier评分和决策曲线分析中表现出良好的性能。亚组分析显示,在各种临床亚型和轻度至中度PDH患者中具有强大的预测性能。结论:术前PT和单核细胞百分比首次被确定为PDH的预测因素。动态图被证明是预测PAs eTSS后PDH的有价值的工具,并且具有良好的通用性。患者可以从PDH的早期识别和优化的治疗决策中受益。
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 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.