Michel Dumontier

2018

Using the Personal Health Train for Automated and Privacy-Preserving Analytics on Vertically Partitioned Data

van Soest, J., Sun, C., Mussmann, O., Puts, M., van den Berg, B., Malic, A., van Oppen, C., Townend, D., Dekker, A. & Dumontier, M., 2018, BUILDING CONTINENTS OF KNOWLEDGE IN OCEANS OF DATA: THE FUTURE OF CO-CREATED EHEALTH. IOS Press, Vol. 247. p. 581-585 5 p. (Studies in Health Technology and Informatics, Vol. 247).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic › peer-review

Vec2SPARQL: Integrating SPARQL queries and knowledge graph embeddings

Kulmanov, M., Kafkas, S., Karwath, A., Malic, A., Gkoutos, G. V., Dumontier, M. & Hoehndorf, R., 1 Jan 2018, Semantic Web Applications and Tools for Health Care and Life Sciences. Vol. 2275. (CEUR Workshop Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic › peer-review

2017

Assessing the quality of manually curated drug indication and usage information via ontology term mappings

Moodley, K., Rieswijk, L., Oprea, T. I. & Dumontier, M., 21 Jul 2017.

Research output: Contribution to conference › Paper › Academic

Bioschemas: schema.org for the Life Sciences

Garcia, L., Giraldo, O., Garcia, A. & Dumontier, M., 1 Jan 2017, Semantic Web Applications and Tools for Health Care and Life Sciences. Vol. 2042. 1333374. (CEUR Workshop Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic › peer-review

Open Access

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BioSearch: a semantic search engine for Bio2RDF

Hu, W., Qiu, H., Huang, J. & Dumontier, M., 8 Aug 2017, In: Database-The Journal of Biological Databases and Curation. p. 1-13

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Cleaning by clustering: methodology for addressing data quality issues in biomedical metadata

Hu, W., Zaveri, A., Qiu, H. & Dumontier, M., 18 Sept 2017, In: BMC Bioinformatics. 18, 1

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Cloudy, increasingly FAIR; Revisiting the FAIR Data guiding principles for the European Open Science Cloud

Mons, B., Neylon, C., Velterop, J., Dumontier, M., Da Silva Santos, L. O. B. & Wilkinson, M. D., 2017, In: Information Services and Use. 37, 1, p. 49-56 8 p.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Data Science – Methods, infrastructure, and applications

Dumontier, M. & Kuhn, T., 8 Dec 2017, In: Data Science. 1, 1-2, p. 1-5

Research output: Contribution to journal › Editorial › Academic › peer-review

Open Access

Developing a Framework for Digital Objects in the Big Data to Knowledge (BD2K) Commons: Report from the Commons Framework Pilots Workshop

Jagodnik, K. M., Koplev, S., Jenkins, S., Ohno-Machado, L., Paten, B., Schurer, S. C., Dumontier, M., Verborgh, R., Bui, A., Ping, P., McKenna, N. J., Madduri, R., Pillai, A. & Ma'ayan, A., Jul 2017, In: Journal of Biomedical Informatics. 71, p. 49-57 9 p.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Discovering associations between adverse drug events using pattern structures and ontologies

Personeni, G., Bresso, E., Devignes, M.-D., Dumontier, M., Smail-Tabbone, M. & Coulet, A., 22 Aug 2017, In: Journal of biomedical semantics. 8, 1

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Drug-drug interaction discovery and demystification using Semantic Web technologies

Noor, A., Assiri, A., Ayvaz, S., Clark, C. & Dumontier, M., 1 May 2017, In: Journal of the American Medical Informatics Association. 24, 3, p. 556-564 9 p.

