Beyond Labels: Can Biomarkers and Treatable Traits Revolutionize Interstitial Lung Disease Care?
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Travis, W.D.; Costabel, U.; Hansell, D.M.; King, T.E., Jr.; Lynch, D.A.; Nicholson, A.G.; Ryerson, C.J.; Ryu, J.H.; Selman, M.; Wells, A.U.; et al. An official American thoracic society/European respiratory society statement: Update of the international multidisciplinary classification of the idiopathic interstitial pneumonias. Am. J. Respir. Crit. Care Med. 2013, 188, 733–748. [Google Scholar] [CrossRef] [PubMed]
- Ryerson, C.J.; Corte, T.J.; Lee, J.S.; Richeldi, L.; Walsh, S.L.F.; Myers, J.L.; Behr, J.; Cottin, V.; Danoff, S.K.; Flaherty, K.R.; et al. A Standardized Diagnostic Ontology for Fibrotic Interstitial Lung Disease. An International Working Group Perspective. Am. J. Respir. Crit. Care Med. 2017, 196, 1249–1254. [Google Scholar] [CrossRef] [PubMed]
- Amati, F.; Spagnolo, P.; Ryerson, C.J.; Oldham, J.M.; Gramegna, A.; Stainer, A.; Mantero, M.; Sverzellati, N.; Lacedonia, D.; Richeldi, L.; et al. Walking the path of treatable traits in interstitial lung diseases. Respir. Res. 2023, 24, 251. [Google Scholar] [CrossRef] [PubMed]
- Kattih, Z.; Greenstein, Z.; Makkar, P.; Gupta, R. Advanced interstitial lung disease: Evidence-based management and clinical approach. Sarcoidosis Vasc. Diffuse Lung Dis. 2025, 42, 16206. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
- Amati, F.; Spagnolo, P.; Oldham, J.M.; Ryerson, C.J.; Stainer, A.; Gramegna, A.; Mantero, M.; Lacedonia, D.; Sverzellati, N.; Richeldi, L.; et al. Treatable traits in interstitial lung diseases: A call to action. Lancet Respir. Med. 2023, 11, 125–128. [Google Scholar] [CrossRef]
- Kokosi, M.A.; Margaritopoulos, G.A.; Wells, A.U. Personalised medicine in interstitial lung diseases: Number 6 in the Series “Personalised medicine in respiratory diseases” Edited by Renaud Louis and Nicolas Roche. Eur. Respir. Rev. 2018, 27, 170117. [Google Scholar] [CrossRef]
- Parker, M.J.S.; Jee, A.S.; Hansen, D.; Proudman, S.; Youssef, P.; Kenna, T.J.; Stevens, W.; Nikpour, M.; Sahhar, J.; Corte, T.J. Multiple serum biomarkers associate with mortality and interstitial lung disease progression in systemic sclerosis. Rheumatology 2024, 63, 2981–2988. [Google Scholar] [CrossRef]
- Alqalyoobi, S.; Smith, J.A.; Maddali, M.V.; Pugashetti, J.V.; Newton, C.A.; Kim, J.S.; Linderholm, A.L.; Chen, C.-H.; Ma, S.-F.; Bose, S.; et al. Proteomic Biomarkers of Survival in Non-IPF Interstitial Lung Disease. Am. J. Respir. Crit. Care Med. 2025, 211, 1452–1462. [Google Scholar] [CrossRef]
- Krauss, E.; Tello, S.; Naumann, J.; Wobisch, S.; Ruppert, C.; Kuhn, S.; Mahavadi, P.; Majeed, R.W.; Bonniaud, P.; Molina-Molina, M.; et al. Protocol and research program of the European registry and biobank for interstitial lung diseases (eurILDreg). BMC Pulm. Med. 2024, 24, 572. [Google Scholar] [CrossRef]
