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For: Deist TM, Dankers FJWM, Ojha P, Scott Marshall M, Janssen T, Faivre-Finn C, Masciocchi C, Valentini V, Wang J, Chen J, Zhang Z, Spezi E, Button M, Jan Nuyttens J, Vernhout R, van Soest J, Jochems A, Monshouwer R, Bussink J, Price G, Lambin P, Dekker A. Distributed learning on 20 000+ lung cancer patients - The Personal Health Train. Radiother Oncol 2020;144:189-200. [PMID: 31911366 DOI: 10.1016/j.radonc.2019.11.019] [Citation(s) in RCA: 77] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2019] [Revised: 11/18/2019] [Accepted: 11/19/2019] [Indexed: 12/12/2022]
Number Cited by Other Article(s)
1
Ziegler J, Erpenbeck MP, Fuchs T, Saibold A, Volkmer PC, Schmidt G, Eicher J, Pallaoro P, De Souza Falguera R, Aubele F, Hagedorn M, Vansovich E, Raffler J, Ringshandl S, Kerscher A, Maurer JK, Kühnel B, Schenkirsch G, Kampf M, Kapsner LA, Ghanbarian H, Spengler H, Soto-Rey I, Albashiti F, Hellwig D, Ertl M, Fette G, Kraska D, Boeker M, Prokosch HU, Gulden C. Bridging Data Silos in Oncology with Modular Software for Federated Analysis on Fast Healthcare Interoperability Resources: Multisite Implementation Study. J Med Internet Res 2025;27:e65681. [PMID: 40233352 PMCID: PMC12041822 DOI: 10.2196/65681] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2024] [Revised: 11/24/2024] [Accepted: 12/18/2024] [Indexed: 04/17/2025]  Open
2
Oomens JE, Moonen JEF, Vos SJB, Beran M, Mateus P, De Deyn PP, van der Flier WM, Geerlings MI, Huisman MA, Ikram MA, Schram MT, Slagboom PE, Verschuren WMM, Beekman M, Bermejo I, Birhanu M, Bron EE, Dekker A, Frentz I, Garst SJF, Jaarsma E, Kok AAL, Marcolini S, Mei L, van Charante EPM, Richard E, Schalkwijk CG, van Sloten TT, Teunissen CE, Twait EL, Verberk IMW, Vonk JMJ, van de Waarenburg MPH, Wolters FJ, Jansen WJ, Visser PJ. Identifying pathways to the prevention of dementia: the Netherlands consortium of dementia cohorts. BMC Neurol 2025;25:59. [PMID: 39939930 PMCID: PMC11816548 DOI: 10.1186/s12883-024-03995-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2024] [Accepted: 12/11/2024] [Indexed: 02/14/2025]  Open
3
Choudhury A, Volmer L, Martin F, Fijten R, Wee L, Dekker A, Soest JV. Advancing Privacy-Preserving Health Care Analytics and Implementation of the Personal Health Train: Federated Deep Learning Study. JMIR AI 2025;4:e60847. [PMID: 39912580 PMCID: PMC11843053 DOI: 10.2196/60847] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/23/2024] [Revised: 10/01/2024] [Accepted: 10/17/2024] [Indexed: 02/07/2025]
4
van Timmeren JE, Bussink J, Koopmans P, Smeenk RJ, Monshouwer R. Longitudinal Image Data for Outcome Modeling. Clin Oncol (R Coll Radiol) 2025;38:103610. [PMID: 39003124 DOI: 10.1016/j.clon.2024.06.053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Revised: 04/15/2024] [Accepted: 06/24/2024] [Indexed: 07/15/2024]
5
Price G, Peek N, Eleftheriou I, Spencer K, Paley L, Hogenboom J, van Soest J, Dekker A, van Herk M, Faivre-Finn C. An Overview of Real-World Data Infrastructure for Cancer Research. Clin Oncol (R Coll Radiol) 2025;38:103545. [PMID: 38631976 DOI: 10.1016/j.clon.2024.03.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2023] [Revised: 02/27/2024] [Accepted: 03/13/2024] [Indexed: 04/19/2024]
6
Bujotzek MR, Akünal Ü, Denner S, Neher P, Zenk M, Frodl E, Jaiswal A, Kim M, Krekiehn NR, Nickel M, Ruppel R, Both M, Döllinger F, Opitz M, Persigehl T, Kleesiek J, Penzkofer T, Maier-Hein K, Bucher A, Braren R. Real-world federated learning in radiology: hurdles to overcome and benefits to gain. J Am Med Inform Assoc 2025;32:193-205. [PMID: 39455061 DOI: 10.1093/jamia/ocae259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2024] [Revised: 09/24/2024] [Accepted: 09/27/2024] [Indexed: 10/28/2024]  Open
