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@ARTICLE{Aschenbrenner:154641,
      author       = {Aschenbrenner, Anna C and Mouktaroudi, Maria and Krämer,
                      Benjamin and Oestreich, Marie and Antonakos, Nikolaos and
                      Nuesch-Germano, Melanie and Gkizeli, Konstantina and
                      Bonaguro, Lorenzo and Reusch, Nico and Baßler, Kevin and
                      Saridaki, Maria and Knoll, Rainer and Pecht, Tal and
                      Kapellos, Theodore S and Doulou, Sarandia and Kröger,
                      Charlotte and Herbert, Miriam and Holsten, Lisa and Horne,
                      Arik and Gemünd, Ioanna D and Rovina, Nikoletta and
                      Agrawal, Shobhit and Dahm, Kilian and van Uelft, Martina and
                      Drews, Anna and Lenkeit, Lena and Bruse, Niklas and
                      Gerretsen, Jelle and Gierlich, Jannik and Becker, Matthias
                      and Händler, Kristian and Kraut, Michael and Theis, Heidi
                      and Mengiste, Simachew and De Domenico, Elena and
                      Schulte-Schrepping, Jonas and Seep, Lea and Raabe, Jan and
                      Hoffmeister, Christoph and ToVinh, Michael and Keitel,
                      Verena and Rieke, Gereon and Talevi, Valentina and Skowasch,
                      Dirk and Aziz, N. Ahmad and Pickkers, Peter and van de
                      Veerdonk, Frank L and Netea, Mihai G and Schultze, Joachim L
                      and Kox, Matthijs and Breteler, Monique M B and Nattermann,
                      Jacob and Koutsoukou, Antonia and Giamarellos-Bourboulis,
                      Evangelos J and Ulas, Thomas and Altmüller, Janine and
                      Angelov, Angel and Bals, Robert and Bartholomäus, Alexander
                      and Becker, Anke and Bitzer, Michael and Bonifacio, Ezio and
                      Bork, Peer and Casadei, Nicolas and Clavel, Thomas and
                      Colome-Tatche, Maria and Diefenbach, Andreas and Dilthey,
                      Alexander and Fischer, Nicole and Förstner, Konrad and
                      Franzenburg, Sören and Frick, Julia-Stefanie and Gabernet,
                      Gisela and Gagneur, Julien and Ganzenmüller, Tina and
                      Göpel, Siri and Goesmann, Alexander and Hain, Torsten and
                      Heimbach, André and Hummel, Michael and Iftner, Angelika
                      and Iftner, Thomas and Janssen, Stefan and Kalinowski, Jörn
                      and Kallies, René and Kehr, Birte and Keller, Andreas and
                      Kim-Hellmuth, Sarah and Klein, Christoph and Kohlbacher,
                      Oliver and Köhrer, Karl and Korbel, Jan and Kühnert,
                      Denise and Kurth, Ingo and Landthaler, Markus and Li, Yang
                      and Ludwig, Kerstin and Makarewicz, Oliwia and Marz, Manja
                      and McHardy, Alice and Mertes, Christian and Nöthen, Markus
                      and Nürnberg, Peter and Ohler, Uwe and Ossowski, Stephan
                      and Overmann, Jörg and Pfeffer, Klaus and Poetsch, Anna R
                      and Pühler, Alfred and Rajewsky, Nikolaus and Ralser,
                      Markus and Rieß, Olaf and Ripke, Stephan and Nunes da
                      Rocha, Ulisses and Rosenstiel, Philip and Saliba,
                      Antoine-Emmanuel and Sander, Leif Erik and Sawitzki, Birgit
                      and Schiffer, Philipp and Schneider, Wulf and Schulte,
                      Eva-Christina and Schultze, Joachim L and Sczyrba, Alexander
                      and Singh, Yogesh and Sonnabend, Michael and Stegle, Oliver
                      and Stoye, Jens and Theis, Fabian and Vehreschild, Janne and
                      Vogel, Jörg and von Kleist, Max and Walker, Andreas and
                      Walter, Jörn and Wieczorek, Dagmar and Winkler, Sylke and
                      Ziebuhr, John},
      collaboration = {Initiative, German COVID-19 Omics},
      title        = {{D}isease severity-specific neutrophil signatures in blood
                      transcriptomes stratify {COVID}-19 patients.},
      journal      = {Genome medicine},
      volume       = {13},
      number       = {1},
      issn         = {1756-994X},
      address      = {London},
      publisher    = {BioMed Central},
      reportid     = {DZNE-2021-00289},
      pages        = {7},
      year         = {2021},
      abstract     = {The SARS-CoV-2 pandemic is currently leading to increasing
                      numbers of COVID-19 patients all over the world. Clinical
                      presentations range from asymptomatic, mild respiratory
                      tract infection, to severe cases with acute respiratory
                      distress syndrome, respiratory failure, and death. Reports
                      on a dysregulated immune system in the severe cases call for
                      a better characterization and understanding of the changes
                      in the immune system.In order to dissect COVID-19-driven
                      immune host responses, we performed RNA-seq of whole blood
                      cell transcriptomes and granulocyte preparations from mild
                      and severe COVID-19 patients and analyzed the data using a
                      combination of conventional and data-driven co-expression
                      analysis. Additionally, publicly available data was used to
                      show the distinction from COVID-19 to other diseases.
