高级检索
当前位置: 首页 > 详情页

Development and Validation of a Nomogram Based on F-18-FDG PET/CT Radiomics to Predict the Overall Survival in Adult Hemophagocytic Lymphohistiocytosis

文献详情

资源类型:
WOS体系:
Pubmed体系:

收录情况: ◇ SCIE

单位: [1]Capital Med Univ, Beijing Friendship Hosp, Dept Nucl Med, Beijing, Peoples R China [2]Sinoun Med Technol Beijing Co Ltd, Beijing, Peoples R China [3]Tsinghua Univ, Sch Med, Dept Biomed Engn, Beijing, Peoples R China [4]Foshan Univ, Sch Med, Dept Lab Med, Foshan, Peoples R China [5]Univ Auckland, Sch Med Sci, Dept Mol Med & Pathol, Auckland, New Zealand
出处:
ISSN:

关键词: hemophagocytic lymphohistiocytosis radiomics prognosis F-18-FDG PET CT nomogram

摘要:
Purpose: Hemophagocytic lymphohistiocytosis (HLH) is a rare and severe disease with a poor prognosis. We aimed to determine if F-18-fluorodeoxyglucose (F-18-FDG) PET/CT-derived radiomic features alone or combination with clinical parameters could predict survival in adult HLH.Methods: This study included 70 adults with HLH (training cohort, n = 50; validation cohort, n = 20) who underwent pretherapeutic F-18-FDG PET/CT scans between August 2016 and June 2020. Radiomic features were extracted from the liver and spleen on CT and PET images. For evaluation of 6-month survival, the features exhibiting p < 0.1 in the univariate analysis between non-survivors and survivors were selected. The least absolute shrinkage and selection operator (LASSO) regression analysis was used to develop a radiomics score (Rad-score). A nomogram was built by the multivariate regression analysis to visualize the predictive model for 3-month, 6-month, and 1-year survival, while the performance and usefulness of the model were evaluated by calibration curves, the receiver operating characteristic (ROC) curves, and decision curves.Results: The Rad-score was able to predict 6-month survival in adult HLH, with area under the ROC curves (AUCs) of 0.927 (95% CI: 0.878-0.974) and 0.869 (95% CI: 0.697-1.000) in the training and validation cohorts, respectively. The radiomics nomogram combining the Rad-score with the clinical parameters resulted in better performance for predicting 6-month survival than the clinical model or the Rad-score alone. Moreover, the nomogram displayed superior discrimination, calibration, and clinical usefulness in both the cohorts.Conclusion: The newly developed Rad-score is a powerful predictor for overall survival (OS) in adults with HLH. The nomogram has great potential for predicting 3-month, 6-month, and 1-year survival, which may timely guide personalized treatments for adult HLH.

基金:
语种:
WOS:
PubmedID:
中科院(CAS)分区:
出版当年[2020]版:
大类 | 3 区 医学
小类 | 3 区 医学:内科
最新[2025]版:
大类 | 3 区 医学
小类 | 3 区 医学:内科
JCR分区:
出版当年[2019]版:
Q1 MEDICINE, GENERAL & INTERNAL
最新[2024]版:
Q1 MEDICINE, GENERAL & INTERNAL

影响因子: 最新[2024版] 最新五年平均[2021-2025] 出版当年[2019版] 出版当年五年平均[2015-2019] 出版前一年[2018版] 出版后一年[2020版]

第一作者:
第一作者单位: [1]Capital Med Univ, Beijing Friendship Hosp, Dept Nucl Med, Beijing, Peoples R China
通讯作者:
通讯机构: [4]Foshan Univ, Sch Med, Dept Lab Med, Foshan, Peoples R China [5]Univ Auckland, Sch Med Sci, Dept Mol Med & Pathol, Auckland, New Zealand
推荐引用方式(GB/T 7714):
APA:
MLA:

资源点击量:1320 今日访问量:0 总访问量:819 更新日期:2025-07-01 建议使用谷歌、火狐浏览器 常见问题

版权所有:重庆聚合科技有限公司 渝ICP备12007440号-3 地址:重庆市两江新区泰山大道西段8号坤恩国际商务中心16层(401121)