排名前五的药物类型 | 数量 |
---|---|
小分子化药 | 5 |
重组蛋白 | 1 |
合成多肽 | 1 |
作用机制 50S subunit抑制剂 [+1] |
在研机构 |
原研机构 |
在研适应症 |
非在研适应症- |
最高研发阶段批准上市 |
首次获批国家/地区 中国 |
首次获批日期2024-02-20 |
作用机制 细菌DNA旋转酶复合体抑制剂 [+2] |
原研机构 |
非在研适应症- |
最高研发阶段批准上市 |
首次获批国家/地区 德国 |
首次获批日期2020-05-28 |
作用机制 H1 receptor拮抗剂 |
最高研发阶段批准上市 |
首次获批国家/地区 日本 |
首次获批日期1994-04-01 |
开始日期2023-05-09 |
开始日期2023-03-13 |
申办/合作机构 |
开始日期2023-03-10 |
申办/合作机构 |
Corneal staining is crucial for evaluating ocular surface diseases, yet existing AI models for CSS (Corneal Staining Score) assessments struggle with detailed lesion identification and lack applicability in real-world clinical settings. Moreover, the output of current AI-assist staining evaluation system only provides categories of grades, leading to potential “plateau” effect, which could misrepresent treatment response in clinical practices. Addressing these gaps, we developed the Fine-grained Knowledge Distillation Corneal Staining Score (FKD-CSS) model, which effectively distills fine-grained features into the CSS grading process and outputs continuous, nuanced scores for thorough assessments. Trained on 1471 images from 14 centers of heterogenous sources, FKD-CSS demonstrates robust accuracy with a Pearson's r of 0.898 against ground-truth and an area under the curve (AUC) of 0.881 in internal validation, rivaling senior ophthalmologists. Additionally, the model achieved expert performance with considerable Pearson's r (0.844–0.899) and AUCs (0.804–0.883) in external tests in six regions of China using 2376 corneal staining images of dry eye across 23 hospitals, and generalizes to multi-ocular-surface-disease test (Pearson's r: 0.816, AUC: 0.807), underscore its efficiency and explainability for CSS assessment. These results highlight FKD-CSS's potential as a precise, valuable tool for staging and outcome measurement of ocular surface diseases.
药物(靶点) | 适应症 | 全球最高研发状态 |
---|---|---|
环孢素 ( CaN ) | 干眼症 更多 | 申请上市 |
阿达帕林/盐酸克林霉素 ( 50S subunit x RARs ) | 寻常痤疮 更多 | 申请上市 |
地塞米松/左氧氟沙星 ( Bacterial DNA gyrase x GR x Top II ) | 眼部炎症 更多 | 申请上市 |
TAB014单抗 ( VEGF ) | 湿性年龄相关性黄斑变性 更多 | 临床3期 |
盐酸依匹斯汀 ( H1 receptor ) | 季节性过敏性结膜炎 更多 | 临床3期 |