Serum IL-19 and Biglycan as Candidate Biomarkers by Proteomic Approach in Patients with Severe Low Back Pain-a Pilot Study
OBJECTIVE: Low back pain (LBP) is common. Although imaging studies are widely used to evaluate back pain, the link between pain and intervertebral disc degeneration visualized on images is unclear. This study aims to discover novel biomarkers in patients with severe back pain. DESIGN: Levels of 1512 serum proteins from 29 patients with LBP and 11 healthy controls were compared. Machine learning analyses were employed to identify proteins diagnostic of LBP, based on cumulative feature importance across five machine learning models with the highest performance. Proteins with highest feature importance and area under the receiver-operating characteristic curves (AUC) underwent pathway and network analyses. RESULTS: Distinct serum biomarkers differentiating LBP patients from healthy controls were identified. Using Somascan proteomic analysis and machine learning methods, 37 significant biomarkers were highlighted. Notably, IL-19 and biglycan showed the strongest diagnostic potential (AUC 0.91 and 0.89, respectively). Pathway analyses implicate systemic processes in LBP pathology. CONCLUSIONS: IL-19 and biglycan showed promise as serum biomarkers in patients with severe LBP. Given the small sample size of this study, these findings are preliminary and require validation in larger, age- and sex-matched cohorts, with a confirmative, quantitative assay for key markers.
Authors
- F S Shofer
- Quinn Tate (ORCID: https://orcid.org/0000-0001-7866-7428)
- Yejia Zhang (ORCID: https://orcid.org/0000-0002-7484-8800)
- Ken Chen (ORCID: https://orcid.org/0000-0003-4013-5279)
- Li Shen
- Timothy Dillingham
- Jose A. Canseco
- Jingxuan Bao
- Joshua F. Baker
- Dessislava Z. Markova
- Christopher K. Kepler
Institutions
- Thomas Jefferson University (US)
- Institute for Medical Informatics and Biostatistics (CH)
- University of Pennsylvania (US)
Publication Details
- Journal
- American Journal of Physical Medicine & Rehabilitation
- Published
- 2026-07-17
- DOI
- https://doi.org/10.1097/phm.0000000000003103
- Primary Topic
- Spine and Intervertebral Disc Pathology
- Type
- article
- Field-Weighted Citation Impact
- 0.00