Research output: Contribution to journal › Article › Academic › peer-review

Finding melanoma drugs through a probabilistic knowledge graph

McCusker, J. P., Dumontier, M., Yan, R., He, S., Dordick, J. S. & McGuinness, D. L., 13 Feb 2017, In: PeerJ Computer Science. 3, 2, p. e106 20 p., 106.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Formalizing drug indications on the road to therapeutic intent

Nelson, S. J., Oprea, T. I., Ursu, O., Bologa, C. G., Zaveri, A., Holmes, J., Yang, J. J., Mathias, S. L., Mani, S., Tuttle, M. S. & Dumontier, M., 1 Nov 2017, In: Journal of the American Medical Informatics Association. 24, 6, p. 1169-1172 4 p.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Genuine semantic publishing

Kuhn, T. & Dumontier, M., 8 Dec 2017, In: Data Science. 1, 1-2, p. 139-154

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Identifiers for the 21st century: How to design, provision, and reuse persistent identifiers to maximize utility and impact of life science data

McMurry, J. A., Juty, N., Blomberg, N., Burdett, T., Conlin, T., Conte, N., Courtot, M., Deck, J., Dumontier, M., Fellows, D. K., Gonzalez-Beltran, A., Gormanns, P., Grethe, J. S., Hastings, J., Heriche, J.-K., Hermjakob, H., Ison, J. C., Jimenez, R. C., Jupp, S. & Kunze, J. & 24 others, Laibe, C., Le Novere, N., Malone, J., Martin, M.-J., McEntyre, J. R., Morris, C., Muilu, J., Mueller, W., Rocca-Serra, P., Sansone, S.-A., Sariyar, M., Snoep, J. L., Soiland-Reyes, S., Stanford, N. J., Swainston, N., Washington, N. L., Williams, A. R., Wimalaratne, S. M., Winfree, L. M., Wolstencroft, K., Goble, C., Mungall, C. J., Haendel, M. A. & Parkinson, H., Jun 2017, In: Plos Biology. 15, 6, e2001414.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Identifiers for the 21st century: How to design, provision, and reuse persistent identifiers to maximize utility and impact of life science data

McMurry, J., Juty, N., Blomberg, N., Burdett, A., Conlin, T., Conte, N., Courtot, M., Deck, J., Dumontier, M., Fellows, D., Gonzalez-Beltran, A., Gormanns, P., Grethe, J., Hastings, J., Hermjakob, H., Heriche, J.-K., Ison, J., Jimenez, R., Jupp, S. & Kunze, J. & 24 others, Laibe, C., Novere, N. L., Malone, J. R., Martin, M.-J., McEntyre, J., Morris, C., Muilu, J., Mueller, W., Rocca-Serra, P., Sansone, S.-A., Sariyar, M., Snoep, J., Stanford, N. J., Soiland-Reyes, S., Swainston, N., Washington, N., Williams, A., Wimalaratne, S., Winfree, L., Wolstencroft, K., Goble, C., Mungall, C., Haendel, M. & Parkinson, H., 20 Mar 2017, Cold Spring Harbor Laboratory - bioRxiv, p. 1-27.

Research output: Working paper / Preprint › Preprint

Open Access

Interoperability and FAIRness through a novel combination of Web technologies

Wilkinson, M. D., Verborgh, R., Santos, L. O. B. D. S., Clark, T., Swertz, M. A., Kelpin, F. D. L., Gray, A. J. G., Schultes, E. A., van Mulligen, E. M., Ciccarese, P., Kuzniar, A., Gavai, A., Thompson, M., Kaliyaperumal, R., Bollema, J. T. & Dumontier, M., 24 Apr 2017, In: PeerJ Computer Science. 4

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Is Crowdsourcing Patient-Reported Outcomes the Future of Evidence-Based Medicine? A Case Study of Back Pain

Peleg, M., Leung, T. I., Desai, M. & Dumontier, M., 2017, ARTIFICIAL INTELLIGENCE IN MEDICINE, AIME 2017. Springer International Publishing AG, Vol. 10259. p. 245-255 11 p. (Lecture Notes in Artificial Intelligence, Vol. 10259).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic › peer-review

Open Access

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Large-scale adverse effects related to treatment evidence standardization (LAERTES): an open scalable system for linking pharmacovigilance evidence sources with clinical data

Boyce, R. D., Voss, E. A., Huser, V., Evans, L., Reich, C., Duke, J. D., Tatonetti, N. P., Lorberbaum, T., Dumontier, M., Hauben, M., Wallberg, M., Peng, L., Dempster, S., He, Y., Sena, A. G., Koutkias, V., Natsiavas, P. & Ryan, P. B., 7 Mar 2017, In: Journal of biomedical semantics. 8, 1

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Machine Learning based Drug Indication Prediction using Linked Open Data

Celebi, R., Erten, O. & Dumontier, M., 2017, 10th International Conference on Semantic Web Applications and Tools for Health Care and Life Sciences.

