Literature DB >> 35881034

Machine learning and murine models explain failures of clinical sepsis trials.

Allan E Stolarski1, Jiyoun Kim, Kevin Rop, Katherine Wee, Qiuyang Zhang, Daniel G Remick.   

Abstract

BACKGROUND: Multiple clinical trials failed to demonstrate the efficacy of hydrocortisone, ascorbic acid, and thiamine (HAT) in sepsis. These trials were dominated by patients with pulmonary sepsis and have not accounted for differences in the inflammatory responses across varying etiologies of injury/illness. Hydrocortisone, ascorbic acid, and thiamine have previously revealed tremendous benefits in animal peritonitis sepsis models (cecal ligation and puncture [CLP]) in contradiction to the various clinical trials. The impact of HAT remains unclear in pulmonary sepsis. Our objective was to investigate the impact of HAT in pneumonia, consistent with the predominate etiology in the discordant clinical trials. We hypothesized that, in a pulmonary sepsis model, HAT would act synergistically to reduce end-organ dysfunction by the altering the inflammatory response, in a unique manner compared with CLP.
METHODS: Using Pseudomonas aeruginosa pneumonia, a pulmonary sepsis model (pneumonia [PNA]) was compared directly to previously investigated intra-abdominal sepsis models. Machine learning applied to early vital signs stratified animals into those predicted to die (pDie) versus predicted to live (pLive). Animals were then randomized to receive antibiotics and fluids (vehicle [VEH]) vs. HAT). Vitals, cytokines, vitamin C, and markers of liver and kidney function were assessed in the blood, bronchoalveolar lavage, and organ homogenates.
RESULTS: PNA was induced in 119 outbred wild-type Institute of Cancer Research mice (predicted mortality approximately 50%) similar to CLP. In PNA, interleukin 1 receptor antagonist in 72-hour bronchoalveolar lavage was lower with HAT (2.36 ng/mL) compared with VEH (4.88 ng/mL; p = 0.04). The remaining inflammatory cytokines and markers of liver/renal function showed no significant difference with HAT in PNA. PNA vitamin C levels were 0.62 mg/dL (pDie HAT), lower than vitamin C levels after CLP (1.195 mg/dL). Unlike CLP, PNA mice did not develop acute kidney injury (blood urea nitrogen: pDie, 33.5 mg/dL vs. pLive, 27.6 mg/dL; p = 0.17). Furthermore, following PNA, HAT did not significantly reduce microscopic renal oxidative stress (mean gray area: pDie, 16.64 vs. pLive, 6.88; p = 0.93). Unlike CLP where HAT demonstrated a survival benefit, HAT had no impact on survival in PNA.
CONCLUSION: Hydrocortisone, ascorbic acid, and thiamine therapy has minimal benefits in pneumonia. The inflammatory response induced by pulmonary sepsis is unique compared with the response during intra-abdominal sepsis. Consequently, different etiologies of sepsis respond differently to HAT therapy.
Copyright © 2022 Wolters Kluwer Health, Inc. All rights reserved.

Entities:  

Mesh:

Substances:

Year:  2022        PMID: 35881034      PMCID: PMC9335891          DOI: 10.1097/TA.0000000000003691

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


  28 in total

1.  Risk and the efficacy of antiinflammatory agents: retrospective and confirmatory studies of sepsis.

Authors:  Peter Q Eichacker; Chantal Parent; Andre Kalil; Claire Esposito; Xizhong Cui; Steven M Banks; Eric P Gerstenberger; Yvonne Fitz; Robert L Danner; Charles Natanson
Journal:  Am J Respir Crit Care Med       Date:  2002-11-01       Impact factor: 21.405

2.  Incidence and Trends of Sepsis in US Hospitals Using Clinical vs Claims Data, 2009-2014.

Authors:  Chanu Rhee; Raymund Dantes; Lauren Epstein; David J Murphy; Christopher W Seymour; Theodore J Iwashyna; Sameer S Kadri; Derek C Angus; Robert L Danner; Anthony E Fiore; John A Jernigan; Greg S Martin; Edward Septimus; David K Warren; Anita Karcz; Christina Chan; John T Menchaca; Rui Wang; Susan Gruber; Michael Klompas
Journal:  JAMA       Date:  2017-10-03       Impact factor: 56.272

3.  Hydrocortisone, Vitamin C, and Thiamine for the Treatment of Severe Sepsis and Septic Shock: A Retrospective Before-After Study.

