SECURED is a Horizon Europe EU project focused on privacy preservation, secure multi-party computation and synthetic data generation for Health Data. In SECURED, we offer a one stop collaboration hub (the SECURED Innohub) that can provide a secure and trusted environment for decentralized, cooperative processing of health data through SMPC techniques as well as generation of new, synthetic data and anonymization and anonymization assessment to health data providers and users. Our vision is to facilitate the broad adoption of health datasets across Europe by making the interconnection between EU health data hubs, the health data analytics research community, health application innovators (like Healthcare SMEs) as well as end users. The SECURED Innohub is offering apart from an SMPC and anonymization framework (with appropriate tools and services), the means to engage its members in the EU health data community by providing training and well as synthetic data to stem health data analysis research, medical education and an increase of the associated datasets volume and considerably reduce their bias. The SECURED vision is to kick start an EU cross-border health data collaboration ecosystem for data providers, data researchers and innovators that will be able to produce new AI based data analytics solutions and stem innovation.