- Volkmann, E.R.; Tashkin, D.P.; Kuwana, M.; Li, N.; Roth, M.D.; Charles, J.; Hant, F.N.; Bogatkevich, G.S.; Akter, T.; Kim, G.; et al. Progression of Interstitial Lung Disease in Systemic Sclerosis: The Importance of Pneumoproteins Krebs von den Lungen 6 and CCL18. Arthritis Rheumatol. 2019, 71, 2059–2067. [Google Scholar] [CrossRef]
- Chung, S.W. Predictive Biomarkers and Novel Treatments for the Progressive Fibrosing Phenotype in Interstitial Lung Disease Associated with Connective Tissue Disease. Biomedicines 2025, 13, 1463. [Google Scholar] [CrossRef]
- Stainer, A.; Faverio, P.; Busnelli, S.; Catalano, M.; Della Zoppa, M.; Marruchella, A.; Pesci, A.; Luppi, F. Molecular Biomarkers in Idiopathic Pulmonary Fibrosis: State of the Art and Future Directions. Int. J. Mol. Sci. 2021, 22, 6255. [Google Scholar] [CrossRef]
- Manzoni, C.; Kia, D.A.; Vandrovcova, J.; Hardy, J.; Wood, N.W.; A Lewis, P.; Ferrari, R. Genome, transcriptome and proteome: The rise of omics data and their integration in biomedical sciences. Brief. Bioinform. 2018, 19, 286–302. [Google Scholar] [CrossRef]
- Herazo-Maya, J.D.; Sun, J.; Molyneaux, P.L.; Li, Q.; Villalba, J.A.; Tzouvelekis, A.; Lynn, H.; Juan-Guardela, B.M.; Risquez, C.; Osorio, J.C.; et al. Validation of a 52-gene risk profile for outcome prediction in patients with idiopathic pulmonary fibrosis: An international, multicentre, cohort study. Lancet Respir. Med. 2017, 5, 857–868. [Google Scholar] [CrossRef] [PubMed]
- Van der Sar, I.G.; Moor, C.C.; Wijsenbeek, M.S. Classifying Interstitial Lung Disease: Omics Are in the Air. Am. J. Respir. Crit. Care Med. 2024, 210, 690–691. [Google Scholar] [CrossRef] [PubMed]
- Menon, A.A.; Ghosh, A.J. Unraveling mechanistic insights through interstitial lung disease multiomics. Curr. Opin. Pulm. Med. 2025, 31, 512–517. [Google Scholar] [CrossRef] [PubMed]
- Wells, A.U.; Brown, K.K.; Flaherty, K.R.; Kolb, M.; Thannickal, V.J.; IPF Consensus Working Group. What’s in a name? That which we call IPF, by any other name would act the same. Eur. Respir. J. 2018, 51, 1800692. [Google Scholar] [CrossRef]
- Joy, G.M.; Arbiv, O.A.; Wong, C.K.; Lok, S.D.; Adderley, N.A.; Dobosz, K.M.; Johannson, K.A.; Ryerson, C.J. Prevalence, imaging patterns and risk factors of interstitial lung disease in connective tissue disease: A systematic review and meta-analysis. Eur. Respir. Rev. 2023, 32, 220210. [Google Scholar] [CrossRef]
- Baughman, R.P.; Valeyre, D.; Korsten, P.; Mathioudakis, A.G.; Wuyts, W.A.; Wells, A.; Rottoli, P.; Nunes, H.; Lower, E.E.; Judson, M.A.; et al. ERS clinical practice guidelines on treatment of sarcoidosis. Eur. Respir. J. 2021, 58, 2004079. [Google Scholar] [CrossRef]
- Raghu, G.; Montesi, S.B.; Silver, R.M.; Hossain, T.; Macrea, M.; Herman, D.; Barnes, H.; Adegunsoye, A.; Azuma, A.; Chung, L.; et al. Treatment of Systemic Sclerosis-associated Interstitial Lung Disease: Evidence-based Recommendations. An Official American Thoracic Society Clinical Practice Guideline. Am. J. Respir. Crit. Care Med. 2024, 209, 137–152. [Google Scholar] [CrossRef]
- Kuwana, M.; Avouac, J.; Hoffmann-Vold, A.M.; Smith, V.; Toenges, G.; Alves, M.; Distler, O. Development of a multivariable prediction model for progression of systemic sclerosis-associated interstitial lung disease. RMD Open. 2024, 10, e004240. [Google Scholar] [CrossRef]
