Quantitative stratification of diffuse parenchymal lung diseases

Sushravya Raghunath, Srinivasan Rajagopalan, Ronald A. Karwoski, Fabien Maldonado, Tobias Peikert, Teng Moua, Jay H. Ryu, Brian J. Bartholmai, Richard A. Robb

Research output: Contribution to journalArticle

16 Scopus citations

Abstract

Diffuse parenchymal lung diseases (DPLDs) are characterized by widespread pathological changes within the pulmonary tissue that impair the elasticity and gas exchange properties of the lungs. Clinical-radiological diagnosis of these diseases remains challenging and their clinical course is characterized by variable disease progression. These challenges have hindered the introduction of robust objective biomarkers for patient-specific prediction based on specific phenotypes in clinical practice for patients with DPLD. Therefore, strategies facilitating individualized clinical management, staging and identification of specific phenotypes linked to clinical disease outcomes or therapeutic responses are urgently needed. A classification schema consistently reflecting the radiological, clinical (lung function and clinical outcomes) and pathological features of a disease represents a critical need in modern pulmonary medicine. Herein, we report a quantitative stratification paradigm to identify subsets of DPLD patients with characteristic radiologic patterns in an unsupervised manner and demonstrate significant correlation of these self-organized disease groups with clinically accepted surrogate endpoints. The proposed consistent and reproducible technique could potentially transform diagnostic staging, clinical management and prognostication of DPLD patients as well as facilitate patient selection for clinical trials beyond the ability of current radiological tools. In addition, the sequential quantitative stratification of the type and extent of parenchymal process may allow standardized and objective monitoring of disease, early assessment of treatment response and mortality prediction for DPLD patients.

Original languageEnglish (US)
Article numbere93229
JournalPloS one
Volume9
Issue number3
DOIs
StatePublished - Mar 27 2014

ASJC Scopus subject areas

  • Biochemistry, Genetics and Molecular Biology(all)
  • Agricultural and Biological Sciences(all)
  • General

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    Raghunath, S., Rajagopalan, S., Karwoski, R. A., Maldonado, F., Peikert, T., Moua, T., Ryu, J. H., Bartholmai, B. J., & Robb, R. A. (2014). Quantitative stratification of diffuse parenchymal lung diseases. PloS one, 9(3), [e93229]. https://doi.org/10.1371/journal.pone.0093229