Defining and benchmarking open problems in single-cell analysis.
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| Title: | Defining and benchmarking open problems in single-cell analysis. |
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| Authors: | Luecken MD; Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany.; Institute of Lung Health & Immunity, Helmholtz Munich; Member of the German Center for Lung Research (DZL), Munich, Germany., Gigante S; Immunai, New York, USA., Burkhardt DB; NVIDIA, Santa Clara, CA, USA., Cannoodt R; Data Intuitive, Lebbeke, Belgium.; Data Mining and Modelling for Biomedicine group, VIB Center for Inflammation Research, Ghent, Belgium.; Department of Applied Mathematics, Computer Science, and Statistics, Ghent University, Ghent, Belgium., Strobl DC; Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany.; Institute of Clinical Chemistry and Pathobiochemistry, School of Medicine, Technical University of Munich, Munich, Germany.; TUM School of Life Sciences Weihenstephan, Technical University of Munich, Munich, Germany., Markov NS; Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA., Zappia L; Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany.; Data Intuitive, Lebbeke, Belgium.; Department of Mathematics, School of Computing, Information and Technology, Technical University of Munich, Munich, Germany., Palla G; Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany.; TUM School of Life Sciences Weihenstephan, Technical University of Munich, Munich, Germany., Lewis W; Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT, USA., Dimitrov D; Faculty of Medicine and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany., Vinyard ME; Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA, USA.; Broad Institute of MIT and Harvard, Cambridge, MA, USA.; Molecular Pathology Unit, Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA., Magruder DS; Department of Computer Science, Yale University, New Haven, CT, USA., Mueller MF; Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany.; Institute of Lung Health & Immunity, Helmholtz Munich; Member of the German Center for Lung Research (DZL), Munich, Germany.; TUM School of Life Sciences Weihenstephan, Technical University of Munich, Munich, Germany., Andersson A; Genentech Inc, South San Francisco, CA, USA.; Gene Technology, Royal Institute of Technology (KTH), Stockholm, Sweden.; Science for Life Laboratory (SciLifeLab), Solna, Sweden., Dann E; Wellcome Sanger Institute, Cambridge, UK., Qin Q; Broad Institute of MIT and Harvard, Cambridge, MA, USA., Otto DJ; Basic Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.; Computational Biology Program, Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.; Translational Data Science IRC, Fred Hutchinson Cancer Center, Seattle, WA, USA., Klein M; Apple, Paris, France., Botvinnik OB; Data Sciences Platform, Chan Zuckerberg Biohub, San Francisco, CA, USA.; Bridge Bio Pharma, Palo Alto, CA, USA., Deconinck L; Data Mining and Modelling for Biomedicine group, VIB Center for Inflammation Research, Ghent, Belgium.; Department of Applied Mathematics, Computer Science, and Statistics, Ghent University, Ghent, Belgium., Waldrant K; Data Intuitive, Lebbeke, Belgium., Yasa SN; Data Intuitive, Lebbeke, Belgium., Szałata A; Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany.; Department of Mathematics, School of Computing, Information and Technology, Technical University of Munich, Munich, Germany., Benz A; Cellarity, Inc, Somerville, MA, USA., Li Z; Broad Institute of MIT and Harvard, Cambridge, MA, USA.; Molecular Pathology Unit, Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA., Bloom JM; Department of Mathematics, Massachusetts Institute of Technology, Cambridge, MA, USA., Pisco AO; Data Sciences Platform, Chan Zuckerberg Biohub, San Francisco, CA, USA.; Insitro, South San Francisco, USA., Saez-Rodriguez J; Faculty of Medicine and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany., Wulsin D; Immunai, New York, USA., Pinello L; Molecular Pathology Unit, Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA., Saeys Y; Data Mining and Modelling for Biomedicine group, VIB Center for Inflammation Research, Ghent, Belgium.; Department of Applied Mathematics, Computer Science, and Statistics, Ghent University, Ghent, Belgium.; VIB Center for AI & Computational Biology (VIB.AI), Ghent, Belgium., Theis FJ; Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany. fabian.theis@helmholtz-munich.de.; Department of Mathematics, School of Computing, Information and Technology, Technical University of Munich, Munich, Germany. fabian.theis@helmholtz-munich.de.; Cellular Genetics Programme, Wellcome Sanger Institute, Hinxton, UK. fabian.theis@helmholtz-munich.de., Krishnaswamy S; Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT, USA. smita.krishnaswamy@yale.edu.; Department of Computer Science, Yale University, New Haven, CT, USA. smita.krishnaswamy@yale.edu.; Department of Genetics, Yale University, New Haven, CT, USA. smita.krishnaswamy@yale.edu. |
