000155147 001__ 155147
000155147 005__ 20240320115508.0
000155147 0247_ $$2doi$$a10.1038/s41586-021-03583-3
000155147 0247_ $$2pmid$$apmid:34040261
000155147 0247_ $$2pmc$$apmc:PMC8189907
000155147 0247_ $$2ISSN$$a0028-0836
000155147 0247_ $$2ISSN$$a1476-4687
000155147 0247_ $$2altmetric$$aaltmetric:106450751
000155147 037__ $$aDZNE-2021-00468
000155147 041__ $$aEnglish
000155147 082__ $$a500
000155147 1001_ $$0P:(DE-2719)9001511$$aWarnat-Herresthal, Stefanie$$b0$$eFirst author
000155147 245__ $$aSwarm Learning for decentralized and confidential clinical machine learning.
000155147 260__ $$aLondon [u.a.]$$bNature Publ. Group$$c2021
000155147 3367_ $$2DRIVER$$aarticle
000155147 3367_ $$2DataCite$$aOutput Types/Journal article
000155147 3367_ $$0PUB:(DE-HGF)16$$2PUB:(DE-HGF)$$aJournal Article$$bjournal$$mjournal$$s1626856407_11678
000155147 3367_ $$2BibTeX$$aARTICLE
000155147 3367_ $$2ORCID$$aJOURNAL_ARTICLE
000155147 3367_ $$00$$2EndNote$$aJournal Article
000155147 520__ $$aFast and reliable detection of patients with severe and heterogeneous illnesses is a major goal of precision medicine1,2. Patients with leukaemia can be identified using machine learning on the basis of their blood transcriptomes3. However, there is an increasing divide between what is technically possible and what is allowed, because of privacy legislation4,5. Here, to facilitate the integration of any medical data from any data owner worldwide without violating privacy laws, we introduce Swarm Learning-a decentralized machine-learning approach that unites edge computing, blockchain-based peer-to-peer networking and coordination while maintaining confidentiality without the need for a central coordinator, thereby going beyond federated learning. To illustrate the feasibility of using Swarm Learning to develop disease classifiers using distributed data, we chose four use cases of heterogeneous diseases (COVID-19, tuberculosis, leukaemia and lung pathologies). With more than 16,400 blood transcriptomes derived from 127 clinical studies with non-uniform distributions of cases and controls and substantial study biases, as well as more than 95,000 chest X-ray images, we show that Swarm Learning classifiers outperform those developed at individual sites. In addition, Swarm Learning completely fulfils local confidentiality regulations by design. We believe that this approach will notably accelerate the introduction of precision medicine.
000155147 536__ $$0G:(DE-HGF)POF4-354$$a354 - Disease Prevention and Healthy Aging (POF4-354)$$cPOF4-354$$fPOF IV$$x0
000155147 536__ $$0G:(DE-HGF)POF4-352$$a352 - Disease Mechanisms (POF4-352)$$cPOF4-352$$fPOF IV$$x1
000155147 588__ $$aDataset connected to CrossRef, PubMed, , Journals: pub.dzne.de
000155147 650_2 $$2MeSH$$aBlockchain
000155147 650_2 $$2MeSH$$aCOVID-19: diagnosis
000155147 650_2 $$2MeSH$$aCOVID-19: epidemiology
000155147 650_2 $$2MeSH$$aClinical Decision-Making: methods
000155147 650_2 $$2MeSH$$aConfidentiality
000155147 650_2 $$2MeSH$$aDatasets as Topic
