The metabolic-inflammatory axis in chronic heart failure: integrating the NLR and TyG index for recent-onset atrial fibrillation prediction via machine learning and mediation analysis
Chenglong Yao, Xinmei Liu, Runjia Liu, Dongdong Su, Kai Yang, Ling Yao, Hongfan Qiu, Bingjie Wang, Xuemei Hou, Jianming Yao, Yuerong Jiang, Haixia Li · 2026
Read The metabolic-inflammatory axis in chronic heart failure: integrating the NLR and TyG index for recent-onset atrial fibrillation prediction via machine learning and mediation analysis by Chenglong Yao, Xinmei Liu, Runjia Liu, Dongdong Su, Kai Yang, Ling Yao, Hongfan Qiu, Bingjie Wang, Xuemei Hou, Jianming Yao, Yuerong Jiang, Haixia Li (2026) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-13508824.txt.
Description
Chenglong Yao and co-authors built a prediction model in 2026 for a dangerous heart rhythm that newly strikes people with long-term heart failure. The rhythm, atrial fibrillation, may grow out of both body-wide swelling and poor sugar handling. The team joined two cheap blood markers, one for each force, inside a learning model.
Records of nearly five thousand patients from two hospitals trained the model, and a fresh group tested it. The best of nine methods scored well at home and fairly abroad. Each marker's risk rose in its own bent shape past a threshold, and the pair together sorted patients better. One marker seemed to carry much of the other's link to the rhythm. The authors offer the pair as a low-cost early warning.
Catalog record
| CREATOR | Chenglong Yao, Xinmei Liu, Runjia Liu, Dongdong Su, Kai Yang, Ling Yao, Hongfan Qiu, Bingjie Wang, Xuemei Hou, Jianming Yao, Yuerong Jiang, Haixia Li |
|---|---|
| YEAR | 2026 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 44 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |