A Bayesian Approach for Incorporating the EQ-5D Visual Analog Scale When Estimating the Health-Related Quality of Life

Sep 1, 2022, 00:00 AM
10.1016/j.jval.2022.01.017
https://www.valueinhealthjournal.com/article/S1098-3015(22)00093-6/fulltext
Section Title : PATIENT-REPORTED OUTCOMES
Section Order : 14
First Page : 1575

Objectives

The EuroQoL 3-level version of EQ-5D and 5-level version of EQ-5D questionnaires are often used to quantify health states. They include ordinal responses across 5 health dimensions (EQ-5D index) and an EQ-visual analog scale (EQ-VAS) overall health rating. We investigated the value of incorporating the EQ-VAS to update health utility estimates using a Bayesian framework.

Methods

We created a joint bivariate normal EQ-VAS and EQ-5D index utility model and compared this to a univariate normal EQ-5D index utility model. We tested these models for 1026 Sri Lankan patients with chronic kidney disease and 94 Australian patients with wounds. We validated our approach by simulating EQ-VAS and EQ-5D index responses and applying our Bayesian model and then comparing the modeled estimates to our observed data.

Results

The combined model showed a reduction in estimate uncertainty for all respondents. Compared with the EQ-5D index-only model, the mean utility for Sri Lankan respondents dropped from 0.556 (0.534-0.579) to 0.540 (0.521-0.559) in men and increased from 0.489 (0.461-0.518) to 0.528 (0.506-0.550) in women, with reduced credible interval width by 13% and 23%, respectively. The mean utility in Australian respondents moved from 0.715 (0.633-0.800) to 0.716 (0.652-0.782) in men, and 0.652 (0.581-0.723) to 0.652 (0.593-0.711) in women, with reduced credible interval width by 23% and 17%, respectively. The credible interval width for simulated data also narrowed, ranging from 8.3 to 8.5%.

Conclusions

Including the EQ-VAS through Bayesian methods can add value by reducing requisite sample sizes and decision uncertainty using small amounts of additional data that is often collected but rarely used.

https://www.valueinhealthjournal.com/action/showCitFormats?pii=S1098-3015(22)00093-6&doi=10.1016/j.jval.2022.01.017
HEOR Topics :
  • Methodological & Statistical Research
  • Patient-Centered Research
  • Preference Methods
  • Stated Preference & Patient Satisfaction
  • Study Approaches
  • Surveys & Expert Panels
Tags :
  • EQ-5D
  • health economics
  • health utility
  • patient experience
  • patient-reported outcomes
  • quality of life
  • simulation
Regions :
  • Asia Pacific (including Oceania)