Evidence map›Paper›PMID 42817521›Full record

ReviewSensors (Basel, Switzerland)2026

Multimodal Hydrogel-Based Sensors for Sleep Respiratory Monitoring: Signal Sensing Mechanisms and Structural Design Strategies.

Yuanfeng Sun, Liangchao Li, Yuan Shi, Jian Jiao, Taomei Li, Xiangdong Tang, Yihao Long, Liang He, Jingfei Xu, Lan Zhang

Abstract readReview
In one paragraph

Review in Sensors (Basel, Switzerland), 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

10 authors.

Yuanfeng SunSleep Medicine Center, West China Hospital, Sichuan University, Chengdu 610041, China.
Liangchao LiSchool of Mechanical Engineering, Sichuan University, Chengdu 610065, China.
Yuan ShiSleep Medicine Center, West China Hospital, Sichuan University, Chengdu 610041, China.
Jian JiaoSleep Medicine Center, West China Hospital, Sichuan University, Chengdu 610041, China.
Taomei LiSleep Medicine Center, West China Hospital, Sichuan University, Chengdu 610041, China.ORCID 0000-0002-5534-333X
Xiangdong TangSleep Medicine Center, West China Hospital, Sichuan University, Chengdu 610041, China.
Yihao LongSchool of Mechanical Engineering, Sichuan University, Chengdu 610065, China.ORCID 0000-0002-2820-7973
Liang HeSchool of Mechanical Engineering, Sichuan University, Chengdu 610065, China.ORCID 0000-0002-7402-9194
Jingfei XuRehabilitation Medicine Center, West China Hospital, Sichuan University, Chengdu 610041, China.
Lan ZhangMental Health Center, West China Hospital, Sichuan University, Chengdu 610041, China.

Funding

National Key R&D Program of China 2022YFC2503900
6 · The paper itself

Abstract

Sleep-related breathing disorders, particularly the obstructive sleep apnea syndrome, lead to an urgent demand for continuous, comfortable, and accurate monitoring technologies. However, conventional polysomnography is limited by complex procedures, poor wearing comfort, and restricted suitability for long-term monitoring. Owing to their skin-like mechanical performance, high biocompatibility, high ionic conductivity, and excellent tissue compatibility, hydrogels have emerged as promising materials for flexible bioelectronic devices. Recent multimodal hydrogel-based sensors enable simultaneous acquisition of mechanical, thermohygrometric, and electrophysiological signals, providing new opportunities for comprehensive sleep respiratory monitoring. This review systematically discusses the mechanisms for acquiring and analyzing multimodal physiological signals, including respiratory motion, respiratory airflow, auxiliary physiological signals, and AI-assisted sleep respiratory state recognition. Furthermore, structural design strategies, including single-layer, multilayer, biomimetic, and integrated architectures, are reviewed to clarify how structural configurations facilitate multimodal signal acquisition, signal interference suppression, and sensing performance optimization. This review provides valuable references for the future development of high-performance wearable multimodal hydrogel-based sensors toward sleep respiratory monitoring.

Indexed as

Biosensing TechniquesHydrogelsPolysomnographySleepHumansMonitoring, PhysiologicRespirationWearable Electronic DevicesHydrogelshydrogel-based sensorsmultimodal sensorssleep respiratory

Identifiers

PMID42817521
PMCPMC13611572

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.