TPS12157 Background: A wide range of oncology treatments are associated with a risk of pneumonitis or ILD, which is an uncommon but serious side effect with potential for significant morbidity and mortality (Conte et al 2022). The development of pneumonitis/ILD remains unpredictable and relatively uncommon in a single practice or hospital setting. Risk of drug-induced pneumonitis/ILD remains a limiting factor to prescribing life-saving treatments. A non-invasive, patient-centric multimodal solution for remote data capture could support recognition and tracking of pulmonary symptoms in addition to providing insight for the clinical team to personalize the monitoring of patients according to their medical history or specific physiological markers. Methods: LOOP is an observational, prospective, multicenter study conducted in the US. Stage III and IV NSCLC patients receiving SoC and initiating treatment with an FDA-approved ICI (alone or in combination with other agents), ADC, or small molecule EGFR inhibitor are eligible to participate. The primary objective is to enable the development and refinement of an algorithm including documentation of its performance (specificity, sensitivity and odd ratio to inform risk of pulmonary/respiratory/thoracic-related events including ILD). A secondary objective proposes to characterize the risk factors, signs, and symptoms leading to onset, diagnosis, and treatment of pneumonitis/ILD in patients receiving SoC. The study will collect patient-generated data outside of point-of-care for six months, using questionnaires and a medical pulse-oximeter device . Clinical data available per SoC in the medical records will be collected. Approximately 600 patients will be enrolled over 13 months to accrue approximately 100 pneumonitis/ILD events. Events will include all grades of pneumonitis, including ILD and radiation pneumonitis, as determined by the Investigator. Qualitative interviews will be conducted to inform a more granular understanding of the patient specific experience of developing ILD. Logistic regression, area under curve, descriptive statistics and relevant visualizations will map the relationship between pneumonitis/ILD and patient’s health status. The study is currently enrolling; the protocol was approved by a central IRB. Clinical trial information: NCT06192004 .