Developing a clinical and PET/CT volumetric prognostic index for risk assessment and management of NSCLC patients after initial therapy

被引:4
作者
Liu, Liu [1 ,2 ]
Zhang, Jingmian [3 ]
Ferguson, Mark K. [4 ]
Appelbaum, Daniel [5 ]
Zhang, James X. [6 ]
Pu, Yonglin [5 ]
机构
[1] Shanghai Jiao Tong Univ, Shanghai Chest Hosp, Dept Nucl Med, Shanghai 200030, Peoples R China
[2] Shanghai Univ Med & Hlth Sci, Clin & Translat Ctr, Shanghai Key Lab Mol Imaging, Shanghai Chest Hosp, Shanghai 201318, Peoples R China
[3] Hebei Med Univ, Dept Nucl Med, Hosp 4, Shijiazhuang 050017, Hebei, Peoples R China
[4] Univ Chicago, Dept Surg, Sect Thorac Surg, Chicago, IL 60637 USA
[5] Univ Chicago, Dept Radiol, Chicago, IL 60637 USA
[6] Univ Chicago, Dept Med, Chicago, IL 60637 USA
来源
FRONTIERS IN BIOSCIENCE-LANDMARK | 2022年 / 27卷 / 01期
基金
上海市自然科学基金; 美国国家卫生研究院;
关键词
Prognostic index; Metabolic tumor burden; Non-small cell lung cancer; Survival analysis; 2-deoxy-2-[18F]fluoro-D-glucose; FDG; TNM stage; CELL LUNG-CANCER; METABOLIC TUMOR BURDEN; F-18-FDG PET; SURVIVAL; PREDICTION; ADENOCARCINOMA; CLASSIFICATION; VALIDATION; NOMOGRAM; MARKER;
D O I
10.31083/j.fbl2701016
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Background: Currently, individual clinical prognostic variables are used sequentially with risk-stratification after TNM staging in clinical practice for the prognostic assessment of patients with NSCLC, which is not effective for estimating the collective impact of multiple individual variables on patient outcomes. Here, we developed a clinical and PET/CT volumetric prognostic (CPVP) index that integrates the prognostic power of multiple clinical variables and metabolic tumor volume from baseline FDG-PET, for use immediately after definitive therapy. Patients and methods: This retrospective cohort study included 998 NSCLC patients diagnosed between 2004 and 2017, randomly assigned to two cohorts for modeling the CPVP index using Cox regression models examining overall survival (OS) and subsequent validation. Results: The CPVP index generated from the model cohort included pretreatment variables (whole-body metabolic tumor volume [MTVwb], clinical TNM stage, tumor histology, performance status, age, race, gender, smoking history) and treatment type. A clinical variable (CV) index without MTVwb and PET/CT volumetric prognostic (PVP) index without clinical variables were also generated for comparison. In the validation cohort, univariate Cox modeling showed a significant association of the index with overall survival (OS; Hazard Ratio [HR] 3.14; 95% confidence interval [95% CI] = 2.71 to 3.65, p < 0.001). Multivariate Cox regression analysis demonstrated a significant association of the index with OS (HR = 3.13, 95% CI = 2.66 to 3.67, p < 0.001). The index showed greater prognostic power (C-statistic = 0.72) than any of its independent variables including clinical TNM stage (C-statistic ranged from 0.50 to 0.69, all p < 0.003), CV index (C-statistic = 0.68, p < 0.001) and PVP index (C-statistic = 0.70, p = 0.006). Conclusions: The CPVP index for NSCLC patients has moderately strong prognostic power and is more prognostic than its individual prognostic variables and other indices. It provides a practical tool for quantitative prognostic assessment after initial treatment and therefore may be helpful for the development of individualized treatment and monitoring strategy for NSCLC patients.
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页数:10
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