Integrative multi-omics analysis reveals novel idiopathic pulmonary fibrosis endotypes associated with disease progression

被引:10
|
作者
Ruan, Peifeng [1 ]
Todd, Jamie L. [2 ,3 ]
Zhao, Hongyu [1 ]
Liu, Yi [4 ]
Vinisko, Richard [4 ]
Soellner, Julia F. [5 ]
Schmid, Ramona [5 ]
Kaner, Robert J. [6 ]
Luckhardt, Tracy R. [7 ]
Neely, Megan L. [2 ,3 ]
Noth, Imre [8 ]
Porteous, Mary [9 ]
Raj, Rishi [10 ]
Safdar, Zeenat [11 ]
Strek, Mary E. [12 ]
Hesslinger, Christian [5 ]
Palmer, Scott M. [2 ,3 ]
Leonard, Thomas B. [4 ]
Salisbury, Margaret L. [13 ]
机构
[1] Yale Sch Publ Hlth, Dept Biostat, New Haven, CT USA
[2] Duke Clin Res Inst, Durham, NC USA
[3] Duke Univ, Med Ctr, Durham, NC USA
[4] Boehringer Ingelheim Pharmaceut Inc, Ridgefield, CT USA
[5] Boehringer Ingelheim Pharm GmbH & Co KG, Biberach, Germany
[6] Weill Cornell Med, New York, NY USA
[7] Univ Alabama Birmingham, Dept Med, Birmingham, AL USA
[8] Univ Virginia, Div Pulm & Crit Care Med, Charlottesville, VA USA
[9] Hosp Univ Penn, Philadelphia, PA USA
[10] Stanford Univ, Sch Med, Stanford, CA USA
[11] Houston Methodist Lung Ctr, Houston, TX USA
[12] Univ Chicago, Sect Pulm & Crit Care Med, Chicago, IL USA
[13] Vanderbilt Univ, Dept Med, Med Ctr, 1211 Med Ctr Dr, Nashville, TN 37232 USA
关键词
Lung fibrosis; Cluster analysis; Biomarkers; Proteomics; RNA; Computational biology; LATENT VARIABLE MODEL; DISCOVERY; MULTICENTER; VALIDATION; EXPRESSION; SUSCEPTIBILITY; INHIBITION; BIOMARKERS; MICRORNAS; MORTALITY;
D O I
10.1186/s12931-023-02435-0
中图分类号
R56 [呼吸系及胸部疾病];
学科分类号
摘要
BackgroundIdiopathic pulmonary fibrosis (IPF) is characterized by the accumulation of extracellular matrix in the pulmonary interstitium and progressive functional decline. We hypothesized that integration of multi-omics data would identify clinically meaningful molecular endotypes of IPF.MethodsThe IPF-PRO Registry is a prospective registry of patients with IPF. Proteomic and transcriptomic (including total RNA [toRNA] and microRNA [miRNA]) analyses were performed using blood collected at enrollment. Molecular data were integrated using Similarity Network Fusion, followed by unsupervised spectral clustering to identify molecular subtypes. Cox proportional hazards models tested the relationship between these subtypes and progression-free and transplant-free survival. The molecular subtypes were compared to risk groups based on a previously described 52-gene (toRNA expression) signature. Biological characteristics of the molecular subtypes were evaluated via linear regression differential expression and canonical pathways (Ingenuity Pathway Analysis [IPA]) over-representation analyses.ResultsAmong 232 subjects, two molecular subtypes were identified. Subtype 1 (n = 105, 45.3%) and Subtype 2 (n = 127, 54.7%) had similar distributions of age (70.1 +/- 8.1 vs. 69.3 +/- 7.6 years; p = 0.31) and sex (79.1% vs. 70.1% males, p = 0.16). Subtype 1 had more severe disease based on composite physiologic index (CPI) (55.8 vs. 51.2; p = 0.002). After adjusting for CPI and antifibrotic treatment at enrollment, subtype 1 experienced shorter progression-free survival (HR 1.79, 95% CI 1.28,2.56; p = 0.0008) and similar transplant-free survival (HR 1.30, 95% CI 0.87,1.96; p = 0.20) as subtype 2. There was little agreement in the distribution of subjects to the molecular subtypes and the risk groups based on 52-gene signature (kappa = 0.04, 95% CI= -0.08, 0.17), and the 52-gene signature risk groups were associated with differences in transplant-free but not progression-free survival. Based on heatmaps and differential expression analyses, proteins and miRNAs (but not toRNA) contributed to classification of subjects to the molecular subtypes. The IPA showed enrichment in pulmonary fibrosis-relevant pathways, including mTOR, VEGF, PDGF, and B-cell receptor signaling.ConclusionsIntegration of transcriptomic and proteomic data from blood enabled identification of clinically meaningful molecular endotypes of IPF. If validated, these endotypes could facilitate identification of individuals likely to experience disease progression and enrichment of clinical trials.
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页数:12
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