000155147 650_2 $$2MeSH$$aDisease Outbreaks
000155147 650_2 $$2MeSH$$aFemale
000155147 650_2 $$2MeSH$$aHumans
000155147 650_2 $$2MeSH$$aLeukemia: diagnosis
000155147 650_2 $$2MeSH$$aLeukemia: pathology
000155147 650_2 $$2MeSH$$aLeukocytes: pathology
000155147 650_2 $$2MeSH$$aLung Diseases: diagnosis
000155147 650_2 $$2MeSH$$aMachine Learning: trends
000155147 650_2 $$2MeSH$$aMale
000155147 650_2 $$2MeSH$$aPrecision Medicine: methods
000155147 650_2 $$2MeSH$$aSoftware
000155147 650_2 $$2MeSH$$aTuberculosis: diagnosis
000155147 693__ $$0EXP:(DE-2719)Rhineland Study-20190321$$5EXP:(DE-2719)Rhineland Study-20190321$$eRhineland Study / Bonn$$x0
000155147 7001_ $$0P:(DE-HGF)0$$aSchultze, Hartmut$$b1
000155147 7001_ $$aShastry, Krishnaprasad Lingadahalli$$b2
000155147 7001_ $$00000-0002-3612-6276$$aManamohan, Sathyanarayanan$$b3
000155147 7001_ $$aMukherjee, Saikat$$b4
000155147 7001_ $$00000-0001-5133-5896$$aGarg, Vishesh$$b5
000155147 7001_ $$aSarveswara, Ravi$$b6
000155147 7001_ $$0P:(DE-2719)2812735$$aHändler, Kristian$$b7
000155147 7001_ $$aPickkers, Peter$$b8
000155147 7001_ $$0P:(DE-2719)2812578$$aAziz, Ahmad$$b9
000155147 7001_ $$aKtena, Sofia$$b10
000155147 7001_ $$00000-0002-3735-9872$$aTran, Florian$$b11
000155147 7001_ $$aBitzer, Michael$$b12
000155147 7001_ $$aOssowski, Stephan$$b13
000155147 7001_ $$00000-0003-2209-0580$$aCasadei, Nicolas$$b14
000155147 7001_ $$00000-0001-9422-6569$$aHerr, Christian$$b15
000155147 7001_ $$aPetersheim, Daniel$$b16
000155147 7001_ $$aBehrends, Uta$$b17
000155147 7001_ $$00000-0002-8223-3750$$aKern, Fabian$$b18
000155147 7001_ $$00000-0003-1967-2918$$aFehlmann, Tobias$$b19
000155147 7001_ $$aSchommers, Philipp$$b20
000155147 7001_ $$aLehmann, Clara$$b21
000155147 7001_ $$00000-0002-2300-9337$$aAugustin, Max$$b22
000155147 7001_ $$aRybniker, Jan$$b23
000155147 7001_ $$aAltmüller, Janine$$b24
000155147 7001_ $$aMishra, Neha$$b25
000155147 7001_ $$aBernardes, Joana P$$b26
000155147 7001_ $$aKrämer, Benjamin$$b27
000155147 7001_ $$0P:(DE-2719)9001512$$aBonaguro, Lorenzo$$b28$$udzne
000155147 7001_ $$0P:(DE-2719)9001500$$aSchulte-Schrepping, Jonas$$b29
000155147 7001_ $$0P:(DE-2719)9000846$$aDe Domenico, Elena$$b30
000155147 7001_ $$00000-0002-2991-9307$$aSiever, Christian$$b31
000155147 7001_ $$0P:(DE-2719)9000840$$aKraut, Michael$$b32
000155147 7001_ $$aDesai, Milind$$b33
000155147 7001_ $$aMonnet, Bruno$$b34
000155147 7001_ $$aSaridaki, Maria$$b35
000155147 7001_ $$aSiegel, Charles Martin$$b36
000155147 7001_ $$0P:(DE-2719)2812302$$aDrews, Anna$$b37
000155147 7001_ $$0P:(DE-2719)2814170$$aNuesch Germano, Melanie$$b38
000155147 7001_ $$0P:(DE-2719)2812165$$aTheis, Heidi$$b39
000155147 7001_ $$aHeyckendorf, Jan$$b40
000155147 7001_ $$0P:(DE-HGF)0$$aSchreiber, Stefan$$b41
000155147 7001_ $$aKim-Hellmuth, Sarah$$b42
000155147 7001_ $$aStudy, COVID-19 Aachen$$b43$$eCollaboration Author
000155147 7001_ $$aNattermann, Jacob$$b44
000155147 7001_ $$aSkowasch, Dirk$$b45
000155147 7001_ $$00000-0002-5642-8378$$aKurth, Ingo$$b46
