Machine learning-based bulk RNA analysis reveals a prognostic signature of 13 cell death patterns and potential therapeutic target of SMAD3 in acute myeloid leukemia.

Journal: BMC cancer
PMID:

Abstract

BACKGROUND: Dysregulation or abnormality of the programmed cell death (PCD) pathway is closely related to the occurrence and development of many tumors, including acute myeloid leukemia (AML). Studying the abnormal characteristics of PCD pathway-related molecular markers can provide a basis for prognosis prediction and targeted drug design in AML patients.

Authors

  • Xiebing Bao
    National Clinical Research Center for Hematologic Diseases, Jiangsu Institute of Hematology, The First Affiliated Hospital of Soochow University, Suzhou, 215006, China.
  • Yao Chen
    Department of Galactophore Surgery, West China Hospital, Sichuan University, Chengdu, 610041, PR China.
  • Jie Chang
    School of Chinese Materia Medica, Nanjing University of Chinese Medicine, 138 Xianlin Road, Nanjing 210023, China.
  • Jiahui Du
    Jiangsu Province Engineering Research Center of Molecular Target Therapy and Companion Diagnostics in Oncology, Suzhou Vocational Health College, 28 Kehua Road, Suzhou, 215009, China.
  • Chen Yang
    Department of Diagnostic Ultrasound Imaging & Interventional Therapy, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, China.
  • Yijie Wu
    College of Life Science, North China University of Science and Technology, Tangshan, 063210, China.
  • Yu Sha
    Jiangsu Province Engineering Research Center of Molecular Target Therapy and Companion Diagnostics in Oncology, Suzhou Vocational Health College, 28 Kehua Road, Suzhou, 215009, China.
  • Ming Li
    Radiology Department, Huadong Hospital, Affiliated with Fudan University, Shanghai, China.
  • Suning Chen
    NHC Key Laboratory of Thrombosis and Hemostasis, National Clinical Research Center for Haematologic Diseases, Jiangsu Institute of Haematology, The First Affiliated Hospital of Soochow University, Suzhou, China.
  • Minfeng Yang
    School of Public Health, Nantong University, No. 9, Seyuan Road, Nantong, 226019, China. minfeng.yang@connect.polyu.hk.
  • Song-Bai Liu
    Jiangsu Province Engineering Research Center of Molecular Target Therapy and Companion Diagnostics in Oncology, Suzhou Vocational Health College, 28 Kehua Road, Suzhou, 215009, China. liusongbai@126.com.