TY - JOUR A1 - Rakers, Christin A1 - Schumacher, Fabian A1 - Meinl, Walter A1 - Glatt, Hansruedi A1 - Kleuser, Burkhard A1 - Wolber, Gerhard T1 - In Silico Prediction of Human Sulfotransferase 1E1 Activity Guided by Pharmacophores from Molecular Dynamics Simulations JF - The journal of biological chemistry N2 - Acting during phase II metabolism, sulfotransferases (SULTs) serve detoxification by transforming a broad spectrum of compounds from pharmaceutical, nutritional, or environmental sources into more easily excretable metabolites. However, SULT activity has also been shown to promote formation of reactive metabolites that may have genotoxic effects. SULT subtype 1E1 (SULT1E1) was identified as a key player in estrogen homeostasis, which is involved in many physiological processes and the pathogenesis of breast and endometrial cancer. The development of an in silico prediction model for SULT1E1 ligands would therefore support the development of metabolically inert drugs and help to assess health risks related to hormonal imbalances. Here, we report on a novel approach to develop a model that enables prediction of substrates and inhibitors of SULT1E1. Molecular dynamics simulations were performed to investigate enzyme flexibility and sample protein conformations. Pharmacophores were developed that served as a cornerstone of the model, and machine learning techniques were applied for prediction refinement. The prediction model was used to screen the DrugBank (a database of experimental and approved drugs): 28% of the predicted hits were reported in literature as ligands of SULT1E1. From the remaining hits, a selection of nine molecules was subjected to biochemical assay validation and experimental results were in accordance with the in silico prediction of SULT1E1 inhibitors and substrates, thus affirming our prediction hypotheses. KW - drug design KW - drug metabolism KW - liver metabolism KW - molecular dynamics KW - molecular modeling KW - sulfotransferase Y1 - 2016 U6 - https://doi.org/10.1074/jbc.M115.685610 SN - 0021-9258 SN - 1083-351X VL - 291 SP - 58 EP - 71 PB - American Society for Biochemistry and Molecular Biology CY - Bethesda ER - TY - JOUR A1 - Castro, Jose Pedro A1 - Fernando, Raquel A1 - Reeg, Sandra A1 - Meinl, Walter A1 - Almeida, Henrique A1 - Grune, Tilman T1 - Non-enzymatic cleavage of Hsp90 by oxidative stress leads to actin aggregate formation BT - A novel gain-of-function mechanism JF - Redox Biology N2 - Aging is accompanied by the accumulation of oxidized proteins. To remove them, cells employ the proteasomal and autophagy-lysosomal systems; however, if the clearance rate is inferior to its formation, protein aggregates form as a hallmark of proteostasis loss. In cells, during stress conditions, actin aggregates accumulate leading to impaired proliferation and reduced proteasomal activity, as observed in cellular senescence. The heat shock protein 90 (Hsp90) is a molecular chaperone that binds and protects the proteasome from oxidative inactivation. We hypothesized that in oxidative stress conditions a malfunction of Hsp90 occurs resulting in the aforementioned protein aggregates. Here, we demonstrate that upon oxidative stress Hsp90 loses its function in a highly specific non-enzymatic iron-catalyzed oxidation event and its breakdown product, a cleaved form of Hsp90 (Hsp90cl), acquires a new function in mediating the accumulation of actin aggregates. Moreover, the prevention of Hsp90 cleavage reduces oxidized actin accumulation, whereas transfection of the cleaved form of Hsp90 leads to an enhanced accumulation of oxidized actin. This indicates a clear role of the Hsp90cl in the aggregation of oxidized proteins. KW - Oxidative stress KW - Protein oxidation KW - Heat shock protein 90 KW - Proteasome KW - Protein aggregates Y1 - 2019 U6 - https://doi.org/10.1016/j.redox.2019.101108 SN - 2213-2317 VL - 21 PB - Elsevier CY - Amsterdam ER -