Finally, we found 41 potential causal genes that have not been implicated by previous GWASs. A few of these genes have a cardiac function, including RAPGEF4 (18) and PIM1 (23), whereas some are involved in neuronal development and function, e.g. PBX3, NRNX3. These candidates open up new avenues that may aid our understanding of HR biology.