Background: Features characterizing the immune contexture (IC) in the tumor microenvironment can be prognostic and predictive biomarkers. Identifying novel biomarkers can be challenging due to complex interactions between immune and tumor cells and the abundance of possible features.Methods: We describe an approach for the data-driven identification of IC biomarkers. For this purpose, we provide mathematical definitions of different feature classes, based on cell densities, cell-to-cell distances, and spatial heterogeneity thereof. Candidate biomarkers are ranked according to their potential for the predictive stratification of patients.Results: We evaluated the approach on a dataset of colorectal cancer patients with variable amounts of mi...
BackgroundColon cancer is a heterogeneous disease and consists of various molecular subtypes. Despit...
BackgroundColon cancer is a heterogeneous disease and consists of various molecular subtypes. Despit...
BackgroundColon cancer is a heterogeneous disease and consists of various molecular subtypes. Despit...
Background: Features characterizing the immune contexture (IC) in the tumor microenvironment can be ...
Background: Features characterizing the immune contexture (IC) in the tumor microenvironment can be ...
Background: Features characterizing the immune contexture (IC) in the tumor microenvironment can be ...
Background: Features characterizing the immune contexture (IC) in the tumor microenvironment can be ...
Background: Features characterizing the immune contexture (IC) in the tumor microenvironment can be ...
BackgroundMachine learning (ML) is a valuable tool with the potential to aid clinical decision makin...
BackgroundMachine learning (ML) is a valuable tool with the potential to aid clinical decision makin...
BackgroundMachine learning (ML) is a valuable tool with the potential to aid clinical decision makin...
Introduction: Immune cells play a prominent role in keeping tumors suppressed, but how the distribut...
BackgroundMachine learning (ML) is a valuable tool with the potential to aid clinical decision makin...
In the microenvironment of a malignancy, tumor cells do not exist in isolation, but rather in a dive...
Cancer immunotherapy has led to significant therapeutic progress in the treatment of metastatic and ...
BackgroundColon cancer is a heterogeneous disease and consists of various molecular subtypes. Despit...
BackgroundColon cancer is a heterogeneous disease and consists of various molecular subtypes. Despit...
BackgroundColon cancer is a heterogeneous disease and consists of various molecular subtypes. Despit...
Background: Features characterizing the immune contexture (IC) in the tumor microenvironment can be ...
Background: Features characterizing the immune contexture (IC) in the tumor microenvironment can be ...
Background: Features characterizing the immune contexture (IC) in the tumor microenvironment can be ...
Background: Features characterizing the immune contexture (IC) in the tumor microenvironment can be ...
Background: Features characterizing the immune contexture (IC) in the tumor microenvironment can be ...
BackgroundMachine learning (ML) is a valuable tool with the potential to aid clinical decision makin...
BackgroundMachine learning (ML) is a valuable tool with the potential to aid clinical decision makin...
BackgroundMachine learning (ML) is a valuable tool with the potential to aid clinical decision makin...
Introduction: Immune cells play a prominent role in keeping tumors suppressed, but how the distribut...
BackgroundMachine learning (ML) is a valuable tool with the potential to aid clinical decision makin...
In the microenvironment of a malignancy, tumor cells do not exist in isolation, but rather in a dive...
Cancer immunotherapy has led to significant therapeutic progress in the treatment of metastatic and ...
BackgroundColon cancer is a heterogeneous disease and consists of various molecular subtypes. Despit...
BackgroundColon cancer is a heterogeneous disease and consists of various molecular subtypes. Despit...
BackgroundColon cancer is a heterogeneous disease and consists of various molecular subtypes. Despit...