000155147 7001_ $$00000-0002-5361-0895$$aKeller, Andreas$$b47
000155147 7001_ $$aBals, Robert$$b48
000155147 7001_ $$aNürnberg, Peter$$b49
000155147 7001_ $$aRieß, Olaf$$b50
000155147 7001_ $$aRosenstiel, Philip$$b51
000155147 7001_ $$00000-0003-2421-6052$$aNetea, Mihai G$$b52
000155147 7001_ $$00000-0002-2419-1943$$aTheis, Fabian$$b53
000155147 7001_ $$0P:(DE-2719)2811372$$aMukherjee, Sach$$b54
000155147 7001_ $$aBackes, Michael$$b55
000155147 7001_ $$0P:(DE-2719)2812913$$aAschenbrenner, Anna C$$b56
000155147 7001_ $$0P:(DE-2719)9000845$$aUlas, Thomas$$b57
000155147 7001_ $$aInitiative, Deutsche COVID-19 Omics$$b58$$eCollaboration Author
000155147 7001_ $$0P:(DE-2719)2810403$$aBreteler, Monique$$b59
000155147 7001_ $$00000-0003-4713-3911$$aGiamarellos-Bourboulis, Evangelos J$$b60
000155147 7001_ $$00000-0001-6537-6971$$aKox, Matthijs$$b61
000155147 7001_ $$0P:(DE-2719)2812750$$aBecker, Matthias$$b62
000155147 7001_ $$aCheran, Sorin$$b63
000155147 7001_ $$aWoodacre, Michael S$$b64
000155147 7001_ $$00000-0002-3449-9634$$aGoh, Eng Lim$$b65
000155147 7001_ $$0P:(DE-2719)2811660$$aSchultze, Joachim L$$b66
000155147 7001_ $$aBalfanz, Paul$$b67
000155147 7001_ $$aEggermann, Thomas$$b68
000155147 7001_ $$aBoor, Peter$$b69
000155147 7001_ $$aHausmann, Ralf$$b70
000155147 7001_ $$aKuhn, Hannah$$b71
000155147 7001_ $$aIsfort, Susanne$$b72
000155147 7001_ $$aStingl, Julia Carolin$$b73
000155147 7001_ $$aSchmalzing, Günther$$b74
000155147 7001_ $$aKuhl, Christiane K$$b75
000155147 7001_ $$aRöhrig, Rainer$$b76
000155147 7001_ $$aMarx, Gernot$$b77
000155147 7001_ $$aUhlig, Stefan$$b78
000155147 7001_ $$aDahl, Edgar$$b79
000155147 7001_ $$aMüller-Wieland, Dirk$$b80
000155147 7001_ $$aDreher, Michael$$b81
000155147 7001_ $$aMarx, Nikolaus$$b82
000155147 7001_ $$aAngelov, Angel$$b83
000155147 7001_ $$aBartholomäus, Alexander$$b84
000155147 7001_ $$aBecker, Anke$$b85
000155147 7001_ $$aBezdan, Daniela$$b86
000155147 7001_ $$aBlumert, Conny$$b87
000155147 7001_ $$aBonifacio, Ezio$$b88
000155147 7001_ $$aBork, Peer$$b89
000155147 7001_ $$aBoyke, Bunk$$b90
000155147 7001_ $$aBlum, Helmut$$b91
000155147 7001_ $$aClavel, Thomas$$b92
000155147 7001_ $$aColome-Tatche, Maria$$b93
000155147 7001_ $$aCornberg, Markus$$b94
000155147 7001_ $$aDe La Rosa Velázquez, Inti Alberto$$b95
000155147 7001_ $$aDiefenbach, Andreas$$b96
000155147 7001_ $$aDilthey, Alexander$$b97
000155147 7001_ $$aFischer, Nicole$$b98
000155147 7001_ $$aFörstner, Konrad$$b99
000155147 7001_ $$aFranzenburg, Sören$$b100
000155147 7001_ $$aFrick, Julia-Stefanie$$b101
000155147 7001_ $$aGabernet, Gisela$$b102
000155147 7001_ $$aGagneur, Julien$$b103
000155147 7001_ $$aGanzenmueller, Tina$$b104
000155147 7001_ $$aGauder, Marie$$b105
000155147 7001_ $$aGeißert, Janina$$b106
000155147 7001_ $$aGoesmann, Alexander$$b107
000155147 7001_ $$aGöpel, Siri$$b108
000155147 7001_ $$aGrundhoff, Adam$$b109
000155147 7001_ $$aGrundmann, Hajo$$b110
000155147 7001_ $$aHain, Torsten$$b111
000155147 7001_ $$aHanses, Frank$$b112
000155147 7001_ $$aHehr, Ute$$b113
