Translational research platforms integrating clinical and omics data: a review of publicly available solutions
Open accessAbstract
The rise of personalized medicine and the availability of high-throughput molecular analyses in the context of clinical care have increased the need for adequate tools for translational researchers to manage and explore these data. We reviewed the biomedical literature for translational platforms allowing the management and exploration of clinical and omics data, and identified seven platforms: BRISK, caTRIP, cBio Cancer Portal, G-DOC, iCOD, iDASH and tranSMART. We analyzed these platforms along seven major axes. (1) The community axis regrouped information regarding initiators and funders of the project, as well as availability status and references. (2) We regrouped under the information content axis the nature of the clinical and omics data handled by each system. (3) The privacy management environment axis encompassed functionalities allowing control over data privacy. (4) In the analysis support axis, we detailed the analytical and statistical tools provided by the platforms. We also explored (5) interoperability support and (6) system requirements. The final axis (7) platform support listed the availability of documentation and installation procedures. A large heterogeneity was observed in regard to the capability to manage phenotype information in addition to omics data, their security and interoperability features. The analytical and visualization features strongly depend on the considered platform. Similarly, the availability of the systems is variable. This review aims at providing the reader with the background to choose the platform best suited to their needs. To conclude, we discuss the desiderata for optimal translational research platforms, in terms of privacy, interoperability and technical features.
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Patient clinical and omics data, as part of health-related big data, is now more widely accessible.
“Health-based big data including linked information for patients, such as their clinical data (for example gender, age, pathological and physiological history) and omics data (such as genetics, proteomics and metabolomics) has now become more widely available (Canuel et al., 2015;Singhal et al., 2016).”
From Using machine learning approaches for multi-omics data analysis: A review (2021) · cites this paper as Canuel et al., 2015
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Cites
Cytoscape: A software Environment for integrated models of biomolecular interaction networks
Shannon, P., Markiel, A., Ozier, O., Baliga, N. S., Wang, J. T., Ramage, D., Amin, N., Schwikowski, B., & Ideker, T. (2003) · Genome Research · doi:10.1101/gr.1239303 · Cited by 51,888 · see citing works
KEGG: Kyoto Encyclopedia of Genes and Genomes
Kanehisa, M. (2000) · Nucleic Acids Research · doi:10.1093/nar/28.1.27 · Cited by 37,077 · see citing works
KEGG: Kyoto Encyclopedia of Genes and Genomes
Ogata, H., Goto, S., Sato, K., Fujibuchi, W., Bono, H., & Kanehisa, M. (1999) · Nucleic Acids Research · doi:10.1093/nar/27.1.29 · Cited by 31,232 · see citing works
Cerami, E., Gao, J., Dogrusoz, U., Gross, B. E., Sumer, S. O., Aksoy, B. A., Jacobsen, A., Byrne, C. J., Heuer, M. L., Larsson, E., et al. (2012) · Cancer Discovery · doi:10.1158/2159-8290.cd-12-0095 · Cited by 17,455 · see citing works
RNA-Seq: a revolutionary tool for transcriptomics
Wang, Z., Gerstein, M., & Snyder, M. (2009) · Nature Reviews Genetics · doi:10.1038/nrg2484 · Cited by 13,174 · see citing works
Sequencing technologies – the next generation
Metzker, M. L. (2010) · Nature Reviews Genetics · doi:10.1038/nrg2626 · Cited by 7,066 · see citing works
ChIP–seq: advantages and challenges of a maturing technology
Park, P. J. (2009) · Nature Reviews Genetics · doi:10.1038/nrg2641 · Cited by 2,217 · see citing works
De Roock, W., Claes, B., Bernasconi, D., De Schutter, J., Biesmans, B., Fountzilas, G., Kalogeras, K. T., Kotoula, V., Papamichael, D., Laurent-Puig, P., et al. (2010) · The Lancet Oncology · doi:10.1016/s1470-2045(10)70130-3 · Cited by 2,144 · see citing works
Reich, M. M., Liefeld, T., Gould, J., Lerner, J., Tamayo, P., & Mesirov, J. P. (2006) · Nature Genetics · doi:10.1038/ng0506-500 · Cited by 2,035 · see citing works
Principles and challenges of genome-wide DNA methylation analysis
Laird, P. W. (2010) · Nature Reviews Genetics · doi:10.1038/nrg2732 · Cited by 1,574 · see citing works
NCBI GEO: mining tens of millions of expression profiles--database and tools update
Barrett, T., Troup, D. B., Wilhite, S. E., Ledoux, P., Rudnev, D., Evangelista, C., Kim, I. F., Soboleva, A., Tomashevsky, M., & Edgar, R. (2006) · Nucleic Acids Research · doi:10.1093/nar/gkl887 · Cited by 1,524 · see citing works
Serving the enterprise and beyond with informatics for integrating biology and the bedside (i2b2)
Murphy, S. N., Weber, G. M., Mendis, M., Gainer, V. S., Chueh, H. C., Churchill, S. E., & Kohane, I. S. (2010) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.2009.000893 · Cited by 926 · see citing works
