Risk Prediction Model for Isoniazid Dosing in Tuberculosis Meningitis Patients in Southwest China.

IF 2.1 4区 医学 Q2 MEDICINE, GENERAL & INTERNAL
International Journal of General Medicine Pub Date : 2024-12-20 eCollection Date: 2024-01-01 DOI:10.2147/IJGM.S498828
Zhaojing Zong, Yi Jian, Mei Zhu, Quanxian Liu, Liang Zhou, Jianyong Zhang
{"title":"Risk Prediction Model for Isoniazid Dosing in Tuberculosis Meningitis Patients in Southwest China.","authors":"Zhaojing Zong, Yi Jian, Mei Zhu, Quanxian Liu, Liang Zhou, Jianyong Zhang","doi":"10.2147/IJGM.S498828","DOIUrl":null,"url":null,"abstract":"<p><strong>Purpose: </strong>Tuberculosis meningitis (TBM) has emerged as the most lethal type of disease. The prognosis of meningitis is often related to disease severity and early therapeutic intervention.</p><p><strong>Methods: </strong>Patients were screened for primary TBM and received a quadruple regimen comprising isoniazid (standard dose of 300 mg/day and high dose of 600 mg/day), rifampin, ethambutol, and pyrazinamide. Further, the indices and prognosis factors of diseased patients were analyzed, using 12-month treatment mortality as the primary observation endpoint. Several predictors included demographic data, clinical presentation, ancillary tests, treatment changes, and isoniazid dose. The data were analyzed using a least absolute shrinkage, the selection operator regression, and multi-factor logistic regression.</p><p><strong>Results: </strong>Among the selected TBM patients (n=119), 18 patients were dead at the end of December. A total of 68 influencing factors were screened, in which 5 clinical factors were included as potential prognostic factors, including older age, presence of nausea, high MRC grade, imaging suggestive of cerebral infarction, and dose of isoniazid (300 mg/day). The AUC value was recorded as 0.8316832. The validation set confirmed the model's robustness, with an AUC of 0.887 and good calibration performance. These findings highlight the model's potential for clinical application in optimizing isoniazid dosing. The model demonstrated the advantage of predicting the therapeutic outcome of patients.</p><p><strong>Conclusion: </strong>In summary, the model could be suitable for evaluating the risk of death within 12 months in TBM patients towards assessing the severity and treatment needs of patients. The isoniazid dose is an important factor affecting the prognosis of these patients.</p>","PeriodicalId":14131,"journal":{"name":"International Journal of General Medicine","volume":"17 ","pages":"6407-6419"},"PeriodicalIF":2.1000,"publicationDate":"2024-12-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11668067/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of General Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.2147/IJGM.S498828","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"MEDICINE, GENERAL & INTERNAL","Score":null,"Total":0}
引用次数: 0

Abstract

Purpose: Tuberculosis meningitis (TBM) has emerged as the most lethal type of disease. The prognosis of meningitis is often related to disease severity and early therapeutic intervention.

Methods: Patients were screened for primary TBM and received a quadruple regimen comprising isoniazid (standard dose of 300 mg/day and high dose of 600 mg/day), rifampin, ethambutol, and pyrazinamide. Further, the indices and prognosis factors of diseased patients were analyzed, using 12-month treatment mortality as the primary observation endpoint. Several predictors included demographic data, clinical presentation, ancillary tests, treatment changes, and isoniazid dose. The data were analyzed using a least absolute shrinkage, the selection operator regression, and multi-factor logistic regression.

Results: Among the selected TBM patients (n=119), 18 patients were dead at the end of December. A total of 68 influencing factors were screened, in which 5 clinical factors were included as potential prognostic factors, including older age, presence of nausea, high MRC grade, imaging suggestive of cerebral infarction, and dose of isoniazid (300 mg/day). The AUC value was recorded as 0.8316832. The validation set confirmed the model's robustness, with an AUC of 0.887 and good calibration performance. These findings highlight the model's potential for clinical application in optimizing isoniazid dosing. The model demonstrated the advantage of predicting the therapeutic outcome of patients.

Conclusion: In summary, the model could be suitable for evaluating the risk of death within 12 months in TBM patients towards assessing the severity and treatment needs of patients. The isoniazid dose is an important factor affecting the prognosis of these patients.

西南地区结核性脑膜炎患者异烟肼用药风险预测模型
目的:结核性脑膜炎(TBM)已成为最致命的疾病类型。脑膜炎的预后通常与疾病严重程度和早期治疗干预有关。方法:筛选原发性TBM患者,给予异烟肼(标准剂量300 mg/d,高剂量600 mg/d)、利福平、乙胺丁醇和吡嗪酰胺四联治疗方案。以12个月治疗死亡率为主要观察终点,分析患者各项指标及预后因素。一些预测因素包括人口统计数据、临床表现、辅助试验、治疗改变和异烟肼剂量。数据分析使用最小绝对收缩,选择算子回归和多因素逻辑回归。结果:入选TBM患者119例,12月底死亡18例。共筛选68个影响因素,其中5个临床因素被纳入潜在预后因素,包括年龄较大、恶心、MRC高分级、脑梗死影像学提示、异烟肼剂量(300 mg/天)。AUC值为0.8316832。验证集证实了模型的稳健性,AUC为0.887,具有良好的校准性能。这些发现突出了该模型在优化异烟肼剂量方面的临床应用潜力。该模型显示了预测患者治疗结果的优势。结论:综上所述,该模型可用于评估TBM患者12个月内死亡风险,以评估患者的严重程度和治疗需求。异烟肼剂量是影响患者预后的重要因素。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
International Journal of General Medicine
International Journal of General Medicine Medicine-General Medicine
自引率
0.00%
发文量
1113
审稿时长
16 weeks
期刊介绍: The International Journal of General Medicine is an international, peer-reviewed, open access journal that focuses on general and internal medicine, pathogenesis, epidemiology, diagnosis, monitoring and treatment protocols. The journal is characterized by the rapid reporting of reviews, original research and clinical studies across all disease areas. A key focus of the journal is the elucidation of disease processes and management protocols resulting in improved outcomes for the patient. Patient perspectives such as satisfaction, quality of life, health literacy and communication and their role in developing new healthcare programs and optimizing clinical outcomes are major areas of interest for the journal. As of 1st April 2019, the International Journal of General Medicine will no longer consider meta-analyses for publication.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信