000155147 7001_ $$aHeimbach, André$$b114
000155147 7001_ $$aHoeper, Marius$$b115
000155147 7001_ $$aHorn, Friedemann$$b116
000155147 7001_ $$aHübschmann, Daniel$$b117
000155147 7001_ $$aHummel, Michael$$b118
000155147 7001_ $$aIftner, Thomas$$b119
000155147 7001_ $$aIftner, Angelika$$b120
000155147 7001_ $$aIllig, Thomas$$b121
000155147 7001_ $$aJanssen, Stefan$$b122
000155147 7001_ $$aKalinowski, Jörn$$b123
000155147 7001_ $$aKallies, René$$b124
000155147 7001_ $$aKehr, Birte$$b125
000155147 7001_ $$aKeppler, Oliver T$$b126
000155147 7001_ $$aKlein, Christoph$$b127
000155147 7001_ $$aKnop, Michael$$b128
000155147 7001_ $$aKohlbacher, Oliver$$b129
000155147 7001_ $$aKöhrer, Karl$$b130
000155147 7001_ $$aKorbel, Jan$$b131
000155147 7001_ $$aKremsner, Peter G$$b132
000155147 7001_ $$aKühnert, Denise$$b133
000155147 7001_ $$aLandthaler, Markus$$b134
000155147 7001_ $$aLi, Yang$$b135
000155147 7001_ $$aLudwig, Kerstin U$$b136
000155147 7001_ $$aMakarewicz, Oliwia$$b137
000155147 7001_ $$aMarz, Manja$$b138
000155147 7001_ $$aMcHardy, Alice C$$b139
000155147 7001_ $$aMertes, Christian$$b140
000155147 7001_ $$aMünchhoff, Maximilian$$b141
000155147 7001_ $$aNahnsen, Sven$$b142
000155147 7001_ $$0P:(DE-2719)9000400$$aNöthen, Markus M.$$b143
000155147 7001_ $$aNtoumi, Francine$$b144
000155147 7001_ $$aOvermann, Jörg$$b145
000155147 7001_ $$aPeter, Silke$$b146
000155147 7001_ $$aPfeffer, Klaus$$b147
000155147 7001_ $$aPink, Isabell$$b148
000155147 7001_ $$aPoetsch, Anna R$$b149
000155147 7001_ $$aProtzer, Ulrike$$b150
000155147 7001_ $$aPühler, Alfred$$b151
000155147 7001_ $$aRajewsky, Nikolaus$$b152
000155147 7001_ $$aRalser, Markus$$b153
000155147 7001_ $$aReiche, Kristin$$b154
000155147 7001_ $$aRipke, Stephan$$b155
000155147 7001_ $$ada Rocha, Ulisses Nunes$$b156
000155147 7001_ $$aSaliba, Antoine-Emmanuel$$b157
000155147 7001_ $$aSander, Leif Erik$$b158
000155147 7001_ $$aSawitzki, Birgit$$b159
000155147 7001_ $$aScheithauer, Simone$$b160
000155147 7001_ $$aSchiffer, Philipp$$b161
000155147 7001_ $$aSchmid-Burgk, Jonathan$$b162
000155147 7001_ $$aSchneider, Wulf$$b163
000155147 7001_ $$aSchulte, Eva-Christina$$b164
000155147 7001_ $$aSczyrba, Alexander$$b165
000155147 7001_ $$0P:(DE-HGF)0$$aSharaf, Mariam L$$b166
000155147 7001_ $$aSingh, Yogesh$$b167
000155147 7001_ $$aSonnabend, Michael$$b168
000155147 7001_ $$aStegle, Oliver$$b169
000155147 7001_ $$aStoye, Jens$$b170
000155147 7001_ $$aVehreschild, Janne$$b171
000155147 7001_ $$aVelavan, Thirumalaisamy P$$b172
000155147 7001_ $$aVogel, Jörg$$b173
000155147 7001_ $$aVolland, Sonja$$b174
000155147 7001_ $$avon Kleist, Max$$b175
000155147 7001_ $$aWalker, Andreas$$b176
000155147 7001_ $$aWalter, Jörn$$b177
000155147 7001_ $$aWieczorek, Dagmar$$b178
000155147 7001_ $$aWinkler, Sylke$$b179
000155147 7001_ $$aZiebuhr, John$$b180
000155147 773__ $$0PERI:(DE-600)1413423-8$$a10.1038/s41586-021-03583-3$$gVol. 594, no. 7862, p. 265 - 270$$n7862$$p265 - 270$$tNature <London>$$v594$$x1476-4687$$y2021
000155147 8564_ $$uhttps://www.nature.com/articles/s41586-021-03583-3
