Background: Risk-benefit tradeoffs between restrictive versus liberal red blood cell transfusion strategies may vary across individuals. This exploratory analysis aimed to derive and evaluate individualized treatment effects of defined transfusion strategies in patients with acute MI and anemia with the goal of minimizing adverse cardiovascular outcomes., Methods: This study analyzed 3,447 (98.4%) patients randomized in the MINT (Myocardial Ischemia and Transfusion) trial between April 2017 to April 2023. Outcomes for this analysis included 30-day death or recurrent MI, death, and major adverse cardiovascular events (MACE, a composite of death, MI, stroke, and ischemia-driven unscheduled revascularization). Machine learning methods were used to identify baseline patient characteristics that informed the individualized treatment effect of a restrictive versus liberal transfusion strategy for each patient. The expected population risk of an outcome under a scenario in which patients received their optimal treatment, as indicated by the individualized treatment effect, was contrasted with expected risks for universally applying a restrictive strategy or a liberal strategy to all patients., Results: Baseline characteristics did not inform individualized treatment effects on 30-day death and death or MI, suggesting minimal heterogeneity in treatment effect on these outcomes. An algorithm for estimating the individualized treatment effect on 30-day MACE included 12 baseline factors. If all patients received the optimal treatment as indicated by their estimated individualized treatment effect, the predicted risk of 30-day MACE in the sample population was 15.2% (95% CI 14.2%-16.2%). This corresponded to 4.0 (difference: -4.0%, 95% CI -5.8, -2.1) and 2.3 (difference: -2.3%, 95% CI -3.7, -0.9) percentage point risk reductions compared to applying a restrictive or liberal strategy to everyone respectively., Conclusions: The MINT trial average treatment effect, favoring a liberal strategy, may be optimal to minimize risk of 30-day death and death or MI for acute MI patients with anemia represented in the MINT sample as no individualized treatment effects were estimated on these outcomes. However, individualized transfusion strategy decisions have potential to reduce risk of 30-day MACE. External validation of the MACE algorithm is required before clinical use., Trial Registration: ClinicalTrials.gov, NCT02981407, https://clinicaltrials.gov/study/NCT02981407., Competing Interests: Declaration of competing interest GTP: None. GD: Speaker and/or consulting fees: Abbott, Amarin, Amgen, Astra Zeneca, Bayer, Boston scientific, BMS, Novo Nordisk, Sanofi. CEC, DSMB, Steering committee: Amgen, Novo Nordisk, Janssen. Proctoring: Boston scientific. Travel fees: Sanofi Ownership interest: Bioquantis. MB: None. JHA: Research grants through Duke University from Artivion/CryoLife, Bayer, Bristol-Myers Squibb, CSL Behring, Ferring, the U.S. FDA, Humacyte, and the U.S. NIH and has received advisory board or consulting payments from AbbVie, Artivion/CryoLife, AtriCure, Bayer, Bristol-Myers Squibb, Curis, Eli Lilly, Ferring, GlaxoSmithKline, Janssen, Novostia, Pfizer, Portola, Theravance, and Veralox. SGG: Research grant support (e.g., steering committee or data and safety monitoring committee) and/or speaker/consulting honoraria (e.g., advisory boards) from: Alnylam, Amgen, Anthos Therapeutics, AstraZeneca, Bayer, Boehringer Ingelheim, Bristol Myers Squibb, CSL Behring, CYTE Ltd., Daiichi-Sankyo/American Regent, Eli Lilly, Esperion, Ferring Pharmaceuticals, HLS Therapeutics, Idorsia, JAMP Pharma, Merck, Novartis, Novo Nordisk A/C, Pendopharm/Pharmascience, Pfizer, Regeneron, Roche, Sanofi, Servier, Tolmar Pharmaceuticals, Valeo Pharma; and salary support/honoraria from the Canadian Heart Failure Society, Canadian Heart Research Centre and MD Primer, Canadian VIGOUR Centre, Cleveland Clinic Coordinating Centre for Clinical Research, Duke Clinical Research Institute, Jewish General Hospital\ CIUSSS Centre-Ouest-de-l'Ile-de-Montreal, New York University Clinical Coordinating Centre, PERFUSE Research Institute, Peter Munk Cardiac Centre Clinical Trials and Translation Unit, Ted Rogers Centre for Heart Research, TIMI Study Group (Brigham Health). SG: None. JBS: Dr. Strom reports research grants from the National Heart, Lung, and Blood Institute (1R01HL169517, 1K23HL144907) and National Institute of Aging (1R01AG063937), Anumana, Ultromics, Philips Healthcare, and Bracco Diagnostics; consulting for Bracco Diagnostics, Edwards Lifesciences, Philips Healthcare, General Electric Healthcare, and EVERSANA, and is a member of the scientific advisory boards for Ultromics, HeartSciences, and EchoIQ, and the data safety monitoring board for Pfizer. He additionally serves on the Board of Directors for the Joint Review Committee on Diagnostic Medical Sonography, and the American College of Cardiology commissioner to the Commission on Accreditation of Allied Health Education Programs. SAS: None. GL: None. SVR: None. MT: None. TP: None. MG: Dr. Goldfarb is supported by a Clinical Research Award by the Fonds de Recherche du Québec – Santé. JHT: None. LU: None. BMH: None. JS: Dr Silvain declares the following relation with the industry during the last 2 years, all outside the submitted work. Consulting Fees or Lecture Fees: BIOTRONIK FRANCE SAS; SANOFI AVENTIS FRANCE, CSL BEHRING S.A. Travel Support, Hospitality: ABBOTT MEDICAL FRANCE SAS, BIOTRONIK FRANCE SAS; MEDTRONIC INTERNATIONAL TRADING SARL, NOVO NORDISK. Stockholder: 4P-PHARMA. JLC: DSMB member for Cerus Corporation project. MMB: DSMB member for Cerus Corporation., (Copyright © 2025 The Authors. Published by Elsevier Inc. All rights reserved.)