What we can learn from deep space communication for reproducible bioimaging and data analysis.

Multiple initiatives have attempted to define and recommend the annotation of images with metadata. However, proper documentation of complex and evolving projects is a difficult task, and the variety of storage methods—electronic labnotebooks, metadata servers, repositories and manuscripts—along with data from different time points of a given project leads to either redundancy in annotation or omissions. In this Commentary, we discuss how to tackle this problem, taking inspiration from space communication which uses error-correction protocols based on redundancy for data transmission.

Data management and protection in occupational and environmental exposome research - A case study from the EU-funded EXIMIOUS project.

Within collaborative projects, such as the EU-funded Horizon 2020 EXIMIOUS project (Mapping Exposure-Induced Immune Effects: Connecting the Exposome and the Immunome), collection and analysis of large volumes of data pose challenges in the domain of data management, with regards to both ethical and legal aspects. However, researchers often lack the right tools and/or accurate understanding of the ethical/legal framework to independently address such challenges. With the guidance and support within and between the partner institutes (the researchers and the ethical and legal teams) in the EXIMIOUS project, we have been able to understand and solve most challenges during the first two project years.