# Transcranial ultrasonography in the detection of cerebrovascular accident: a systematic review and bivariate random-effects meta-analysis

**Authors:** Ricardo Pinto-Villalba, Andrea Paz, Jordy Arellano, Galo García, Mateo Carrera, Sergio Cardona, Jose A. Rodas, Jose E. Leon-Rojas

PMC · DOI: 10.3389/fneur.2026.1726046 · 2026-02-19

## TL;DR

This study reviews and analyzes the accuracy of transcranial ultrasonography for detecting strokes, finding it to be a promising tool, especially in areas with limited resources.

## Contribution

The study provides a systematic review and meta-analysis of transcranial ultrasonography's diagnostic accuracy for stroke detection.

## Key findings

- Transcranial ultrasonography showed an overall sensitivity of 81.1% and specificity of 85.5% for stroke detection.
- TCCS had higher sensitivity for hemorrhagic stroke (87.8%) compared to ischemic stroke (77.2%).
- Moderate risk of bias was found in 50% of the included studies.

## Abstract

Stroke remains a leading cause of disability and death worldwide, with rapid diagnosis critical for effective treatment. Transcranial ultrasonography offers a potentially valuable diagnostic tool, particularly in resource-limited settings. This study aimed to evaluate the diagnostic accuracy of transcranial Doppler (TCD) and transcranial color-coded duplex sonography (TCCS) for detecting ischemic and hemorrhagic stroke.

We conducted a systematic review and bivariate random-effects meta-analysis following PRISMA guidelines (PROSPERO CRD42023471425). Three databases (Scopus, PubMed, Web of Science) were searched from inception to November 20, 2022. We included studies assessing adult (≥18 years) stroke patients using TCD or TCCS compared to reference standards (MRI, CT, or angiography). Exclusion criteria included pediatric populations, animal studies, vasospasm assessments, and studies with <10 participants. Four reviewers independently screened studies, extracted data, and assessed risk of bias using NIH tools. Primary outcomes were pooled sensitivity and specificity analyzed using bivariate random-effects models; this technique was chosen as it jointly analyses sensitivity and specificity using a random-effects model that accounts for their correlation and between-study variability.

From 16,397 records, 26 studies met inclusion criteria, with 13 studies (n = 802 ultrasound examinations) included in meta-analysis. Overall diagnostic accuracy showed sensitivity of 81.1% (95% CI 73.1–87.2%) and specificity of 85.5% (95% CI 71.4–93.3%), with an AUC of 0.874. TCCS demonstrated higher sensitivity for hemorrhagic stroke (87.8%) than for ischemic stroke (77.2%). TCCS showed sensitivity of 74.8% (95% CI 66.4–81.6%) and specificity of 85.2% (95% CI 63.0–95.1%), with an AUC of 0.796. Risk of bias was low in 30.6% of studies, moderate in 50%, and high in 19.4%. Heterogeneity was low to moderate (I2 = 6.2–23.1%).

Transcranial ultrasonography demonstrates good diagnostic accuracy for stroke detection. While operator-dependent and limited by acoustic window availability, these techniques, after thorough training and validation, may be prioritized in low-resource setting were computed tomography is not readily available through the means of formal capacitation and feasibility studies. The moderate risk of bias in half of included studies suggests a lack of higher-quality research.

CRD42023471425.

## Linked entities

- **Diseases:** stroke (MONDO:0005098), ischemic stroke (MONDO:1060198), hemorrhagic stroke (MONDO:1060199)

## Full-text entities

- **Diseases:** thrombus (MESH:D013927), long-term disability (MESH:D000088562), hemorrhagic and ischemic stroke (MESH:D002543), MCA occlusions (MESH:D020244), arterial occlusion (MESH:D001157), death (MESH:D003643), ischemic injury (MESH:D017202), ischemic stroke (MESH:D002544), cerebral hematomas (MESH:D020202), embolic (MESH:D004617), disability (MESH:D009069), hematoma (MESH:D006406), brain ischemia (MESH:D002545), dissection (MESH:D000784), vessel occlusion (MESH:C536223), HSROC (MESH:D010149), aneurysm (MESH:D000783), hemorrhagic stroke (MESH:D000083302), intracranial lesions (MESH:D020765), intraventricular hemorrhage (MESH:D000074042), bleeding (MESH:D006470), CVA (MESH:D020521), intracranial stenosis (MESH:D003251), ischemia (MESH:D007511), vasospasm (MESH:D020301)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12961999/full.md

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Source: https://tomesphere.com/paper/PMC12961999