000155147 8564_ $$uhttps://pub.dzne.de/record/155147/files/7872.pdf$$yOpenAccess
000155147 8564_ $$uhttps://pub.dzne.de/record/155147/files/7872.pdf?subformat=pdfa$$xpdfa$$yOpenAccess
000155147 909CO $$ooai:pub.dzne.de:155147$$pdnbdelivery$$popen_access$$popenaire$$pdriver$$pVDB
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)9001511$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b0$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)2812735$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b7$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)2812578$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b9$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)9001512$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b28$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)9001500$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b29$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)9000846$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b30$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)9000840$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b32$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)2812302$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b37$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)2814170$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b38$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)2812165$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b39$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)2811372$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b54$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)2812913$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b56$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)9000845$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b57$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)2810403$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b59$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)2812750$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b62$$kDZNE
000155147 9101_ $$0I:(DE-588)1065079516$$6P:(DE-2719)2811660$$aDeutsches Zentrum für Neurodegenerative Erkrankungen$$b66$$kDZNE
000155147 9101_ $$0I:(DE-HGF)0$$6P:(DE-2719)9000400$$aExternal Institute$$b143$$kExtern
000155147 9131_ $$0G:(DE-HGF)POF4-354$$1G:(DE-HGF)POF4-350$$2G:(DE-HGF)POF4-300$$3G:(DE-HGF)POF4$$4G:(DE-HGF)POF$$aDE-HGF$$bGesundheit$$lNeurodegenerative Diseases$$vDisease Prevention and Healthy Aging$$x0
000155147 9131_ $$0G:(DE-HGF)POF4-352$$1G:(DE-HGF)POF4-350$$2G:(DE-HGF)POF4-300$$3G:(DE-HGF)POF4$$4G:(DE-HGF)POF$$aDE-HGF$$bGesundheit$$lNeurodegenerative Diseases$$vDisease Mechanisms$$x1
000155147 9130_ $$0G:(DE-HGF)POF3-345$$1G:(DE-HGF)POF3-340$$2G:(DE-HGF)POF3-300$$3G:(DE-HGF)POF3$$4G:(DE-HGF)POF$$aDE-HGF$$bGesundheit$$lErkrankungen des Nervensystems$$vPopulation Studies and Genetics$$x0
000155147 9130_ $$0G:(DE-HGF)POF3-342$$1G:(DE-HGF)POF3-340$$2G:(DE-HGF)POF3-300$$3G:(DE-HGF)POF3$$4G:(DE-HGF)POF$$aDE-HGF$$bGesundheit$$lErkrankungen des Nervensystems$$vDisease Mechanisms and Model Systems$$x1
