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1221“…In this review, we highlight common approaches to genomic data integration and provide a transparent benchmarking procedure to quantitatively compare method performances in cancer gene prioritization. …”
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1222por Roman, Faustin Laurentiu, Abler, Daniel, Kanellopoulos, Vassiliki, Amoros, Gabriel, Davies, Jim, Dosanjh, Manjit, Jena, Raj, Kirkby, Norman, Peach, Ken, Salt, Jose“…The essential contribution of the work reported here lies in the novel data integration and reporting methods, as well as the approach to software sustainability achieved through the use of community-supported open-source components.…”
Publicado 2013
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1223por Koscielny, Gautier, An, Peter, Carvalho-Silva, Denise, Cham, Jennifer A., Fumis, Luca, Gasparyan, Rippa, Hasan, Samiul, Karamanis, Nikiforos, Maguire, Michael, Papa, Eliseo, Pierleoni, Andrea, Pignatelli, Miguel, Platt, Theo, Rowland, Francis, Wankar, Priyanka, Bento, A. Patrícia, Burdett, Tony, Fabregat, Antonio, Forbes, Simon, Gaulton, Anna, Gonzalez, Cristina Yenyxe, Hermjakob, Henning, Hersey, Anne, Jupe, Steven, Kafkas, Şenay, Keays, Maria, Leroy, Catherine, Lopez, Francisco-Javier, Magarinos, Maria Paula, Malone, James, McEntyre, Johanna, Munoz-Pomer Fuentes, Alfonso, O'Donovan, Claire, Papatheodorou, Irene, Parkinson, Helen, Palka, Barbara, Paschall, Justin, Petryszak, Robert, Pratanwanich, Naruemon, Sarntivijal, Sirarat, Saunders, Gary, Sidiropoulos, Konstantinos, Smith, Thomas, Sondka, Zbyslaw, Stegle, Oliver, Tang, Y. Amy, Turner, Edward, Vaughan, Brendan, Vrousgou, Olga, Watkins, Xavier, Martin, Maria-Jesus, Sanseau, Philippe, Vamathevan, Jessica, Birney, Ewan, Barrett, Jeffrey, Dunham, Ian“…We have designed and developed a data integration and visualization platform that provides evidence about the association of known and potential drug targets with diseases. …”
Publicado 2017
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1224por Carlin, Daniel, Kosnicki, Kassi, Garamszegi, Sara, Ideker, Trey, Thorvaldsdóttir, Helga, Reich, Michael, Mesirov, Jill“…However, until now, this task has required dedicated bioinformatics support to perform the necessary data integration. GenomeSpace provides a protocol, or “recipe”, and a user interface with inter-operating software tools to identify protein occupancies along the genome from a ChIP-seq experiment and associated differentially regulated genes from a RNA-Seq experiment. …”
Publicado 2018
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1225“…Further, when attempting to integrate data, differences in existing datasets also impose challenges that limit opportunities for data integration. As a result, the pace of scientific advancements is suboptimal. …”
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1226“…They are often aimed at benchmarking bioinformatics algorithms for purposes such as sample classification, differential expression analysis, correlation and network studies and the optimization of data integration and normalization techniques. Here, we propose a general framework to compare synthetically generated RNA-seq data and select a data-generating tool that is suitable for a set of specific study goals. …”
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1227por Lam, Hugo YK, Marenco, Luis, Clark, Tim, Gao, Yong, Kinoshita, June, Shepherd, Gordon, Miller, Perry, Wu, Elizabeth, Wong, Gwendolyn T, Liu, Nian, Crasto, Chiquito, Morse, Thomas, Stephens, Susie, Cheung, Kei-Hoi“…Our implementation uses the RDF Data Model in Oracle Database 10g release 2 for data integration, query, and inference, while our Web interface allows users to query the data and retrieve the results in a convenient fashion. …”
Publicado 2007
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1228por Tizzoni, Michele, Bajardi, Paolo, Poletto, Chiara, Ramasco, José J, Balcan, Duygu, Gonçalves, Bruno, Perra, Nicola, Colizza, Vittoria, Vespignani, Alessandro“…The quality of the forecast depends on the level of data integration, thus stressing the need for high-quality data in population-based models, and of progressive updates of validated available empirical knowledge to inform these models.…”
Publicado 2012
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1229“…However, different types of data often contain varying degrees of noise. For effective data integration, it’s important to design methods that work robustly with respect to noise. …”
