Non-invasive measurement of tumor immune microenvironment and prediction of survival and chemotherapeutic benefits from 18F fluorodeoxyglucose PET/CT images in gastric cancer

Front Immunol. 2022 Oct 13:13:1019386. doi: 10.3389/fimmu.2022.1019386. eCollection 2022.

Abstract

Background: The tumor immune microenvironment could provide prognostic and predictive information. It is necessary to develop a noninvasive radiomics-based biomarker of a previously validated tumor immune microenvironment signature of gastric cancer (GC) with immunohistochemistry staining.

Methods: A total of 230 patients (training (n = 153) or validation (n = 77) cohort) with gastric cancer were subjected to (Positron Emission Tomography-Computed Tomography) radiomics feature extraction (80 features). A radiomics tumor immune microenvironment score (RTIMS) was developed to predict the tumor immune microenvironment signature with LASSO logistic regression. Furthermore, we evaluated its relation with prognosis and chemotherapy benefits.

Results: A 8-feature radiomics signature was established and validated (area under the curve=0.692 and 0.713). The RTIMS signature was significantly associated with disease-free survival and overall survival both in the training and validation cohort (all P<0.001). RTIMS was an independent prognostic factor in the Multivariate analysis. Further analysis revealed that high RTIMS patients benefitted from adjuvant chemotherapy (for DFS, stage II: HR 0.208(95% CI 0.061-0.711), p=0.012; stage III: HR 0.321(0.180-0.570), p<0.001, respectively); while there were no benefits from chemotherapy in a low RTIMS patients.

Conclusion: This PET/CT radiomics model provided a promising way to assess the tumor immune microenvironment and to predict clinical outcomes and chemotherapy response. The RTIMS signature could be useful in estimating tumor immune microenvironment and predicting survival and chemotherapy benefit for patients with gastric cancer, when validated by further prospective randomized trials.

Keywords: Gastric cancer; Positron Emission Tomography-Computed Tomography (PET/CT); chemotherapy; predictive; radiomics; tumor immune microenvironment.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Fluorodeoxyglucose F18*
  • Humans
  • Positron Emission Tomography Computed Tomography
  • Positron-Emission Tomography
  • Prognosis
  • Stomach Neoplasms* / diagnostic imaging
  • Stomach Neoplasms* / drug therapy
  • Tumor Microenvironment

Substances

  • Fluorodeoxyglucose F18