000155147 9141_ $$y2021
000155147 915__ $$0LIC:(DE-HGF)CCBY4$$2HGFVOC$$aCreative Commons Attribution CC BY 4.0
000155147 915__ $$0StatID:(DE-HGF)0200$$2StatID$$aDBCoverage$$bSCOPUS$$d2022-11-29
000155147 915__ $$0StatID:(DE-HGF)0300$$2StatID$$aDBCoverage$$bMedline$$d2022-11-29
000155147 915__ $$0StatID:(DE-HGF)1050$$2StatID$$aDBCoverage$$bBIOSIS Previews$$d2022-11-29
000155147 915__ $$0StatID:(DE-HGF)1190$$2StatID$$aDBCoverage$$bBiological Abstracts$$d2021-01-27
000155147 915__ $$0StatID:(DE-HGF)0600$$2StatID$$aDBCoverage$$bEbsco Academic Search$$d2022-11-29
000155147 915__ $$0StatID:(DE-HGF)1040$$2StatID$$aDBCoverage$$bZoological Record$$d2022-11-29
000155147 915__ $$0StatID:(DE-HGF)1200$$2StatID$$aDBCoverage$$bChemical Reactions$$d2021-01-27
000155147 915__ $$0StatID:(DE-HGF)1060$$2StatID$$aDBCoverage$$bCurrent Contents - Agriculture, Biology and Environmental Sciences$$d2022-11-29
000155147 915__ $$0StatID:(DE-HGF)0113$$2StatID$$aWoS$$bScience Citation Index Expanded$$d2021-01-27
000155147 915__ $$0StatID:(DE-HGF)1210$$2StatID$$aDBCoverage$$bIndex Chemicus$$d2021-01-27
000155147 915__ $$0StatID:(DE-HGF)1030$$2StatID$$aDBCoverage$$bCurrent Contents - Life Sciences$$d2022-11-29
000155147 915__ $$0StatID:(DE-HGF)0510$$2StatID$$aOpenAccess
000155147 915__ $$0StatID:(DE-HGF)0150$$2StatID$$aDBCoverage$$bWeb of Science Core Collection$$d2022-11-29
000155147 915__ $$0StatID:(DE-HGF)9960$$2StatID$$aIF >= 60$$bNATURE : 2021$$d2022-11-29
000155147 915__ $$0StatID:(DE-HGF)0030$$2StatID$$aPeer Review$$bASC$$d2022-11-29
000155147 915__ $$0StatID:(DE-HGF)0100$$2StatID$$aJCR$$bNATURE : 2021$$d2022-11-29
000155147 915__ $$0StatID:(DE-HGF)0160$$2StatID$$aDBCoverage$$bEssential Science Indicators$$d2021-01-27
000155147 915__ $$0StatID:(DE-HGF)1150$$2StatID$$aDBCoverage$$bCurrent Contents - Physical, Chemical and Earth Sciences$$d2022-11-29
000155147 915__ $$0StatID:(DE-HGF)0199$$2StatID$$aDBCoverage$$bClarivate Analytics Master Journal List$$d2022-11-29
000155147 920__ $$lyes
000155147 9201_ $$0I:(DE-2719)5000071$$kAG Aziz$$lPopulation & Clinical Neuroepidemiology$$x0
000155147 9201_ $$0I:(DE-2719)1013031$$kAG Schultze$$lUnited epigenomic platform$$x1
000155147 9201_ $$0I:(DE-2719)1012001$$kAG Breteler 1$$lPopulation Health Sciences$$x2
000155147 9201_ $$0I:(DE-2719)5000031$$kR&D PRECISE$$lPlatform for Single Cell Genomics and Epigenomics at DZNE & University of Bonn$$x3
000155147 9201_ $$0I:(DE-2719)1410002$$kAG Fischer 1$$lEpigenetics and Systems Medicine in Neurodegenerative Diseases$$x4
000155147 9201_ $$0I:(DE-2719)1013030$$kAG Mukherjee$$lStatistics and machine learning$$x5
000155147 980__ $$ajournal
000155147 980__ $$aVDB
000155147 980__ $$aUNRESTRICTED
000155147 980__ $$aI:(DE-2719)5000071
000155147 980__ $$aI:(DE-2719)1013031
000155147 980__ $$aI:(DE-2719)1012001
000155147 980__ $$aI:(DE-2719)5000031
000155147 980__ $$aI:(DE-2719)1410002
000155147 980__ $$aI:(DE-2719)1013030
000155147 9801_ $$aFullTexts