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Latent class analysis identifies distinct phenotypes of primary graft dysfunction after lung transplantation.

Publication ,  Journal Article
Shah, RJ; Diamond, JM; Cantu, E; Lee, JC; Lederer, DJ; Lama, VN; Orens, J; Weinacker, A; Wilkes, DS; Bhorade, S; Wille, KM; Ware, LB ...
Published in: Chest
August 2013

BACKGROUND: There is significant heterogeneity within the primary graft dysfunction (PGD) syndrome. We aimed to identify distinct grade 3 PGD phenotypes based on severity of lung dysfunction and patterns of resolution. METHODS: Subjects from the Lung Transplant Outcomes Group (LTOG) cohort study with grade 3 PGD within 72 h after transplantation were included. Latent class analysis (LCA) was used to statistically identify classes based on changes in PGD International Society for Heart & Lung Transplantation grade over time. Construct validity of the classes was assessed by testing for divergence of recipient, donor, and operative characteristics between classes. Predictive validity was assessed using time to death. RESULTS: Of 1,255 subjects, 361 had grade 3 PGD within the first 72 h after transplantation. LCA identified three distinct phenotypes: (1) severe persistent dysfunction (class 1), (2) complete resolution of dysfunction within 72 h (class 2), and (3) attenuation, without complete resolution within 72 h (class 3). Increased use of cardiopulmonary bypass, greater RBC transfusion, and higher mean pulmonary artery pressure were associated with persistent PGD (class 1). Subjects in class 1 also had the greatest risk of death (hazard ratio, 2.39; 95% CI, 1.57-3.63; P < .001). CONCLUSIONS: There are distinct phenotypes of resolution of dysfunction within the severe PGD syndrome. Subjects with early resolution may represent a different mechanism of lung pathology, such as resolving pulmonary edema, whereas those with persistent PGD may represent a more severe phenotype. Future studies aimed at PGD mechanism or treatment may focus on phenotypes based on resolution of graft dysfunction.

Duke Scholars

Published In

Chest

DOI

EISSN

1931-3543

Publication Date

August 2013

Volume

144

Issue

2

Start / End Page

616 / 622

Location

United States

Related Subject Headings

  • Severity of Illness Index
  • Risk Factors
  • Risk Assessment
  • Respiratory System
  • Prospective Studies
  • Primary Graft Dysfunction
  • Phenotype
  • Middle Aged
  • Male
  • Lung Transplantation
 

Citation

APA
Chicago
ICMJE
MLA
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Shah, R. J., Diamond, J. M., Cantu, E., Lee, J. C., Lederer, D. J., Lama, V. N., … Christie, J. D. (2013). Latent class analysis identifies distinct phenotypes of primary graft dysfunction after lung transplantation. Chest, 144(2), 616–622. https://doi.org/10.1378/chest.12-1480
Shah, Rupal J., Joshua M. Diamond, Edward Cantu, James C. Lee, David J. Lederer, Vibha N. Lama, Jonathan Orens, et al. “Latent class analysis identifies distinct phenotypes of primary graft dysfunction after lung transplantation.Chest 144, no. 2 (August 2013): 616–22. https://doi.org/10.1378/chest.12-1480.
Shah RJ, Diamond JM, Cantu E, Lee JC, Lederer DJ, Lama VN, et al. Latent class analysis identifies distinct phenotypes of primary graft dysfunction after lung transplantation. Chest. 2013 Aug;144(2):616–22.
Shah, Rupal J., et al. “Latent class analysis identifies distinct phenotypes of primary graft dysfunction after lung transplantation.Chest, vol. 144, no. 2, Aug. 2013, pp. 616–22. Pubmed, doi:10.1378/chest.12-1480.
Shah RJ, Diamond JM, Cantu E, Lee JC, Lederer DJ, Lama VN, Orens J, Weinacker A, Wilkes DS, Bhorade S, Wille KM, Ware LB, Palmer SM, Crespo M, Localio AR, Demissie E, Kawut SM, Bellamy SL, Christie JD. Latent class analysis identifies distinct phenotypes of primary graft dysfunction after lung transplantation. Chest. 2013 Aug;144(2):616–622.

Published In

Chest

DOI

EISSN

1931-3543

Publication Date

August 2013

Volume

144

Issue

2

Start / End Page

616 / 622

Location

United States

Related Subject Headings

  • Severity of Illness Index
  • Risk Factors
  • Risk Assessment
  • Respiratory System
  • Prospective Studies
  • Primary Graft Dysfunction
  • Phenotype
  • Middle Aged
  • Male
  • Lung Transplantation