Related Experiment Video
Updated: May 10, 2026

Imaging Features of Systemic Sclerosis-Associated Interstitial Lung Disease
Published on: June 16, 2020
Molecular endotypes predict differential response to immunosuppressant therapy in non-idiopathic pulmonary fibrosis
Manoj V Maddali1,2, Janelle V Pugashetti3, Shaun M Pienkos1
1Division of Pulmonary, Allergy, and Critical Care Medicine, Stanford University, Stanford, CA, United States.
Rationale:
Interstitial lung diseases (ILDs) are a clinically and biologically diverse group of disorders characterized by varying inflammation and fibrosis of the lung parenchyma. Immunosuppressant therapy is commonly used to treat non-idiopathic pulmonary fibrosis (non-IPF) ILD, but treatment response is variable and difficult to predict.
Objective:
Identify and validate molecular endotypes of non-IPF ILD.
Methods:
Twenty plasma proteins associated with inflammation were used to perform latent class analysis in 2 observational non-IPF ILD cohorts (discovery n = 676; validation n = 585). Proteins were measured using a semi-quantitative Olink Explore 3072 platform. The primary outcome was 3-year transplant-free survival. Weighted Cox regression was used to assess differential response to mycophenolate or azathioprine in each cohort according to molecular endotype classification.
Results:
A 2-class model best fit both cohorts (P <0.01), with Class 2 comprising ∼30% of patients. Compared to Class 1, Class 2 was associated with significantly lower 3-year transplant-free survival in both discovery (78% vs 36%, P <0.001) and validation (83% vs 46%, P <0.001) cohorts. Significant interaction between molecular endotype and immunosuppressant exposure was observed in both cohorts (discovery Pinteraction = 0.022; validation Pinteraction = 0.019), with survival benefit seen only in Class 2. In pooled analysis, similar trends were observed irrespective of ILD subtype. Pathway analysis supported enrichment of inflammatory signatures in Class 2.
Conclusion:
In this multicenter observational cohort study, we identified and validated 2 distinct molecular endotypes of non-IPF ILD with divergent outcomes and response to immunosuppressant therapy. These endotypes could inform precision medicine strategies and clinical trial design in ILD.
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