RNA processing and its regulation: global insights into biological networks
Licatalosi, D. D., & Darnell, R. B. (2009) · Nature Reviews Genetics · doi:10.1038/nrg2673 · Cited by 760 · see citing works
Laurent-Puig, P., Cayre, A., Manceau, G., Buc, E., Bachet, J.-B., Lecomte, T., Rougier, P., Lievre, A., Landi, B., Boige, V., et al. (2009) · Journal of Clinical Oncology · doi:10.1200/jco.2008.21.6796 · Cited by 673 · see citing works
Hood, L., & Flores, M. (2012) · New Biotechnology · doi:10.1016/j.nbt.2012.03.004 · Cited by 648 · see citing works
PRIDE: The proteomics identifications database
Martens, L., Hermjakob, H., Jones, P., Adamski, M., Taylor, C., States, D., Gevaert, K., Vandekerckhove, J., & Apweiler, R. (2005) · PROTEOMICS · doi:10.1002/pmic.200401303 · Cited by 594 · see citing works
Next-generation genomics: an integrative approach
Hawkins, R. D., Hon, G. C., & Ren, B. (2010) · Nature Reviews Genetics · doi:10.1038/nrg2795 · Cited by 591 · see citing works
Insights from genomic profiling of transcription factors
Farnham, P. J. (2009) · Nature Reviews Genetics · doi:10.1038/nrg2636 · Cited by 519 · see citing works
The HL7 Clinical Document Architecture
Dolin, R. H., Alschuler, L., Beebe, C. E., Biron, P. V., Boyer, S. L., Essin, D., Kimber, E., Lincoln, T. M., & Mattison, J. E. (2001) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.2001.0080552 · Cited by 448 · see citing works
STRIDE--An integrated standards-based translational research informatics platform.
Lowe, H., Ferris, T., Hernandez, P. M., & Weber, S. (2009) · PubMed Central · Cited by 391 · see citing works
Parkinson, H., Sarkans, U., Kolesnikov, N. N., Abeygunawardena, N., Burdett, T., Dyląg, M., Emam, I., Farne, A., Hastings, E., Holloway, E., et al. (2010) · Nucleic Acids Research · doi:10.1093/nar/gkq1040 · Cited by 337 · see citing works
The 2012 Nucleic Acids Research Database Issue and the online Molecular Biology Database Collection
Galperin, M. Y., & Fernández, X. M. (2011) · Nucleic Acids Research · doi:10.1093/nar/gkr1196 · Cited by 211 · see citing works
Integrating physical and genetic maps: from genomes to interaction networks
Beyer, A., Bandyopadhyay, S., & Ideker, T. (2007) · Nature Reviews Genetics · doi:10.1038/nrg2144 · Cited by 207 · cited 1× · see citing works
“depth discussion of some of these technologies [2–8].”
BackgroundTatonetti, N. P., Denny, J. C., Murphy, S. N., Fernald, G. H., Krishnan, G., Castro, V., Yue, P., Tsau, P. S., Kohane, I. S., Roden, D. M., et al. (2011) · Clinical Pharmacology & Therapeutics · doi:10.1038/clpt.2011.83 · Cited by 202 · see citing works
iDASH: integrating data for analysis, anonymization, and sharing
Lucila Ohno-machado, A., Bafna, V., Boxwala, A. A., Chapman, B. E., Chapman, W. W., Chaudhuri, K., Day, M. E., Farcas, C., Heintzman, N. D., Jiang, X., et al. (2011) · Journal of the American Medical Informatics Association · doi:10.1136/amiajnl-2011-000538 · Cited by 148 · see citing works
The 2013 Nucleic Acids Research Database Issue and the online Molecular Biology Database Collection
Fernández, X. M., & Galperin, M. Y. (2012) · Nucleic Acids Research · doi:10.1093/nar/gks1297 · Cited by 135 · see citing works
SHRINE: Enabling Nationally Scalable Multi-Site Disease Studies
McMurry, A., Murphy, S. N., Macfadden, D. K., Weber, G. M., Simons, W. W., Orechia, J. A., Bickel, J. P., Wattanasin, N., Gilbert, C., Trevvett, P., et al. (2013) · PLoS ONE · doi:10.1371/journal.pone.0055811 · Cited by 125 · see citing works
Effective knowledge management in translational medicine
Szalma, S., Koka, V. N., Khasanova, T., & Perakslis, E. D. (2010) · Journal of Translational Medicine · doi:10.1186/1479-5876-8-68 · Cited by 97 · see citing works
Jung, Y., Lee, S., Choi, H.-S., Kim, S.-N., Lee, E., Shin, Y., Seo, J., Kim, B., Jung, Y., Kim, W., et al. (2011) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-10-1300 · Cited by 96 · see citing works
Unified Medical Language System term occurrences in clinical notes: a large-scale corpus analysis
Wu, S. T., Liu, H., Li, D., Tao, C., Musen, M. A., Chute, C. G., & Shah, N. H. (2012) · Journal of the American Medical Informatics Association · doi:10.1136/amiajnl-2011-000744 · Cited by 80 · see citing works
A Glimpse of the Next 100 Years in Medicine
Kohane, I. S., Drazen, J. M., & Campion, E. W. (2012) · New England Journal of Medicine · doi:10.1056/nejme1213371 · Cited by 74 · see citing works
Zapletal, É., Rodon, N., Grabar, N., & Patrice Degoulet, A. (2010) · Studies in health technology and informatics · doi:10.3233/978-1-60750-588-4-193 · Cited by 67 · see citing works
G-DOC: A Systems Medicine Platform for Personalized Oncology
Madhavan, S., Gusev, Y., Harris, M. A., Tanenbaum, D. M., Gauba, R., Bhuvaneshwar, K., Shinohara, A., Rosso, K. M., Carabet, L. A., Song, L., et al. (2011) · Neoplasia · doi:10.1593/neo.11806 · Cited by 66 · see citing works
An extensible application for assembling annotation for genomic data
Zhang, J., Carey, V. J., & Gentleman, R. C. (2002) · Bioinformatics · doi:10.1093/bioinformatics/19.1.155 · Cited by 58 · see citing works
The clinical research data repository of the US National Institutes of Health.
Cimino, J. J., & Ayres, E. J. (2010) · PubMed · Cited by 50 · see citing works
The cancer translational research informatics platform
McConnell, P., Dash, R. C., Chilukuri, R., Pietrobon, R. S., Johnson, K. S., Annechiarico, R. P., & Cuticchia, A. J. (2008) · BMC Medical Informatics and Decision Making · doi:10.1186/1472-6947-8-60 · Cited by 36 · see citing works
iCOD : an integrated clinical omics database based on the systems-pathology view of disease
Shimokawa, K., Mogushi, K., Shoji, S., Hiraishi, A., Ido, K., Mizushima, H., & Tanaka, H. (2010) · BMC Genomics · doi:10.1186/1471-2164-11-s4-s19 · Cited by 33 · see citing works
Segagni, D., Tibollo, V., Dagliati, A., Leonardo, P., Zambelli, A., Priori, S. G., & Bellazzi, R. (2011) · Studies in health technology and informatics · doi:10.3233/978-1-60750-806-9-887 · Cited by 23 · see citing works
BRISK—research-oriented storage kit for biology-related data
Tan, A. K. X., Tripp, B. W., & Daley, D. (2011) · Bioinformatics · doi:10.1093/bioinformatics/btr389 · Cited by 22 · see citing works
Introduction to Translational Bioinformatics Collection
Altman, R. B. (2012) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1002796 · Cited by 17 · see citing works
G-CODE: enabling systems medicine through innovative informatics
Madhavan, S., Gusev, Y., Harris, M. A., Tanenbaum, D. M., Gauba, R., Bhuvaneshwar, K., Shinohara, A., Rosso, K. M., Carabet, L. A., Song, L., et al. (2011) · Genome biology · doi:10.1186/gb-2011-12-s1-p38 · Cited by 4 · see citing works
Flagged first, then by citations
1 of the 42 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- [21]Committee on a Framework for Development of a New Taxonomy of Disease Toward Precision Medicine: Building a Knowledge Network for Biomedical Research and a New Taxonomy of Disease 2011 Washington, DC National Academies Press (US) 22536618
Cited by
Sorted by citations
Using machine learning approaches for multi-omics data analysis: A review
Reel, P. S., Reel, S., Pearson, E., Trucco, E., & Jefferson, E. (2021) · Biotechnology Advances · doi:10.1016/j.biotechadv.2021.107739 · Cited by 903 · see citing works
Digital transformation in healthcare – architectures of present and future information technologies
Gopal, G., Suter‐Crazzolara, C., Toldo, L., & Eberhardt, W. (2018) · Clinical Chemistry and Laboratory Medicine (CCLM) · doi:10.1515/cclm-2018-0658 · Cited by 396 · see citing works
Big Data and machine learning in radiation oncology: State of the art and future prospects
Bibault, J.-E., Giraud, P., & Burgun, A. (2016) · Cancer Letters · doi:10.1016/j.canlet.2016.05.033 · Cited by 298 · see citing works
Self-citationPatel, C. J., Pho, N. H., McDuffie, M. T., Easton-Marks, J. R., Kothari, C. R., Kohane, I. S., & Avillach, P. (2016) · Scientific Data · doi:10.1038/sdata.2016.96 · Cited by 194 · see citing works
Self-citationA clinician friendly data warehouse oriented toward narrative reports: Dr. Warehouse
Garcelon, N., Neuraz, A., Salomon, R., Faour, H., Benoît, V., Delapalme, A., Münnich, A., Burgun, A., & Rance, B. (2018) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2018.02.019 · Cited by 170 · see citing works
Self-citationServant, N., Roméjon, J., Gestraud, P., Rosa, P. L., Lucotte, G., Lair, S., Bernard, V., Zeitouni, B., Coffin, F., Jules-Clément, G., et al. (2014) · Frontiers in Genetics · doi:10.3389/fgene.2014.00152 · Cited by 88 · see citing works
Big data management challenges in health research—a literature review
Wang, X., Williams, C., Liu, Z. H., & Croghan, J. (2017) · Briefings in Bioinformatics · doi:10.1093/bib/bbx086 · Cited by 85 · see citing works
The Georges Pompidou University Hospital Clinical Data Warehouse: A 8-years follow-up experience
Jannot, A., Zapletal, É., Avillach, P., Mamzer, M., Burgun, A., & Patrice Degoulet, A. (2017) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2017.02.006 · Cited by 76 · see citing works
