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A Causal Inference Approach to Mediation Analysis in Vitreomacular Traction: How Much Does Traction Resolution
Benedicte Lescrauwaet1, Stijn Vansteelandt2, Timothy L Jackson3
1Biometrics Research Group, Ghent University, 9000 Ghent, Belgium; luc.duchateau@ugent.be.
Journal of Market Access & Health Policy
|October 28, 2024
Summary
Ocriplasmin treatment for vitreomacular traction significantly improves vision, with vitreomacular adhesion resolution (VMAR) mediating some benefits. The study clarifies how VMAR contributes to vision improvements from ocriplasmin therapy.
Area of Science:
- Ophthalmology
- Clinical Trials
- Biostatistics
Background:
- Mediation analysis enhances understanding of treatment mechanisms beyond intention-to-treat analysis.
- Vitreomacular adhesion resolution (VMAR) is an anatomic marker potentially mediating vision benefits.
- Ocriplasmin is a therapeutic agent used for vitreomacular traction.
Purpose of the Study:
- To investigate the extent to which VMAR mediates vision improvement after ocriplasmin treatment compared to a sham regimen.
- To quantify the direct and indirect effects of ocriplasmin on visual acuity and function through VMAR.
Main Methods:
- Causal mediation analysis applied to data from a randomized trial of 218 participants with vitreomacular traction.
- Logistic regression models used to estimate total treatment effect (TTE) on binary outcomes (visual acuity improvement, visual function questionnaire improvement, visual function improvement).
- Effects quantified as risk differences, breaking down TTE into indirect (via VMAR) and direct effects.
Main Results:
- Indirect effects of ocriplasmin on visual function questionnaire improvement (VFQ-I), visual acuity improvement (VA-I), and visual function improvement (VF-I) were 5.7%, 11.8%, and 5.2%, respectively.
- Direct effects of ocriplasmin on VFQ-I, VA-I, and VF-I were 5.7%, 11.8%, and 5.2%, respectively.
- Ocriplasmin's effect on VA-I was largely mediated by VMAR, while effects on VFQ-I and VF-I were only partially mediated.
Conclusions:
- VMAR plays a significant role in mediating vision benefits from ocriplasmin, particularly for visual acuity improvement.
- While ocriplasmin improves visual function, the contribution of VMAR to patient-reported outcomes is partial.
- Mediation analysis provides valuable insights into the mechanism of action for ocriplasmin in treating vitreomacular traction.

