Over the recent years, immunotherapeutic approaches, especially immune checkpoint blockade-based therapies, have been found to be very effective to treat specific cancer types. However, many cancer patients do not respond to these currently available immune-system stimulating therapies or become resistant. Previously, this has been linked to tumor infiltrating immunosuppressive myeloid cells such as tumor-associated macrophages of the M2-like polarized phenotype and myeloid-derived suppressor cells. In the search for new approaches to treat cancer, this thesis was therefore aiming to gain a better understanding of the biology of the myeloid cell compartment in the tumor microenvironment and find novel modifiers of macrophage polarization. ...