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:

Moulson Ruth1ORCID,Law Jennifer2,Sacher Adrian2,Liu Geoffrey2,Shepherd Frances A.2,Bradbury Penelope2,Eng Lawson2,Iczkovitz Sandra3,Abbie Erica3,Elia-Pacitti Julia3,Ewara Emmanuel M.3,Mokriak Viktoriia1,Weiss Jessica1,Pettengell Christopher1,Leighl Natasha B.2

Affiliation:

1. Pentavere, 460 College Street, Toronto, ON M6G 1A1, Canada

2. Department of Medical Oncology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2C1, Canada

3. Janssen Inc., Toronto, ON M3C 1L9, Canada

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 DARWENTM 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 (cEGFRm; 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 cEGFRm, 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 cEGFRm 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 cEGFR 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 EGFRm NSCLC.

Funder

Janssen Canada

Princess Margaret Cancer Foundation

Publisher

MDPI AG

Reference33 articles.

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5. Oncogenic Driver Mutations in Non-Small Cell Lung Cancer: Past, Present and Future;Chevallier;World J. Clin. Oncol.,2021

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