Authors:  Paul E Marik; Vikramjit Khangoora; Racquel Rivera; Michael H Hooper; John Catravas
Journal:  Chest       Date:  2016-12-06       Impact factor: 9.410

Review 4.  The balance between IL-1 and IL-1Ra in disease.

Authors:  William P Arend
Journal:  Cytokine Growth Factor Rev       Date:  2002 Aug-Oct       Impact factor: 7.638

5.  Role of Pseudomonas aeruginosa pili in acute pulmonary infection.

Authors:  H Tang; M Kays; A Prince
Journal:  Infect Immun       Date:  1995-04       Impact factor: 3.441

6.  Outcomes of Metabolic Resuscitation Using Ascorbic Acid, Thiamine, and Glucocorticoids in the Early Treatment of Sepsis: The ORANGES Trial.

Authors:  Jose Iglesias; Andrew V Vassallo; Vishal V Patel; Jesse B Sullivan; Joseph Cavanaugh; Yasmine Elbaga
Journal:  Chest       Date:  2020-03-17       Impact factor: 9.410

Review 7.  Sepsis trends: increasing incidence and decreasing mortality, or changing denominator?

Authors:  Chanu Rhee; Michael Klompas
Journal:  J Thorac Dis       Date:  2020-02       Impact factor: 2.895

8.  Early murine polymicrobial sepsis predominantly causes renal injury.

Authors:  Florin L Craciun; Kendra N Iskander; Evan L Chiswick; David M Stepien; Joel M Henderson; Daniel G Remick
Journal:  Shock       Date:  2014-02       Impact factor: 3.454

9.  Effect of Vitamin C, Thiamine, and Hydrocortisone on Ventilator- and Vasopressor-Free Days in Patients With Sepsis: The VICTAS Randomized Clinical Trial.

Authors:  Jonathan E Sevransky; Richard E Rothman; David N Hager; Gordon R Bernard; Samuel M Brown; Timothy G Buchman; Laurence W Busse; Craig M Coopersmith; Christine DeWilde; E Wesley Ely; Lindsay M Eyzaguirre; Alpha A Fowler; David F Gaieski; Michelle N Gong; Alex Hall; Jeremiah S Hinson; Michael H Hooper; Gabor D Kelen; Akram Khan; Mark A Levine; Roger J Lewis; Chris J Lindsell; Jessica S Marlin; Anna McGlothlin; Brooks L Moore; Katherine L Nugent; Samuel Nwosu; Carmen C Polito; Todd W Rice; Erin P Ricketts; Caroline C Rudolph; Fred Sanfilippo; Kert Viele; Greg S Martin; David W Wright
Journal:  JAMA       Date:  2021-02-23       Impact factor: 56.272

10.  Minimum Quality Threshold in Pre-Clinical Sepsis Studies (MQTiPSS): An International Expert Consensus Initiative for Improvement of Animal Modeling in Sepsis.

Authors:  Marcin F Osuchowski; Alfred Ayala; Soheyl Bahrami; Michael Bauer; Mihaly Boros; Jean-Marc Cavaillon; Irshad H Chaudry; Craig M Coopersmith; Clifford S Deutschman; Susanne Drechsler; Philip Efron; Claes Frostell; Gerhard Fritsch; Waldemar Gozdzik; Judith Hellman; Markus Huber-Lang; Shigeaki Inoue; Sylvia Knapp; Andrey V Kozlov; Claude Libert; John C Marshall; Lyle L Moldawer; Peter Radermacher; Heinz Redl; Daniel G Remick; Mervyn Singer; Christoph Thiemermann; Ping Wang; W Joost Wiersinga; Xianzhong Xiao; Basilia Zingarelli
Journal:  Shock       Date:  2018-10       Impact factor: 3.454

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.