Using R to provide statistical functionality for QSAR modeling in CDK A description of the integration of CDK and the R statistical environment

نویسنده

  • Rajarshi Guha
چکیده

A previous article[1] discussed the use of the CDK framework as a cheminformatics backend to statistical software, allowing for easy access to chemical information for modeling purposes. However, access to statistical functionality from within the CDK framework is a very useful feature. Ideally, the CDK should be agnostic in terms of which backend provides the statistical functionality. This requires that an interface between the CDK and the statistical software be implemented. This article describes the design and implementation of the general statistical modeling interface for CDK and then describes in detail the interface between the CDK and R [2].

برای دانلود رایگان 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

Using the CDK as a backend to R

The CDK framework provides a wide variety of cheminformatics functionality. Consequently a large variety of applications can be developed using this framework. One important application is the data mining of chemical information which requires a combination of cheminformatics and statistical tools. This article focusses on interfacing the CDK framework with the R [1] statistical environment for...

متن کامل

QSAR modeling of antimicrobial activity with some novel 1,2,4 triazole derivatives, comparison with experimental study

Our study performed upon an extended series of 28 compounds of 1,2,4-triazole derivatives that demonstrate substantial in vitro antimicrobial activities by serial plate dilution method, using quantitative structure-activity relationship (QSAR) methods that imply analysis of correlations and multiple linear regression (MLR); a significant collection of molecular descriptors was used e.g., Edge a...

متن کامل

Meta-Analysis in R Using Package rmeta

Meta-Analysis means a statistical analysis on the results of their findings is to combine a large number of independent studies. Meta-Analysis software is needed to be done for convenience, Statistical Software for Meta-Analysis is available in many statistical packages available in the present study provide software R is for Meta-Analysis. First, a brief description of the Meta-Analysis, Stati...

متن کامل

Theoretical Study of Flavopiridol Binded to Transition Metals

More recently medical chemistry research has been focused on proteins that drive and controlcell cycle progression. Among them, the cyclin dependent kinases (cdk’s) are a group ofserine/threonine kinases, which rule the transition between successive stages of the cell cycle. Theactivity of cdk’s is regulated by multiple mechanisms, including binding to cyclins, which is a broadclass of positive...

متن کامل

CDK Blockade Using AT7519 Suppresses Acute Myeloid Leukemia Cell Survival through the Inhibition of Autophagy and Intensifies the Anti-leukemic Effect of Arsenic Trioxide

The strong storyline behind the critical role of cyclin-dependent kinase (CDK) inhibitor proteinsin natural defense against malignant transformation not only represents a heroic perspective forthese proteins, but also provides a bright future for the application of small molecule inhibitorsof CDKs in the novel cancer treatment strategies. The results of the present study revea...

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

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2005