PDE4D and ischemic stroke: For example, to construct quantitative structure-activity relationship models by support vector machines and multiple linear regression method detected some natural compounds with potential efficacy in the inhibition of phosphodiesterase 4D or 5-Lipoxygenase activating protein, which are promising targets in ischemic stroke protection [19, 20].