The amount of data in scientific research is growing exponentially. Big Data and other advances in data science hold huge potential for medical researchers to gain previously unattainable insights that could yield medical and pharmaceutical breakthroughs. But the life sciences sector is failing to maximize the potential. Alicia Frame at Neo4j reports how leading European research group is using graph-based data management techniques to make research inroads – and support efforts to find drugs and vaccines for COVID-19.