7
Conroy L, Winter J, Khalifa A, Tsui G, Berlin A, Purdie TG. Artificial Intelligence for Radiation Treatment Planning: Bridging Gaps From Retrospective Promise to Clinical Reality. Clin Oncol (R Coll Radiol) 2025;37:103630. [PMID: 39531894 DOI: 10.1016/j.clon.2024.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Revised: 07/31/2024] [Accepted: 08/08/2024] [Indexed: 11/16/2024]
8
Bregonzio M, Bernasconi A, Pinoli P. Advancing healthcare through data: the BETTER project's vision for distributed analytics. Front Med (Lausanne) 2024;11:1473874. [PMID: 39416867 PMCID: PMC11480012 DOI: 10.3389/fmed.2024.1473874] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2024] [Accepted: 09/12/2024] [Indexed: 10/19/2024]  Open
9
Field M, Vinod S, Delaney GP, Aherne N, Bailey M, Carolan M, Dekker A, Greenham S, Hau E, Lehmann J, Ludbrook J, Miller A, Rezo A, Selvaraj J, Sykes J, Thwaites D, Holloway L. Federated Learning Survival Model and Potential Radiotherapy Decision Support Impact Assessment for Non-small Cell Lung Cancer Using Real-World Data. Clin Oncol (R Coll Radiol) 2024;36:e197-e208. [PMID: 38631978 DOI: 10.1016/j.clon.2024.03.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 02/07/2024] [Accepted: 03/11/2024] [Indexed: 04/19/2024]
10
Welten S, de Arruda Botelho Herr M, Hempel L, Hieber D, Placzek P, Graf M, Weber S, Neumann L, Jugl M, Tirpitz L, Kindermann K, Geisler S, Bonino da Silva Santos LO, Decker S, Pfeifer N, Kohlbacher O, Kirsten T. A study on interoperability between two Personal Health Train infrastructures in leukodystrophy data analysis. Sci Data 2024;11:663. [PMID: 38909050 PMCID: PMC11193731 DOI: 10.1038/s41597-024-03450-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Accepted: 05/31/2024] [Indexed: 06/24/2024]  Open
11
Choudhury A, Janssen E, Bongers BC, van Meeteren NLU, Dekker A, van Soest J. Colorectal cancer health and care quality indicators in a federated setting using the Personal Health Train. BMC Med Inform Decis Mak 2024;24:121. [PMID: 38724966 PMCID: PMC11080148 DOI: 10.1186/s12911-024-02526-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Accepted: 05/02/2024] [Indexed: 05/13/2024]  Open
12
Buosi S, Timilsina M, Torrente M, Provencio M, Fey D, Nováček V. Boosting predictive models and augmenting patient data with relevant genomic and pathway information. Comput Biol Med 2024;174:108398. [PMID: 38608322 DOI: 10.1016/j.compbiomed.2024.108398] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2024] [Revised: 03/07/2024] [Accepted: 04/01/2024] [Indexed: 04/14/2024]
13
Gottardelli B, Gouthamchand V, Masciocchi C, Boldrini L, Martino A, Mazzarella C, Massaccesi M, Monshouwer R, Findhammer J, Wee L, Dekker A, Gambacorta MA, Damiani A. A distributed feature selection pipeline for survival analysis using radiomics in non-small cell lung cancer patients. Sci Rep 2024;14:7814. [PMID: 38570606 PMCID: PMC10991291 DOI: 10.1038/s41598-024-58241-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Accepted: 03/27/2024] [Indexed: 04/05/2024]  Open
14
Mullie L, Afilalo J, Archambault P, Bouchakri R, Brown K, Buckeridge DL, Cavayas YA, Turgeon AF, Martineau D, Lamontagne F, Lebrasseur M, Lemieux R, Li J, Sauthier M, St-Onge P, Tang A, Witteman W, Chassé M. CODA: an open-source platform for federated analysis and machine learning on distributed healthcare data. J Am Med Inform Assoc 2024;31:651-665. [PMID: 38128123 PMCID: PMC10873779 DOI: 10.1093/jamia/ocad235] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 10/28/2023] [Accepted: 12/02/2023] [Indexed: 12/23/2023]  Open
