A plasma proteomic signature of the actin-coagulation axis accurately predicts progression to active tuberculosis
P Lu, weiwei Gao, Xiaoyan Ding, Jingjing Pan, Hui Ding, Q Liu, Limei Zhu, Xiang Huo
Frontiers in Microbiology · 2026-01
Abstract
Background Predicting progression to active tuberculosis (TB) is a critical unmet need, as current immunological tests only detect infection but cannot discriminate those who will develop active disease. A reliable prognostic biomarker could enable targeted preventive therapy and transform TB control strategies. Methods We performed deep plasma proteomics using data-independent acquisition mass spectrometry on a prospective cohort of 60 TB-exposed students in Jiangsu Province, China, comprising 40 individuals with Mycobacterium tuberculosis infection and 20 uninfected controls. Results Over 2 years of follow-up, 21 of the 40 infected participants progressed to active disease, and a LASSO-Cox model with internal cross-validation for tuning the regularization parameter ( λ ) was used to develop a prognostic signature from baseline plasma samples. A 33-protein signature predicted progression to active TB with high discriminatory performance in this cohort (AUC = 0.992, 95% CI 0.977–1.0). This signature revealed a distinct pre-symptomatic state in progressors, defined by a pro-thrombotic shift in the coagulation cascade and profound disruption of actin cytoskeleton dynamics. The proteomic alterations were detectable up to 2 years before clinical diagnosis, providing a potential window for intervention. Functional network analysis identified key hub proteins including ACTR3, ACTN1, and MYH9 (actin remodeling) and F2 (coagulation). Conclusion We identified a plasma protein signature that accurately predicts progression from latent to active tuberculosis, linking disease onset to dysregulation of the actin cytoskeleton and coagulation. This biomarker provides a basis for precision preventive therapy and identifies novel host-directed therapeutic targets.
MeSH terms
- Biomarker
- Cytoskeleton
- Active tuberculosis
- Signature (topology)
- Actin cytoskeleton
- Biology
- Actin
- Disease
- Tuberculosis
- Computational biology
- Proteomics
- Posttranslational modification
- Proteome
- Protein–protein interaction