Development and validation of a CT-based radiomics machine learning model for differentiating immune-related interstitial pneumonia.

Journal: International immunopharmacology
PMID:

Abstract

INTRODUCTION: Immune checkpoint inhibitor-related interstitial pneumonia (CIP) poses a diagnostic challenge due to its radiographic similarity to other pneumonias. We developed a non-invasive model using CT imaging to differentiate CIP from other pneumonias (OTP).

Authors

  • Tingyue Luo
    Chronic Airways Diseases Laboratory, Department of Respiratory and Critical Care Medicine, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, China.
  • Jingze Guo
    Chronic Airways Diseases Laboratory, Department of Respiratory and Critical Care Medicine, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, China.
  • Junjie Xi
    Department of Thoracic Surgery, Zhongshan Hospital, Fudan University, Shanghai 200032, China.
  • Xiaoyu Luo
    Hunan University of Technology and Business, 410205 Changsha, Hunan, China.
  • Zeyu Fu
    Chronic Airways Diseases Laboratory, Department of Respiratory and Critical Care Medicine, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, China.
  • Weisheng Chen
  • Danhui Huang
    Chronic Airways Diseases Laboratory, Department of Respiratory and Critical Care Medicine, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, China.
  • Kaijun Chen
    Chronic Airways Diseases Laboratory, Department of Respiratory and Critical Care Medicine, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, China.
  • Qiang Xiao
  • Shuquan Wei
    Department of Pulmonary and Critical Care Medicine, Guangzhou First People's Hospital, South China University of Technology, Guangdong, China.
  • Yan Wang
    College of Animal Science and Technology, Beijing University of Agriculture, Beijing, China.
  • Huijuan Du
    Chronic Airways Diseases Laboratory, Department of Respiratory and Critical Care Medicine, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, China.
  • Laiyu Liu
    Chronic Airways Diseases Laboratory, Department of Respiratory and Critical Care Medicine, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, China.. Electronic address: liulaiyu@sina.com.
  • Shaoxi Cai
    Chronic Airways Diseases Laboratory, Department of Respiratory and Critical Care Medicine, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, China.. Electronic address: hxkc@smu.edu.cn.
  • Hangming Dong
    Chronic Airways Diseases Laboratory, Department of Respiratory and Critical Care Medicine, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, China.. Electronic address: dhm@smu.edu.cn.