发明名称 |
Method and system for exploring the associations between drug side-effects and therapeutic indications |
摘要 |
A system and method for analyzing chemical data including a processor and one or more classifiers, stored in memory and coupled to the processor, which further includes an indication predictive module configured to predict whether a given chemical treats a particular indication or not and a side effect predictive module configured to predict whether a given chemical causes a side-effect or not. A correlation engine is configured to determine one or more correlations between one or more indications and one or more side effects for the given chemical and a visualization tool is configured to analyze the one or more correlations and to output results of the analysis. |
申请公布号 |
US9536194(B2) |
申请公布日期 |
2017.01.03 |
申请号 |
US201313971072 |
申请日期 |
2013.08.20 |
申请人 |
International Business Machines Corporation |
发明人 |
Cao Nan;Hu Jianying;Sorrentino Robert K.;Wang Fei;Zhang Ping |
分类号 |
G06N5/02;G06F19/00 |
主分类号 |
G06N5/02 |
代理机构 |
Tutunjian & Bitetto, P.C. |
代理人 |
Tutunjian & Bitetto, P.C. ;Percello Louis J. |
主权项 |
1. A system for analyzing chemical data comprising:
a processor; one or more classifiers, stored in memory and coupled to the processor, further comprising:
an indication predictive module configured to predict whether a given chemical treats a particular indication or not based on a combination of clinical side-effect keywords from a constructed keyword dataset and other chemical properties of the given chemical, the constructed keyword dataset including a plurality of clinical side-effect keywords for a plurality of chemicals constructed from a plurality of side-effect database sources; anda side effect predictive module configured to predict whether the given chemical causes a side-effect or not; a correlation engine configured to determine one or more correlations between one or more indications and one or more side effects for the given chemical; and a visualization tool configured to analyze the one or more correlations and to output results of the analysis. |
地址 |
Armonk NY US |