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic › peer-review

Open Access

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46 Downloads (Pure)

MetaCrowd: Crowdsourcing Biomedical Metadata Quality Assessment.

Zaveri, A. & Dumontier, M., 2017.

Research output: Contribution to conference › Paper › Academic

Predicting biomedical metadata in CEDAR: A study of Gene Expression Omnibus (GEO)

Panahiazar, M., Dumontier, M. & Gevaert, O., Aug 2017, In: Journal of Biomedical Informatics. 72, p. 132-139

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Semantics-Powered Healthcare Engineering and Data Analytics

He, Z., Tao, C., Bian, J., Dumontier, M. & Hogan, W. R., 2017, In: Journal of Healthcare Engineering.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

smartAPI: Towards a more intelligent network of Web APIs

Zaveri, A., Dastgheib, S., Whetzel, T., Verborgh, R., Avillach, P., Korodi, G., Terryn, R., Jagodnik, K. M., Assis, P., Wu, C. & Dumontier, M., 1 May 2017, Proceedings of the 14th ESWC. Blomqvist, E., Maynard, D., Gangemi, A., Hoekstra, R., Hitzler, P. & Hartig, O. (eds.). Springer, Vol. 10250. p. 154-169 16 p. (Lecture Notes in Computer Science).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic › peer-review

The emergence and evolution of the research fronts in HIV/AIDS research

Fajardo-Ortiz, D., Lopez-Cervantes, M., Duran, L., Dumontier, M., Lara, M., Ochoa, H. & Castano, V. M., 25 May 2017, In: PLOS ONE. 12, 5, p. e0178293 13 p., 0178293.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

The smartAPI ecosystem for making Web APIs FAIR

Dastgheib, S., Whetzel, T., Zaveri, A., Afrasiabe, C., Assis, P., Availlach, P., Jagodnik, K., Korodi, G., Pilarczyk, M., De Pons, J., Schürer, S., Terryn, R., Verborgh, R., Wu, C. & Dumontier, M., 2017, The smartAPI ecosystem for making web APIs FAIR. Vol. 1931. p. 1-4 4 p.

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic › peer-review

Open Access

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2016

A Web API ecosystem through feature-based reuse

Verborgh, R. & Dumontier, M., 22 Sept 2016, 1609.07108 ed., Cornell University - arXiv, (arXiv.org).

Research output: Working paper / Preprint › Preprint

248 Downloads (Pure)

Comment: The FAIR Guiding Principles for scientific data management and stewardship

Wilkinson, M. D., Dumontier, M., Aalbersberg, I. J., Appleton, G., Axton, M., Baak, A., Blomberg, N., Boiten, J.-W., Santos, L. B. D. S., Bourne, P. E., Bouwman, J., Brookes, A. J., Clark, T., Crosas, M., Dillo, I., Dumon, O., Edmunds, S., Evelo, C. T., Finkers, R. & Gonzalez-Beltran, A. & 33 others, Gray, A. J. G., Groth, P., Goble, C., Grethe, J. S., Heringa, J., 't Hoen, P. A. C., Hooft, R., Kuhn, T., Kok, R., Kok, J., Lusher, S. J., Martone, M. E., Mons, A., Packer, A. L., Persson, B., Rocca-Serra, P., Roos, M., van Schaik, R., Sansone, S.-A., Schultes, E., Sengstag, T., Slater, T., Strawn, G., Swertz, M. A., Thompson, M., van der Lei, J., van Mulligen, E., Velterop, J., Waagmeester, A., Wittenburg, P., Wolstencroft, K., Zhao, J. & Mons, B., 15 Mar 2016, In: Scientific data. 3, 9 p., 160018.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Crowdsourced assessment of common genetic contribution to predicting anti-TNF treatment response in rheumatoid arthritis