Self-citationSecondary Use and Analysis of Big Data Collected for Patient Care
Martin-Sanchez, F. J., Aguiar‐Pulido, V., López–Campos, G., Peek, N. B., & Sacchi, L. (2017) · Yearbook of Medical Informatics · doi:10.15265/iy-2017-008 · Cited by 67 · see citing works
Raja, K., Patrick, M. T., Gao, Y., Madu, D., Yang, Y., & Tsoi, L. C. (2017) · International Journal of Genomics · doi:10.1155/2017/6213474 · Cited by 50 · see citing works
Satagopam, V., Gu, W., Eifes, S., Gawron, P., Ostaszewski, M., Gebel, S., Barbosa-Silva, A., Balling, R., & Schneider, R. (2016) · Big Data · doi:10.1089/big.2015.0057 · Cited by 48 · see citing works
Zhang, B., & Schmidlin, T. (2024) · npj Metabolic Health and Disease · doi:10.1038/s44324-024-00028-z · Cited by 48 · see citing works
G-DOC Plus – an integrative bioinformatics platform for precision medicine
Bhuvaneshwar, K., Belouali, A., Singh, V., Johnson, R. M., Song, L., Alaoui, A., Harris, M. A., Clarke, R. C., Weiner, L. M., Gusev, Y., et al. (2016) · BMC Bioinformatics · doi:10.1186/s12859-016-1010-0 · Cited by 42 · see citing works
Diagnostic and prognostic value of thymidylate synthase expression in breast cancer
Song, S., Tian, B., Zhang, M., Gao, X., Liu, J., Liu, P., & Li, J. (2020) · Clinical and Experimental Pharmacology and Physiology · doi:10.1111/1440-1681.13415 · Cited by 39 · see citing works
Weiss, R. J., Bates, S. V., Song, Y., Zhang, Y., Herzberg, E. M., Chen, Y., Gong, M., Chien, I., Zhang, L., Murphy, S. N., et al. (2019) · Journal of Translational Medicine · doi:10.1186/s12967-019-2119-5 · Cited by 36 · see citing works
Perspectives on Big Data applications of health information
Cano, I., Tényi, Á., Vela, E., Miralles, F., & Roca, J. (2017) · Current Opinion in Systems Biology · doi:10.1016/j.coisb.2017.04.012 · Cited by 35 · see citing works
Exploring and visualizing multidimensional data in translational research platforms
Dunn, W. D., Burgun, A., Krebs, M., & Rance, B. (2016) · Briefings in Bioinformatics · doi:10.1093/bib/bbw080 · Cited by 35 · see citing works
Self-citationBourgeois, F. T., Avillach, P., Kong, S. W., Heinz, M. M., Tran, T., Chakrabarty, R., Bickel, J. P., Piotr Sliz, A., Borglund, E. M., Kornetsky, S. Z., et al. (2017) · Journal of Personalized Medicine · doi:10.3390/jpm7040021 · Cited by 33 · see citing works
Self-citationIntegrating Heterogeneous Biomedical Data for Cancer Research: the CARPEM infrastructure
Canuel, V., Countouris, H., Laurent‐Puig, P., Burgun, A., & Rance, B. (2016) · Applied Clinical Informatics · doi:10.4338/aci-2015-09-ra-0125 · Cited by 33 · see citing works
Self-citationLovestone, S. (2019) · Learning Health Systems · doi:10.1002/lrh2.10214 · Cited by 32 · see citing works
Integrated Data Repository Toolkit (IDRT)
Baum, B., Christoph, J., Engel, I., Löbe, M., Mate, S., Stäubert, S., Drepper, J., Prokosch, H. U., Winter, A., Sax, U., et al. (2015) · Methods of Information in Medicine · doi:10.3414/me15-01-0082 · Cited by 30 · see citing works
Doig, K., FELLOWES, A. P., Bell, A. H., Seleznev, A., Ma, D. K. G., Ellul, J., Li, J., Doyle, M., Thompson, E. R., Kumar, A., et al. (2017) · Genome Medicine · doi:10.1186/s13073-017-0427-z · Cited by 30 · see citing works
Diagnostic biases in translational bioinformatics
Han, H. (2015) · BMC Medical Genomics · doi:10.1186/s12920-015-0116-y · Cited by 24 · see citing works
Mourembou, G., Yasir, M., Azhar, E. I., Lagier, J., Bibi, F., Jiman-Fatani, A. A., Helmy, N., Robert, C., Rathored, J., Fournier, P., et al. (2015) · OMICS A Journal of Integrative Biology · doi:10.1089/omi.2015.0143 · Cited by 23 · see citing works
Ad Hoc Information Extraction for Clinical Data Warehouses
Dietrich, G., Krebs, J., Fette, G., Ertl, M., Kaspar, M., Störk, S., & Puppe, F. (2018) · Methods of Information in Medicine · doi:10.3414/me17-02-0010 · Cited by 23 · see citing works
