Immune and stromal scoring system associated with tumor microenvironment and prognosis: a gene-based multi-cancer analysis

J Transl Med. 2021 Aug 3;19(1):330. doi: 10.1186/s12967-021-03002-1.

Abstract

Background: Tumor microenvironment (TME) is associated with tumor progression and prognosis. Previous studies provided tools to estimate immune and stromal cell infiltration in TME. However, there is still a lack of single index to reflect both immune and stromal status associated with prognosis and immunotherapy responses.

Methods: A novel immune and stromal scoring system named ISTMEscore was developed. A total of 15 datasets were used to train and validate this system, containing 2965 samples from lung adenocarcinoma, skin cutaneous melanoma and head and neck squamous cell carcinoma.

Results: The patients with high immune and low stromal scores (HL) were associated with low ratio of T cell co-inhibitory/stimulatory molecules and low levels of angiogenesis markers, while the patients with low immune and high stromal scores (LH) had the opposite characteristics. The HL patients had immune-centered networks, while the patients with low immune and low stromal scores (LL) had desert-like networks. Moreover, copy number alteration burden was decreased in the HL patients. For the clinical characteristics, our TME classification was an independent prognostic factor. In the 5 cohorts with immunotherapy, the LH patients were linked to the lowest response rate.

Conclusions: ISTMEscore system could reflect the TME status and predict the prognosis. Compared to previous TME scores, our ISTMEscore was superior in the prediction of prognosis and immunotherapy response.

Keywords: Immunotherapy; Multi-task learning; Prognosis; Scoring system; Tumor microenvironment.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Biomarkers, Tumor
  • Gene Expression Regulation, Neoplastic
  • Head and Neck Neoplasms*
  • Humans
  • Lung Neoplasms* / genetics
  • Melanoma* / genetics
  • Prognosis
  • Skin Neoplasms*
  • Tumor Microenvironment

Substances

  • Biomarkers, Tumor