| Corporate Authors: | Open Problems Jamboree Members |
| Source: | Nature biotechnology [Nat Biotechnol] 2025 Jul; Vol. 43 (7), pp. 1035-1040. |
| Publication Type: | Letter |
| Journal Info: | Publisher: Nature America Publishing Country of Publication: United States NLM ID: 9604648 Publication Model: Print Cited Medium: Internet ISSN: 1546-1696 (Electronic) Linking ISSN: 10870156 NLM ISO Abbreviation: Nat Biotechnol Subsets: MEDLINE; In Process |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 40595413 AccessLevel: 2 PubType: Editorial & Opinion PubTypeId: editorialOpinion PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Defining and benchmarking open problems in single-cell analysis. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Luecken+MD%22">Luecken MD</searchLink>; Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany.; Institute of Lung Health & Immunity, Helmholtz Munich; Member of the German Center for Lung Research (DZL), Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Gigante+S%22">Gigante S</searchLink>; Immunai, New York, USA.<br /><searchLink fieldCode="AU" term="%22Burkhardt+DB%22">Burkhardt DB</searchLink>; NVIDIA, Santa Clara, CA, USA.<br /><searchLink fieldCode="AU" term="%22Cannoodt+R%22">Cannoodt R</searchLink>; Data Intuitive, Lebbeke, Belgium.; Data Mining and Modelling for Biomedicine group, VIB Center for Inflammation Research, Ghent, Belgium.; Department of Applied Mathematics, Computer Science, and Statistics, Ghent University, Ghent, Belgium.<br /><searchLink fieldCode="AU" term="%22Strobl+DC%22">Strobl DC</searchLink>; Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany.; Institute of Clinical Chemistry and Pathobiochemistry, School of Medicine, Technical University of Munich, Munich, Germany.; TUM School of Life Sciences Weihenstephan, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Markov+NS%22">Markov NS</searchLink>; Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.<br /><searchLink fieldCode="AU" term="%22Zappia+L%22">Zappia L</searchLink>; Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany.; Data Intuitive, Lebbeke, Belgium.; Department of Mathematics, School of Computing, Information and Technology, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Palla+G%22">Palla G</searchLink>; Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany.; TUM School of Life Sciences Weihenstephan, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Lewis+W%22">Lewis W</searchLink>; Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT, USA.<br /><searchLink fieldCode="AU" term="%22Dimitrov+D%22">Dimitrov D</searchLink>; Faculty of Medicine and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Vinyard+ME%22">Vinyard ME</searchLink>; Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA, USA.; Broad Institute of MIT and Harvard, Cambridge, MA, USA.; Molecular Pathology Unit, Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Magruder+DS%22">Magruder DS</searchLink>; Department of Computer Science, Yale University, New Haven, CT, USA.<br /><searchLink fieldCode="AU" term="%22Mueller+MF%22">Mueller MF</searchLink>; Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany.; Institute of Lung Health & Immunity, Helmholtz Munich; Member of the German Center for Lung Research (DZL), Munich, Germany.; TUM School of Life Sciences Weihenstephan, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Andersson+A%22">Andersson A</searchLink>; Genentech Inc, South San Francisco, CA, USA.; Gene Technology, Royal Institute of Technology (KTH), Stockholm, Sweden.; Science for Life Laboratory (SciLifeLab), Solna, Sweden.<br /><searchLink fieldCode="AU" term="%22Dann+E%22">Dann E</searchLink>; Wellcome Sanger Institute, Cambridge, UK.<br /><searchLink fieldCode="AU" term="%22Qin+Q%22">Qin Q</searchLink>; Broad Institute of MIT and Harvard, Cambridge, MA, USA.<br /><searchLink fieldCode="AU" term="%22Otto+DJ%22">Otto DJ</searchLink>; Basic Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.; Computational Biology Program, Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.; Translational Data Science IRC, Fred Hutchinson Cancer Center, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Klein+M%22">Klein M</searchLink>; Apple, Paris, France.<br /><searchLink fieldCode="AU" term="%22Botvinnik+OB%22">Botvinnik OB</searchLink>; Data Sciences Platform, Chan Zuckerberg Biohub, San Francisco, CA, USA.; Bridge Bio Pharma, Palo Alto, CA, USA.<br /><searchLink fieldCode="AU" term="%22Deconinck+L%22">Deconinck L</searchLink>; Data Mining and Modelling for Biomedicine group, VIB Center for Inflammation Research, Ghent, Belgium.; Department of Applied Mathematics, Computer Science, and Statistics, Ghent University, Ghent, Belgium.<br /><searchLink fieldCode="AU" term="%22Waldrant+K%22">Waldrant K</searchLink>; Data Intuitive, Lebbeke, Belgium.<br /><searchLink fieldCode="AU" term="%22Yasa+SN%22">Yasa SN</searchLink>; Data Intuitive, Lebbeke, Belgium.