“…The use of hybrid systems equipped with CPU and accelerators is a fast growing topic that has attracted attention for research in are as compiler techniques, scheduling, runtime systems, and parallelization of applications [27,28,29,30,31,32,33,34,35,36,17,37]. In special, several Biomedical Informatics applications and research initiatives are able to benefit from accelerators and parallel HPC systems [38,30,39,40,41,42,43,44,45,46,47,48,49,50,51]. In this work, we have implemented support for sensitivity analysis and parameter auto-tuning on the region templates (RT) runtime system [52] to address the computational requirements of these processes on HPC systems with co-processors.…”