This article explores ethical implications surrounding the AI-supported generation of synthetic health data. Ethical implications are assessed through the European Union's high-level expert group's guidelines "Ethics guidelines for trustworthy AI" (AI HLEG) and the set of 7 key requirements presented. Generation of synthetic data has been highlighted as a potential solution for data availability and privacy issues in healthcare sector, but a broad discussion on ethical consequences is necessary.