Rodrigues, J. E., Martinho, A., Santa, C., Madeira, N. G. G. F., Coroa, M., Santos, V., Martins, M. J., Pato, C. N., Macedo, A., & Manadas, B. J. (2022) · International Journal of Molecular Sciences · doi:10.3390/ijms23094917 · Cited by 22 · see citing works
BigQ: a NoSQL based framework to handle genomic variants in i2b2
Gabetta, M., Limongelli, I., Rizzo, E., Riva, A., Segagni, D., & Bellazzi, R. (2015) · BMC Bioinformatics · doi:10.1186/s12859-015-0861-0 · Cited by 21 · see citing works
Finlayson, S. G., Levy, M. A., Reddy, S. A., & Rubin, D. L. (2016) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2016.01.005 · Cited by 21 · see citing works
Amirmahani, F., Ebrahimi, N., Molaei, F., Faghihkhorasani, F., Goharrizi, K. J., Mirtaghi, S. M., Boroujeni, M. B., & Hamblin, M. R. (2021) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.14544 · Cited by 20 · see citing works
Better Patient Outcomes Through Mining of Biomedical Big Data
Suter‐Crazzolara, C. (2018) · Frontiers in ICT · doi:10.3389/fict.2018.00030 · Cited by 20 · see citing works
Visualizing omics and clinical data: Which challenges for dealing with their variety?
Fleur Mougin, A., Auber, D., Bourqui, R., Diallo, G., Dutour, I., Jouhet, V., Thiessard, F., Thiébaut, R., & Thébault, P. (2017) · Methods · doi:10.1016/j.ymeth.2017.08.012 · Cited by 18 · see citing works
Partnering with patients in translational oncology research: ethical approach
Mamzer, M., Duchange, N., Darquy, S., Marvanne, P., Rambaud, C., Marsico, G., Cerisey, C., Scotté, F., Burgun, A., Badoual, C., et al. (2017) · Journal of Translational Medicine · doi:10.1186/s12967-017-1177-9 · Cited by 17 · see citing works
Self-citationMining Electronic Health Records to Guide and Support Clinical Decision Support Systems
Jonnagaddala, J., Dai, H.-J., RAY, P. K., & Liaw, S. (2015) · Advances in healthcare information systems and administration book series · doi:10.4018/978-1-4666-9432-3.ch012 · Cited by 18 · see citing works
Guérin, J., Nahid, A., Tassy, L., Deloger, M., Bocquet, F., Thézenas, S., Désandes, E., Deley, M. L., Durando, X., Jaffré, A., et al. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph21020189 · Cited by 16 · see citing works
Bauer, C. R., Knecht, C., Fretter, C., Baum, B., Jendrossek, S. N., Rühlemann, M. C., Heinsen, F., Umbach, N., Grimbacher, B., Franke, A., et al. (2016) · Briefings in Bioinformatics · doi:10.1093/bib/bbw024 · Cited by 15 · see citing works
Alonso-Calvo, R., Paraíso-Medina, S., Pérez-Rey, D., Alonso-Oset, E., van Stiphout, R. G. P. M., Yu, S., Taylor, M., Buffa, F. M., Fernandez-Lozano, C., Pazos, A., et al. (2017) · Computers in Biology and Medicine · doi:10.1016/j.compbiomed.2017.06.005 · Cited by 15 · see citing works
Bin, R. D., Boulesteix, A., Benner, A., Becker, N., & Sauerbrei, W. (2019) · Briefings in Bioinformatics · doi:10.1093/bib/bbz136 · Cited by 15 · see citing works
Li, G., Bankhead, P., Dunne, P. D., O’Reilly, P. G., James, J. A., Salto‐Tellez, M., Hamilton, P. W., & McArt, D. G. (2016) · Briefings in Bioinformatics · doi:10.1093/bib/bbw044 · Cited by 14 · see citing works
“Big data” and “open data”: What kind of access should researchers enjoy?
Châtellier, G., Varlet, V., Blachier, C., Beslay, N., Béhier, J., Braunstein, D., Caralp, M., Congard-Chassol, B., Diaz, I., Fournier, L. S., et al. (2016) · Therapies · doi:10.1016/j.therap.2016.01.005 · Cited by 13 · see citing works
Gray, K. M. (2016) · Journal of Public Health Research · doi:10.4081/jphr.2016.665 · Cited by 13 · see citing works
Enabling Agile Clinical and Translational Data Warehousing: Platform Development and Evaluation
Spengler, H., Lang, C., Mahapatra, T., Gatz, I., Kuhn, K. A., & Praßer, F. (2020) · JMIR Medical Informatics · doi:10.2196/15918 · Cited by 12 · see citing works
« Big data » et « open data » : quel accès pour la recherche ?