15
Yan B, Cao D, Jiang X, Chen Y, Dai W, Dong F, Huang W, Zhang T, Gao C, Chen Q, Yan Z, Wang Z. FedEYE: A scalable and flexible end-to-end federated learning platform for ophthalmology. PATTERNS (NEW YORK, N.Y.) 2024;5:100928. [PMID: 38370128 PMCID: PMC10873155 DOI: 10.1016/j.patter.2024.100928] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 10/03/2023] [Accepted: 01/11/2024] [Indexed: 02/20/2024]
16
Mahon P, Chatzitheofilou I, Dekker A, Fernández X, Hall G, Helland A, Traverso A, Van Marcke C, Vehreschild J, Ciliberto G, Tonon G. A federated learning system for precision oncology in Europe: DigiONE. Nat Med 2024;30:334-337. [PMID: 38195748 DOI: 10.1038/s41591-023-02715-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2024]
17
Shin H, Ryu K, Kim JY, Lee S. Application of privacy protection technology to healthcare big data. Digit Health 2024;10:20552076241282242. [PMID: 39502481 PMCID: PMC11536567 DOI: 10.1177/20552076241282242] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Accepted: 08/23/2024] [Indexed: 11/08/2024]  Open
18
Pirmani A, De Brouwer E, Geys L, Parciak T, Moreau Y, Peeters LM. The Journey of Data Within a Global Data Sharing Initiative: A Federated 3-Layer Data Analysis Pipeline to Scale Up Multiple Sclerosis Research. JMIR Med Inform 2023;11:e48030. [PMID: 37943585 PMCID: PMC10667980 DOI: 10.2196/48030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Revised: 08/25/2023] [Accepted: 09/30/2023] [Indexed: 11/10/2023]  Open
19
Gavai A, Bouzembrak Y, Mu W, Martin F, Kaliyaperumal R, van Soest J, Choudhury A, Heringa J, Dekker A, Marvin HJP. Applying federated learning to combat food fraud in food supply chains. NPJ Sci Food 2023;7:46. [PMID: 37658060 PMCID: PMC10474077 DOI: 10.1038/s41538-023-00220-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Accepted: 08/16/2023] [Indexed: 09/03/2023]  Open
20
Timilsina M, Fey D, Buosi S, Janik A, Costabello L, Carcereny E, Abreu DR, Cobo M, Castro RL, Bernabé R, Minervini P, Torrente M, Provencio M, Nováček V. Synergy between imputed genetic pathway and clinical information for predicting recurrence in early stage non-small cell lung cancer. J Biomed Inform 2023;144:104424. [PMID: 37352900 DOI: 10.1016/j.jbi.2023.104424] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Revised: 06/06/2023] [Accepted: 06/11/2023] [Indexed: 06/25/2023]
21
Bon JJ, Bretherton A, Buchhorn K, Cramb S, Drovandi C, Hassan C, Jenner AL, Mayfield HJ, McGree JM, Mengersen K, Price A, Salomone R, Santos-Fernandez E, Vercelloni J, Wang X. Being Bayesian in the 2020s: opportunities and challenges in the practice of modern applied Bayesian statistics. PHILOSOPHICAL TRANSACTIONS. SERIES A, MATHEMATICAL, PHYSICAL, AND ENGINEERING SCIENCES 2023;381:20220156. [PMID: 36970822 PMCID: PMC10041356 DOI: 10.1098/rsta.2022.0156] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Accepted: 01/06/2023] [Indexed: 06/18/2023]
22
Wenzel HHB, Hardie AN, Moncada-Torres A, Høgdall CK, Bekkers RLM, Falconer H, Jensen PT, Nijman HW, van der Aa MA, Martin F, van Gestel AJ, Lemmens VEPP, Dahm-Kähler P, Alfonzo E, Persson J, Ekdahl L, Salehi S, Frøding LP, Markauskas A, Fuglsang K, Schnack TH. A federated approach to identify women with early-stage cervical cancer at low risk of lymph node metastases. Eur J Cancer 2023;185:61-68. [PMID: 36965329 DOI: 10.1016/j.ejca.2023.02.021] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Revised: 02/22/2023] [Accepted: 02/22/2023] [Indexed: 02/27/2023]
23
