Evidence map›Paper›PMID 41902372›Full record

ArticlePharmacoepidemiology and drug safety2026

Methodological Challenges of Emulating a Target Trial to Assess Effectiveness of Timing of PCSK9 Inhibitor Treatment Initiation Post Myocardial Infarction.

Thomas Cars, Stefan Gustafsson, Queenie Chan, Nafeesa Dhalwani, Shia T Kent, Andrew Briggs, Chris P Gale, Anselm Gitt, J Wouter Jukema, Philippe Gabriel Steg and 4 more

Abstract read
In one paragraph

Article in Pharmacoepidemiology and drug safety, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors.

Thomas CarsSence Research AB, Uppsala, Sweden.ORCID https://orcid.org/0009-0008-0912-8226
Stefan GustafssonSence Research AB, Uppsala, Sweden.ORCID https://orcid.org/0000-0001-5894-0351
Queenie ChanAmgen Ltd, Center for Observational Research, Cambridge, UK.ORCID https://orcid.org/0000-0001-9278-230X
Nafeesa DhalwaniAmgen Inc, Center for Observational Research, Thousand Oaks, California, USA.ORCID https://orcid.org/0000-0003-3204-1328
Shia T KentAmgen Inc, Center for Observational Research, Thousand Oaks, California, USA.ORCID https://orcid.org/0000-0002-2891-4520
Andrew BriggsLondon School of Hygiene & Tropical Medicine, London, UK.ORCID https://orcid.org/0000-0002-0777-1997
Chris P GaleSchool of Medicine, University of Leeds, Leeds, UK.ORCID https://orcid.org/0000-0003-4732-382X
Anselm GittDepartment of Cardiology, Herzzentrum Ludwigshafen, Ludwigshafen am Rhein, Germany.ORCID https://orcid.org/0000-0003-2573-7239
J Wouter JukemaDepartment of Cardiology, Leiden University Medical Center, the Netherlands.ORCID https://orcid.org/0000-0002-3246-8359
Philippe Gabriel StegUniversité Paris-Cité, INSERM_1148, Paris, France.ORCID https://orcid.org/0000-0001-6896-2941
Johan SundströmDepartment of Medical Sciences, Uppsala University, Uppsala, Sweden.ORCID https://orcid.org/0000-0003-2247-8454
Stefan JamesDepartment of Medical Sciences, Uppsala University, Uppsala, Sweden.ORCID https://orcid.org/0000-0003-4413-9736
Emil HagströmDepartment of Medical Sciences, Uppsala University, Uppsala, Sweden.ORCID https://orcid.org/0000-0003-3221-0144
M Alan BrookhartDepartment of Population Health Science, Duke University, Durham, North Carolina, USA.ORCID https://orcid.org/0000-0003-1572-0564

Funding

Amgen Inc.
6 · The paper itself

Abstract

backgroundStudies comparing treatment strategies based on initiation timing-such as starting PCSK9 inhibitor (PCSK9i) therapy sooner versus later after a myocardial infarction (MI)-are prone to immortal time bias. Clone-censor-weight methods can address these issues and allow the researcher to emulate a trial in which patients are assigned to protocols dictating when PCSK9i is initiated. This study aimed to evaluate the comparability of patients in a clone-censor-weight setup who initiated a PCSK9i within 12 months post-MI versus non-initiators.

methodsWe included adult patients hospitalized for MI in Sweden (2015-2021) and followed them for 3 years. We considered two treatment strategies: initiating PCSK9i within 12 months versus not initiating PCSK9i during the same period. We applied the clone-censor-weight method to address immortal time bias and assessed remaining bias using covariate balance metrics and negative control outcomes.

resultsThe primary study sample included 38  627 episodes of MI, with 561 (1.5%) initiating PCSK9i treatment within 12 months. These patients were younger, had higher baseline LDL-C levels, and were more frequently treated with ezetimibe during their post-MI follow-up compared to non-initiators. Although clone-censor-weight estimation was free of immortal time bias, it faced challenges in achieving adequate balance of covariates due to the high rates of censoring (relatively small number of people initiating a PCSK9i in the first year) and strong association between covariates and censoring. Truncation of weights provided more stable estimates but at the expense of some covariate imbalances.

conclusionsThe clone-censor-weight method is a promising approach that allows researchers to answer questions about the effect of treatment policies. But practical guidance is needed to address problems that arise from small, highly imbalanced groups, which is common with most newly introduced treatments.

Indexed as

Anticholesteremic AgentsMyocardial InfarctionPCSK9 InhibitorsAgedCholesterol, LDLEzetimibeFemaleFollow-Up StudiesHumansMaleMiddle AgedProprotein Convertase 9SwedenTime FactorsTreatment DelayTreatment OutcomeAnticholesteremic AgentsCholesterol, LDLEzetimibePCSK9 InhibitorsPCSK9 protein, humanProprotein Convertase 9clone‐censor‐weight methodimmortal time biasnegative control outcomestrial emulation

Identifiers

PMID41902372
PMCPMC13031884

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.