For example, vacuolar processing enzyme (VPE), (c49130_g1) which was up-regulated in AM vs AC and AF vs AC, may be a cysteine protease responsible for caspase -1 activity and promote programmed cell death (PCD) by disrupting the vacuole in pathogenesis like in tobacco24. Here, CASP1 is linked to atrial fibrillation.