- Bonella, F.; Spagnolo, P.; Ryerson, C. Current and Future Treatment Landscape for Idiopathic Pulmonary Fibrosis. Drugs 2023, 83, 1581–1593. [Google Scholar] [CrossRef] [PubMed]
- Kawano-Dourado, L.; Kulkarni, T.; Ryerson, C.J.; Rivera-Ortega, P.; Baldi, B.G.; Chaudhuri, N.; Funke-Chambour, M.; Hoffmann-Vold, A.-M.; A Johannson, K.; Khor, Y.H.; et al. Adaptive multi-interventional trial platform to improve patient care for fibrotic interstitial lung diseases. Thorax 2024, 79, 788–795. [Google Scholar] [CrossRef] [PubMed]
- George, P.M.; Wells, A.U. Contemporary Concise Review 2019: Interstitial lung disease. Respirology 2020, 25, 756–763. [Google Scholar] [CrossRef] [PubMed]
- Amati, F.; Kellogg DL3rd Restrepo, M.I.; Blasi, F.; Aliberti, S.; Nambiar, A.M. Diagnostic and prognostic trajectories of interstitial lung diseases after the multidisciplinary discussion. Ther. Adv. Respir. Dis. 2025, 19, 17534666251323487. [Google Scholar] [CrossRef]
- Amati, F.; Stainer, A.; Maruca, G.; Torrisi, C.; Bossi, P.; Polelli, V.; Blasi, F.; Selmi, C.; Marulli, G.; Balzarini, L.; et al. First Report of the Prevalence at Baseline and after 1-Year Follow-Up of Treatable Traits in Interstitial Lung Diseases. Biomedicines 2024, 12, 1047. [Google Scholar] [CrossRef]
- Raghu, G.; Ghazipura, M.; Fleming, T.R.; Aronson, K.I.; Behr, J.; Brown, K.K.; Flaherty, K.R.; Kazerooni, E.A.; Maher, T.M.; Richeldi, L.; et al. Meaningful Endpoints for Idiopathic Pulmonary Fibrosis (IPF) Clinical Trials: Emphasis on ‘Feels, Functions, Survives’. Report of a Collaborative Discussion in a Symposium with Direct Engagement from Representatives of Patients, Investigators, the National Institutes of Health, a Patient Advocacy Organization, and a Regulatory Agency. Am. J. Respir. Crit. Care Med. 2024, 209, 647–669. [Google Scholar] [CrossRef]
- Maher, T.M.; Nambiar, A.M.; Wells, A.U. The role of precision medicine in interstitial lung disease. Eur. Respir. J. 2022, 60, 2102146. [Google Scholar] [CrossRef]
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Amati, F.; Stainer, A.; Aliberti, S. Beyond Labels: Can Biomarkers and Treatable Traits Revolutionize Interstitial Lung Disease Care? Biomedicines 2025, 13, 2467. https://doi.org/10.3390/biomedicines13102467
Amati F, Stainer A, Aliberti S. Beyond Labels: Can Biomarkers and Treatable Traits Revolutionize Interstitial Lung Disease Care? Biomedicines. 2025; 13(10):2467. https://doi.org/10.3390/biomedicines13102467
Chicago/Turabian StyleAmati, Francesco, Anna Stainer, and Stefano Aliberti. 2025. "Beyond Labels: Can Biomarkers and Treatable Traits Revolutionize Interstitial Lung Disease Care?" Biomedicines 13, no. 10: 2467. https://doi.org/10.3390/biomedicines13102467
APA StyleAmati, F., Stainer, A., & Aliberti, S. (2025). Beyond Labels: Can Biomarkers and Treatable Traits Revolutionize Interstitial Lung Disease Care? Biomedicines, 13(10), 2467. https://doi.org/10.3390/biomedicines13102467