Development and Validation of a Plasma Biomarker Panel for Discerning Clinical Significance of Indeterminate Pulmonary Nodules

被引:43
作者
Daly, Shaun [1 ]
Rinewalt, Daniel [1 ]
Fhied, Cristina [2 ]
Basu, Sanjib [3 ]
Mahon, Brett [4 ]
Liptay, Michael J. [1 ]
Hong, Edward [1 ]
Chmielewski, Gary [1 ]
Yoder, Mark A. [5 ]
Shah, Palmi N. [6 ]
Edell, Eric S. [7 ]
Maldonado, Fabien [7 ]
Bungum, Aaron O. [7 ]
Borgia, Jeffrey A. [2 ,4 ]
机构
[1] Rush Univ, Med Ctr, Dept Thorac Surg, Chicago, IL 60612 USA
[2] Rush Univ, Med Ctr, Dept Biochem, Chicago, IL 60612 USA
[3] Rush Univ, Med Ctr, Dept Prevent Med, Chicago, IL 60612 USA
[4] Rush Univ, Med Ctr, Dept Pathol, Chicago, IL 60612 USA
[5] Rush Univ, Med Ctr, Dept Pulmonol, Chicago, IL 60612 USA
[6] Rush Univ, Med Ctr, Dept Diagnost Radiol, Chicago, IL 60612 USA
[7] Mayo Clin, Dept Pulm & Crit Care Med, Rochester, MN USA
关键词
Lung cancer; Nodules; Low-dose computed tomography screening; Plasma biomarkers; Validation; CELL LUNG-CANCER; FORTHCOMING 7TH EDITION; TNM CLASSIFICATION; AUTOANTIBODY TEST; MALIGNANT-TUMORS; STAGE GROUPINGS; TRIAL; GUIDELINES; PROPOSALS; MORTALITY;
D O I
10.1097/JTO.0b013e31827627f8
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Introduction: The recent findings of the National Lung Screening Trial showed 24.2% of individuals at high risk for lung cancer having one or more indeterminate nodules detected by low-dose computed tomography-based screening, 96.4% of which were eventually confirmed as false positives. These positive scans necessitate additional diagnostic procedures to establish a definitive diagnosis that adds cost and risk to the paradigm. A plasma test able to assign benign versus malignant pathology in high-risk patients would be an invaluable tool to complement low-dose computed tomography-based screening and promote its rapid implementation. Methods: We evaluated 17 biomarkers, previously shown to have value in detecting lung cancer, against a discovery cohort, comprising benign (n = 67) cases and lung cancer (n = 69) cases. A Random Forest method based analysis was used to identify the optimal biomarker panel for assigning disease status, which was then validated against a cohort from the Mayo Clinic, comprising patients with benign (n = 61) or malignant (n = 20) indeterminate lung nodules. Results: Our discovery efforts produced a seven-analyte plasma biomarker panel consisting of interleukin 6 (IL-6), IL-10, IL-1ra, sIL-2R alpha, stromal cell-derived factor-1 alpha+beta, tumor necrosis factor a, and macrophage inflammatory protein 1 alpha. The sensitivity and specificity of our panel in our validation cohort is 95.0% and 23.3%, respectively. The validated negative predictive value of our panel was 93.8%. Conclusion: We developed a seven-analyte plasma biomarker panel able to identify benign nodules, otherwise deemed indeterminate, with a high degree of accuracy. This panel may have clinical utility in risk-stratifying screen-detected lung nodules, decrease unnecessary follow-up imaging or invasive procedures, and potentially avoid unnecessary morbidity, mortality, and health care costs.
引用
收藏
页码:31 / 36
页数:6
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