Cited by 4Lipoproteins and Cardiovascular HealthAtherosclerosis and Cardiovascular DiseasesCoronary Interventions and Diagnostics

Prediction of inclisiran efficacy in patients with established atherosclerotic cardiovascular disease: the SIRIUS in-silico modelling of cardiovascular outcomes

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Angoulvant, Denis, Peyronnet, Emmanuel, Cariou, Bertrand, Amarenco, Pierre, Boccara, Franck, Boissel, Jean-Pierre, Bastien, Alexandre, Courcelles, Eulalie +10 more·2026·European Journal of Preventive Cardiology

Abstract

Aims Inclisiran, an siRNA-targeting hepatic PCSK9 mRNA, reduces low-density lipoprotein cholesterol (LDL-C), but its effect on major adverse cardiovascular event (MACE) remains unconfirmed. The SIRIUS in-silico modelling programme aimed to predict the efficacy of inclisiran on MACE in virtual patients with atherosclerotic cardiovascular disease (ASCVD). Methods and results The SIRIUS simulation (NCT05974345) used a validated mechanistic model of ASCVD and lipid-lowering therapy (LLT) effects in a virtual population with established ASCVD and LDL-C ≥ 70 mg/dL. Each virtual patient served as their own control to compare inclisiran vs. placebo as an adjunct to high-intensity statin therapy, alone or with ezetimibe over 5 years. The model did not account for non-adherence, recurrent events, or adverse effects. Among 204 691 virtual patients, inclisiran was predicted to reduce LDL-C by 49.7% vs. placebo (from 91.1 to 48.3 mg/dL). Relative to placebo, inclisiran was predicted to lower 5 years risk of 3-point MACE by 25.2% (11.3% vs. 14.9%), myocardial infarction by 34.8% [5.7% vs. 8.6%; hazard ratio (HR) 0.65], ischaemic stroke by 26% (2.6% vs. 3.4%; HR 0.74), and major adverse limb event by 34.1% (0.5% vs. 0.8%; HR 0.66). A 7.1% relative reduction of cardiovascular death was predicted (4.2% vs. 4.5%; HR 0.93). Conclusion SIRIUS is the first in-silico simulation using a knowledge-based mechanistic model to predict the efficacy of LLT on cardiovascular outcomes in ASCVD. These findi…

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Crossref · 10.1093/eurjpc/zwaf783

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  • The SIRIUS in silico trial estimated that inclisiran could reduce the risk of 3-point MACE by 25% over 5 years compared to placebo, when added to high-intensity statins with or without ezetimibe.

    “This innovative approach, calibrated and validated against major outcome trials such as FOURIER19 and ORION-10, estimated that inclisiran could reduce the risk of 3-point MACE by 25% over 5 years compared to placebo, when added to high-intensity statins with or without ezetimibe.”

    From Small Interfering RNA for LDL-Cholesterol Reduction (2026) · cites this paper as [20]

  • The SIRIUS findings provide early, model-based evidence supporting the potential cardioprotective effects of inclisiran.

    “These findings provide early, model-based evidence supporting the potential cardioprotective effects of inclisiran, several years before results from ongoing outcome trials such as ORION-4 and VICTORION-2P are available.20”

    From Small Interfering RNA for LDL-Cholesterol Reduction (2026) · cites this paper as [20]

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Authors
Angoulvant, D., Peyronnet, E., Cariou, B., Amarenco, P., Boccara, F., Boissel, J.-P., Bastien, A., Courcelles, E., Diatchenko, A., Filipovics, A., Granjeon-Noriot, S., Kahoul, R., Mahé, G., Portal, L., Porte, S., Wang, Y., Bechet, E., & Steg, P. G.
Affiliations
  • Université de Tours (FR)
  • Nova In Silico, Lyon, F-69000, France
  • Centre National de la Recherche Scientifique (FR)
  • Université Paris Cité (FR)
  • Inserm (FR)
  • Novartis (France) (FR)
  • CIC Rennes (FR)
  • Université Paris-Cité, AP-HP, Hôpital Bichat, and FACT, INSERM U-1148/LVTS , Paris, F-75000 ,
Corresponding author
Angoulvant, Denis
Venue
European Journal of Preventive Cardiology
Published
2025-12-26
Volume
33
Issue
11
Pages
2057-2066
ISSN
  • 2047-4873 (ISSN-L)
  • 2047-4881
OpenAlex
W7117368553
Cited by
4
References
0
Citations by year
2026: 4
FWCI
3.73
Type
journal article
Language
en
Open access
Locations
  • European Journal of Preventive Cardiology (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • HAL (submittedVersion, cc-by-nc)
Funders
  • SIRIUS (NCT05974345)
  • Novartis Pharma SAS
Topics
  • Health Sciences › Medicine › Surgery › Lipoproteins and Cardiovascular Health
  • Life Sciences › Immunology and Microbiology › Immunology › Atherosclerosis and Cardiovascular Diseases
  • Health Sciences › Medicine › Surgery › Coronary Interventions and Diagnostics
Keywords
inclisiran, PCSK9 inhibition, siRNA, atherosclerotic cardiovascular disease, major adverse cardiovascular events, LDL cholesterol lowering, mechanistic simulation model, virtual patient population, high-intensity statin therapy, ezetimibe, cardiovascular risk prediction, cardiovascular mortality, myocardial infarction, ischemic stroke, major adverse limb events
MeSH terms
RNAi Therapeutics, Proprotein Convertase 9, Computer Simulation, Female, Humans, Cholesterol, LDL, Male, Middle Aged, Risk Factors, Time Factors, Biomarkers, Treatment Outcome, Risk Assessment, Hydroxymethylglutaryl-CoA Reductase Inhibitors, RNA, Small Interfering, Dyslipidemias, Atherosclerosis

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