Evidence map›Paper›PMID 42268540›Full record

ArticleInternal and emergency medicine2026

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

Andrea Galeazzo Rigutini, Valeria Caso, Tommaso Bucci, Maria Giulia Mosconi, Virginia Cancelloni, Andrea Alberti, Michele Venti, Ilaria Leone de Magistris, Alessandro Bufi, Chiara Urbini and 7 more

Abstract read
PubMed Publisher
In one paragraph

Article in Internal and emergency medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

17 authors.

Andrea Galeazzo RigutiniInternal, Vascular and Emergency Medicine - Stroke Unit, University of Perugia, Perugia, Italy. andreagaleazzorigutini@gmail.com.ORCID http://orcid.org/0009-0003-7119-1254
Valeria Caso *Neurology-Stroke Unit, Saronno Hospital-ASST Valle Olona, Saronno, Italy.
Tommaso BucciLiverpool Centre for Cardiovascular Science at University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, Liverpool, UK.
Maria Giulia MosconiInternal, Vascular and Emergency Medicine - Stroke Unit, University of Perugia, Perugia, Italy.
Virginia CancelloniInternal, Vascular and Emergency Medicine - Stroke Unit, University of Perugia, Perugia, Italy.
Andrea AlbertiInternal, Vascular and Emergency Medicine - Stroke Unit, University of Perugia, Perugia, Italy.
Michele VentiInternal, Vascular and Emergency Medicine - Stroke Unit, University of Perugia, Perugia, Italy.
Ilaria Leone de MagistrisInternal, Vascular and Emergency Medicine - Stroke Unit, University of Perugia, Perugia, Italy.
Alessandro BufiEmergency Department, Santa Maria Misericordia Hospital-Perugia, Perugia, Italy.
Chiara UrbiniEmergency Department, Santa Maria Misericordia Hospital-Perugia, Perugia, Italy.
Allegra GaboniInternal, Vascular and Emergency Medicine - Stroke Unit, University of Perugia, Perugia, Italy.
Michele MarvardiInternal, Vascular and Emergency Medicine - Stroke Unit, University of Perugia, Perugia, Italy.
Carmen RapuanoOperational Unit of Emergency Medicine and Urgent Care, Santa Maria Delle Grazie Hospital, Local Health Authority Naples, 2 North, Pozzuoli, Italy.
Wenhui LiInternal, Vascular and Emergency Medicine - Stroke Unit, University of Perugia, Perugia, Italy.
Cecilia Becattini *Internal, Vascular and Emergency Medicine - Stroke Unit, University of Perugia, Perugia, Italy.
Gregory Y H Lip *Liverpool Centre for Cardiovascular Science at University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, Liverpool, UK.
Maurizio Paciaroni *Department of Neurosciences and Rehabilitation Azienda Ospedaliero, Universitaria Di Ferrara, University of Ferrara, Arcispedale Sant'Anna, Via Aldo Moro 8, 44124 Cona, Ferrara, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

Embolic stroke of undetermined sourceIschaemic strokeLatent class analysisPhenotype

Identifiers

PMID42268540

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.