Evidence map›Paper›PMID 41635522›Full record

ArticleNature sensors2026

High-frequency, low-energy organic event-based sensors for closed-loop neurostimulation.

Chi-Yuan Yang, Zifang Zhao, Han-Yan Wu, Dace Gao, Jun-Da Huang, Junpeng Ji, Miao Xiong, Tiefeng Liu, Padinhare C Harikesh, Adam Marks and 10 more

Abstract read
In one paragraph

Article in Nature sensors, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Review
  2. Review
  3. Article
  4. Review
  5. An organic artificial cardiomyocyte.Nature communications · 2026
    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

20 authors.

Chi-Yuan Yang *Laboratory of Organic Electronics, Department of Science and Technology, Linköping University, Norrköping, Sweden.
Zifang Zhao *Department of Electrical Engineering, Columbia University, New York, NY USA.ORCID 0000-0003-4145-4562
Han-Yan Wu *Laboratory of Organic Electronics, Department of Science and Technology, Linköping University, Norrköping, Sweden.
Dace GaoLaboratory of Organic Electronics, Department of Science and Technology, Linköping University, Norrköping, Sweden.ORCID 0000-0002-3451-4945
Jun-Da HuangLaboratory of Organic Electronics, Department of Science and Technology, Linköping University, Norrköping, Sweden.
Junpeng JiLaboratory of Organic Electronics, Department of Science and Technology, Linköping University, Norrköping, Sweden.ORCID 0000-0002-8060-7667
Miao XiongLaboratory of Organic Electronics, Department of Science and Technology, Linköping University, Norrköping, Sweden.ORCID 0000-0001-5398-9295
Tiefeng LiuLaboratory of Organic Electronics, Department of Science and Technology, Linköping University, Norrköping, Sweden.ORCID 0000-0001-7251-624X
Padinhare C HarikeshLaboratory of Organic Electronics, Department of Science and Technology, Linköping University, Norrköping, Sweden.
Adam MarksDepartment of Chemistry, Chemistry Research Laboratory, University of Oxford, Oxford, UK.
Xin-Yi WangBeijing National Laboratory for Molecular Sciences, Key Laboratory of Polymer Chemistry and Physics of the Ministry of Education, Center of Soft Matter Science and Engineering, College of Chemistry and Molecular Engineering, Peking University, Beijing, China.
Matteo MassettiLaboratory of Organic Electronics, Department of Science and Technology, Linköping University, Norrköping, Sweden.
Shan ShaoDepartment of Pediatrics, University of California, Irvine, Irvine, CA USA.
Jian PeiBeijing National Laboratory for Molecular Sciences, Key Laboratory of Polymer Chemistry and Physics of the Ministry of Education, Center of Soft Matter Science and Engineering, College of Chemistry and Molecular Engineering, Peking University, Beijing, China.ORCID 0000-0002-2222-5361
Iain McCullochDepartment of Chemistry, Chemistry Research Laboratory, University of Oxford, Oxford, UK.
Magnus BerggrenLaboratory of Organic Electronics, Department of Science and Technology, Linköping University, Norrköping, Sweden.
Deyu TuLaboratory of Organic Electronics, Department of Science and Technology, Linköping University, Norrköping, Sweden.ORCID 0000-0002-8875-408X
Jennifer GelinasDepartment of Pediatrics, University of California, Irvine, Irvine, CA USA.
Dion KhodagholyDepartment of Electrical Engineering, University of California, Irvine, Irvine, CA USA.ORCID 0000-0003-0805-4612
Simone FabianoLaboratory of Organic Electronics, Department of Science and Technology, Linköping University, Norrköping, Sweden.ORCID 0000-0001-7016-6514

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Event-based bioelectronic sensors enable real-time detection and modulation of neural activity. However, conventional silicon interfaces are rigid and energy intensive, whereas organic electrochemical neuron (OECN)-based sensors, though promising, have been limited by slow firing rates, high energy use and scalability challenges. Here we present an OECN-based sensor capable of rapid, energy-efficient neural signal detection for closed-loop neurostimulation. These event-driven sensors respond within ~1 ms and generate voltage pulses up to 1.1 kHz, covering the full bandwidth of mammalian neuronal activity (0.5-1,000 Hz) while consuming only ~40 pJ per spike. Accurate detection of hippocampal interictal epileptiform discharges is demonstrated. Integrated with microelectrodes, these OECN-based sensors enable closed-loop neuromodulation by delivering real-time stimulation to suppress pathological sleep spindle oscillations in vivo. Combining biorealistic operation with ultra-low energy use, OECN-based sensors are good candidates for the next generation of implantable bioelectronics in energy-constrained environments.

Indexed as

Electronic devicesSensors and biosensors

Identifiers

PMID41635522
PMCPMC12863661

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.