Rocker: Open source, easy-to-use tool for AUC and enrichment calculations and ROC visualization

نویسندگان

  • Sakari Lätti
  • Sanna P. Niinivehmas
  • Olli T. Pentikäinen
چکیده

ABSTRACT Receiver operating characteristics (ROC) curve with the calculation of area under curve (AUC) is a useful tool to evaluate the performance of biomedical and chemoinformatics data. For example, in virtual drug screening ROC curves are very often used to visualize the efficiency of the used application to separate active ligands from inactive molecules. Unfortunately, most of the available tools for ROC analysis are implemented into commercially available software packages, or are plugins in statistical software, which are not always the easiest to use. Here, we present Rocker, a simple ROC curve visualization tool that can be used for the generation of publication quality images. Rocker also includes an automatic calculation of the AUC for the ROC curve and Boltzmann-enhanced discrimination of ROC (BEDROC). Furthermore, in virtual screening campaigns it is often important to understand the early enrichment of active ligand identification, for this Rocker offers automated calculation routine. To enable further development of Rocker, it is freely available (MIT-GPL license) for use and modifications from our web-site (http://www.jyu.fi/rocker).

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

LIGSIFT: an open-source tool for ligand structural alignment and virtual screening

MOTIVATION Shape-based alignment of small molecules is a widely used approach in computer-aided drug discovery. Most shape-based ligand structure alignment applications, both commercial and freely available ones, use the Tanimoto coefficient or similar functions for evaluating molecular similarity. Major drawbacks of using such functions are the size dependence of the score and the fact that th...

متن کامل

Comparison of Open Source Learning Management Softwares and Presenting a Native Evaluation Tool

Introduction: Nowadays all educational institutes are trying to use technology in their structure. This effort has been faced with different barriers, including cost, time, and support. Therefore, using open source softwares can partially help us in using technology. In this article, we review main features of several open source learning management softwares, while presenting a tool which incl...

متن کامل

WoPeD 2.0 goes BPEL 2.0

WoPeD (Workflow Petrinet Designer) is an easy-to-use, Java-based open source software tool being developed at the University of Cooperative Education, Karlsruhe. WoPeD is able to edit, simulate and analyze workflow nets, providing a useful instrument in particular for research and educational purposes. This paper gives an overview to the current features of the tool, in particular on the newly-...

متن کامل

A standard Interactive Multimedia eBook Generator Engine for e-Learning Process

Introduction: Using standard authoring tools is essential to promote E-Learning in teaching-learning process. Learning content in medical sciences often consists of multimedia elements. On the other hand, it is frequently required to revise and update the medical content. Hence, access to the authoring tools that can encompass multimedia elements and allow easy content revision is helpful in e-...

متن کامل

بیواکی وین: نرم افزاری برای مطالعات هم ارزی زیستی

Abstract Introduction: Bioequivalence studies are the most important way of evaluating the quality and efficacy of pharmaceutical formulations. In a bioequivalence study, the rate and extent of drug absorption into the general circulation is measured and the pharmacokinetic parameters should be calculated and statistically evaluated for the reference and test products. Pharmacokinetic paramete...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره 8  شماره 

صفحات  -

تاریخ انتشار 2016