1. Real-World Outcomes of Patients with Advanced Epidermal Growth Factor Receptor-Mutated Non-Small Cell Lung Cancer in Canada Using Data Extracted by Large Language Model-Based Artificial Intelligence.
- Author
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Moulson R, Law J, Sacher A, Liu G, Shepherd FA, Bradbury P, Eng L, Iczkovitz S, Abbie E, Elia-Pacitti J, Ewara EM, Mokriak V, Weiss J, Pettengell C, and Leighl NB
- Subjects
- Humans, Canada, Female, Male, Middle Aged, Aged, Treatment Outcome, Aged, 80 and over, Adult, Carcinoma, Non-Small-Cell Lung genetics, Carcinoma, Non-Small-Cell Lung drug therapy, Lung Neoplasms genetics, Lung Neoplasms drug therapy, ErbB Receptors genetics, Artificial Intelligence, Mutation
- Abstract
Real-world evidence for patients with advanced EGFR -mutated non-small cell lung cancer (NSCLC) in Canada is limited. This study's objective was to use previously validated DARWEN
TM artificial intelligence (AI) to extract data from electronic heath records of patients with non-squamous NSCLC at University Health Network (UHN) to describe EGFR mutation prevalence, treatment patterns, and outcomes. Of 2154 patients with NSCLC, 613 had advanced disease. Of these, 136 (22%) had common sensitizing EGFR mutations (c EGFR m; ex19del, L858R), 8 (1%) had exon 20 insertions (ex20ins), and 338 (55%) had EGFR wild type. One-year overall survival (OS) (95% CI) for patients with c EGFR m, ex20ins, and EGFR wild type tumours was 88% (83, 94), 100% (100, 100), and 59% (53, 65), respectively. In total, 38% patients with ex20ins received experimental ex20ins targeting treatment as their first-line therapy. A total of 57 patients (36%) with c EGFR m received osimertinib as their first-line treatment, and 61 (39%) received it as their second-line treatment. One-year OS (95% CI) following the discontinuation of osimertinib was 35% (17, 75) post-first-line and 20% (9, 44) post-second-line. In this real-world AI-generated dataset, survival post-osimertinib was poor in patients with c EGFR mutations. Patients with ex20ins in this cohort had improved outcomes, possibly due to ex20ins targeting treatment, highlighting the need for more effective treatments for patients with advanced EGFR m NSCLC.- Published
- 2024
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