<br /><searchLink fieldCode="AU" term="%22Szałata+A%22">Szałata A</searchLink>; Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany.; Department of Mathematics, School of Computing, Information and Technology, Technical University of Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Benz+A%22">Benz A</searchLink>; Cellarity, Inc, Somerville, MA, USA.<br /><searchLink fieldCode="AU" term="%22Li+Z%22">Li Z</searchLink>; Broad Institute of MIT and Harvard, Cambridge, MA, USA.; Molecular Pathology Unit, Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Bloom+JM%22">Bloom JM</searchLink>; Department of Mathematics, Massachusetts Institute of Technology, Cambridge, MA, USA.<br /><searchLink fieldCode="AU" term="%22Pisco+AO%22">Pisco AO</searchLink>; Data Sciences Platform, Chan Zuckerberg Biohub, San Francisco, CA, USA.; Insitro, South San Francisco, USA.<br /><searchLink fieldCode="AU" term="%22Saez-Rodriguez+J%22">Saez-Rodriguez J</searchLink>; Faculty of Medicine and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Wulsin+D%22">Wulsin D</searchLink>; Immunai, New York, USA.<br /><searchLink fieldCode="AU" term="%22Pinello+L%22">Pinello L</searchLink>; Molecular Pathology Unit, Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Saeys+Y%22">Saeys Y</searchLink>; Data Mining and Modelling for Biomedicine group, VIB Center for Inflammation Research, Ghent, Belgium.; Department of Applied Mathematics, Computer Science, and Statistics, Ghent University, Ghent, Belgium.; VIB Center for AI & Computational Biology (VIB.AI), Ghent, Belgium.<br /><searchLink fieldCode="AU" term="%22Theis+FJ%22">Theis FJ</searchLink>; Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany. fabian.theis@helmholtz-munich.de.; Department of Mathematics, School of Computing, Information and Technology, Technical University of Munich, Munich, Germany. fabian.theis@helmholtz-munich.de.; Cellular Genetics Programme, Wellcome Sanger Institute, Hinxton, UK. fabian.theis@helmholtz-munich.de.<br /><searchLink fieldCode="AU" term="%22Krishnaswamy+S%22">Krishnaswamy S</searchLink>; Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT, USA. smita.krishnaswamy@yale.edu.; Department of Computer Science, Yale University, New Haven, CT, USA. smita.krishnaswamy@yale.edu.; Department of Genetics, Yale University, New Haven, CT, USA. smita.krishnaswamy@yale.edu. – Name: AuthorCorporate Label: Corporate Authors Group: Au Data: <searchLink fieldCode="CA" term="%22Open+Problems+Jamboree+Members%22">Open Problems Jamboree Members</searchLink> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%229604648%22">Nature biotechnology</searchLink> [Nat Biotechnol] 2025 Jul; Vol. 43 (7), pp. 1035-1040. – Name: TypePub Label: Publication Type Group: TypPub Data: Letter – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+America+Publishing%22">Nature America Publishing </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>9604648 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1546-1696 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2210870156%22">10870156 </searchLink><i>NLM ISO Abbreviation: </i>Nat Biotechnol <i>Subsets: </i>MEDLINE; In Process |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1038/s41587-025-02694-w Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 1035 Titles: – TitleFull: Defining and benchmarking open problems in single-cell analysis. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Luecken MD – PersonEntity: Name: NameFull: Gigante S – PersonEntity: Name: NameFull: Burkhardt DB – PersonEntity: Name: NameFull: Cannoodt R – PersonEntity: Name: NameFull: Strobl DC – PersonEntity: Name: NameFull: Markov NS – PersonEntity: Name: NameFull: Zappia L – PersonEntity: Name: NameFull: Palla G – PersonEntity: Name: NameFull: Lewis W – PersonEntity: Name: NameFull: Dimitrov D – PersonEntity: Name: NameFull: Vinyard ME – PersonEntity: Name: NameFull: Magruder DS – PersonEntity: Name: NameFull: Mueller MF – PersonEntity: Name: NameFull: Andersson A – PersonEntity: Name: NameFull: Dann E – PersonEntity: Name: NameFull: Qin Q – PersonEntity: Name: NameFull: Otto DJ – PersonEntity: Name: NameFull: Klein M – PersonEntity: Name: NameFull: Botvinnik OB – PersonEntity: Name: NameFull: Deconinck L – PersonEntity: Name: NameFull: Waldrant K – PersonEntity: Name: NameFull: Yasa SN – PersonEntity: Name: NameFull: Szałata A – PersonEntity: Name: NameFull: Benz A – PersonEntity: Name: NameFull: Li Z – PersonEntity: Name: NameFull: Bloom JM – PersonEntity: Name: NameFull: Pisco AO – PersonEntity: Name: NameFull: Saez-Rodriguez J – PersonEntity: Name: NameFull: Wulsin D – PersonEntity: Name: NameFull: Pinello L – PersonEntity: Name: NameFull: Saeys Y – PersonEntity: Name: NameFull: Theis FJ – PersonEntity: Name: NameFull: Krishnaswamy S IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 07 Text: 2025 Jul Type: published Y: 2025 Identifiers: – Type: issn-electronic Value: 1546-1696 Numbering: – Type: volume Value: 43 – Type: issue Value: 7 Titles: – TitleFull: Nature biotechnology Type: main |
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