The heterogeneous pathophysiology of ischaemic stroke (IS) complicates risk stratification and therapeutic decision-making. Among aetiological subtypes, embolic strokes of undetermined source (ESUS) remain particularly challenging in terms of aetiology, management, and prognosis. The aim of this study was to identify distinct clinical phenotypes of IS with a specific emphasis on delineating the clinical landscape of ESUS. We analysed 1,533 patients with acute IS enrolled in the Perugia Stroke Registry (2005–2019). Latent class analysis (LCA) was used to identify clinical phenotypes based on demographics, vascular risk factors, stroke severity, and aetiology. A secondary LCA was performed among ESUS patients to explore sub-phenotypic heterogeneity. The primary composite outcome included all-cause death, cardiac events, and venous thromboembolism during hospital stay. Secondary outcomes included individual components of the primary outcome, haemorrhagic transformation (HT), and poor functional recovery (defined as mRS worsening from 0–2 to 3–6). Three phenotypes emerged using LCA, as follows: (i) non-cardioembolic (n = 761), predominantly male, high cardiovascular burden, moderate severity; (ii) cardioembolic (n = 557), older, mostly female, high prevalence of atrial fibrillation, more severe strokes; and (iii) ESUS (n = 215), younger, fewer comorbidities, heterogeneous severity. The cardioembolic class showed increased risk of the composite outcome (OR 2.18; 95% CI 1.40–3.50), all-cause death (OR 1.73; 95% CI 1.04–3.01), cardiac events (OR 2.62; 95% CI 1.42–5.34), HT (OR 1.65; 95% CI 0.99–2.88), and a trend towards poor functional recovery (OR 1.32; 95% CI 0.92–1.91), compared to ESUS. Among ESUS, three sub-phenotypes were identified: ‘Middle-age Dysmetabolic’, ‘Cardiovascular Elderly’, and ‘Low cardiovascular Young’. Compared to low cardiovascular young, both middle-age dysmetabolic and cardiovascular elderly phenotypes were associated with increased risk of the composite outcome (OR 1.52; 95% CI 1.18–2.83 and OR 1.56; 95% CI 1.21–2.77, respectively). Acute IS is clinically heterogeneous; ESUS differs from cardioembolic strokes in management and short-term outcomes. The three ESUS sub-phenotypes highlight the need for more personalised strategies in diagnosis and secondary prevention.

Clinical phenotypes of ischaemic stroke patients and early cardiovascular complications: a latent class analysis from the Perugia Stroke Registry

Paciaroni, Maurizio
Ultimo
2026

Abstract

The heterogeneous pathophysiology of ischaemic stroke (IS) complicates risk stratification and therapeutic decision-making. Among aetiological subtypes, embolic strokes of undetermined source (ESUS) remain particularly challenging in terms of aetiology, management, and prognosis. The aim of this study was to identify distinct clinical phenotypes of IS with a specific emphasis on delineating the clinical landscape of ESUS. We analysed 1,533 patients with acute IS enrolled in the Perugia Stroke Registry (2005–2019). Latent class analysis (LCA) was used to identify clinical phenotypes based on demographics, vascular risk factors, stroke severity, and aetiology. A secondary LCA was performed among ESUS patients to explore sub-phenotypic heterogeneity. The primary composite outcome included all-cause death, cardiac events, and venous thromboembolism during hospital stay. Secondary outcomes included individual components of the primary outcome, haemorrhagic transformation (HT), and poor functional recovery (defined as mRS worsening from 0–2 to 3–6). Three phenotypes emerged using LCA, as follows: (i) non-cardioembolic (n = 761), predominantly male, high cardiovascular burden, moderate severity; (ii) cardioembolic (n = 557), older, mostly female, high prevalence of atrial fibrillation, more severe strokes; and (iii) ESUS (n = 215), younger, fewer comorbidities, heterogeneous severity. The cardioembolic class showed increased risk of the composite outcome (OR 2.18; 95% CI 1.40–3.50), all-cause death (OR 1.73; 95% CI 1.04–3.01), cardiac events (OR 2.62; 95% CI 1.42–5.34), HT (OR 1.65; 95% CI 0.99–2.88), and a trend towards poor functional recovery (OR 1.32; 95% CI 0.92–1.91), compared to ESUS. Among ESUS, three sub-phenotypes were identified: ‘Middle-age Dysmetabolic’, ‘Cardiovascular Elderly’, and ‘Low cardiovascular Young’. Compared to low cardiovascular young, both middle-age dysmetabolic and cardiovascular elderly phenotypes were associated with increased risk of the composite outcome (OR 1.52; 95% CI 1.18–2.83 and OR 1.56; 95% CI 1.21–2.77, respectively). Acute IS is clinically heterogeneous; ESUS differs from cardioembolic strokes in management and short-term outcomes. The three ESUS sub-phenotypes highlight the need for more personalised strategies in diagnosis and secondary prevention.
2026
Rigutini, Andrea Galeazzo; Caso, Valeria; Bucci, Tommaso; Mosconi, Maria Giulia; Cancelloni, Virginia; Alberti, Andrea; Venti, Michele; De Magistris, ...espandi
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11392/2633193
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