@inbook{f1acbe0fa9484d78b98f020659a1b85c,
title = "Citizen Science: An Opportunity for Learning in the Networked Society: An Opportunity for Learning in the Networked Society",
abstract = "Predicting the binding mode of flexible polypeptides to proteins is an important task that falls outside the domain of applicability of most small molecule and protein−protein docking tools. Here, we test the small molecule flexible ligand docking program Glide on a set of 19 non-α-helical peptides and systematically improve pose prediction accuracy by enhancing Glide sampling for flexible polypeptides. In addition, scoring of the poses was improved by post-processing with physics-based implicit solvent MM- GBSA calculations. Using the best RMSD among the top 10 scoring poses as a metric, the success rate (RMSD ≤ 2.0 {\AA} for the interface backbone atoms) increased from 21% with default Glide SP settings to 58% with the enhanced peptide sampling and scoring protocol in the case of redocking to the native protein structure. This approaches the accuracy of the recently developed Rosetta FlexPepDock method (63% success for these 19 peptides) while being over 100 times faster. Cross-docking was performed for a subset of cases where an unbound receptor structure was available, and in that case, 40% of peptides were docked successfully. We analyze the results and find that the optimized polypeptide protocol is most accurate for extended peptides of limited size and number of formal charges, defining a domain of applicability for this approach.",
author = "Ornit Sagy and Golumbic, {Yaela Naomi} and {Ben-Horin Abramsky}, Hava and Maya Benichou and Osnat Atias and {Manor Braham}, Hana and Ayelet Baram-Tsabari and Yael Kali and Dani Ben-Zvi and Yotam Hod and Dror Angel",
year = "2019",
doi = "10.1007/978-3-030-14610-8_6",
language = "American English",
isbn = "978-3-030-14610-8",
series = "Learning In a Networked Society",
publisher = "Cham: Springer",
pages = "97--115",
editor = "Yael Kali and Ayelet Baram-Tsabari and Schejter, {Amit M.}",
booktitle = "Learning in a Networked Society",
}