Making sense of big data in health research: Towards an EU action plan
Charles Auffray,Charles Auffray,Rudi Balling,Inês Barroso,László Bencze,Mikael Benson,Jay M. Bergeron,Enrique Bernal-Delgado,Niklas Blomberg,Christoph Bock,Christoph Bock,Christoph Bock,Ana Conesa,Susanna Del Signore,Christophe Delogne,Peter Devilee,Alberto Di Meglio,Marinus J.C. Eijkemans,Paul Flicek,Norbert Graf,Vera Grimm,Henk-Jan Guchelaar,Yike Guo,Ivo Gut,Allan Hanbury,Shahid Hanif,Ralf-Dieter Hilgers,Angel Honrado,D. Rod Hose,Jeanine J. Houwing-Duistermaat,Tim Hubbard,Sophie Helen Janacek,Haralampos Karanikas,Tim Kievits,Manfred Kohler,Andreas Kremer,Jerry Lanfear,Thomas Lengauer,Edith Maes,Theo Meert,Werner Müller,Dörthe Nickel,Peter Oledzki,Bertrand Pedersen,Milan Petkovic,Konstantinos Pliakos,Magnus Rattray,Josep Redón Más,Reinhard Schneider,Thierry Sengstag,Xavier Serra-Picamal,Wouter Spek,Lea A. I. Vaas,Okker van Batenburg,Marc Vandelaer,Péter Várnai,Pablo Villoslada,Juan Antonio Vizcaíno,John Peter Mary Wubbe,Gianluigi Zanetti +59 more
TLDR
Clinicians, researchers, and citizens need improved methods, tools, and training to generate, analyze, and query data effectively and contribute to creating the European Single Market for health, which will improve health and healthcare for all Europeans.Abstract:
Medicine and healthcare are undergoing profound changes. Whole-genome sequencing and high-resolution imaging technologies are key drivers of this rapid and crucial transformation. Technological innovation combined with automation and miniaturization has triggered an explosion in data production that will soon reach exabyte proportions. How are we going to deal with this exponential increase in data production? The potential of “big data” for improving health is enormous but, at the same time, we face a wide range of challenges to overcome urgently. Europe is very proud of its cultural diversity; however, exploitation of the data made available through advances in genomic medicine, imaging, and a wide range of mobile health applications or connected devices is hampered by numerous historical, technical, legal, and political barriers. European health systems and databases are diverse and fragmented. There is a lack of harmonization of data formats, processing, analysis, and data transfer, which leads to incompatibilities and lost opportunities. Legal frameworks for data sharing are evolving. Clinicians, researchers, and citizens need improved methods, tools, and training to generate, analyze, and query data effectively. Addressing these barriers will contribute to creating the European Single Market for health, which will improve health and healthcare for all Europeans.read more
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Journal ArticleDOI
Medical Internet of Things and Big Data in Healthcare
TL;DR: A new category of "personalised preventative health coaches" (Digital Health Advisors) will emerge that will possess the skills and the ability to interpret and understand health and well-being data and help their clients avoid chronic and diet-related illness, improve cognitive function, achieve improved mental health and achieve improved lifestyles overall.
Journal ArticleDOI
Automated machine learning: Review of the state-of-the-art and opportunities for healthcare.
TL;DR: The existing literature in the field of automated machine learning (AutoML) is reviewed to help healthcare professionals better utilize machine learning models "off-the-shelf" with limited data science expertise to help there to be widespread adoption of AutoML in healthcare.
Journal ArticleDOI
Concurrence of big data analytics and healthcare: A systematic review
Nishita Mehta,Anil Pandit +1 more
TL;DR: There is a paucity of information on evidence of real-world use of Big Data analytics in healthcare, and majority of the studies were from developed countries which brings out the need for promotion of research on Healthcare Big Data Analytics in developing countries.
Journal ArticleDOI
Integrated Omics: Tools, Advances, and Future Approaches
TL;DR: This work discusses recent approaches, existing tools, and potential caveats in the integration of omics datasets for development of standardized analytical pipelines that could be adopted by the global omics research community.
Journal ArticleDOI
A Systematic Review on Healthcare Analytics: Application and Theoretical Perspective of Data Mining
TL;DR: It is found that the existing literature mostly examines analytics in clinical and administrative decision-making, and analytics based on website and social media data has been increasing in recent years.
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TL;DR: The Pan-Cancer initiative compares the first 12 tumor types profiled by TCGA with a major opportunity to develop an integrated picture of commonalities, differences and emergent themes across tumor lineages.
