Signature based on metabolic-related gene pairs can predict overall survival of osteosarcoma patients

Cancer Med. 2021 Jul;10(13):4493-4509. doi: 10.1002/cam4.3984. Epub 2021 May 28.

Abstract

Background: Osteosarcoma is a tumour of malignant origin in children and adolescents. Recent progression indicates that it is necessary to develop new therapies to improve the patient's prognosis rather than strengthen anti-tumour chemotherapy. Researchers recently realised that cancer is a kind of disease with a metabolic disorder, and metabolic reprogramming is becoming a new cancer hallmark. Hence, our study's primary purpose is to explore the value of genes related to osteosarcoma metabolism.

Methods: From public databases, three osteosarcoma datasets with adequate clinical information were obtained. Besides, the IMvigor dataset through the 'IMvigor' package as a supplement was downloaded, the metabolic-related genes were identified, and these genes were used to construct the metabolic-related gene pairs (MRGP). Based on the prognosis-related MRGP, two molecular subtypes were identified. There are significant differences in the metabolic characteristics between the two molecular subtypes. Subsequently, the MRGP signature is constructed using the least absolute shrinkage and selection operator regression method. Finally, use SubMap analysis to evaluate the response of patients in the MRPG signature group to immunotherapy.

Results: The MRGP signature can reliably predict overall survival in patients with osteosarcoma. The MRGP signature is also associated with osteosarcoma patients' metastatic status and can be used for subsequent risk classification of metastatic patients. The immunotherapy is more likely to benefit the patients in the MRGP low-risk group.

Conclusion: Metabolic-related gene pairs signature can assess the prognosis of patients with osteosarcoma.

Keywords: MRGP; TCGA; metabolic reprogramming; osteosarcoma; prognosis; tumour immunology.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adolescent
  • Bone Neoplasms / genetics*
  • Bone Neoplasms / metabolism*
  • Bone Neoplasms / mortality
  • Bone Neoplasms / therapy
  • Child
  • Databases, Genetic
  • Female
  • Gene Expression Profiling*
  • Genetic Variation
  • Humans
  • Immunotherapy
  • Male
  • Nomograms
  • Osteosarcoma / genetics*
  • Osteosarcoma / metabolism*
  • Osteosarcoma / mortality
  • Osteosarcoma / therapy
  • Prognosis
  • Regression Analysis
  • Transcriptome*