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ArticleEuropean heart journal. Digital health2025

Photoplethysmography in recent-onset atrial fibrillation: automatic detection of rhythm change and burden.

Olli A Rantula, Jukka A Lipponen, Jari Halonen, Helena Jäntti, Tuomas T Rissanen, Noora S Naukkarinen, Eemu-Samuli Väliaho, Onni E Santala, Jagdeep Sedha, Tero J Martikainen and 1 more

Registry-linked trialAbstract read
In one paragraph

Article in European heart journal. Digital health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04917653 (Portable Measurement Methods Combined With Artificial Intelligence in Detection of Atrial Fibrillation), which is not on this map. Not yet cited in PubMed.

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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

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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.

NCT04917653 unknown statusnot on this map

Portable Measurement Methods Combined With Artificial Intelligence in Detection of Atrial Fibrillation

TypeobservationalSponsorKuopio University HospitalRan2021 to 2023Enrolled100ConditionsAtrial Fibrillation, Heart Rate Fast, Heart Rate Low, Sinus RhythmArmsHeart rhythm monitoring with wearable device, Blood samples and biomarkers
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

11 authors.

Olli A RantulaSchool of Medicine, Faculty of Health Sciences, University of Eastern Finland, PO Box 1627, 70210 Kuopio, Finland.ORCID https://orcid.org/0000-0002-7975-4408
Jukka A LipponenDepartment of Technical Physics, Faculty of Science and Forestry, University of Eastern Finland, PO Box 1627, 70210 Kuopio, Finland.ORCID https://orcid.org/0000-0002-4182-1994
Jari HalonenSchool of Medicine, Faculty of Health Sciences, University of Eastern Finland, PO Box 1627, 70210 Kuopio, Finland.ORCID https://orcid.org/0000-0003-3878-1546
Helena JänttiDepartment of Anaesthesiology and Intensive Care, North Karelia Central Hospital, Joensuu, Finland.ORCID https://orcid.org/0000-0002-0989-7032
Tuomas T RissanenSchool of Medicine, Faculty of Health Sciences, University of Eastern Finland, PO Box 1627, 70210 Kuopio, Finland.ORCID https://orcid.org/0000-0002-1914-2282
Noora S NaukkarinenSchool of Medicine, Faculty of Health Sciences, University of Eastern Finland, PO Box 1627, 70210 Kuopio, Finland.ORCID https://orcid.org/0000-0002-0513-357X
Eemu-Samuli VäliahoFaculty of Medicine, University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0001-5586-4939
Onni E SantalaSchool of Medicine, Faculty of Health Sciences, University of Eastern Finland, PO Box 1627, 70210 Kuopio, Finland.ORCID https://orcid.org/0000-0002-3996-2827
Jagdeep SedhaSchool of Medicine, Faculty of Health Sciences, University of Eastern Finland, PO Box 1627, 70210 Kuopio, Finland.ORCID https://orcid.org/0009-0008-5337-8636
Tero J MartikainenPrehospital Emergency Care, Kuopio University Hospital, Kuopio, Finland.ORCID https://orcid.org/0000-0002-8151-9845
Juha E K HartikainenSchool of Medicine, Faculty of Health Sciences, University of Eastern Finland, PO Box 1627, 70210 Kuopio, Finland.ORCID https://orcid.org/0000-0003-0847-107X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Aims: Atrial fibrillation (AF) is the most common arrhythmia, increasing stroke risk. Detecting AF is challenging due to its asymptomatic and paroxysmal nature. This study combines photoplethysmography (PPG) with automated techniques to detect AF, assess AF burden, and monitor rhythm changes from AF to sinus rhythm (SR). Methods and results: Ninety patients with recent-onset (duration <48 h) AF, scheduled for cardioversion, were monitored using a three-channel PPG armband on the upper arm. An ambulatory three-lead electrocardiogram (ECG) served as the gold standard. PPG recordings were segmented into 10-, 20-, 30-, and 60-min detection windows. Automated detection identified SR and AF episodes, rhythm changes, and AF burden. Sensitivities, specificities, positive predictive values (PPVs), and negative predictive values (NPVs) for rhythm detection were calculated, and the intraclass correlation coefficients (ICCs) for PPG-based AF burden were compared to the gold standard. Monitoring time ranged from 1.0 to 8.2 h per patient. Sensitivities, specificities, PPVs, and NPVs for AF detection were 93.9-94.6, 99.5-99.8, 99.4-99.7, and 93.7-95.0%, respectively. The ICC (0.97-0.98) indicated excellent agreement between PPG and the gold standard in estimating AF burden, with differences of -6.3 to -8.3 min (5.5-6.8%). Rhythm changes from AF to SR were detected in all patients (sensitivity 100%), with detection delays of 4.1 ± 1.4, 8.7 ± 2.8, 13.7 ± 3.9, and 27.8 ± 7.1 min depending on the detection window. Conclusion: Photoplethysmography with automated analysis shows promise in detecting AF, AF burden, and rhythm changes, indicating its potential in AF screening. Clinical trial registration: NCT04917653.

Indexed as

Atrial fibrillation burdenCardiac arrhythmia detectionParoxysmal atrial fibrillationPhotoplethysmographyRhythm monitoringWearable device

Identifiers

PMID40703141
PMCPMC12282364

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Registered trials

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.