Journal Article
The Cancer Genome Atlas Pan-Cancer analysis project
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Seidman,Sahil Seth,Xingzhi Song,Jiabin Tang,Ruibin Xi,Andrew Wei Xu,Lixing Yang,Dong Zeng,J. Todd Auman,Saianand Balu,Elizabeth Buda,Cheng Fan,Katherine A. Hoadley,Corbin D. Jones,Shaowu Meng,Piotr A. Mieczkowski,Joel S. Parker,Charles M. Perou,Jeffrey Roach,Yan Shi,Grace O. Silva,Donghui Tan,Umadevi Veluvolu,Scot Waring,Matthew D. Wilkerson,Junyuan Wu,Wei Zhao,Tom Bodenheimer,D. Neil Hayes,Alan P. Hoyle,Stuart R. Jeffreys,Lisle E. Mose,Janae V. Simons,Mathew G. Soloway,Stephen B. Baylin,Benjamin P. Berman,Moiz S. Bootwalla,Ludmila Danilova,James G. Herman,Toshinori Hinoue,Peter W. Laird,Suhn K. Rhie,Hui Shen,Timothy J. Triche,Daniel J. Weisenberger,Scott L. Carter,Kristian Cibulskis,Lynda Chin,Jianhua Zhang,Gad Getz,Carrie Sougnez,Min Wang,Huyen Dinh,Harshavardhan Doddapaneni,Richard A. Gibbs,Preethi H. Gunaratne,Yi Han,Divya Kalra,Christie Kovar,Lora Lewis,Margaret Morgan,Donna Morton,Donna M. Muzny,Jeffrey G. Reid,Liu Xi,Juok Cho,Daniel DiCara,Scott Frazer,Nils Gehlenborg,David I. 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McLellan,Joshua F. McMichael,Christopher A. Miller,Michelle O'Laughlin,Craig Pohl,Heather Schmidt,Scott M. Smith,Jason Walker,John W. Wallis,Michael C. Wendl,Richard K. Wilson,Todd Wylie,Qunyuan Zhang,Robert A. Burton,Mark A. Jensen,Ari B. Kahn,Todd Pihl,David Pot,Yunhu Wan,Douglas A. Levine,Aaron D. Black,Jay Bowen,Jessica Frick,Julie M. Gastier-Foster,Hollie A. Harper,Carmen Helsel,Kristen M. Leraas,Tara M. Lichtenberg,Cynthia McAllister,Nilsa C. Ramirez,Samantha Sharpe,Lisa Wise,Erik Zmuda,Stephen J. Chanock,Tanja Davidsen,John A. Demchok,Greg Eley,Ina Felau,Brad Ozenberger,Margi Sheth,Heidi J. Sofia,Louis M. Staudt,Roy Tarnuzzer,Zhining Wang,Liming Yang,Jiashan Zhang,Larsson Omberg,Adam A. Margolin,Benjamin J. Raphael,Fabio Vandin,Hsin-Ta Wu,Mark D.M. Leiserson,Stephen C. Benz,Charles J. Vaske,Houtan Noushmehr,Denise M. Wolf,Laura van 't Veer,Eric A. Collisson,Dimitris Anastassiou,Tai-Hsien Ou Yang,Nuria Lopez-Bigas,Abel Gonzalez-Perez,David Tamborero,Zheng Xia,Wei Li,Dong-Yeon Cho,Teresa M. Przytycka,Mark P. Hamilton,Sean E. McGuire,Sven Nelander,Patrik Johansson,Rebecka Jörnsten,Teresia Kling,Jose Miguel Sanchez,Kenna R. Mills Shaw +337 more
TL;DR: The Cancer Genome Atlas (TCGA) Research Network has profiled and analyzed large numbers of human tumors to discover molecular aberrations at the DNA, RNA, protein and epigenetic levels as mentioned in this paper.
Journal ArticleDOI
External review and validation of the Swedish national inpatient register
Jonas F. Ludvigsson,Jonas F. Ludvigsson,Eva Andersson,Anders Ekbom,Maria Feychting,Jeong-Lim Kim,Christina Reuterwall,Mona Heurgren,Petra Otterblad Olausson +8 more
TL;DR: The validity of the Swedish IPR is high for many but not all diagnoses, but for certain research areas the use of other health registers, such as the Swedish Cancer Register, may be more suitable.
Journal ArticleDOI
From core referencing to data re-use: two French national initiatives to reinforce paleodata stewardship (National Cyber Core Repository and LTER France Retro-Observatory)
Fabien Arnaud,Cécile Pignol,Pierre Stéphan,Anne-Lise Develle,Pierre Sabatier,Olivier Evrard,Brice Mourier,Maxime Debret,Cécile Grobois,Laurent Millet,Damien Rius,Dominique Marguerie,Mathias Rouan,Elodie Godinho,Bruno Galabertier,Arnaud Caillo +15 more
TL;DR: ROZA was developed under the umbrella of LTER-France (Long Term Ecological Research) in order to facilitate the re-use of data and samples and will favor to use of paleodata by non-paleodata scientists, in particular ecologists.
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