Evidence map›Paper›PMID 41684280›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Smart Optogenetics for Real-Time Automated Control of Cardiac Electrical Activity.

Shanliang Deng, Niels Harlaar, Juan Zhang, Sven O Dekker, Nina N Kudryashova, Huiling Zhou, Cindy I Bart, TianYi Jin, Georgy Derevyanko, Willem van Driel and 6 more

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Optogenetic tachypacing facilitates burst-induced arrhythmia in stem cell-derived human atrial engineered heart tissue.Europace : European pacing, arrhythmias, and cardiac electrophysiology : journal of the working groups on cardiac pacing, arrhythmias, and cardiac cellular electrophysiology of the European Society of Cardiology · 2026
    Article
  3. Article
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

16 authors.

Shanliang DengLaboratory of Experimental Cardiology, Department of Cardiology, Heart Lung Centre Leiden, Leiden University Medical Center, Leiden, The Netherlands.
Niels HarlaarLaboratory of Experimental Cardiology, Department of Cardiology, Heart Lung Centre Leiden, Leiden University Medical Center, Leiden, The Netherlands.
Juan ZhangLaboratory of Experimental Cardiology, Department of Cardiology, Heart Lung Centre Leiden, Leiden University Medical Center, Leiden, The Netherlands.
Sven O DekkerLaboratory of Experimental Cardiology, Department of Cardiology, Heart Lung Centre Leiden, Leiden University Medical Center, Leiden, The Netherlands.
Nina N KudryashovaLaboratory of Experimental Cardiology, Department of Cardiology, Heart Lung Centre Leiden, Leiden University Medical Center, Leiden, The Netherlands.
Huiling ZhouLaboratory of Experimental Cardiology, Department of Cardiology, Heart Lung Centre Leiden, Leiden University Medical Center, Leiden, The Netherlands.
Cindy I BartLaboratory of Experimental Cardiology, Department of Cardiology, Heart Lung Centre Leiden, Leiden University Medical Center, Leiden, The Netherlands.
TianYi JinDepartment of Microelectronics, Delft University of Technology, Delft, The Netherlands.
Georgy DerevyankoDepartment of Chemistry and Biochemistry, Concordia University, Montreal, Quebec, Canada.
Willem van DrielDepartment of Microelectronics, Delft University of Technology, Delft, The Netherlands.
Alexander V PanfilovLaboratory of Experimental Cardiology, Department of Cardiology, Heart Lung Centre Leiden, Leiden University Medical Center, Leiden, The Netherlands.
René H PoelmaDepartment of Microelectronics, Delft University of Technology, Delft, The Netherlands.
Antoine A F de VriesLaboratory of Experimental Cardiology, Department of Cardiology, Heart Lung Centre Leiden, Leiden University Medical Center, Leiden, The Netherlands.
GuoQi ZhangDepartment of Microelectronics, Delft University of Technology, Delft, The Netherlands.
Tim De CosterLaboratory of Experimental Cardiology, Department of Cardiology, Heart Lung Centre Leiden, Leiden University Medical Center, Leiden, The Netherlands.ORCID https://orcid.org/0000-0002-4942-9866
Daniël A PijnappelsLaboratory of Experimental Cardiology, Department of Cardiology, Heart Lung Centre Leiden, Leiden University Medical Center, Leiden, The Netherlands.ORCID https://orcid.org/0000-0001-6731-4125

Funding

European Research Council 101044831
6 · The paper itself

Abstract

Control theory underpins the stabilization of dynamic systems, including cardiac tissue, where disruptions in electrical conduction cause arrhythmias. Current treatments either act rapidly but without precision or deliver targeted interventions that cannot adapt in real time. We present an integrated platform combining optical voltage mapping (OVM), machine learning (ML), and optogenetics for autonomous, real-time detection and correction of cardiac rhythm disorders in vitro. OVM provides high-resolution membrane potential visualization; the ML module identifies arrhythmic events and drives microLED-based light patterns restoring normal conduction; and optogenetics enables light-based modulation of excitable cells. This integration of electrical, optical, and bioelectrical domains through a unified computational control layer enables adaptive, closed-loop rhythm stabilization, a significant advance in real-time electrophysiological interventions. Because inference and actuation run in real time on modest hardware, the same control loop could be embedded into miniaturized devices or microcontrollers, accelerating the transition from in-vitro to in-vivo automated rhythm management.

Indexed as

Arrhythmias, CardiacOptogeneticsAnimalsHumansMachine Learningcardiac arrhythmiasLED technologymachine learningoptogeneticsreal‐time control loop

Identifiers

PMID41684280
PMCPMC13067851

What OpenQuestion holds

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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.