Châtellier, G., Varlet, V., Blachier, C., Beslay, N., Béhier, J., Braunstein, D., Caralp, M., Congard-Chassol, B., Diaz, I., Fournier, L. S., et al. (2016) · Therapies · doi:10.1016/j.therap.2016.01.004 · Cited by 11 · see citing works
Palmisano, A., Zhao, Y., Li, M., Polley, E. C., & Simon, R. M. (2016) · Briefings in Bioinformatics · doi:10.1093/bib/bbw059 · Cited by 11 · see citing works
Intelligence artificielle appliquée à la radiothérapie
Bibault, J., Burgun, A., & Giraud, P. (2017) · Cancer/Radiothérapie · doi:10.1016/j.canrad.2016.09.021 · Cited by 11 · see citing works
Self-citationValenzuela, W., Balsiger, F., Wiest, R., & Scheidegger, O. (2022) · JMIR Formative Research · doi:10.2196/32287 · Cited by 11 · see citing works
Kaspar, M., Fette, G., Hanke, M., Ertl, M., Puppe, F., & Störk, S. (2022) · Health Informatics Journal · doi:10.1177/14604582211058081 · Cited by 10 · see citing works
Trifan, A., & Oliveira, J. L. (2019) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2019.103154 · Cited by 10 · see citing works
Liu, Z., Xu, J., Que, S., Geng, L., Zhou, L., Mardinoğlu, A., & Zheng, S. (2022) · Journal of Clinical and Translational Hepatology · doi:10.14218/jcth.2021.00219 · Cited by 10 · see citing works
Patrice Degoulet, A., Luna, D. R., & de Quirós, F. G. B. (2017) · Elsevier eBooks · doi:10.1016/b978-0-12-804591-6.00007-0 · Cited by 10 · see citing works
Orchestrating differential data access for translational research: a pilot implementation
Brandizi, M., Melnichuk, O., Bild, R., Kohlmayer, F., Rodriguez-Castro, B., Spengler, H., Kuhn, K. A., Kuchinke, W., Ohmann, C., Mustonen, T., et al. (2017) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-017-0424-6 · Cited by 9 · see citing works
Carrasco-Reinado, R., Bermudez-Sauco, M., Escobar-Niño, A., Cantoral, J. M., & Fernández‐Acero, F. J. (2021) · Marine Drugs · doi:10.3390/md20010038 · Cited by 9 · see citing works
Translational Informatics for Natural Products as Antidepressant Agents
Singla, R. K., Joon, S., Shen, L., & Shen, B. (2022) · Frontiers in Cell and Developmental Biology · doi:10.3389/fcell.2021.738838 · Cited by 9 · see citing works
Bialke, M., Rau, H., Schwaneberg, T., Walk, R., Bahls, T., & Hoffmann, W. U. (2017) · Methods of Information in Medicine · doi:10.3414/me16-01-0123 · Cited by 9 · see citing works
PlatformTM, a standards-based data custodianship platform for translational medicine research
Emam, I., Elyasigomari, V., Matthews, A., Pavlidis, S. P., Rocca‐Serra, P., Guitton, F., Verbeeck, D., Grainger, L., Borgogni, E., Giudice, G. D., et al. (2019) · Scientific Data · doi:10.1038/s41597-019-0156-9 · Cited by 9 · see citing works
Yin, R., Wack, M., Hassen‐Khodja, C., McDuffie, M. T., Bliss, G., Horn, E. J., Kothari, C. R., McLarney, B., Davis, R., Hanson, K., et al. (2024) · Molecular Autism · doi:10.1186/s13229-024-00619-z · Cited by 9 · see citing works
Self-citationChristoph, J., Knell, C., Bosserhoff, A., Naschberger, E., Stürzl, M., Rübner, M., Seuß, H., Ruh, M., Prokosch, H., & Sedlmayr, B. (2017) · Applied Clinical Informatics · doi:10.4338/aci-2017-05-ra-0085 · Cited by 8 · see citing works
Madhu, A., Cherian, I., & Gautam, A. K. (2022) · Elsevier eBooks · doi:10.1016/b978-0-323-85156-5.00018-3 · Cited by 7 · see citing works
Digital platforms for regional economic research: a review and methodology proposal
Акбердина, В. В., Викторовна, К. Е., & Dubrovskaya, Y. V. (2023) · R-Economy · doi:10.15826/recon.2023.9.1.004 · Cited by 7 · see citing works
Global Health Informatics—An Overview
Quintana, Y., & Safran, C. (2017) · Elsevier eBooks · doi:10.1016/b978-0-12-804591-6.00001-x · Cited by 7 · see citing works
Massive integrative gene set analysis enables functional characterization of breast cancer subtypes
Rodriguez, J., Merino, G. A., Llera, A. S., & Fernández, E. A. (2019) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2019.103157 · Cited by 7 · see citing works
consortia, O. B. O. T. I. O. A. T. I. E., Gu, W., Yildirimman, R., der Stuyft, E. V., Verbeeck, D., Herzinger, S., Satagopam, V., Barbosa-Silva, A., Schneider, R., Lange, B. M. H., et al. (2019) · BMC Bioinformatics · doi:10.1186/s12859-019-2748-y · Cited by 7 · see citing works
