阻断癌细胞向RGS5+ MYL9+ CAFs转移受损线粒体减少EGFR突变肺癌对TKI的持续耐受

数据集获取

源站：https://ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE294147

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

Eliminating drug-tolerant persister (DTP) cells remain a significant challenge in overcoming resistance to tyrosine kinase inhibitors (TKIs) in EGFR-mutant lung adenocarcinoma. Utilizing single-cell RNA sequencing, we identify a novel RGS5+MYL9+ cancer associated fibroblasts (CAFs) subset. This subset is linked to TKI resistance and correlates with poorer prognosis. The RGS5+MYL9+ CAFs are spatially positioned close to DTP cells, a proximity facilitated by CCL11 recruitment from DTP cells. TKIs induced mitochondria ROS activates Rho GTPase 1 (Miro1) and RhoA of tumor cells, subsequently promoting the formation of tunneling nanotube connections with neighboring RGS5+MYL9+ CAFs. These CAFs play a protective role for DTP cells, aiding in the transfer of damaged mitochondria from tumor cells through these nanotubes. By employing the Rho kinase inhibitor Fasudil to block this transfer of damaged mitochondria, we observed a significant reduction in persistent tolerance to Osimertinib in a xenograft mouse model. Our study highlights the critical role of RGS5+MYL9+ CAFs in mediating resistance to EGFR-TKIs and suggests potential therapeutic strategies for overcoming this challenge.

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。