氯沙坦在囊性纤维化中的效果（CF）-NIH 资助编号 133240

数据集获取

源站：https://clinicaltrials.gov/study/NCT03435939

标准获取流程：

1. 访问源站链接，注册/登录账号；
2. 进入数据集详情页，按页面指引申请权限或直接下载；
3. 部分平台提供 SDK，例如：
   • OpenDataLab: pip install openxlab 后 openxlab.dataset.get(...)
   • ModelScope: pip install modelscope 后 modelscope download
   • 天池: 登录后页面提供直链下载
     以源站「数据下载/使用文档」页面为准。

数据说明

Conditions: Cystic Fibrosis. CF is the most common inherited disease causing a shortened life span, affecting ~30,000 people in the United States with annual health care costs of at least $1.8 billion. The median age of predicted survival of these patients has improved and is now almost 40 years in the US. Over the last two decades, investigators have identified ~2,000 mutations in the CF transmembrane conductance regulator (CFTR) gene. These mutations are imperfectly classified into 5 groups, and small molecules are being developed that rescue group-specific CFTR mutants. These agents have produced remarkable improvements in some patients. The CFTR potentiator ivacaftor (Kalydeco™), approved by the FDA mainly for class III mutations especially G551D, improves ion transport (large decrease in sweat chloride), clinical outcome (increased FEV1 and weight, decreased exacerbations), and quality of life. Furthermore, the FDA recently approved Orkambi™ (a corrector and potentiator: lumacaftor plus ivacaftor) because it reduced exacerbation rates by up to 39% in patients homozygous for F508del. It has been demonstrated in vitro that improvements in airway surface liquid (ASL) volume are highly predictive of changes seen in clinical studies and track with tracheal mucus velocities measured in sheep in vivo using the CFTR potentiator ivacaftor, inhaled hypertonic saline and other interventions (preliminary data). ASL volume is regulated by ion fluxes through ENaC, CFTR, CaCC, and BK channels, and TGF-β1-mediated inflammation in CF cells decreases activities of CaCC (8) and BK. These findings suggest that effective and safe anti-inflammatory therapy has the potential to improve mucociliary dysfunction in CF patients, even in the absence of small molecule therapy. Currently used anti-inflammatory therapies such as high-dose ibuprofen and steroids produce unwanted side effects that negate their effectiveness. Other medications showed severe side effects in clinical trials. However, experiments proposed in

数据加载示例（图像类）

from PIL import Image
import glob, os

files = (glob.glob(os.path.join(path, "**", "*.png"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.jpg"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.tif"), recursive=True))
print("图像文件数:", len(files))
img = Image.open(files[0]); print("尺寸/模式:", img.size, img.mode)

# torchvision Dataset 方式:
# from torchvision import datasets
# ds = datasets.ImageFolder(path)  # 要求 子目录=类别

目录组织与标注格式以源站说明和下载后实际文件为准。