The Virtuous Circles of Clinical Information Systems: a Modern Utopia
Degoulet, P. (2016) · Yearbook of Medical Informatics · doi:10.15265/iy-2016-030 · Cited by 7 · see citing works
Barnett, M. P. G., & Ferguson, L. R. (2016) · Elsevier eBooks · doi:10.1016/b978-0-12-802971-8.00017-1 · Cited by 6 · see citing works
Extending XNAT Platform with an Incremental Semantic Framework
Reina, S. T., Rincón, M., & Martínez‐Tomás, R. (2017) · Frontiers in Neuroinformatics · doi:10.3389/fninf.2017.00057 · Cited by 6 · see citing works
The Use of Translational Research Platforms in Clinical and Biomedical Data Exploration
Skolariki, K., & Avramouli, A. (2017) · Advances in experimental medicine and biology · doi:10.1007/978-3-319-56246-9_25 · Cited by 6 · see citing works
Mining Electronic Health Records to Guide and Support Clinical Decision Support Systems
Jonnagaddala, J., Dai, H.-J., RAY, P. K., & Liaw, S. (2017) · IGI Global eBooks · doi:10.4018/978-1-5225-2237-9.ch008 · Cited by 5 · see citing works
Trends Innovations Challenges in Employing Interdisciplinary Approaches to Biomedical Sciences
Ganeshkumar, M., Ayyadhury, S., & Murugan, E. (2024) · Springer eBooks · doi:10.1007/978-981-97-1777-4_20 · Cited by 4 · see citing works
Exchange of Clinical and Omics Data According to FAIR Principles: A Review of Open Source Solutions
Pugliese, P., Knell, C., & Christoph, J. (2020) · Methods of Information in Medicine · doi:10.1055/s-0040-1712968 · Cited by 4 · see citing works
Data Visualization Support for Tumor Boards and Clinical Oncology: Protocol for a Scoping Review
Boehm, D., Strantz, C., Christoph, J., Busch, H. S., Ganslandt, T., & Unberath, P. (2023) · JMIR Research Protocols · doi:10.2196/53627 · Cited by 3 · see citing works
Challenges to Implementation of Global Translational Collaboration Platforms
Quintana, Y. (2015) · MOJ Proteomics & Bioinformatics · doi:10.15406/mojpb.2015.02.00065 · Cited by 3 · see citing works
Links, A. E., Draper, D. D., Lee, E., Guzman, J., Valivullah, Z. M., Maduro, V. V. B., Lebedev, V., Didenko, M., Tomlin, G., Brudno, M., et al. (2016) · Frontiers in Medicine · doi:10.3389/fmed.2016.00039 · Cited by 3 · see citing works
Herzinger, S., Grouès, V., Gu, W., Satagopam, V., Banda, P., Trefois, C., & Schneider, R. (2018) · GigaScience · doi:10.1093/gigascience/giy109 · Cited by 3 · see citing works
Kasprzak, J., Goering, T., Berger, K., Kratzer, V., Prompinit, W., Wichert, S. P., Leutner, S., Langermann, N., von Bergwelt‐Baildon, M., Heinemann, V., et al. (2024) · Digital Health · doi:10.1177/20552076241272709 · Cited by 2 · see citing works
A hybrid cloud data lake architecture supporting the integration of clinical and genomics data
McOwiti, A., Dowst, H., Zheng, F., Hilsenbeck, S. G., & Amos, C. I. (2025) · Health Informatics Journal · doi:10.1177/14604582251353440 · Cited by 2 · see citing works
Toulmonde, M., Ducimetière, F., Jouhet, V., Gaudin, T., Malfilatre, A., Laizet, Y., Mathoulin‐Pélissier, S., Blay, J., & Coindre, J. (2016) · Bulletin du Cancer · doi:10.1016/s0007-4551(16)30148-5 · Cited by 2 · see citing works
Partage de données patients pour la recherche : aspects organisationnels et éthiques
Burgun, A., Jannot, A., Rance, B., & Mamzer, M. (2016) · Ethics Medicine and Public Health · doi:10.1016/j.jemep.2016.07.002 · Cited by 2 · see citing works
Self-citationTranslational research in oral cancer
Sharma, N., & Annigeri, R. G. (2018) · Journal of Cancer Research and Therapeutics · doi:10.4103/0973-1482.183556 · Cited by 2 · see citing works
Boehm, D., Strantz, C., Ustjanzew, A., Manuilova, I., Scheiter, A., Pauli, T., Hechtel, N., Reimer, N., Christoph, J., Busch, H. S., et al. (2025) · Journal of Medical Internet Research · doi:10.2196/69104 · Cited by 1 · see citing works
Ontologies appliquées biomédicales et ontologie philosophique : un développement complémentaire
Barton, A., & Rosier, A. (2016) · Lato Sensu Revue de la Société de philosophie des sciences · doi:10.20416/lsrsps.v3i1.273 · Cited by 1 · see citing works
Computational Biology Approaches to Support Biomarker Discovery and Development
