Related Experiment Video
Updated: Apr 15, 2026

A Metadata Extraction Approach for Clinical Case Reports to Enable Advanced Understanding of Biomedical Concepts
Published on: September 20, 2018
Cardiovascular-Kidney-Metabolic Syndrome: Development of an ICD-10-CM Coding Framework
Minzhe Zhao1, Junhao Zhang1, Huiyun Wang2
1Department of Endocrinology and Metabolism, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, 17 Lujiang Road, Luyang District, Heifei, CN.
Background:
Cardiovascular-Kidney-Metabolic (CKM) syndrome is a multisystem construct describing the intertwined progression of cardiometabolic risk factors, chronic kidney disease (CKD), and cardiovascular disease (CVD). The American Heart Association (AHA) proposed CKM stages (0-4) for risk stratification and prevention. However, CKM lacks a single ICD-10-CM code, which hinders standardized stage identification in EHRs and claims data.
Objective:
To develop an AHA-aligned ICD-10-CM coding framework as an implementation template that operationalizes CKM stages 0-4 for reproducible cohort identification and stage-based analyses in real-world data.
Methods:
We mapped American Heart Association CKM stages (0-4) to ICD-10-CM diagnosis code sets using FY2026 conventions, code-set engineering best practices, and clinician review. To improve reproducibility, we defined a hierarchical staging algorithm, co-occurrence rules, and recommended lookback and encounter-confirmation thresholds. Stage 3 includes guidance for EHR-enhanced ascertainment and claims-only proxies.
Results:
We provide stage-specific ICD-10-CM code sets for CKM stages 0-4. Stage 1 captures excess or dysfunctional adiposity or prediabetes. Stage 2 captures established metabolic disease and earlier-stage CKD. Stage 3 captures subclinical cardiovascular injury or very high-risk CKD. Stage 4 captures overt clinical CVD events, with or without kidney failure.
Conclusions:
This implementation framework enables transparent, reproducible CKM staging in real-world datasets and supports stage-based epidemiologic and health-system applications. Empirical validation and local implementation testing are needed prior to clinical deployment.
More Related Videos
07:51Hydra, a Computer-Based Platform for Aiding Clinicians in Cardiovascular Analysis and Diagnosis
Published on: September 26, 2018
06:55Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Related Concept Videos
Cardiomyopathy I: Introduction and Classification
Cardiomyopathy II: Dilated Cardiomyopathy
Cardiomyopathy V: Interprofessional Care
Cardiomyopathy III: Hypertrophic Cardiomyopathy
Heart Failure IV: Classification and Diagnostic Evaluation
Cardiomyopathy IV: Restrictive Cardiomyopathy