囊性纤维化中的DNA甲基化与肺部疾病

数据集获取

源站：https://clinicaltrials.gov/study/NCT02884622

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. Lung disease progression is variable among cystic fibrosis (CF) patients and depends on DNA mutations in the CFTR gene, polymorphic variations in disease-modifier genes and environmental exposure. The contribution of genetic factors has been extensively investigated, whereas the mechanism whereby environmental factors modulate the lung disease is unknown. Because these factors can affect the epigenome, investigators hypothesized that DNA methylation variations at disease-modifier genes modulate the lung function in CF patients. The investigators analyzed DNA methylation levels in the promoter of fourteen lung disease-modifier genes and showed that DNA methylation levels are altered in nasal epithelial and blood cell samples from CF patients. This study disclosed slightly, but significantly differentially methylated regions that collectively may modulate lung disease severity. It also highlighted that complex relationships between genetic and epigenetic factors contribute to the phenotypic variability of CF patients.

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。