Ли, Б., Shin, H., Trepicchio, W. L., & Dorner, A. J. (2020) · doi:10.1002/9781119187547.ch24 · Cited by 1 · see citing works
Bioinformatics for Precision Medicine in Oncology
Servant, N., & Hupé, P. (2015) · Springer eBooks · doi:10.1007/978-3-319-22189-2_6 · Cited by 1 · see citing works
Biological and clinical data integration and its applications in healthcare
Hagen, M. S. (2014) · SMARTech Repository (Georgia Institute of Technology)
Digital Health for Enhanced Understanding and Management of Chronic Conditions: COPD as a Use Case
Roca, J., Tényi, Á., & Cano, I. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-801238-3.11690-3
The Role of Big Data in Personalized Medicine
Bibault, J., & Xing, L. (2020) · doi:10.1002/9781119432487.ch8
Translational research in drug discovery: Tiny steps before the giant leap
Upadrasta, S., & Yadav, V. K. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-821972-0.00010-1
Translating Data Science Results into Precision Oncology Decisions: A Mini Review
Capobianco, E., & Dominietto, M. D. (2023) · Journal of Clinical Medicine · doi:10.3390/jcm12020438
Pallier, K., Prot, O., Naldi, S., Silva, F., Denis, T., Giry, O., Léobon, S., Deluche, É., & Tubiana-Mathieu, N. (2023) · Cancer Informatics · doi:10.1177/11769351231172609
Adaptability of Existing Feasibility Tools for Clinical Study Research Data Platforms
Witte, M.-L., Schoneberg, A., Hanß, S., Lablans, M., Vehreschild, J. J., & Krefting, D. (2023) · Studies in health technology and informatics · doi:10.3233/shti230691
Maxime, W. A. C. K., & Rance, B. (2023) · doi:10.1002/9781394257317.ch1
Self-citationReview: Transformation of health care records with big data analytics
Rao, R., & Razia, S. (2024) · AIP conference proceedings · doi:10.1063/5.0112315
Wack, M., Coulet, A., Burgun, A., & Rance, B. (2025) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2025.104788
Self-citationLeveraging AI and ITRS in Drug Discovery for Inflammatory and Cardiovascular Diseases
Swathi, N. L., Vineesh, A., Sadhankar, A., Muzzamil, M., Arun, A. K., Karpakavalli, M., Maity, D., Wilfy, A., Bosco, J. A. M., & Pilkhwal, G. S. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-5258-9.ch006
Etiologie bactérienne du syndrome fébrile au Gabon
Mourembou, G. (2016) · theses.fr (ABES) · doi:10.70675/92e60385ze201z49daza866zba03b9331422
Radiomics of metastatic cell-clear renal cancer
Bouchouicha, A. (2018) · doi:10.70675/3a5aaffdz3530z4603z8f41zb379a525d0da
Lorenzon, R. (2020) · theses.fr (ABES) · doi:10.70675/a6089701z08b6z4161zb001z67d89e092920
Jacobs, M. D., Goudarzi, S., Stücke, J., Röhm, R., Kanninen, T., Oinonen, T., Ritter, P., Schirner, M., Praßer, F., Bhagwagar, A., et al. (2026) · Frontiers in Digital Health · doi:10.3389/fdgth.2026.1814015
- Authors
- Canuel, V., Rance, B., Avillach, P., Degoulet, P., & Burgun, A.
- Affiliations
- Inserm (FR)
- Corresponding author
- Rance, B.
- Venue
- Briefings in Bioinformatics
- Publisher
- Oxford University Press (OUP)
- Published
- 2014-03-07
- Volume
- 16
- Issue
- 2
- Pages
- 280-290
- ISSN
- 1467-5463 (ISSN-L)
- 1477-4054
- PMC
- PMC4364065
- OpenAlex
- W2157164548
- Cited by
- 97
- References
- 42
- Citations by year
- 2026: 2 · 2025: 3 · 2024: 6 · 2023: 6 · 2022: 6 · 2021: 4 · 2020: 7 · 2019: 7 · 2018: 7 · 2017: 19 · 2016: 20 · 2015: 7 · 2014: 3
- FWCI
- 1.54
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by
- Locations
- Briefings in Bioinformatics (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Bioinformatics and Genomic Networks
- Health Sciences › Health Professions › Health Information Management › Electronic Health Records Systems
- Physical Sciences › Computer Science › Information Systems › Research Data Management Practices
- Keywords
- clinical data management, omics data, data integration, data privacy, interoperability, cancer genomics, tranSMART, Icod, BRISK, personalized medicine, data visualization tools
- MeSH terms
- Humans, Software, Computational Biology, Genomics, Databases, Genetic, Translational Research, Biomedical, Precision Medicine
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