Network-Based Inference Methods for Drug Repositioning

المؤلفون المشاركون

Chen, Hailin
Zhang, Zuping
Zhang, Heng
Cao, Yiqin
Tang, Wenliang

المصدر

Computational and Mathematical Methods in Medicine

العدد

المجلد 2015، العدد 2015 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-7، 7ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2015-04-12

دولة النشر

مصر

عدد الصفحات

7

التخصصات الرئيسية

الطب البشري

الملخص EN

Mining potential drug-disease associations can speed up drug repositioning for pharmaceutical companies.

Previous computational strategies focused on prior biological information for association inference.

However, such information may not be comprehensively available and may contain errors.

Different from previous research, two inference methods, ProbS and HeatS, were introduced in this paper to predict direct drug-disease associations based only on the basic network topology measure.

Bipartite network topology was used to prioritize the potentially indicated diseases for a drug.

Experimental results showed that both methods can receive reliable prediction performance and achieve AUC values of 0.9192 and 0.9079, respectively.

Case studies on real drugs indicated that some of the strongly predicted associations were confirmed by results in the Comparative Toxicogenomics Database (CTD).

Finally, a comprehensive prediction of drug-disease associations enables us to suggest many new drug indications for further studies.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Chen, Hailin& Zhang, Heng& Zhang, Zuping& Cao, Yiqin& Tang, Wenliang. 2015. Network-Based Inference Methods for Drug Repositioning. Computational and Mathematical Methods in Medicine،Vol. 2015, no. 2015, pp.1-7.
https://search.emarefa.net/detail/BIM-1057804

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Chen, Hailin…[et al.]. Network-Based Inference Methods for Drug Repositioning. Computational and Mathematical Methods in Medicine No. 2015 (2015), pp.1-7.
https://search.emarefa.net/detail/BIM-1057804

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Chen, Hailin& Zhang, Heng& Zhang, Zuping& Cao, Yiqin& Tang, Wenliang. Network-Based Inference Methods for Drug Repositioning. Computational and Mathematical Methods in Medicine. 2015. Vol. 2015, no. 2015, pp.1-7.
https://search.emarefa.net/detail/BIM-1057804

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1057804