Gene Expression Profile based Classification Models of Psoriasis
文献类型：期刊论文
| 作者 | Pi Guo; Youxi Luo; Guoqin Mai; Ming Zhang; Guoqing Wang; Miaomiao Zhao; Liming Gao; Fan Li; Fengfeng Zhou |
| 刊名 | GENOMICS
 |
| 出版日期 | 2014 |
| 英文摘要 | Psoriasis is an autoimmune disease, which symptoms can significantly impair the patient's life quality. It is mainly diagnosed through the visual inspection of the lesion skin by experienced dermatologists. Currently no cure for psoriasis is available due to limited knowledge about its pathogenesis and development mechanisms. Previous studies have profiled hundreds of differentially expressed genes related to psoriasis, however with no robust psoriasis prediction model available. This study integrated the knowledge of three feature selection algorithms that revealed 21 features belonging to 18 genes as candidate markers. The final psoriasis classification model was established using the novel Incremental Feature Selection algorithm that utilizes only 3 features from 2 unique genes, IGFL1 and C10orf99. This model has demonstrated highly stable prediction accuracy (averaged at 99.81%) over three independent validation strategies. The two marker genes, IGFL1 and C10orf99, were revealed as the upstream components of growth signal transduction pathway of psoriatic pathogenesis. |
| 收录类别 | SCI |
| 原文出处 | http://www.sciencedirect.com/science/article/pii/S0888754313002048 |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/5802]  |
| 专题 | 深圳先进技术研究院_医工所 |
| 作者单位 | GENOMICS |
| 推荐引用方式 GB/T 7714 | Pi Guo,Youxi Luo,Guoqin Mai,et al. Gene Expression Profile based Classification Models of Psoriasis[J]. GENOMICS,2014. |
| APA | Pi Guo.,Youxi Luo.,Guoqin Mai.,Ming Zhang.,Guoqing Wang.,...&Fengfeng Zhou.(2014).Gene Expression Profile based Classification Models of Psoriasis.GENOMICS. |
| MLA | Pi Guo,et al."Gene Expression Profile based Classification Models of Psoriasis".GENOMICS (2014). |
入库方式： OAI收割
来源：深圳先进技术研究院
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