Radioproteomics stratifies molecular response to antifibrotic treatment in pulmonary fibrosis.

Diagnostic imaging Fibrosis Proteomics Pulmonology Therapeutics

Journal

JCI insight
ISSN: 2379-3708
Titre abrégé: JCI Insight
Pays: United States
ID NLM: 101676073

Informations de publication

Date de publication:
16 Jul 2024
Historique:
medline: 16 7 2024
pubmed: 16 7 2024
entrez: 16 7 2024
Statut: aheadofprint

Résumé

Antifibrotic therapy with nintedanib is the clinical mainstay in the treatment of progressive fibrosing interstitial lung disease (ILD). High-dimensional medical image analysis, known as radiomics, provides quantitative insights into organ-scale pathophysiology, generating digital disease fingerprints. Here, we used an integrative analysis of radiomic and proteomic profiles (radioproteomics) to assess whether changes in radiomic signatures can stratify the degree of antifibrotic response to nintedanib in (experimental) fibrosing ILD. Unsupervised clustering of delta radiomic profiles revealed two distinct imaging phenotypes in mice treated with nintedanib, contrary to conventional densitometry readouts, which showed a more uniform response. Integrative analysis of delta radiomics and proteomics demonstrated that these phenotypes reflected different treatment response states, as further evidenced on transcriptional and cellular levels. Importantly, radioproteomics signatures paralleled disease- and drug related biological pathway activity with high specificity, including extracellular matrix (ECM) remodeling, cell cycle activity, wound healing, and metabolic activity. Evaluation of the preclinical molecular response-defining features, particularly those linked to ECM remodeling, in a cohort of nintedanib-treated fibrosing ILD patients, accurately stratified patients based on their extent of lung function decline. In conclusion, delta radiomics has great potential to serve as a non-invasive and readily accessible surrogate of molecular response phenotypes in fibrosing ILD. This could pave the way for personalized treatment strategies and improved patient outcomes.

Identifiants

pubmed: 39012714
pii: 181757
doi: 10.1172/jci.insight.181757
doi:
pii:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Auteurs

David Lauer (D)

Department of Rheumatology and Immunology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.

Cheryl Y Magnin (CY)

Department of Rheumatology and Immunology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.

Luca R Kolly (LR)

Department of Rheumatology and Immunology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.

Huijuan Wang (H)

Department of Rheumatology and Immunology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.

Matthias Brunner (M)

Department of Rheumatology and Immunology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.

Mamta Chabria (M)

Department of Health Sciences and Technology, ETH Zurich, Zurich, Switzerland.

Grazia M Cereghetti (GM)

Department of Diagnostic, Interventional, and Pediatric Radiology, Inselspi, Bern University Hospital, University of Bern, Bern, Switzerland.

Hubert S Gabryś (HS)

Department of Radiation Oncology, University Hospital Zurich, Zurich, Switzerland.

Stephanie Tanadini-Lang (S)

Department of Radiation Oncology, University Hospital Zurich, Zurich, Switzerland.

Anne-Christine Uldry (AC)

Proteomics & Mass Spectrometry Core Facility, Department for BioMedical Res, University of Bern, Bern, Switzerland.

Manfred Heller (M)

Proteomics & Mass Spectrometry Core Facility, Department for BioMedical Res, University of Bern, Bern, Switzerland.

Stijn E Verleden (SE)

Department of ASTARC, University of Antwerp, Antwerp, Belgium.

Kerstin Klein (K)

Department of Rheumatology and Immunology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.

Adela-Cristina Sarbu (AC)

Department of Rheumatology and Immunology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.

Manuela Funke-Chambour (M)

Lung Precision Medicine, Department for BioMedical Research, University of Bern, Bern, Switzerland.

Lukas Ebner (L)

Department of Diagnostic, Interventional, and Pediatric Radiology, Inselspi, Bern University Hospital, University of Bern, Bern, Switzerland.

Oliver Distler (O)

Department of Rheumatology, Center of Experimental Rheumatology, University Hospital Zurich, Zurich, Switzerland.

Britta Maurer (B)

Department of Rheumatology and Immunology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.

Janine Gote-Schniering (J)

Department of Rheumatology and Immunology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.

Classifications MeSH