The overarching goal of this study is to test the impact of a precision risk feedback tool aiming to address gaps in clinician and patient uptake of lung cancer screening and tobacco treatment. This study builds on evidence that (1) clinical and genetic factors may inform precision risk on lung cancer and smoking cessation and (2) increasingly high demand for personal genetic risk in particular may signal its potential to activate behavior change. The multi-level precision prevention intervention to be tested--RiskProfile-- provides the opportunity to present personalized clinical and genetic information to increase clinician ordering and patient uptake of screening and treatment recommendations. This study aims to understand the relative benefit of a clinically-informed RiskProfile (based on clinical factors) over usual care, and the additional benefit of a genetically-informed RiskProfile (based on clinical and genetic factors) over the other intervention arms. Therefore, the investigators propose a 3-arm cluster randomized controlled trial of 141 clinicians and 705 screen-eligible patients from a diverse primary care setting (62% African American). Clinicians and patients will be randomized with 1:1:1 allocation to usual care vs. clinically-informed RiskProfile vs. genetically-informed RiskProfile to evaluate the effect of precision prevention interventions on screening and treatment. In Aim 1, the investigators will test the effect of RiskProfile on clinician orders for lung cancer screening and tobacco treatment. In Aim 2, the investigators will test the effect of RiskProfile on patient uptake of lung cancer screening and tobacco treatment. The investigators hypothesize that, compared to usual care, the outcomes of clinician ordering and patient receipt of screening and treatment will be higher in both RiskProfile groups and will be highest in the genetically-informed RiskProfile group. In Aim 3, the investigators will examine the effects of RiskProfile on potential mechanisms that may lead to increased uptake of lung cancer screening and tobacco treatment. The investigators hypothesize that RiskProfile will impact clinician perceptions about lung cancer screening and tobacco treatment that will, in turn, increase ordering behaviors. The investigators further hypothesize that these increases in clinician ordering, combined with changes in patient-level social-cognitive and engagement mechanisms, will increase lung cancer screening and tobacco treatment use among patients. The investigators will assess outcomes at enrollment (at the initial intervention visit), and at 3-month, 6-month, 12-month, and 18-month post-intervention follow-ups. Primary outcomes include clinician ordering and patient completion of lung cancer screening. Secondary outcomes include clinician prescribing and patient use of tobacco treatment, patient progress toward smoking cessation, and patient ongoing adherence to lung cancer screening. Mechanistic outcomes include patient social-cognitive and engagement factors, clinician perceptions about lung cancer screening and tobacco treatment, and clinician-patient interactions at the primary care visit. To better understand potential mechanistic influences of RiskProfile, the investigators will conduct qualitative semi-structured interviews with a subset of clinicians and patients, focused on decision-making processes as well as implementation barriers and facilitators for ordering and receiving lung cancer screening and tobacco treatment. At the nexus of primary care and lung cancer screening, this study will demonstrate the impact of this multi-level intervention designed to stimulate use of evidence-based and guideline-concordant care among primary care clinicians and racially-diverse, medically underserved patients at risk for lung cancer.
