The OCTOPUS (Oncological Concurrent Tomographic Optoacoustics, Pet and UltraSonography) project aimed to create a new multimodal imaging tool to correlate molecular, vascular and tissue oxygenation information, three of the main hallmarks of cancer, in a longitudinal, simultaneous, quantitative, fully co-registered and in vivo manner. Because cancer is a complex disease involving multiple hallmarks, many of the recently developed therapies, described as precision medicine, target these hallmarks. Imaging techniques are crucial tools for analysing the stage, characteristics, and relationship between several of these hallmarks. However, until recently these analyses were performed from separate imaging modalities, taken at different physiological states, making multiparametric correlation difficult. The OCTOPUS project will build the first in vivo and multimodal preclinical tool that investigates simultaneously the interactions between tissue oxygenation by Multispectral Optoacoustic Imaging, vascularization by Ultrafast Ultrasound Imaging, and Metabolism, employing super-resolved PET imaging. OCTOPUS will also provide a machine learning-based platform for advanced multi-parametric analysis of all image-derived tissue features that can be extracted with this equipment, in order to facilitate the interpretation of underlying tumoral mechanisms and ultimately guide the design or tailoring of targeted therapies.