Peroxisome-proliferator-activated receptors are a class of nuclear receptors with three subtypes: a, c and d. Their main function is regulating gene transcription related to lipid and carbohydrate metabolism. Currently, there are no peroxisome-proliferator-activated receptors d drugs being marketed. In this work, we studied a data set of 70 compounds with a and d activity. Three partial least square models were created, and molecular docking studies were performed to understand the main reasons for peroxisome-proliferator-activated receptors d selectivity. The obtained results showed that some molecular descriptors (log P, hydration energy, steric and polar properties) are related to the main interactions that can direct ligands to a particular peroxisome-proliferator-activated receptors subtype. Peroxisome-proliferator-activated receptors (PPARs) are a class of nuclear receptors whose main function is to regulate gene transcription related to lipid and carbohydrate metabolism (1-7). There are three subtypes of PPARs: PPARa is mainly responsible for lipid metabolism and is mostly expressed in the liver (4,8-11); PPARc controls carbohydrate metabolism and adipogenesis and is mainly found in adipose tissue (12-15); and PPARd regulates lipid metabolism (including lipid absorption and transport), insulin resistance and weight reduction and is expressed mostly in several tissues and cells (16-22). Owing to the biological role of PPARs, these receptors have become important therapeutic targets for antidiabetic and antimetabolic syndrome therapies (13,22-26). However, PPARa and PPARc agonists (fibrates and glitazones, respectively) have shown therapeutic insecurity (including high incidence of heart attack and weight gain), and agencies such as the European Medicine Agency have recommended avoiding their use ab (27-30). Currently, there are no PPARd agonists marketed for use, and several studies suggest that the activation of this PPAR isoform is related to fatty acid catabolism, reverse cholesterol transport and insulin resistance (31-33). Therefore , new PPARd-selective agonists should be developed to help treat several diseases, such as diabetes, metabolic syndrome and atherosclerosis (22). Ligand-and structure-based strategies have been previously employed to develop new bioactive ligands (34-39). In this study, we have used ligand-and structure-based methodolo-gies to identify the most important electronic, hydrophobic and structural features in determining the PPARd ⁄ a selectivity of a series of bioactive ligands. Methodology Data set The studied data set was made up of 70 indanylacetic acid derivatives , which were synthesized and tested by Rudolph et al. (40) to determine their in vivo activity. The molecular structure, the values of dpEC 50 and apEC 50 ()logEC 50) and the PPARd ⁄ a selectivity (dpE-C 50 ⁄ apEC 50) for each compound are displayed in Table 1. The values of pEC 50 for both PPAR isoforms (d and a) were obtained under the same experimental conditions (40). The values of PPARd ⁄ a selectivity range...