Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
Randomized Controlled Trial
. 2021 Apr 2;16(18):e1496-e1502.
doi: 10.4244/EIJ-D-20-01090.

Prioritised endpoints for device-based hypertension trials: the win ratio methodology

Affiliations
Randomized Controlled Trial

Prioritised endpoints for device-based hypertension trials: the win ratio methodology

David E Kandzari et al. EuroIntervention. .

Abstract

Aims: Multiple endpoints with varying clinical relevance are available to establish the efficacy of device-based treatments. Given the variance among blood pressure measures and medication changes in hypertension trials, we performed a win ratio analysis of outcomes in a sham-controlled, randomised trial of renal denervation (RDN) in patients with uncontrolled hypertension despite commonly prescribed antihypertensive medications. We propose a novel prioritised endpoint framework for determining the treatment benefit of RDN compared with sham control.

Methods and results: We analysed the SPYRAL HTN-ON MED pilot study data using a prioritised hierarchical endpoint comprised of 24-hour mean ambulatory systolic blood pressure (SBP), office SBP, and medication burden. A generalised pairwise comparisons methodology (win ratio) was extended to examine this endpoint. Clinically relevant thresholds of 5 and 10 mmHg were used for comparisons of ambulatory and office SBP, respectively, and therefore to define treatment "winners" and "losers". For a total number of 1,596 unmatched pairs, the RDN subject was the winner in 1,050 pairs, the RDN subject was the loser in 378 pairs, and 168 pairs were tied. The win ratio in favour of RDN was 2.78 (95% confidence interval [CI]: 1.58 to 5.48; p<0.001) and corresponding net benefit statistic was 0.42 (95% CI: 0.20 to 0.63). Sensitivity analyses performed with differing blood pressure thresholds and according to drug adherence testing demonstrated consistent results.

Conclusions: The win ratio method addresses prior limitations by enabling inclusion of more patient-oriented results while prioritising those endpoints considered most clinically important. Applying these methods to the SPYRAL HTN-ON MED pilot study (ClinicalTrials.gov Identifier: NCT02439775), RDN was determined to be superior regarding a hierarchical endpoint and a "winner" compared with sham control patients.

PubMed Disclaimer

Conflict of interest statement

D. Kandzari reports institutional research/grant support from Medtronic and Ablative Solutions, and personal consulting honoraria from Medtronic. G. Hickey, S. Cohen, M. Fahy, and G. Lamberti are employees and shareholders of Medtronic. S. Pocock reports consultant fees from Medtronic outside the submitted work. M.A. Weber reports personal fees from Medtronic, Ablative Solutions, ReCor, and Boston Scientific, all outside the submitted work. M. Böhm reports personal fees from Amgen, Bayer, Servier, Medtronic, Boehringer Ingelheim, Vifor, Bristol Myers Squibb, and AstraZeneca, all outside the submitted work. F. Mahfoud is supported by Deutsche Gesellschaft für Kardiologie (DGK), and Deutsche Forschungsgemeinschaft (SFB TRR219) and has received scientific support and speaker honoraria from Bayer, Boehringer Ingelheim, Medtronic and ReCor Medical.

Figures

Figure 1
Figure 1
Conceptual illustration of the prioritised endpoints methodology involving four hypothetical subjects – two randomised to renal denervation (R1 and R2) and two randomised to sham control (S1 and S2). A) The generalised prioritised endpoints method requires each RDN subject to be compared to each sham control subject, resulting in 2×2=4 pairs. B) Hypothetical outcomes (change from baseline 24-hr mean ASBP; ΔASBP) for each of the four subjects. C) Endpoint comparison of each subject (RDN vs sham control) and the resulting classification of the pair based on a threshold of 5 mmHg. D) For pairs that result in a tie, compare patients using the next specified endpoint, in this case change from baseline mean OSBP; ΔOSBP. ASBP: ambulatory systolic blood pressure; OSBP: office systolic blood pressure; RDN: renal denervation; NR: number of RDN patients; NS: number of sham control patients
Figure 2
Figure 2
Win ratio analysis of the hierarchical endpoint of ΔASBP at six months (with threshold of 5 mmHg), ΔOSBP at six months (with threshold of 10 mmHg), and ΔIndex at six months (with threshold of one unit) in the SPYRAL HTN-ON MED pilot study. Every patient in the RDN arm is compared with every patient in the sham control arm. For each pair, it is determined over the six-month follow-up, first whether the RDN randomised patient “wins” or “loses” on ASBP; then, if “tied” on ASBP, whether the RDN randomised patient “wins” or “loses” on OSBP; and then, if “tied” on OSBP, whether the RDN randomised patient “wins” or “loses” on medication index. ASBP: ambulatory systolic blood pressure; OSBP: office systolic blood pressure; RDN: renal denervation

References

    1. Pocock SJ, Ariti CA, Collier TJ, Wang D. The win ratio: a new approach to the analysis of composite endpoints in clinical trials based on clinical priorities. Eur Heart J. 2012;33:176–82. doi: 10.1093/eurheartj/ehr352. - DOI - PubMed
    1. Bakal JA, Roe MT, Ohman EM, Goodman SG, Fox KA, Zheng Y, Westerhout CM, Hochman JS, Lokhnygina Y, Brown EB, Armstrong PW. Applying novel methods to assess clinical outcomes: insights from the TRILOGY ACS trial. Eur Heart J. 2015;36:385–92a. doi: 10.1093/eurheartj/ehu262. - DOI - PubMed
    1. Milojevic M, Head SJ, Andrinopoulou ER, Serruys PW, Mohr FW, Tijssen JG, Kappetein AP. Hierarchical testing of composite endpoints: applying the win ratio to percutaneous coronary intervention versus coronary artery bypass grafting in the SYNTAX trial. EuroIntervention. 2017;13:106–14. doi: 10.4244/EIJ-D-16-00745. - DOI - PubMed
    1. Capodanno D, Gargiulo G, Buccheri S, Chieffo A, Meliga E, Latib A, Park SJ, Onuma Y, Capranzano P, Valgimigli M, Narbute I, Makkar RR, Palacios IF, Kim YH, Buszman PE, Chakravarty T, Sheiban I, Mehran R, Naber C, Margey R, Agnihotri A, Marra S, Leon MB, Moses JW, Fajadet J, Lefevre T, Morice MC, Erglis A, Alfieri O, Serruys PW, Colombo A, Tamburino C DELTA Investigators. Computing Methods for Composite Clinical Endpoints in Unprotected Left Main Coronary Artery Revascularization: A Post Hoc Analysis of the DELTA Registry. JACC Cardiovasc Interv. 2016;9:2280–8. - PubMed
    1. Hara H, van Klaveren D, Takahashi K, Kogame N, Chichareon P, Modolo R, Tomaniak M, Ono M, Kawashima H, Wang R, Gao C, Niethammer M, Fontos G, Angioi M, Ribeiro VG, Barbato E, Leandro S, Hamm C, Valgimigli M, Windecker S, Jüni P, Steg PG, Verbeeck J, Tijssen JGP, Sharif F, Onuma Y, Serruys PW GLOBAL LEADERS Trial Investigators. Comparative Methodological Assessment of the Randomized GLOBAL LEADERS Trial Using Total Ischemic and Bleeding Events. Circ Cardiovasc Qual Outcomes. 2020;13:e006660. - PubMed

Publication types

Substances

Associated data