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Six subphenotypes in septic shock: Latent class analysis of the PROWESS Shock study.

Publication ,  Journal Article
Gårdlund, B; Dmitrieva, NO; Pieper, CF; Finfer, S; Marshall, JC; Taylor Thompson, B
Published in: J Crit Care
October 2018

PURPOSE: Septic shock is a highly heterogeneous condition which is part of the challenge in its diagnosis and treatment. In this study we aim to identify clinically relevant subphenotypes of septic shock using a novel statistic al approach. METHODS: Baseline patient data from a large global clinical trial of septic shock (n = 1696) was analysed using latent class analysis (LCA). This approach allowed investigators to identify subgroups in a heterogeneous population by estimating a categorical latent variable that detects relatively homogeneous subgroups within a complex phenomenon. RESULTS: LCA identified six different, clinically meaningful subphenotypes of septic shock each with a typical profile: (1) "Uncomplicated Septic Shock, (2) "Pneumonia with adult respiratory distress syndrome (ARDS)", (3) "Postoperative Abdominal", (4) "Severe Septic Shock", (5): "Pneumonia with ARDS and multiple organ dysfunction syndrome (MODS)", (6) "Late Septic Shock". The 6-class solution showed high entropy approaching 1 (i.e., 0.92), indicating there was excellent separation between estimated classes. CONCLUSIONS: LCA appears to be an applicable statistical tool in analysing a heterogenous clinical cohort of septic shock. The results may lead to a better understanding of septic shock complexity and form a basis for considering targeted therapies and selecting patients for future clinical trials.

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Published In

J Crit Care

DOI

EISSN

1557-8615

Publication Date

October 2018

Volume

47

Start / End Page

70 / 79

Location

United States

Related Subject Headings

  • Shock, Septic
  • Sepsis
  • Respiratory Distress Syndrome
  • Pneumonia
  • Phenotype
  • Multiple Organ Failure
  • Middle Aged
  • Male
  • Latent Class Analysis
  • Kaplan-Meier Estimate
 

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Gårdlund, B., Dmitrieva, N. O., Pieper, C. F., Finfer, S., Marshall, J. C., & Taylor Thompson, B. (2018). Six subphenotypes in septic shock: Latent class analysis of the PROWESS Shock study. J Crit Care, 47, 70–79. https://doi.org/10.1016/j.jcrc.2018.06.012
Gårdlund, Bengt, Natalia O. Dmitrieva, Carl F. Pieper, Simon Finfer, John C. Marshall, and B. Taylor Thompson. “Six subphenotypes in septic shock: Latent class analysis of the PROWESS Shock study.J Crit Care 47 (October 2018): 70–79. https://doi.org/10.1016/j.jcrc.2018.06.012.
Gårdlund B, Dmitrieva NO, Pieper CF, Finfer S, Marshall JC, Taylor Thompson B. Six subphenotypes in septic shock: Latent class analysis of the PROWESS Shock study. J Crit Care. 2018 Oct;47:70–9.
Gårdlund, Bengt, et al. “Six subphenotypes in septic shock: Latent class analysis of the PROWESS Shock study.J Crit Care, vol. 47, Oct. 2018, pp. 70–79. Pubmed, doi:10.1016/j.jcrc.2018.06.012.
Gårdlund B, Dmitrieva NO, Pieper CF, Finfer S, Marshall JC, Taylor Thompson B. Six subphenotypes in septic shock: Latent class analysis of the PROWESS Shock study. J Crit Care. 2018 Oct;47:70–79.
Journal cover image

Published In

J Crit Care

DOI

EISSN

1557-8615

Publication Date

October 2018

Volume

47

Start / End Page

70 / 79

Location

United States

Related Subject Headings

  • Shock, Septic
  • Sepsis
  • Respiratory Distress Syndrome
  • Pneumonia
  • Phenotype
  • Multiple Organ Failure
  • Middle Aged
  • Male
  • Latent Class Analysis
  • Kaplan-Meier Estimate