Literature DB >> 32520897

Dynamic impact of transfusion ratios on outcomes in severely injured patients: Targeted machine learning analysis of the Pragmatic, Randomized Optimal Platelet and Plasma Ratios randomized clinical trial.

Minh Nguyen1, Romain Pirracchio, Lucy Z Kornblith, Rachael Callcut, Erin E Fox, Charles E Wade, Martin Schreiber, John B Holcomb, Jeremy Coyle, Mitchell Cohen, Alan Hubbard.   

Abstract

BACKGROUND: Massive transfusion protocols to treat postinjury hemorrhage are based on predefined blood product transfusion ratios followed by goal-directed transfusion based on patient's clinical evolution. However, it remains unclear how these transfusion ratios impact patient outcomes over time from injury.
METHODS: The Pragmatic, Randomized Optimal Platelet and Plasma Ratios (PROPPR) is a phase 3, randomized controlled trial, across 12 Level I trauma centers in North America. From 2012 to 2013, 680 severely injured patients required massive transfusion. We used semiparametric machine learning techniques and causal inference methods to augment the intent-to-treat analysis of PROPPR, estimating the dynamic relationship between transfusion ratios and outcomes: mortality and hemostasis at different timepoints during the first 24 hours after admission.
RESULTS: In the intention-to-treat analysis, the 1:1:1 group tended to have decreased mortality, but with no statistical significance. For patients in whom hemostasis took longer than 2 hours, the 1:1:1 ratio was associated with a higher probability of hemostasis, statistically significant from the 4 hour on. In the per-protocol, actual-transfusion-ratios-received analysis, during four successive time intervals, no significant association was found between the actual ratios and mortality. When comparing patient groups who received both high plasma/PRBC and high platelet/PRBC ratios to the group of low ratios in both, the relative risk of achieving hemostasis was 2.49 (95% confidence interval, 1.19-5.22) during the third hour after admission, suggesting a significant beneficial impact of higher transfusion ratios of plasma and platelets on hemostasis.
CONCLUSION: Our results suggest that the impact of transfusion ratios on hemostasis is dynamic. Overall, the transfusion ratios had no significant impact on mortality over time. However, receiving higher ratios of platelets and plasma relative to red blood cells hastens hemostasis in subjects who have yet to achieve hemostasis within 3 hours after hospital admission. LEVEL OF EVIDENCE: Therapeutic IV.

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Year:  2020        PMID: 32520897      PMCID: PMC7830749          DOI: 10.1097/TA.0000000000002819

Source DB:  PubMed          Journal:  J Trauma Acute Care Surg        ISSN: 2163-0755            Impact factor:   3.697


  27 in total

1.  The impact of increased plasma ratios in massively transfused trauma patients: a prospective analysis.

Authors:  E Bui; K Inaba; A Ebadat; E Karamanos; S Byerly; O Okoye; I Shulman; P Rhee; D Demetriades
Journal:  Eur J Trauma Emerg Surg       Date:  2015-09-11       Impact factor: 3.693

2.  Increased number of coagulation products in relationship to red blood cell products transfused improves mortality in trauma patients.

Authors:  Beth H Shaz; Christopher J Dente; Jeffrey Nicholas; Jana B MacLeod; Andrew N Young; Kirk Easley; Qiang Ling; Robert S Harris; Christopher D Hillyer
Journal:  Transfusion       Date:  2009-10-05       Impact factor: 3.157

3.  Fresh frozen plasma should be given earlier to patients requiring massive transfusion.

Authors:  Ernest A Gonzalez; Frederick A Moore; John B Holcomb; Charles C Miller; Rosemary A Kozar; S Rob Todd; Christine S Cocanour; Bjorn C Balldin; Bruce A McKinley
Journal:  J Trauma       Date:  2007-01

4.  Deaths: Leading Causes for 2015.

Authors:  Melonie Heron
Journal:  Natl Vital Stat Rep       Date:  2017-11

5.  Damage control resuscitation is associated with a reduction in resuscitation volumes and improvement in survival in 390 damage control laparotomy patients.

Authors:  Bryan A Cotton; Neeti Reddy; Quinton M Hatch; Eric LeFebvre; Charles E Wade; Rosemary A Kozar; Brijesh S Gill; Rondel Albarado; Michelle K McNutt; John B Holcomb
Journal:  Ann Surg       Date:  2011-10       Impact factor: 12.969

6.  The why and how our trauma patients die: A prospective Multicenter Western Trauma Association study.

Authors:  Rachael A Callcut; Lucy Z Kornblith; Amanda S Conroy; Anamaria J Robles; Jonathan P Meizoso; Nicholas Namias; David E Meyer; Amanda Haymaker; Michael S Truitt; Vaidehi Agrawal; James M Haan; Kelly L Lightwine; John M Porter; Janika L San Roman; Walter L Biffl; Michael S Hayashi; Michael J Sise; Jayraan Badiee; Gustavo Recinos; Kenji Inaba; Thomas J Schroeppel; Emma Callaghan; Julie A Dunn; Samuel Godin; Robert C McIntyre; Erik D Peltz; Patrick J OʼNeill; Conrad F Diven; Aaron M Scifres; Emily E Switzer; Michaela A West; Sarah Storrs; Daniel C Cullinane; John F Cordova; Ernest E Moore; Hunter B Moore; Alicia R Privette; Evert A Eriksson; Mitchell Jay Cohen
Journal:  J Trauma Acute Care Surg       Date:  2019-05       Impact factor: 3.313

7.  Increased plasma and platelet to red blood cell ratios improves outcome in 466 massively transfused civilian trauma patients.

Authors:  John B Holcomb; Charles E Wade; Joel E Michalek; Gary B Chisholm; Lee Ann Zarzabal; Martin A Schreiber; Ernest A Gonzalez; Gregory J Pomper; Jeremy G Perkins; Phillip C Spinella; Kari L Williams; Myung S Park
Journal:  Ann Surg       Date:  2008-09       Impact factor: 12.969

8.  Management of the major coagulopathy with onset during laparotomy.

Authors:  H H Stone; P R Strom; R J Mullins
Journal:  Ann Surg       Date:  1983-05       Impact factor: 12.969

9.  Early aggressive use of fresh frozen plasma does not improve outcome in critically injured trauma patients.

Authors:  Thomas M Scalea; Kelly M Bochicchio; Kim Lumpkins; John R Hess; Richard Dutton; Anne Pyle; Grant V Bochicchio
Journal:  Ann Surg       Date:  2008-10       Impact factor: 12.969

10.  Trauma resuscitation requiring massive transfusion: a descriptive analysis of the role of ratio and time.

Authors:  Ruben Peralta; Adarsh Vijay; Ayman El-Menyar; Rafael Consunji; Husham Abdelrahman; Ashok Parchani; Ibrahim Afifi; Ahmad Zarour; Hassan Al-Thani; Rifat Latifi
Journal:  World J Emerg Surg       Date:  2015-08-14       Impact factor: 5.469

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  1 in total

1.  Clinical Impact of a Dedicated Trauma Hybrid Operating Room.

Authors:  Tyler J Loftus; Chasen A Croft; Martin D Rosenthal; Alicia M Mohr; Philip A Efron; Frederick A Moore; Gilbert R Upchurch; R Stephen Smith
Journal:  J Am Coll Surg       Date:  2020-11-20       Impact factor: 6.532

  1 in total

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