A Real-World Assessment of Stage I Lung Cancer Through Electronic Nose Technology

被引:7
作者
Rocco, Gaetano [1 ,2 ]
Pennazza, Giorgio [3 ]
Tan, Kay See [4 ]
Vanstraelen, Stijn [1 ]
Santonico, Marco [5 ]
Corba, Robert J. [1 ]
Park, Bernard J. [1 ]
Sihag, Smita [1 ]
Bott, Matthew J. [1 ]
Crucitti, Pierfilippo [6 ]
Isbell, James M. [1 ]
Ginsberg, Michelle S.
Weiss, Hallie [8 ]
Incalzi, Raffaele Antonelli [7 ,9 ]
Finamore, Panaiotis [6 ]
Longo, Filippo [6 ]
Zompanti, Alessandro [3 ]
Grasso, Simone [5 ]
Solomon, Stephen B. [6 ]
Vincent, Alain [1 ]
McKnight, Alexa [1 ]
Cirelli, Michael [1 ]
Voli, Carmela [1 ]
Kelly, Susan [1 ]
Merone, Mario [10 ]
Molena, Daniela [1 ]
Gray, Katherine [1 ]
Huang, James [1 ]
Rusch, Valerie W. [1 ]
Bains, Manjit S. [1 ]
Downey, Robert J. [1 ]
Adusumilli, Prasad S. [1 ]
Jones, David R. [1 ,2 ]
机构
[1] Mem Sloan Kettering Canc Ctr, Dept Surg, Thorac Serv, 1275 York Ave, New York, NY 10060 USA
[2] Mem Sloan Kettering Canc Ctr, Druckenmiller Ctr Lung Canc Res, New York, NY 10060 USA
[3] Univ Campus Biomed Roma, Dept Engn, Unit Elect Sensor Syst, Rome, Italy
[4] Mem Sloan Kettering Canc Ctr, Dept Epidemiol & Biostat, New York, NY 10060 USA
[5] Univ Campus Biomed Roma, Dept Sci & Technol Sustainable Dev & Hlth 1, Unit Elect Sensor Syst, Rome, Italy
[6] Univ Campus Biomed Roma, Dept Thorac Surg, Rome, Italy
[7] Mem Sloan Kettering Canc Ctr, Dept Radiol, New York, NY 10060 USA
[8] Mem Sloan Kettering Canc Ctr, Dept Anesthesiol, New York, NY 10060 USA
[9] Univ Campus Biomed Roma, Dept Geriatr, Res Unit Internal Med, Rome, Italy
[10] Univ Campus Biomed Roma, Dept Engn, Unit Computat Syst & Bioinformat, Rome, Italy
基金
美国国家卫生研究院;
关键词
E-nose; Stage I; Lung cancer; Diagnosis; Biopsy; PULMONARY NODULES; PROBABILITY; MALIGNANCY; VALIDATION; MANAGEMENT;
D O I
10.1016/j.jtho.2024.05.006
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Introduction: Electronic nose (E-nose) technology has reported excellent sensitivity and specificity in the setting of lung cancer screening. However, the performance of E-nose specifically for early-stage tumors remains unclear. Therefore, the aim of our study was to assess the diagnostic performance of E-nose technology in clinical stage I lung cancer. Methods: This phase IIc trial (NCT04734145) included patients diagnosed with a single greater than or equal to 50% solid stage I nodule. Exhalates were prospectively collected from January 2020 to August 2023. Blinded bioengineers analyzed the exhalates, using E-nose technology to determine the probability of malignancy. Patients were stratified into three risk groups (low-risk, [<0.2]; moderate- risk, [>= 0.2-0.7]; high-risk, [>= 0.7]). The primary outcome was the diagnostic performance of E-nose versus histopathology (accuracy and F1 score). The secondary outcome was the clinical performance of the E-nose versus clinicoradiological prediction models. Results: Based on the predefined cutoff (<0.20),E-nose agreed with histopathologic results in 86% of cases, achieving an F1 score of 92.5%, based on 86 true positives, two false negatives, and 12 false positives (n = 100). E-nose would refer fewer patients with malignant nodules to observation (low-risk: 2 versus 9 and 11, respectively; p = 0.028 and p = 0.011) than would the Swensen and Brock models and more patients with malignant nodules to treatment without biopsy (high-risk: 27 versus 19 and 6, respectively; p = 0.057 and p < 0.001). Conclusions: In the setting of clinical stage I lung cancer, Enose agrees well with histopathology. Accordingly, E-nose technology can be used in addition to imaging or as part of a "multiomics" platform. (c) 2024 International Association for the Study of Lung Cancer. Published by Elsevier Inc. All rights are reserved, including those for text and data mining, AI training, and similar technologies.
引用
收藏
页码:1272 / 1283
页数:12
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