Cover Image

Artificial intelligence-enabled single-lead ECG for non-invasive hyperkalemia detection: development, multicenter validation, and proof-of-concept deployment

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Tang, Gongzheng, Zhao, Qinghao, Nie, Guangkun, Xiao, Yujie, Geng, Shijia, Xie, Donglin, Huang, Shun, Zhang, Deyun, Yao, Xingchen, Wang, Jinwei, Chen, Kangyin, Zhang, Luxia, Hong, Shenda
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

A Scoping Review of Deep Learning Methods for Photoplethysmography Data
by: Nie, Guangkun, et al.
Published: (2024)

AnyECG: Evolved ECG Foundation Model for Holistic Health Profiling
by: Li, Jun, et al.
Published: (2026)

Fine-tuning an ECG Foundation Model to Predict Coronary CT Angiography Outcomes
by: Xiao, Yujie, et al.
Published: (2025)

AnyECG-Lab: An Exploration Study of Fine-tuning an ECG Foundation Model to Estimate Laboratory Values from Single-Lead ECG Signals
by: Xiao, Yujie, et al.
Published: (2025)

Combining ECG Foundation Model and XGBoost to Predict In-Hospital Malignant Ventricular Arrhythmias in AMI Patients
by: Huang, Shun, et al.
Published: (2025)

MEETI: A Multimodal ECG Dataset from MIMIC-IV-ECG with Signals, Images, Features and Interpretations
by: Zhang, Deyun, et al.
Published: (2025)

Artificial Intelligence-derived Photoplethysmography Age as a Digital Biomarker for Cardiovascular Health
by: Nie, Guangkun, et al.
Published: (2025)

Deep Imbalanced Regression to Estimate Vascular Age from PPG Data: a Novel Digital Biomarker for Cardiovascular Health
by: Nie, Guangkun, et al.
Published: (2024)

Dist Loss: Enhancing Regression in Few-Shot Region through Distribution Distance Constraint
by: Nie, Guangkun, et al.
Published: (2024)

Opportunistic Screening of Wolff-Parkinson-White Syndrome using Single-Lead AI-ECG Mobile System: A Real-World Study of over 3.5 million ECG Recordings in China
by: Huang, Shun, et al.
Published: (2025)

ECGomics: An Open Platform for AI-ECG Digital Biomarker Discovery
by: Zhang, Deyun, et al.
Published: (2026)

Reconstructing 12-Lead ECG from 3-Lead ECG using Variational Autoencoder to Improve Cardiac Disease Detection of Wearable ECG Devices
by: Guan, Xinyan, et al.
Published: (2025)

DiffuSETS: 12-lead ECG Generation Conditioned on Clinical Text Reports and Patient-Specific Information
by: Lai, Yongfan, et al.
Published: (2025)

Holter-to-Sleep: AI-Enabled Repurposing of Single-Lead ECG for Sleep Phenotyping
by: Xie, Donglin, et al.
Published: (2026)

AnyPPG: An ECG-Guided PPG Foundation Model Trained on Over 100,000 Hours of Recordings for Holistic Health Profiling
by: Nie, Guangkun, et al.
Published: (2025)

On-device Computation of Single-lead ECG Parameters for Real-time Remote Cardiac Health Assessment: A Real-world Validation Study
by: Fan, Sumei, et al.
Published: (2025)

KidneyTalk-open: No-code Deployment of a Private Large Language Model with Medical Documentation-Enhanced Knowledge Database for Kidney Disease
by: Long, Yongchao, et al.
Published: (2025)

Masked Training for Robust Arrhythmia Detection from Digitalized Multiple Layout ECG Images
by: Zhang, Shanwei, et al.
Published: (2025)

An artificial intelligence‐enabled electrocardiogram algorithm for the prediction of left atrial low‐voltage areas in persistent atrial fibrillation
by: Yirao Tao, et al.
Published: (2024)

Artificial Intelligence-Enabled Spirometry for Early Detection of Right Heart Failure
by: Liu, Bin, et al.
Published: (2025)

PPGFlowECG: Latent Rectified Flow with Cross-Modal Encoding for PPG-Guided ECG Generation and Cardiovascular Disease Detection
by: Fang, Xiaocheng, et al.
Published: (2025)

Aortic Valve Disease Detection from PPG via Physiology-Informed Self-Supervised Learning
by: Wang, Jiaze, et al.
Published: (2026)

ECGFlowCMR: Pretraining with ECG-Generated Cine CMR Helps Cardiac Disease Classification and Phenotype Prediction
by: Fang, Xiaocheng, et al.
Published: (2026)

ECGTwin: Personalized ECG Generation Using Controllable Diffusion Model
by: Lai, Yongfan, et al.
Published: (2025)

ECG-R1: Protocol-Guided and Modality-Agnostic MLLM for Reliable ECG Interpretation
by: Jin, Jiarui, et al.
Published: (2026)

GEM: Empowering MLLM for Grounded ECG Understanding with Time Series and Images
by: Lan, Xiang, et al.
Published: (2025)

A Deep Learning Method for Beat-Level Risk Analysis and Interpretation of Atrial Fibrillation Patients during Sinus Rhythm
by: Lei, Jun, et al.
Published: (2024)

Development and Validation of a Dynamic Kidney Failure Prediction Model based on Deep Learning: A Real-World Study with External Validation
by: Ma, Jingying, et al.
Published: (2025)

Self-Alignment Learning to Improve Myocardial Infarction Detection from Single-Lead ECG
by: Jin, Jiarui, et al.
Published: (2025)

Multi-Channel Masked Autoencoder and Comprehensive Evaluations for Reconstructing 12-Lead ECG from Arbitrary Single-Lead ECG
by: Chen, Jiarong, et al.
Published: (2024)

UniECG: Understanding and Generating ECG in One Unified Model
by: Jin, Jiarui, et al.
Published: (2025)

A Moving Object Detection Method Based on Conditional Information and Feature Deepening
by: Hongrui Zhang, et al.
Published: (2025)

Reading Your Heart: Learning ECG Words and Sentences via Pre-training ECG Language Model
by: Jin, Jiarui, et al.
Published: (2025)

Incidence of hyperkalemia in anuric hemodialysis patients treated with sacubitril/valsartan
by: Xiaofan Li, et al.
Published: (2024)

Electrocardiographic signs of hyperkalemia in a patient with a cardiac pacemaker
by: Márcio Sommer Bittencourt
Published: (2011)

Hemofiltration system for the post traumatic treatment of hyperkalemia in austere conditions
by: Meredith Haanstad, et al.
Published: (2024)

Discovering the curriculum with AI: A proof-of-concept demonstration with an intelligent tutoring system for teaching project selection
by: Heindrich, Lovis, et al.
Published: (2024)

Role of calcineurin in regulating renal potassium (K+) excretion: Mechanisms of calcineurin inhibitor‐induced hyperkalemia
by: Xin‐Peng Duan, et al.
Published: (2024)

Deep learning model for ECG reconstruction reveals the information content of ECG leads
by: Gradowski, Tomasz, et al.
Published: (2025)

Deep Learning for Detecting and Early Predicting Chronic Obstructive Pulmonary Disease from Spirogram Time Series
by: Mei, Shuhao, et al.
Published: (2024)