Hulsen T, Friedecký D, Renz H, Melis E, Vermeersch P, Fernandez-Calle P. From big data to better patient outcomes. Clin Chem Lab Med 2023;61:580-586. [PMID: 36539928 DOI: 10.1515/cclm-2022-1096] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2022] [Accepted: 12/12/2022] [Indexed: 12/24/2022]
24
D’Amario D, Laborante R, Delvinioti A, Lenkowicz J, Iacomini C, Masciocchi C, Luraschi A, Damiani A, Rodolico D, Restivo A, Ciliberti G, Paglianiti DA, Canonico F, Patarnello S, Cesario A, Valentini V, Scambia G, Crea F. GENERATOR HEART FAILURE DataMart: An integrated framework for heart failure research. Front Cardiovasc Med 2023;10:1104699. [PMID: 37034335 PMCID: PMC10073733 DOI: 10.3389/fcvm.2023.1104699] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Accepted: 03/07/2023] [Indexed: 04/11/2023]  Open
25
Bovée JVMG, Webster F, Amary F, Baumhoer D, Bloem JLH, Bridge JA, Cates JMM, de Alava E, Dei Tos AP, Jones KB, Mahar A, Nielsen GP, Righi A, Wagner AJ, Yoshida A, Fletcher CDM. Datasets for the reporting of primary tumour in bone: recommendations from the International Collaboration on Cancer Reporting (ICCR). Histopathology 2023;82:531-540. [PMID: 36464647 PMCID: PMC10107487 DOI: 10.1111/his.14849] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 11/28/2022] [Accepted: 11/29/2022] [Indexed: 12/12/2022]
26
Moshawrab M, Adda M, Bouzouane A, Ibrahim H, Raad A. Reviewing Federated Machine Learning and Its Use in Diseases Prediction. SENSORS (BASEL, SWITZERLAND) 2023;23:s23042112. [PMID: 36850717 PMCID: PMC9958993 DOI: 10.3390/s23042112] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 02/04/2023] [Accepted: 02/09/2023] [Indexed: 05/31/2023]
27
Personal Health Train Architecture with Dynamic Cloud Staging. SN COMPUTER SCIENCE 2023;4:14. [PMID: 36274815 PMCID: PMC9574821 DOI: 10.1007/s42979-022-01422-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Accepted: 09/16/2022] [Indexed: 11/05/2022]
28
Nguyen TX, Ran AR, Hu X, Yang D, Jiang M, Dou Q, Cheung CY. Federated Learning in Ocular Imaging: Current Progress and Future Direction. Diagnostics (Basel) 2022;12:2835. [PMID: 36428895 PMCID: PMC9689273 DOI: 10.3390/diagnostics12112835] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 11/11/2022] [Accepted: 11/14/2022] [Indexed: 11/18/2022]  Open
29
Rønn Hansen C, Price G, Field M, Sarup N, Zukauskaite R, Johansen J, Eriksen JG, Aly F, McPartlin A, Holloway L, Thwaites D, Brink C. Larynx cancer survival model developed through open-source federated learning. Radiother Oncol 2022;176:179-186. [PMID: 36208652 DOI: 10.1016/j.radonc.2022.09.023] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2022] [Revised: 08/12/2022] [Accepted: 09/28/2022] [Indexed: 12/14/2022]
30
Federated learning review: Fundamentals, enabling technologies, and future applications. Inf Process Manag 2022. [DOI: 10.1016/j.ipm.2022.103061] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
31
Zhang P, Kamel Boulos MN. Privacy-by-Design Environments for Large-Scale Health Research and Federated Learning from Data. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022;19:11876. [PMID: 36231175 PMCID: PMC9565554 DOI: 10.3390/ijerph191911876] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Revised: 09/07/2022] [Accepted: 09/16/2022] [Indexed: 06/16/2023]
32
Sun C, van Soest J, Koster A, Eussen SJPM, Schram MT, Stehouwer CDA, Dagnelie PC, Dumontier M. Studying the association of diabetes and healthcare cost on distributed data from the Maastricht Study and Statistics Netherlands using a privacy-preserving federated learning infrastructure. J Biomed Inform 2022;134:104194. [PMID: 36064113 DOI: 10.1016/j.jbi.2022.104194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2022] [Revised: 08/26/2022] [Accepted: 08/29/2022] [Indexed: 11/28/2022]