                      Reverse drug target prediction was used to identify known or
                      novel drug candidates based on finding from data-driven
                      findings.Here, we profiled whole blood transcriptomes of 39
                      COVID-19 patients and 10 control donors enabling a
                      data-driven stratification based on molecular phenotype.
                      Neutrophil activation-associated signatures were prominently
                      enriched in severe patient groups, which was corroborated in
                      whole blood transcriptomes from an independent second cohort
                      of 30 as well as in granulocyte samples from a third cohort
                      of 16 COVID-19 patients (44 samples). Comparison of COVID-19
                      blood transcriptomes with those of a collection of over 3100
                      samples derived from 12 different viral infections,
                      inflammatory diseases, and independent control samples
                      revealed highly specific transcriptome signatures for
                      COVID-19. Further, stratified transcriptomes predicted
                      patient subgroup-specific drug candidates targeting the
                      dysregulated systemic immune response of the host.Our study
                      provides novel insights in the distinct molecular subgroups
                      or phenotypes that are not simply explained by clinical
                      parameters. We show that whole blood transcriptomes are
                      extremely informative for COVID-19 since they capture
                      granulocytes which are major drivers of disease severity.},
      keywords     = {Antiviral Agents: therapeutic use / COVID-19: drug therapy
                      / COVID-19: pathology / COVID-19: virology / Case-Control
                      Studies / Down-Regulation / Drug Repositioning / Humans /
                      Neutrophils: cytology / Neutrophils: immunology /
                      Neutrophils: metabolism / Phenotype / Principal Component
                      Analysis / RNA: blood / RNA: chemistry / RNA: metabolism /
                      Sequence Analysis, RNA / Severity of Illness Index /
                      Transcriptome / Up-Regulation / Blood transcriptomics
                      (Other) / COVID-19 (Other) / Co-expression analysis (Other)
                      / Drug repurposing (Other) / Granulocytes (Other) /
                      Molecular disease phenotypes (Other) / Neutrophils (Other) /
                      Stratification (Other) / Transcriptome (Other) / Antiviral
                      Agents (NLM Chemicals) / RNA (NLM Chemicals)},
      cin          = {Schultze - PRECISE / AG Schultze / AG Breteler / AG Aziz},
      ddc          = {610},
      cid          = {I:(DE-2719)1013031 / I:(DE-2719)1013038 /
                      I:(DE-2719)1012001 / I:(DE-2719)5000071},
      pnm          = {352 - Disease Mechanisms (POF4-352) / 354 - Disease
                      Prevention and Healthy Aging (POF4-354)},
      pid          = {G:(DE-HGF)POF4-352 / G:(DE-HGF)POF4-354},
      experiment   = {EXP:(DE-2719)PRECISE-20190321 / EXP:(DE-2719)Rhineland
                      Study-20190321},
      typ          = {PUB:(DE-HGF)16},
      pubmed       = {pmid:33441124},
      pmc          = {pmc:PMC7805430},
      doi          = {10.1186/s13073-020-00823-5},
      url          = {https://pub.dzne.de/record/154641},
}