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1230por Henry, Vincent J., Goelzer, Anne, Ferré, Arnaud, Fischer, Stephan, Dinh, Marc, Loux, Valentin, Froidevaux, Christine, Fromion, Vincent“…In parallel, the development of recent whole-cell models using a systemic cell description opened alternatives for data integration. Integrating a systemic cell description within a bio-ontology would help to progress in whole-cell data integration and modeling synergistically. …”
Publicado 2017
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1231“…This review highlights critical advances and challenges in omics data analysis, dealing with data variability from lab-to-lab, and data integration. We also describe methods used in data mining and AI methods to obtain robust results for precision medicine from “big” data. …”
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1232“…We categorize and describe two types of data integrative methods. First, we describe fine-mapping methods. …”
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1233por Wang, Chan, Segal, Leopoldo N., Hu, Jiyuan, Zhou, Boyan, Hayes, Richard, Ahn, Jiyoung, Li, Huilin“…Moreover, we propose a multi-omics data integration method by jointly modeling the proposed MRS and other risk scores constructed from other omics data in disease prediction. …”
Publicado 2022
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1234por Murtagh, Madeleine J., Blell, Mwenza T., Butters, Olly W., Cowley, Lorraine, Dove, Edward S., Goodman, Alissa, Griggs, Rebecca L., Hall, Alison, Hallowell, Nina, Kumari, Meena, Mangino, Massimo, Maughan, Barbara, Mills, Melinda C., Minion, Joel T., Murphy, Tom, Prior, Gillian, Suderman, Matthew, Ring, Susan M., Rogers, Nina T., Roberts, Stephanie J., Van der Straeten, Catherine, Viney, Will, Wiltshire, Deborah, Wong, Andrew, Walker, Neil, Burton, Paul R.“…BACKGROUND: Genomic and biosocial research data about individuals is rapidly proliferating, bringing the potential for novel opportunities for data integration and use. The scale, pace and novelty of these applications raise a number of urgent sociotechnical, ethical and legal questions, including optimal methods of data storage, management and access. …”
Publicado 2018
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1235por Kapsner, Lorenz A., Mang, Jonathan M., Mate, Sebastian, Seuchter, Susanne A., Vengadeswaran, Abishaa, Bathelt, Franziska, Deppenwiese, Noemi, Kadioglu, Dennis, Kraska, Detlef, Prokosch, Hans-Ulrich“…Participating sites of the German Medical Informatics Initiative (MII) established data integration centers to integrate EHR data within research data repositories to support local and federated analyses. …”
Publicado 2021
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1236por Steen, Mary, Othman, Shwikar Mahmoud Etman, Briley, Annette, Vernon, Rachael, Hutchinson, Steven, Dyer, Susan“…Finally, phase 3 will include data integration and dissemination of key findings and recommendations. …”
Publicado 2022
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1237“…We present a new comprehensive R/Bioconductor-package, IntOMICS, which implements a Bayesian framework for multi-omics data integration. IntOMICS adopts a Markov Chain Monte Carlo sampling scheme to systematically analyze gene expression, copy number variation, DNA methylation, and biological prior knowledge to infer regulatory networks. …”
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1238por Hänsel, Katrin, Dudgeon, Sarah N., Cheung, Kei-Hoi, Durant, Thomas J. S., Schulz, Wade L.“…We provide an overview of the state-of-the-art research for clinical and biomedical data integration and summarize the potential to accelerate healthcare and precision medicine research through insight generation from integrated knowledge graphs.…”
Publicado 2023
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1239“…Recent advancements in omics technologies have generated a wealth of biological data. Integrating these data within mathematical models is essential to fully leverage their potential. …”
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1240“…Although various software tools and packages have been developed for this purpose, challenges persist in terms of user-friendly accessibility, data integration, and interactivity. In this study, we introduce Spatial-Live, a lightweight and versatile viewer tool designed for flexible single-cell spatial-omics data visualization. …”
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