33
Field M, I Thwaites D, Carolan M, Delaney GP, Lehmann J, Sykes J, Vinod S, Holloway L. Infrastructure platform for privacy-preserving distributed machine learning development of computer-assisted theragnostics in cancer. J Biomed Inform 2022;134:104181. [PMID: 36055639 DOI: 10.1016/j.jbi.2022.104181] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2022] [Revised: 04/29/2022] [Accepted: 08/20/2022] [Indexed: 11/26/2022]
34
Theophanous S, Lønne PI, Choudhury A, Berbee M, Dekker A, Dennis K, Dewdney A, Gambacorta MA, Gilbert A, Guren MG, Holloway L, Jadon R, Kochhar R, Mohamed AA, Muirhead R, Parés O, Raszewski L, Roy R, Scarsbrook A, Sebag-Montefiore D, Spezi E, Spindler KLG, van Triest B, Vassiliou V, Malinen E, Wee L, Appelt AL. Development and validation of prognostic models for anal cancer outcomes using distributed learning: protocol for the international multi-centre atomCAT2 study. Diagn Progn Res 2022;6:14. [PMID: 35922837 PMCID: PMC9351222 DOI: 10.1186/s41512-022-00128-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 06/09/2022] [Indexed: 11/10/2022]  Open
35
Huang B, Sollee J, Luo YH, Reddy A, Zhong Z, Wu J, Mammarappallil J, Healey T, Cheng G, Azzoli C, Korogodsky D, Zhang P, Feng X, Li J, Yang L, Jiao Z, Bai HX. Prediction of lung malignancy progression and survival with machine learning based on pre-treatment FDG-PET/CT. EBioMedicine 2022;82:104127. [PMID: 35810561 PMCID: PMC9278031 DOI: 10.1016/j.ebiom.2022.104127] [Citation(s) in RCA: 49] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2021] [Revised: 05/16/2022] [Accepted: 06/09/2022] [Indexed: 12/02/2022]  Open
36
Hansen CR, Price G, Field M, Sarup N, Zukauskaite R, Johansen J, Eriksen JG, Aly F, McPartlin A, Holloway L, Thwaites D, Brink C. Open-source distributed learning validation for a larynx cancer survival model following radiotherapy. Radiother Oncol 2022;173:319-326. [PMID: 35738481 DOI: 10.1016/j.radonc.2022.06.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 05/30/2022] [Accepted: 06/15/2022] [Indexed: 10/18/2022]
37
Turner RJ, Coenen F, Roelofs F, Hagoort K, Härmä A, Grünwald PD, Velders FP, Scheepers FE. Information extraction from free text for aiding transdiagnostic psychiatry: constructing NLP pipelines tailored to clinicians' needs. BMC Psychiatry 2022;22:407. [PMID: 35715745 PMCID: PMC9206307 DOI: 10.1186/s12888-022-04058-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Accepted: 06/10/2022] [Indexed: 12/02/2022]  Open
38
Reps JM, Williams RD, Schuemie MJ, Ryan PB, Rijnbeek PR. Learning patient-level prediction models across multiple healthcare databases: evaluation of ensembles for increasing model transportability. BMC Med Inform Decis Mak 2022;22:142. [PMID: 35614485 PMCID: PMC9134686 DOI: 10.1186/s12911-022-01879-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Accepted: 05/13/2022] [Indexed: 11/29/2022]  Open
39
Ankolekar A, van der Heijden B, Dekker A, Roumen C, De Ruysscher D, Reymen B, Berlanga A, Oberije C, Fijten R. Clinician perspectives on clinical decision support systems in lung cancer: Implications for shared decision-making. Health Expect 2022;25:1342-1351. [PMID: 35535474 PMCID: PMC9327823 DOI: 10.1111/hex.13457] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Revised: 01/28/2022] [Accepted: 02/07/2022] [Indexed: 11/27/2022]  Open
40
Hunger M, Bardenheuer K, Passey A, Schade R, Sharma R, Hague C. The Value of Federated Data Networks in Oncology: What Research Questions Do They Answer? Outcomes From a Systematic Literature Review. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2022;25:855-868. [PMID: 35249830 DOI: 10.1016/j.jval.2021.11.1357] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/08/2021] [Revised: 10/22/2021] [Accepted: 11/14/2021] [Indexed: 06/14/2023]
