Diagnostic and prognostic value of blood neurofilament light chain in ischemic stroke: an individual patient data meta-analysis
Clinical Snapshot
PICO Framework
| P — Population | Adult patients with ischemic stroke (n=1985), transient ischemic attack (n=88), and healthy controls (n=799) from 21 studies |
| I — Intervention | Blood neurofilament light chain (NfL) measurement within 30 days of stroke onset |
| C — Comparator | Healthy controls and TIA patients; baseline characteristics and clinical variables |
| O — Outcomes | Diagnostic accuracy (AUC), symptomatic intracranial hemorrhage, infarct volume, 3-month modified Rankin Scale >2, mortality |
Bottom Line
This large individual patient data meta-analysis demonstrates that blood neurofilament light chain (NfL) is a promising biomarker for ischemic stroke diagnosis and prognosis. NfL levels progressively increase over the first week post-stroke, showing excellent discrimination between stroke patients and healthy controls (AUC 0.79-0.97). Importantly, elevated NfL independently predicts poor functional outcomes (mRS >2) and mortality at 3 months, with odds ratios of 1.31 and 1.67 respectively. Early NfL elevation also correlates with symptomatic intracranial hemorrhage risk and infarct volume. While these findings suggest NfL could enhance stroke prognostication and risk stratification, clinical implementation requires consideration of assay standardization, cost-effectiveness, and integration into existing care pathways. The biomarker shows particular promise for informing early discussions about prognosis and rehabilitation planning in Australian stroke services.
Key Findings
P Value: p < 0.001 for mRS and mortality prediction, p = 0.014 for ICH prediction
Effect Size: aOR 1.31 for mRS >2, aOR 1.67 for mortality, aOR 1.33 for symptomatic ICH
Primary Outcome: Blood NfL Z-score progressively increased from D1 (median 2.0) to D6-7 (median 3.5)
Nnt Or Sensitivity: AUC 0.79-0.97 for IS vs controls, AUC 0.64-0.80 for IS vs TIA, correlation with infarct volume rho=0.795
Confidence Interval: Not explicitly reported in abstract
Clinical Application
Requires blood NfL measurement capability, which may not be widely available in all Australian stroke centres Could complement existing stroke assessment protocols in Australian comprehensive stroke centres, potentially informing prognosis discussions and rehabilitation planning, though cost-effectiveness analysis needed for PBS consideration Adult ischemic stroke patients presenting within 30 days of symptom onset
Abstract
BACKGROUND: We aimed to conduct an individual patient data meta-analysis on blood neurofilament light chain (NfL) in ischemic stroke (IS) to enhance its clinical applicability. METHODS: We performed a systematic literature search of studies on blood NfL measured in adult patients within 30 days after IS onset and derived age- and BMI-adjusted Z-scores based on a previously published reference population of healthy controls. We collected clinical, radiological and biochemical parameters of IS patients and tested associations of NfL at defined timepoints after IS onset (D1: < 24 h; D2: 24-48 h; D3: 48-72 h; D4-5: 72-120 h; D6-7: 120-168 h; D8-30: > 168 h) with baseline characteristics and 3-month follow-up outcomes (modified Rankin Scale, mRS; survival). RESULTS: We included 4081 blood NfL values from 2872 participants (IS n = 1985, transient ischemic attack n = 88, healthy controls n = 799) of 18 published studies and 3 unpublished cohorts. In patients with IS, NfL Z-score progressively increased from D1 [median: 2.0 (IQR: 0.9-2.9)] to D6-7 [median: 3.5 (IQR: 3.0-3.8)], with discriminative ability being high for IS vs. controls (AUC: 0.79-0.97) and fair for IS vs. TIA (AUC: 0.64-0.80). Higher NfL Z-score at D1 was associated with greater risk of symptomatic intracranial hemorrhage (aOR = 1.33, p = 0.014) and, from D2 onwards, with larger infarct lesion volume (highest Spearman's rho: 0.795 at D6-7). NfL independently predicted a mRS > 2 (aOR = 1.31, p < 0.001) and mortality (aOR = 1.67, p < 0.001) at 3 months. CONCLUSIONS: Blood NfL level was progressively elevated after IS, could discriminate IS from healthy controls with high accuracy and had prognostic value for intra-hospital complications and 3-month clinical outcomes in IS.
References
- 1.Barba, L., Romoli, M., Benkert, P., Hofer, L., Maia, L. F., Dias, A., Magalhães, R., Vaz, C. G., Emmerich, J., Barlinn, K., Vollmuth, C., Neugebauer, H., Truffi, M., Morasso, C., Ferrari, F., O'Connell, G., Tiedt, S., Moumin, D., Gattringer, T., Kneihsl, M., Khalil, M., Pedersen, A., Stanne, T. M., Furutjäll, S., Jern, C., Nielsen, H. H., Lambertsen, K. L., Eun, M.-Y., Ahn, J. W., Thanapornsangsuth, P., Rattanawong, W., Pujol-Calderón, F., Zetterberg, H., Blennow, K., Hahn, M., Uphaus, T., Gröschel, K., Tudisco, V., Klingbeil, J., Guthknecht, A., Abu-Rumeileh, S., Sacco, S., Foschi, M., D'Anna, L., Kuhle, J., Otto, M., & Caso, V. (2026). Diagnostic and prognostic value of blood neurofilament light chain in ischemic stroke: An individual patient data meta-analysis. Journal of Neurology. https://doi.org/10.1161/STROKEAHA.124.050508
Related Research
Sleep medicine reviews
Machine and deep learning in REM sleep behavior disorder: a scoping review and analysis of reporting quality
3 Aug 2026
Neurological research
Federated deep learning model for epilepsy seizure detection using electroencephalogram (EEG) signal
2 Aug 2026
Journal of psychiatric research
Systematic review of machine learning and deep learning models for EEG-based detection of depression.
2 Aug 2026
This content is for educational purposes for healthcare professionals only and does not constitute clinical advice. Clinical decisions should be based on individual patient assessment, current guidelines, and appropriate specialist consultation. Editorial Standards · Privacy Policy · Terms of Service