A Multicenter Study to Optimize Microembolic Signal Classification Based on Double--Blind Multiparametric Assessment by Human Experts Using an Universal Graphical Interface [MESOMEGA]
MESOMEGA
MESOMEGA
Sponsor study identifier
observational
850
1 country
1
Study Start
May 15, 2025
Actual (reported)Primary Completion
December 15, 2025
Estimated (date passed)This estimate has passed. The registry has not confirmed an actual date for this milestone.
Study Completion
March 15, 2026
Estimated (date passed)This estimate has passed. The registry has not confirmed an actual date for this milestone.
Microembolic signals (MES) is a powerful predictor of future embolic events. This study aims to develop and validate a accurate model of classification of MES obtained by transcranial Doppler. monitoring of However, MES detection is technically demanding and requires expert interpretation. By providing a reproducible framework for MES interpretation, this work aims to facilitate MES integration into future clinical trials and decision-making.
Registry-reported information. Elapsed time and enrollment totals alone do not measure study progress or recruitment pace.
March 15, 2026
Estimated (date passed)This estimate has passed. The registry has not confirmed an actual date for this milestone.
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Dates and qualifiers reported by the registry. Estimated dates do not confirm that a milestone has occurred.
May 15, 2025
Actual (reported)June 27, 2025
Actual (reported)September 15, 2025
Actual (reported)December 15, 2025
Estimated (date passed)This estimate has passed. The registry has not confirmed an actual date for this milestone.
March 15, 2026
Estimated (date passed)This estimate has passed. The registry has not confirmed an actual date for this milestone.
Classification of each signal as MES or Non-MES
A MES or non-MES will be considered as such the two experts agree. If the two experts do not agree, a special board (RA, WM) will decide on classification. "Recordings that remain undetermined, or those classified as undetermined by both experts, will be excluded from the primary analysis of this study. All experts will be blinded to each other, any identification tag or clinical information. We will include five predictors in the primary analysis which are: the presence of characteristic audible signal increase, characteristic wave-like raw Doppler signals, the Emboli-to-Background Ratio (EBR), Emboli-to-mirror-ratio (EMR), time length and average velocity of maximum intensity. The calculation and definition of each predictor is detailed in table 3 and in supplemental information (Proposal for a systematic analysis and reporting of microembolic signal detection of the Microembolic Signal Detection Working Groups of the World Organization of Neurosonology).
From enrollment until December of 2026
Trimmed version of the model
From enrollment until December of 2026
Clips of MES and non-MES events. Each clip will be 20 seconds (-10 and +10 seconds in reference to the marked event). The data presented will not be modified from its original form. The final database that will be used for expert evaluation will include the necessary clips and proportions to ensure maximum reproducibility and generalization of the data. Clips will be obtained from at least 3 different types or brands of TCD machines. A single machine cannot be the source of more than 50% of the final data set. MES will be from a variety of sources including patients with atherosclerotic disease, cardioembolic stroke, or embolic stroke of unknown source.
Expert reading will be using TCDPlayer and will be blinded to clinical data, source information, and other assessments. They will manually annotate six predefined signal features: characteristic audible signal increase, characteristic wave-like of raw Doppler signals, Emboli-to-Background Ratio, Emboli-to-Mirror Ratio, signal duration, and average velocity of maximum intensity. Analysis will be completed within 90 days.
Registry-reported names are shown in full. Names without a link have not yet been matched to a Syfrah profile.
Clips of Transcranial Doppler monitoring either MES or non-MES high intensity transient signals (e.g. artifacts, speckle).
Faculty of Medicine University Porto
Porto, 4200-319, Portugal
Collins GS, Moons KGM, Dhiman P, Riley RD, Beam AL, Van Calster B, Ghassemi M, Liu X, Reitsma JB, van Smeden M, Boulesteix AL, Camaradou JC, Celi LA, Denaxas S, Denniston AK, Glocker B, Golub RM, Harvey H, Heinze G, Hoffman MM, Kengne AP, Lam E, Lee N, Loder EW, Maier-Hein L, Mateen BA, McCradden MD, Oakden-Rayner L, Ordish J, Parnell R, Rose S, Singh K, Wynants L, Logullo P. TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods. BMJ. 2024 Apr 16;385:e078378. doi: 10.1136/bmj-2023-078378.
Riley RD, Ensor J, Snell KIE, Harrell FE Jr, Martin GP, Reitsma JB, Moons KGM, Collins G, van Smeden M. Calculating the sample size required for developing a clinical prediction model. BMJ. 2020 Mar 18;368:m441. doi: 10.1136/bmj.m441. No abstract available.
First Submitted
June 27, 2025
First Posted
September 15, 2025
Study Start
May 15, 2025
Actual (reported)Primary Completion
December 15, 2025
Estimated (date passed)This estimate has passed. The registry has not confirmed an actual date for this milestone.
Time Pressure Motor Training With Step Square Exercise on Stroke Patients
Model with extra-features
From enrollment until December of 2026
Inter-expert variability in feature extraction.
From enrollment until December of 2026
Delphi process
From enrollment until December of 2026
Contact the study team to confirm eligibility.
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Farina F, Palmieri A, Favaretto S, Viaro F, Cester G, Causin F, Baracchini C. Prognostic Role of Microembolic Signals After Endovascular Treatment in Anterior Circulation Ischemic Stroke Patients. World Neurosurg. 2018 Feb;110:e882-e889. doi: 10.1016/j.wneu.2017.11.120. Epub 2017 Nov 28.
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Study Completion
March 15, 2026
Estimated (date passed)This estimate has passed. The registry has not confirmed an actual date for this milestone.
Last Updated
December 10, 2025
Record last verified: 2025-05
Publication of protocol and associate report sheets
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