41
Crowson MG, Moukheiber D, Arévalo AR, Lam BD, Mantena S, Rana A, Goss D, Bates DW, Celi LA. A systematic review of federated learning applications for biomedical data. PLOS DIGITAL HEALTH 2022;1:e0000033. [PMID: 36812504 PMCID: PMC9931322 DOI: 10.1371/journal.pdig.0000033] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Accepted: 03/30/2022] [Indexed: 11/18/2022]
42
Multi-Institutional Breast Cancer Detection Using a Secure On-Boarding Service for Distributed Analytics. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12094336] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
43
Husson O, Reeve BB, Darlington AS, Cheung CK, Sodergren S, van der Graaf WTA, Salsman JM. Next Step for Global Adolescent and Young Adult Oncology: A Core Patient-Centered Outcome Set. J Natl Cancer Inst 2022;114:496-502. [PMID: 34865066 PMCID: PMC9002284 DOI: 10.1093/jnci/djab217] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Revised: 10/11/2021] [Accepted: 11/23/2021] [Indexed: 12/24/2022]  Open
44
Chen K, Li H, Pan Z, Wu Z, Song E. Insights into artificial intelligence in clinical oncology: opportunities and challenges. SCIENCE CHINA. LIFE SCIENCES 2022;65:643-647. [PMID: 34846642 DOI: 10.1007/s11427-021-2010-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2021] [Accepted: 09/18/2021] [Indexed: 06/13/2023]
45
Kamphorst B, Rooijakkers T, Veugen T, Cellamare M, Knoors D. Accurate training of the Cox proportional hazards model on vertically-partitioned data while preserving privacy. BMC Med Inform Decis Mak 2022;22:49. [PMID: 35209883 PMCID: PMC8867891 DOI: 10.1186/s12911-022-01771-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2021] [Accepted: 01/20/2022] [Indexed: 11/10/2022]  Open
46
Antunes RS, da Costa CA, Küderle A, Yari IA, Eskofier B. Federated Learning for Healthcare: Systematic Review and Architecture Proposal. ACM T INTEL SYST TEC 2022. [DOI: 10.1145/3501813] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
47
Fu Y, Zhang H, Morris ED, Glide-Hurst CK, Pai S, Traverso A, Wee L, Hadzic I, Lønne PI, Shen C, Liu T, Yang X. Artificial Intelligence in Radiation Therapy. IEEE TRANSACTIONS ON RADIATION AND PLASMA MEDICAL SCIENCES 2022;6:158-181. [PMID: 35992632 PMCID: PMC9385128 DOI: 10.1109/trpms.2021.3107454] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
48
Welten S, Mou Y, Neumann L, Jaberansary M, Yediel Ucer Y, Kirsten T, Decker S, Beyan O. A Privacy-Preserving Distributed Analytics Platform for Health Care Data. Methods Inf Med 2022;61:e1-e11. [PMID: 35038764 PMCID: PMC9246511 DOI: 10.1055/s-0041-1740564] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
49
Jha AK, Mithun S, Sherkhane UB, Jaiswar V, Shi Z, Kalendralis P, Kulkarni C, M.S. D, Rajamenakshi R, Sunder G, Purandare N, Wee L, Rangarajan V, van Soest J, Dekker A. Implementation of Big Imaging Data Pipeline Adhering to FAIR Principles for Federated Machine Learning in Oncology. IEEE TRANSACTIONS ON RADIATION AND PLASMA MEDICAL SCIENCES 2022. [DOI: 10.1109/trpms.2021.3113860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
50
Chen X, Fu R, Shao Q, Chen Y, Ye Q, Li S, He X, Zhu J. Application of artificial intelligence to pancreatic adenocarcinoma. Front Oncol 2022;12:960056. [PMID: 35936738 PMCID: PMC9353734 DOI: 10.3389/fonc.2022.960056] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Accepted: 06/24/2022] [Indexed: 02/05/2023]  Open
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