Proportion and predictors of FVC decline in patients with interstitial lung disease.

RATIONALE: The proportion of patients who develop progressive pulmonary fibrosis (PPF), along with risk factors for progression remain poorly understood. OBJECTIVES: To examine factors associated with an increased risk of developing PPF among patients at a referral center. METHODS: We identified patients with a diagnosis of interstitial lung disease (ILD) seen within the Cleveland Clinic Health System. Utilizing a retrospective observational approach we estimated the risk of developing progression by diagnosis group and identified key clinical predictors using the FVC component of both the original progressive fibrotic interstitial lung disease (PFILD) and the proposed PPF (ATS) criteria. RESULTS: We identified 5934 patients with a diagnosis of ILD. The cumulative incidence of progression over the 24 months was similar when assessed with the PFILD and PPF criteria (33.1 % and 37.9 % respectively). Of those who met the ATS criteria, 9.5 % did not meet the PFILD criteria. Conversely, 4.3 % of patients who met PFILD thresholds did not achieve the 5 % absolute FVC decline criteria. Significant differences in the rate of progression were seen based on underlying diagnosis. Steroid therapy (HR 1.46, CI 1.31-1.62) was associated with an increased risk of progressive fibrosis by both PFILD and PPF criteria. CONCLUSION: Regardless of the definition used, the cumulative incidence of progressive disease is high in patients with ILD in the 24 months following diagnosis. Some differences are seen in the risk of progression when assessed by PFILD and PPF criteria. Further work is needed to identify modifiable risk factors for the development of progressive fibrosis.

Computable Phenotype of a Crohn's Disease Natural History Model.

BACKGROUND: Analytic tools to study important clinical issues in complex, chronic diseases such as Crohn's disease (CD) include randomized trials, claims database studies, or small longitudinal epidemiologic cohorts. Using natural language processing (NLP), we sought to define the computable phenotype health state of pediatric and adult CD and develop patient-level longitudinal histories for health outcomes. METHODS: We defined 6 health states for CD using a subjective symptom-based assessment (symptomatic/asymptomatic) and an objective disease state assessment (active/inactive/no testing). Gold standard for the 6 health states was derived using an iterative process during review by our CD experts. We calculated the transition probabilities to estimate the time to transitions between the various health states using nonparametric Kaplan-Meier estimation and a Markov model. Finally, we determined a standard utility measure from clinical patients assigned to different health states. RESULTS: The NLP computable phenotype health state model correctly ascertained the objective test results and symptoms 96% and 85% of the time, respectively, based on a blinded chart evaluation. In our model, >25% of patients who begin as asymptomatic/active transition to symptomatic/active over the following year. For both adult and pediatric CD health states, the utility assessments of a symptomatic/inactive health state closely resembled a symptomatic/active health state. CONCLUSIONS: Our methodology for a computable phenotype health state demonstrates the application of real-world data to define progression and optimal management of a chronic disease such as CD. The application of the model has the potential to lead to a better understanding of the true impact of a therapeutic intervention and can provide long-term cost-effectiveness analyses for a new therapy. HIGHLIGHTS: Using natural language processing, we defined the computable phenotype health state of Crohn's disease and developed patient-level longitudinal histories for health outcomes.Our methodology demonstrates the application of real-world data to define the progression of a chronic disease.The application of the model has the potential to provide better understanding of the true impact of a new therapy.

Differences in Biologic Utilization and Surgery Rates in Pediatric and Adult Crohn's Disease: Results From a Large Electronic Medical Record-derived Cohort.

