Mapping longitudinal scientific progress, collaboration and impact of the Alzheimer’s disease neuroimaging initiative
Year: 2017
Type: article
Abstract: BACKGROUND: Alzheimer's disease neuroimaging initiative (ADNI) is a landmark imaging and omics study in AD. ADNI research literature has increased substantially over the past decade, which poses challenges for effectively communicating information about the results and impact of ADNI-related studies. In this work, we employed advanced information visualization techniques to perform a comprehensive and systematic mapping of the ADNI scientific growth and impact over a period of 12 years. METHODS: Citation information of ADNI-related publications from 01/01/2003 to 05/12/2015 were downloaded from the Scopus database. Five fields, including authors, years, affiliations, sources (journals), and keywords, were extracted and preprocessed. Statistical analyses were performed on basic publication data as well as journal and citations information. Science mapping workflows were conducted using the Science of Science (Sci2) Tool to generate geospatial, topical, and collaboration visualizations at the micro (individual) to macro (global) levels such as geospatial layouts of institutional collaboration networks, keyword co-occurrence networks, and author collaboration networks evolving over time. RESULTS: During the studied period, 996 ADNI manuscripts were published across 233 journals and conference proceedings. The number of publications grew linearly from 2008 to 2015, so did the number of involved institutions. ADNI publications received much more citations than typical papers from the same set of journals. Collaborations were visualized at multiple levels, including authors, institutions, and research areas. The evolution of key ADNI research topics was also plotted over the studied period. CONCLUSIONS: Both statistical and visualization results demonstrate the increasing attention of ADNI research, strong citation impact of ADNI publications, the expanding collaboration networks among researchers, institutions and ADNI core areas, and the dynamic evolution of ADNI research topics. The visualizations presented here can help improve daily decision making based on a deep understanding of existing patterns and trends using proven and replicable data analysis and visualization methods. They have great potential to provide new insights and actionable knowledge for helping translational research in AD.
Source: PLoS ONE
Language: English
Subfield: Statistics, Probability and Uncertainty
Field: Decision Sciences
Domain: Social Sciences
Open Access status: gold
Estimated APC paid: $1,355
Funders: U.S. Department of Defense, Indiana Clinical and Translational Sciences Institute, Alzheimer's Disease Neuroimaging Initiative, National Collegiate Athletic Association, Scheme for Promotion of Academic and Research Collaboration, National Institutes of Health, National Institute on Aging, National Cancer Institute, National Institute of Biomedical Imaging and Bioengineering, U.S. National Library of Medicine, National Center for Advancing Translational Sciences
Awards: G104586243, G1218922180, G1308337445, Indiana Alzheimer Disease Center, Bioinformatics Strategies for Multidimensional Brain Imaging Genetics, Genetic architecture of memory and executive functioning in Alzheimer's disease, G156407016, G1654311910, G2022000225, G2105457377, G2189010064, G2423387114, G2528027702, Indiana Clinical and Translational Sciences Institute, G2835601961, Innovation in an Aging Society, G29951154, G3130427885, G3146424788, G3216574877, EFFECTS OF TRAUMATIC BRAIN INJURY AND POSTTRAUMATIC STRESS DISORDER ON ALZHEIMERS DISEASE, G4119534169, G4475667458, Integrative Bioinformatics Approaches to Human Brain Genomics and Connectomics, THE NCAA-DOD GRAND ALLIANCE: CONCUSSION ASSESSMENT, RESEARCH, AND EDUCATION (CARE) CONSORTIUM, G4860885537, G5090083847, EFFECTS OF TRAUMATIC BRAIN INJURY (TBI) AND POST TRAUMATIC STRESS DISORDER (PTSD) ON ALZHEIMER'S DISEASE (AD) IN VETERANS USING IMAGING AND BIOMARKERS IN THE AD NEUROIMAGING INITIATIVE (ADNI)", G5389965057, Alzheimer's Disease Neuroimaging Initiative, G5850682332, G727840694, Visualizing healthcare system dynamics in biomedical Big Data, Memory Circuitry in MCI and Early Alzheimerâs Disease Prodrome: Molecular Drivers, G764699806, Amyloid Imaging, VMCI, and Analysis for ADNI, Metabolic Networks and Pathways in Alzheimer's Disease, G8459246291, G8632625050, G8895907669, G8966017293, G9000039018, G9000074849, G9000122335, G920654007
OpenAlex ID: W2765848415