Sieberts, S. K., Zhu, F., García-García, J., Stahl, E. A., Pratap, A., Pandey, G., Pappas, D., Aguilar, D., Anton, B., Bonet, J., Eksi, R., Fornés, O., Guney, E., Li, H., Marín, M. A., Panwar, B., Planas-Iglesias, J., Poglayen, D., Cui, J. & Falcao, A. O. & 73 others, Suver, C., Hoff, B., Balagurusamy, V. S. K., Dillenberger, D., Neto, E. C., Norman, T., Aittokallio, T., Ammad-Ud-Din, M., Azencott, C.-A., Bellón, V., Boeva, V., Bunte, K., Chheda, H., Cheng, L., Corander, J., Dumontier, M., Goldenberg, A., Gopalacharyulu, P., Hajiloo, M., Hidru, D., Jaiswal, A., Kaski, S., Khalfaoui, B., Khan, S. A., Kramer, E. R., Marttinen, P., Mezlini, A. M., Molparia, B., Pirinen, M., Saarela, J., Samwald, M., Stoven, V., Tang, H., Tang, J., Torkamani, A., Vert, J.-P., Wang, B., Wang, T., Wennerberg, K., Wineinger, N. E., Xiao, G., Xie, Y., Yeung, R., Zhan, X., Zhao, C., Greenberg, J., Kremer, J., Michaud, K., Barton, A., Coenen, M., Mariette, X., Miceli, C., Shadick, N., Weinblatt, M., de Vries, N., Tak, P. P., Gerlag, D., Huizinga, T. W. J., Kurreeman, F., Allaart, C. F., Louis Bridges, S., Criswell, L., Moreland, L., Klareskog, L., Saevarsdottir, S., Gregersen, P. K., Friend, S., Plenge, R., Stolovitzky, G., Oliva, B., Guan, Y., Mangravite, L. M. & Padyukov, L., 23 Aug 2016, In: Nature Communications. 7, 9 p., 12460.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Erratum: Crowdsourced assessment of common genetic contribution to predicting anti-TNF treatment response in rheumatoid arthritis

Sieberts, S. K., Zhu, F., García-García, J., Stahl, E. A., Pratap, A., Pandey, G., Pappas, D., Aguilar, D., Anton, B., Bonet, J., Eksi, R., Fornés, O., Guney, E., Li, H., Marín, M. A., Panwar, B., Planas-Iglesias, J., Poglayen, D., Cui, J. & Falcao, A. O. & 31 others, Suver, C., Hoff, B., Balagurusamy, V. S. K., Dillenberger, D., Neto, E. C., Norman, T., Aittokallio, T., Ammad-Ud-Din, M., Azencott, C.-A., Bellón, V., Boeva, V., Bunte, K., Chheda, H., Cheng, L., Corander, J., Dumontier, M., Goldenberg, A., Gopalacharyulu, P., Hajiloo, M., Hidru, D., Jaiswal, A., Kaski, S., Khalfaoui, B., Khan, S. A., Kramer, E. R., Marttinen, P., Mezlini, A. M., Molparia, B., Pirinen, M., Saarela, J. & Members of the Rheumatoid Arthritis Challenge Consortium, 10 Oct 2016, In: Nature Communications. 7, 1 p., 13205.

Research output: Contribution to journal › Erratum / corrigendum / retractions › Academic

Open Access

FALDO: a semantic standard for describing the location of nucleotide and protein feature annotation

Bolleman, J. T., Mungall, C. J., Strozzi, F., Baran, J., Dumontier, M., Bonnal, R. J. P., Buels, R., Hoehndorf, R., Fujisawa, T., Katayama, T. & Cock, P. J. A., 13 Jun 2016, In: Journal of biomedical semantics. 7, 1, 39.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Feasibility of Prioritizing Drug-Drug-Event Associations Found in Electronic Health Records

Banda, J. M., Callahan, A., Winnenburg, R., Strasberg, H. R., Cami, A., Reis, B. Y., Vilar, S., Hripcsak, G., Dumontier, M. & Shah, N. H., Jan 2016, In: Drug Safety. 39, 1, p. 45-57

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Is the crowd better as an assistant or a replacement in ontology engineering? An exploration through the lens of the Gene Ontology

Mortensen, J. M., Telis, N., Hughey, J. J., Fan-Minogue, H., Van Auken, K., Dumontier, M. & Musen, M. A., Apr 2016, In: Journal of Biomedical Informatics. 60, p. 199-209

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Making linked data SPARQL with the InterMine biological data warehouse

