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NCT07466329

Research and Validation of a Big Data-Driven Intelligent Decision-Making System for Hemodialysis

Completed Last updated 17 March 2026
What this trial tests

trial in ESRD (End Stage Renal Disease) in 778 participants. Completed in 30 September 2025.

Timeline
1 January 2011
Primary endpoint
30 September 2025
30 September 2025

Quick facts

Lead sponsorHuashan Hospital
StatusCompleted
Study typeOBSERVATIONAL
Enrollment778
Start date1 January 2011
Primary completion30 September 2025
Estimated completion30 September 2025
Sites1 location across China

Conditions studied

Sponsor

Huashan Hospital

Who can join

Adults 18 to 90, any sex, with ESRD (End Stage Renal Disease). Patients with the condition only — healthy volunteers not accepted.

Sponsor's own description

Objectives and Scope:This observational study aims to leverage real-world data from Huashan Hospital to develop an AI-driven intelligent decision-making system for assessing dialysis adequacy in maintenance hemodialysis (MHD) patients, and to analyze early warning factors contributing to inadequate dialysis. Core Research Question:Can an AI-based early warning and diagnostic model, built on multidimensional big data, identify the risk of inadequate hemodialysis at an ultra-early stage and accurately diagnose composite complications such as cardiovascular and cerebrovascular diseases? Methodology:The study will conduct a retrospective analysis of adult MHD patients treated at Huashan Hospital between January 2011 and September 2025. The dataset encompasses multidimensional variables, including sociodemographics, treatment parameters, laboratory indicators, metabolomics, and physical functions. Utilizing Dynamic Network Biomarkers (DNB) technology to screen for early warning markers, combined with artificial intelligence algorithms such as Neural Networks and Support Vector Machines (SVM), the study will construct two primary models: "Ultra-early Warning" and "Disease State Diagnosis." These models are designed to provide clinical decision support for precise interventions.

Publications & conference data

No peer-reviewed publications indexed yet for this trial. Completed trials usually publish results within 12-18 months.

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Other Huashan Hospital trials

Trials by the same sponsor.

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Data sources for this page

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