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eNose analysis for early immunotherapy response monitoring in non-small cell lung cancer
- Source :
- Lung Cancer, 160, pp. 36-43, Lung Cancer, 160, 36-43, Lung cancer (Amsterdam, Netherlands), 160, 36-43. Elsevier Ireland Ltd
- Publication Year :
- 2021
- Publisher :
- Elsevier BV, 2021.
-
Abstract
- Objectives Exhaled breath analysis by electronic nose (eNose) has shown to be a potential predictive biomarker before start of anti-PD-1 therapy in patients with non-small cell lung carcinoma (NSCLC). We hypothesized that the eNose could also be used as an early monitoring tool to identify responders more accurately at early stage of treatment when compared to baseline. In this proof-of-concept study we aimed to definitely discriminate responders from non-responders after six weeks of treatment. Materials and Methods This was a prospective observational study in patients with advanced NSCLC eligible for anti-PD-1 treatment. The efficacy of treatment was assessed by the Response Evaluation Criteria in Solid Tumors (RECIST) version 1.1 at 3-month follow-up. We analyzed SpiroNose exhaled breath data of 94 patients (training cohort n = 62, validation cohort n = 32). Data analysis involved signal processing and statistics based on Independent Samples T-tests and Linear Discriminant Analysis (LDA) followed by Receiver Operating Characteristic (ROC) analysis. Results In the training cohort, a specificity of 73% was obtained at a 100% sensitivity level to identify objective responders. The Area Under the Curve (AUC) was 0.95 (CI: 0.89–1.00). In the validation cohort, these results were confirmed with an AUC of 0.97 (CI: 0.91–1.00). Conclusion Exhaled breath analysis by eNose early during treatment allows for a highly accurate, non-invasive and low-cost identification of advanced NSCLC patients who benefit from anti-PD-1 therapy.
- Subjects :
- Pulmonary and Respiratory Medicine
Oncology
Cancer Research
medicine.medical_specialty
Lung Neoplasms
Rare cancers Radboud Institute for Molecular Life Sciences [Radboudumc 9]
Non-invasive biomarker
All institutes and research themes of the Radboud University Medical Center
Non-small cell lung cancer
Carcinoma, Non-Small-Cell Lung
Internal medicine
medicine
Carcinoma
Humans
Stage (cooking)
Lung cancer
Receiver operating characteristic
business.industry
Area under the curve
medicine.disease
Breath Tests
Breath gas analysis
Exhalation
Response Evaluation Criteria in Solid Tumors
Exhaled breath analysis
Observational study
Immunotherapy
business
Subjects
Details
- ISSN :
- 01695002
- Volume :
- 160
- Database :
- OpenAIRE
- Journal :
- Lung Cancer
- Accession number :
- edsair.doi.dedup.....4baf65750dc0e9579a0c09ecc7cb49c8