Nature Communications · 2022 · 106 citations · 37 references
MedicineOncologyRadiologyImmunotherapyTumor ImmunologyTumor MicroenvironmentBiomarker-guided ImmunotherapyCancer ImmunotherapyImmune Checkpoint RegulationImmuno-oncology BiomarkersTumor ImagingTumor Immune MicroenvironmentImmunotherapy BiomarkersImmunotherapy Response AssessmentImmunotherapy Response BiomarkersNeutrophil-to-lymphocyte RatioRadiomicsResponse To ImmunotherapyTumor Microenvironment BiomarkersTumor Microenvironment Imaging
The tumor immune microenvironment (TIME) is associated with tumor prognosis and immunotherapy response. Here we develop and validate a CT-based radiomics score (RS) using 2272 gastric cancer (GC) patients to investigate the relationship between the radiomics imaging biomarker and the neutrophil-to-lymphocyte ratio (NLR) in the TIME, including its correlation with prognosis and immunotherapy response in advanced GC. The RS achieves an AUC of 0.795-0.861 in predicting the NLR in the TIME. Notably, the radiomics imaging biomarker is indistinguishable from the IHC-derived NLR status in predicting DFS and OS in each cohort (HR range: 1.694-3.394, P < 0.001). We find the objective responses of a cohort of anti-PD-1 immunotherapy patients is significantly higher in the low-RS group (60.9% and 42.9%) than in the high-RS group (8.1% and 14.3%). The radiomics imaging biomarker is a noninvasive method to evaluate TIME, and may correlate with prognosis and anti PD-1 immunotherapy response in GC patients.
37
Radiomics: Images Are More than Pictures, They Are Data
Robert J. Gillies, Paul E. Kinahan, Hedvig Hricak · Radiology · 2015 · 8.3K citations
Pembrolizumab plus Chemotherapy in Metastatic Non–Small-Cell Lung Cancer
Leena Gandhi, Delvys Rodríguez‐Abreu, Shirish M. Gadgeel et al. · New England Journal of Medicine · 2018 · 6.6K citations · Full text
Medicine, Oncology, Pharmacology +16
Pembrolizumab versus Ipilimumab in Advanced Melanoma
Caroline Robert, Jacob Schachter, Georgina V. Long et al. · New England Journal of Medicine · 2015 · 5.8K citations · Full text
Predictive correlates of response to the anti-PD-L1 antibody MPDL3280A in cancer patients
Roy S. Herbst, Jean‐Charles Soria, Marcin Kowanetz et al. · Nature · 2014 · 5.3K citations
Medicine, Immunology, Oncology +16