BACKGROUND AND AIMS: Crohn's disease (CD) is a chronic illness that affects both the pediatric and adult populations with an increasing worldwide prevalence. We aim to identify a large, single-center cohort of patients with CD using natural language processing (NLP) in combination with codified data and extract surgical rates and medication usage from the electronic medical record (EMR). METHODS: Patients with CD were identified from the entire Cleveland Clinic EMR using ICD codes and CD-specific terms identified by NLP to fit a logistic regression model. Cohorts were developed for pediatric-onset (younger than 18 years) and adult-onset (18 years and older) CD. Surgeries were identified using current procedural terminology (CPT) codes and NLP. Crohn's disease-related medications were extracted using physician orders in the EMR. RESULTS: Patients with pediatric-onset (n = 2060) and adult-onset (n = 4973) CD were identified from 2000 to 2017 with a positive predictive value of 98.5%. Rate of CD-related abdominal surgery over time was significantly higher in adult-onset compared with pediatric-onset CD (10-year surgery rate 49.9% vs 37.7%, respectively; P < 0.001). Treatment with biologics was significantly higher in pediatric vs adult-onset CD cohorts (63.6% vs 49.2%; P < 0.001). The overall rate of CD-related abdominal surgery was significantly higher in those who received <6 months of a biologic compared with ≥6 months of a biologic for both cohorts (pediatric 64.1% vs 39.1%, P ≤ 0.001; adult 69.3% vs 56.5%, P ≤ 0.001). Additionally, 60.9% in pediatric-onset CD and 43.5% in adult-onset CD treated with ≥6 months of biologic therapy have not required abdominal surgery. On multivariable analysis, perianal surgery was a significant risk factor for abdominal surgery in both cohorts. CONCLUSION: We used a combination of codified and NLP data to establish the largest, North American, single-center EMR cohort of pediatric- and adult-onset CD patients and determined that biologics are associated with lower rates of surgery over time, potentially altering the natural history of the disease.

Association Between Patient Experience With Patient-Reported Outcome Measurements and Overall Satisfaction With Care in Neurology.

BACKGROUND: There has been increasing focus on both patient-reported outcome measurement (PROM) collection and patient satisfaction ratings; nevertheless, little is known about their relationship. OBJECTIVES: To determine the association between patient experience with PROM collection and visit satisfaction and to identify characteristics of better ratings for each. METHODS: This cross-sectional observational study included all patients seen in 15 neurological clinics who completed PROMs as well as 6 questions on the patient experience with PROMs at least once from October 1, 2015 to December 31, 2016. Visit satisfaction was evaluated using a composite measure of physician communication, overall physician rating, and the likelihood of recommending that physician as indicated on the Clinician and Group Consumer Assessment of Healthcare Providers and Systems survey. Predictors of PROM experience and satisfaction were identified using proportional odds and logistic regression models, respectively. RESULTS: There were 6454 patients (average age 58 ± 15 years, 59% women) who completed PROMs and responded to the Clinician and Group Consumer Assessment of Healthcare Providers and Systems survey. There were significant positive associations between each PROM experience question and visit satisfaction (r = 0.11-0.19; P<.010), although factors predicting visit satisfaction differed from those predicting PROM experience. A differential effect of PROMs on visit satisfaction was identified for patients who were nonwhite, had lower income, and had more comorbidities. CONCLUSIONS: Although there was a significant association between better PROM experience and higher visit satisfaction, relationships with clinical characteristics differed, providing insights into how PROMs may be associated with patients' visit satisfaction. Further research is necessary to confirm whether PROMs can be used to improve visit satisfaction, particularly in patients who historically have reported lower quality of care.

Follow-up lipid tests and physician visits are associated with improved adherence to statin therapy.

INTRODUCTION AND OBJECTIVE: The National Cholesterol Education Program recommends regular physician follow-up and lipid testing to promote adherence with lipid-lowering medications. The objective of this study was to determine whether lipid tests and physician visits after treatment initiation are indeed associated with adherence to statin therapy. SUBJECTS AND METHODS: A retrospective cohort study was conducted among 19 422 enrolees in a US managed care plan who initiated treatment with a statin between October 1999 and August 2001. Computerised pharmacy, medical and laboratory records were used to study the patterns and predictors of adherence with lipid-lowering therapy for up to 3 years. Adherence was assessed in 3-month intervals with patients considered 'adherent' if > or = 80% of days were covered by lipid-lowering therapy. RESULTS: In the first 3 months, 40% of patients had follow-up lipid tests and only 21% had dyslipidaemia visits (14% had both). Those receiving such care were substantially more likely to be adherent in subsequent intervals. Compared with those without follow-up, the relative odds of adherence were 1.42 and 1.27 for patients with one or more lipid test and one or more dyslipidaemia visit, respectively (95% confidence intervals [CI] 1.33, 1.50 and 1.16, 1.39). Patients who received a follow-up visit and lipid test were 45% more likely to be adherent (95% CI 1.34, 1.55). Similar associations were observed when lipid tests and dyslipidaemia visits occurred later in therapy. CONCLUSION: Early and frequent follow-up by physicians--especially lipid testing--was associated with improved adherence to lipid-lowering therapy. A randomised prospective study is needed to determine whether this relationship is causal.