Swarm Learning for decentralized and confidential clinical machine learning

Warnat-Herresthal S, Schultze H, Shastry KL, Manamohan S, Mukherjee S, Garg V, Sarveswara R, Händler K, Pickkers P, Aziz NA, Ktena S, Tran F, Bitzer M, Ossowski S, Casadei N, Herr C, Petersheim D, Behrends U, Kern F, Fehlmann T, Schommers P, Lehmann C, Augustin M, Rybniker J, Altmüller J, Mishra N, Bernardes JP, Krämer B, Bonaguro L, Schulte-Schrepping J, De Domenico E, Siever C, Kraut M, Desai M, Monnet B, Saridaki M, Siegel CM, Drews A, Nuesch-Germano M, Theis H, Heyckendorf J, Schreiber S, Kim-Hellmuth S, Nattermann J, Skowasch D, Kurth I, Keller A, Bals R, Nürnberg P, Rieß O, Rosenstiel P, Netea MG, Theis F, Mukherjee S, Backes M, Aschenbrenner AC, Ulas T, Breteler MMB, Giamarellos-Bourboulis EJ, Kox M, Becker M, Cheran S, Woodacre MS, Goh EL, Schultze JL

Nature

2021 Jun

594(7862):265-270

10.1038/s41586-021-03583-3 [pii], 3583 [pii], 10.1038/s41586-021-03583-3 [doi]. PMID: 34040261

Link to Publication

Newest Publications

  • Mild hypothermia provides Treg stability

  • Guidelines for the use of flow cytometry and cell sorting in immunological studies

  • Short-term cytokine stimulation reveals regulatory T cells with down-regulated Foxp3 expression in human peripheral blood

  • Minimum Information about T Regulatory Cells: A Step toward Reproducibility and Standardization

  • CD137+CD154- Expression As a Regulatory T Cell (Treg)-Specific Activation Signature for Identification and Sorting of Stable Human Tregs from In Vitro Expansion Cultures

  • TIGIT+ iTregs elicited by human regulatory macrophages control T cell immunity

  • BKV, CMV, and EBV Interactions and their Effect on Graft Function One Year Post-Renal Transplantation: Results from a Large Multi-Centre Study

  • Gravitational stress during parabolic flights reduces the number of circulating innate and adaptive leukocyte subsets in human blood

  • A standardized immune phenotyping and automated data analysis platform for multicenter biomarker studies

  • The AICL-KLRF1 axis supports CD4-CD8 T cell communication and cytokine competence in pre-exhausted CD8+ T cells

Sawitzki Lab

Berlin Institute of Health at Charité (BIH) 
Center of Immunomics/Translational Immunology

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D-10117 Berlin

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