Precision Medicine for Cardiac Resynchronization: Predicting Quality of Life Benefits for Individual Patients-An Analysis From 5 Clinical Trials

Circ Heart Fail. 2017 Oct;10(10):e004111. doi: 10.1161/CIRCHEARTFAILURE.117.004111.

Abstract

Background: Clinical trials have established the average benefit of cardiac resynchronization therapy (CRT), but estimating benefit for individual patients remains difficult because of the heterogeneity in treatment response. Accordingly, we created a multivariable model to predict changes in quality of life (QoL) with and without CRT.

Methods and results: Patient-level data from 5 randomized trials comparing CRT with no CRT were used to create a prediction model of change in QoL at 3 months using a partial proportional odds model for no change, small, moderate, and large improvement, or deterioration of any magnitude. The C statistics for not worsening or obtaining at least a small, moderate, and large improvement were calculated. Among the 3614 patients, regardless of assigned treatment, 33.3% had a deterioration in QoL, 9.2% had no change, 9.2% had a small improvement, 13.5% had a moderate improvement, and the remaining 34.9% had a large improvement. Patients undergoing CRT were less likely to have a decrement in their QoL (28.2% versus 38.9%; P<0.001) and more likely to have a large QoL improvement (38.7% versus 30.6%; P<0.001). A partial proportional odds model identified baseline QoL, age, and an interaction of CRT with QRS duration as predictors of QoL benefits 3 months after randomization. C statistics of 0.65 for not worsening, 0.68 for at least a small improvement, 0.69 for at least a moderate improvement, and 0.73 for predicting a large improvement were observed.

Conclusions: There is marked heterogeneity of treatment benefit of CRT that can be predicted based on baseline QoL, age, and QRS duration.

Keywords: cardiac resynchronization therapy; heart failure; quality of life.

MeSH terms

  • Action Potentials
  • Age Factors
  • Aged
  • Cardiac Resynchronization Therapy* / adverse effects
  • Decision Support Techniques*
  • Electrocardiography
  • Evidence-Based Medicine
  • Female
  • Health Status
  • Heart Failure / diagnosis
  • Heart Failure / physiopathology
  • Heart Failure / psychology
  • Heart Failure / therapy*
  • Heart Rate
  • Humans
  • Linear Models
  • Logistic Models
  • Male
  • Middle Aged
  • Multivariate Analysis
  • Odds Ratio
  • Precision Medicine*
  • Predictive Value of Tests
  • Quality of Life*
  • Randomized Controlled Trials as Topic
  • Recovery of Function
  • Risk Assessment
  • Risk Factors
  • Time Factors
  • Treatment Outcome