ArticleNature communications2022
Integrated biosensor platform based on graphene transistor arrays for real-time high-accuracy ion sensing.
Article in Nature communications, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 49 papers.
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.
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.
Who cites it
49 citing papers in PubMed.
- Beyond Detection Limits: Integrated Biosensors for Molecular Diagnostics, Longitudinal Monitoring, and Clinical Translation.Biosensors · 2026Review
- From Sensing Mechanisms to System Co-Design: Graphene-Based Sensors and Readout Circuits.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- Engineering two-dimensional electronic biosensors.Nature reviews electrical engineering · 2026Article
- Flexible laser-induced graphene biosensor enables real-time, in vivo profiling of wound healing cytokine dynamics.Journal of nanobiotechnology · 2026Article
- Application of biosensors in research of traditional Chinese medicine: a systematic review.Chinese medicine · 2026Review
- From Single-Ion to Integrated Multi-Ion Platforms: Wearable Sweat Sensors for Electrolyte Monitoring.Biosensors · 2026Review
- Electrochemical in-biosensing computing.National science review · 2026Article
- AI Methods in Sensor Calibration.Sensors (Basel, Switzerland) · 2026Review
- Band Engineering and Structural-Geometrical Engineering in 2D/3D van der Waals Heterostructures for Advanced Photodetection and Intelligent Sensing.Nano-micro letters · 2026Review
- Recognition, Signal Transduction, and Amplification of Nucleic Acids Under Isothermal Condition.Advanced genetics (Hoboken, N.J.) · 2026Article
- Integrated Circuits on Fiber Substrates: State-of-the-Art System-on-Fiber Technologies for Smart Textiles and Wearables.Nano-micro letters · 2026Review
- Imaging intercellular biomolecules by using fluorescent protein indicators with lipid-PEG anchors.Scientific reports · 2026Article
- Monolithic cell-on-memristor architecture enables wafer-scale integration of oscillatory chemoreceptors for bio-realistic gustatory chips.Nature materials · 2026Article
- Photogating Regimes in Graphene: Memory-Bearing and Reset-Free Operation.Nanomaterials (Basel, Switzerland) · 2025Article
- Neuromorphic chips for biomedical engineering.Mechanobiology in medicine · 2025Review
- Through-Layer Contact with Encapsulated Graphene Using One-Step Laser Scribing.ACS applied materials & interfaces · 2025Article
- An Implantable, Ultralow Distortion Bioelectronic Interface Integrating Light-Emitting Diodes and Graphene Field-Effect Transistors.ACS nano · 2025Article
- Graphene-Based Opto-Electronic Platform for Ultra-Sensitive Biomarker Detection at Zeptomolar Concentrations.Small methods · 2025Article
- Recent Advances in Xenes Based FET for Biosensing Applications.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Review
- Advances in 2D materials for wearable biomonitoring.Materials science & engineering. R, Reports : a review journal · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Two-dimensional materials such as graphene have shown great promise as biosensors, but suffer from large device-to-device variation due to non-uniform material synthesis and device fabrication technologies. Here, we develop a robust bioelectronic sensing platform composed of more than 200 integrated sensing units, custom-built high-speed readout electronics, and machine learning inference that overcomes these challenges to achieve rapid, portable, and reliable measurements. The platform demonstrates reconfigurable multi-ion electrolyte sensing capability and provides highly sensitive, reversible, and real-time response for potassium, sodium, and calcium ions in complex solutions despite variations in device performance. A calibration method leveraging the sensor redundancy and device-to-device variation is also proposed, while a machine learning model trained with multi-dimensional information collected through the multiplexed sensor array is used to enhance the sensing system's functionality and accuracy in ion classification.
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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.