Portrait Joachim Schultze

Clinical Single Cell Omics (CSCO) /Systems Medicine

Prof. Dr. Joachim L. Schultze

Areas of investigation/research focus

Innovations arise at the interfaces between different scientific fields. We are therefore committed to the interfaces between immunology, neurobiology, genomics, bioinformatics and data sciences, including AI research.

In genomics, high-throughput sequencing down to the single cell level plays a decisive role for us. Our research group in Systems Medicine therefore also works very closely with the PRECISE Platform for Single Cell Genomics and Epigenomics. PRECISE is a joint venture between Systems Medicine at the DZNE and the LIMES Institute at the University of Bonn

In the field of AI research, we have joined forces with Hewlett-Packard Enterprise (HPE) to develop a new concept for the collaborative application of artificial intelligence (AI), called Swarm Learning. Swarm Learning is an alternative for cloud-based and federated AI solutions. 

Our research includes laboratory experimental and computational data science and AI approaches. This puts us in an excellent position to answer systems medicine questions. Using our expertise, we have found cooperation partners worldwide in addition to our own projects, with whom we answer medically important questions.

Our current research focuses include:

  • Swarm Learning: In addition to local, centralized and federated machine learning, Swarm Learning has been classified as a fourth approach by NVIDIA, among others, and was developed by us together with HPE
  • Swarm Learning for precision medicine in infectious diseases and pandemic preparedness, funded by the Volkswagen Foundation
  • Memory-centric computing: Use of new computer architectures with large working memories for faster processing of sequencing data. Originally invented and developed by HPE, computer manufacturers such as Apple now rely on this concept
  • NEUROCOV: Neurological and neuropsychiatric complications due to COVID-19. European research consortium
  • Immunosensation2 - Cluster of Excellence: Systems immunology approaches involving single-cell genomics and high-throughput cytometry to characterize important immunologically mediated diseases such as COVID-19 or HIV
  • NGS Competence Network: Central coordination unit of the DFG-funded NGS Competence Network
  • West German Genome Center (WGGC): Development and consolidation of a network currently funded by the Ministry of Culture and Science of North Rhine-Westphalia at the Universities of Aachen, Bonn, Cologne and Düsseldorf as well as the PRECISE Platform at the DZNE
  • Identification of biomarkers based on single cell genomics of peripheral blood immune cells
  • Systems medicine approaches for chronic inflammatory diseases

 

Our team is active in numerous national and international research initiatives: