A 2022 study by Pang et al. developed and evaluated an integrated nomogram model for post-stroke AF based on variables such as prior TIA, BNP levels, CRP levels, and National Institute of Health Stroke (NIHSS) scores. The gene discussed is NPPB; the disease is atrial fibrillation.