Déraspe, M., Binkley, G., Butano, D., Chadwick, M., Cherry, J. M., Clark-Casey, J., Contrino, S., Corbeil, J., Heimbach, J., Karra, K., Lyne, R., Sullivan, J., Yehudi, Y., Micklem, G. & Dumontier, M., 2016, In: CEUR Workshop Proceedings. 1795

Research output: Contribution to journal › Conference article in journal › Academic › peer-review

Open Access

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258 Downloads (Pure)

Network ranking assisted semantic data mining

Kralj, J., Vavpetič, A., Dumontier, M. & Lavrač, N., 2016, Bioinformatics and Biomedical Engineering: 4th International Conference, IWBBIO 2016, Granada, Spain, April 20-22, 2016, Proceedings. Springer, p. 752-764 13 p. (Lecture Notes in Computer Science, Vol. 9656).

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic › peer-review

Ontology Mapping for Life Science Linked Data

Zaveri, A. & Dumontier, M., 2016, Proceedings of the First International Workshop on Biomedical Data Integration and Discovery (BMDID 2016). p. 1-6

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic

Overlap in drug-disease associations between clinical practice guidelines and drug structured product label indications

Leung, T. I. & Dumontier, M., 8 Jun 2016, In: Journal of biomedical semantics. 7, 1, 37.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Predicting structured metadata from unstructured metadata

Posch, L., Panahiazar, M., Dumontier, M. & Gevaert, O., 13 Jun 2016, In: Database-The Journal of Biological Databases and Curation. baw097.

Research output: Contribution to journal › Erratum / corrigendum / retractions › Academic

Open Access

Predicting structured metadata from unstructured metadata

Posch, L., Panahiazar, M., Dumontier, M. & Gevaert, O., 17 May 2016, In: Database-The Journal of Biological Databases and Curation. 2016, 9 p., baw080.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Publishing DisGeNET as nanopublications

Queralt-Rosinach, N., Kuhn, T., Chichester, C., Dumontier, M., Sanz, F. & Furlong, L. I., 2016, In: Semantic web. 7, 5, p. 519-528

Research output: Contribution to journal › Article › Academic › peer-review

The digital revolution in phenotyping

Oellrich, A., Collier, N., Groza, T., Rebholz-Schuhmann, D., Shah, N., Bodenreider, O., Boland, M. R., Georgiev, I., Liu, H., Livingston, K., Luna, A., Mallon, A.-M., Manda, P., Robinson, P. N., Rustici, G., Simon, M., Wang, L., Winnenburg, R. & Dumontier, M., Sept 2016, In: Briefings in Bioinformatics. 17, 5, p. 819-830

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

The health care and life sciences community profile for dataset descriptions

Dumontier, M., Gray, A. J. G., Marshall, M. S., Alexiev, V., Ansell, P., Bader, G., Baran, J., Bolleman, J. T., Callahan, A., Cruz-Toledo, J., Gaudet, P., Gombocz, E. A., Gonzalez-Beltran, A. N., Groth, P., Haendel, M., Ito, M., Jupp, S., Juty, N., Katayama, T. & Kobayashi, N. & 10 others, Krishnaswami, K., Laibe, C., Le Novere, N., Lin, S., Malone, J., Miller, M., Mungall, C. J., Rietveld, L., Wimalaratne, S. M. & Yamaguchi, A., 16 Aug 2016, In: PEERJ. 4, 8, 2331.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Thematic issue of the Second combined Bio-ontologies and Phenotypes Workshop

Verspoor, K., Oellrich, A., Collier, N., Groza, T., Rocca-Serra, P., Soldatova, L., Dumontier, M. & Shah, N., 12 Dec 2016, In: Journal of biomedical semantics. 7, 1, 66.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

The Ontology for Biomedical Investigations

Bandrowski, A., Brinkman, R., Brochhausen, M., Brush, M. H., Bug, B., Chibucos, M. C., Clancy, K., Courtot, M., Derom, D., Dumontier, M., Fan, L., Fostel, J., Fragoso, G., Gibson, F., Gonzalez-Beltran, A., Haendel, M. A., He, Y., Heiskanen, M., Hernandez-Boussard, T. & Jensen, M. & 24 others, Lin, Y., Lister, A. L., Lord, P., Malone, J., Manduchi, E., McGee, M., Morrison, N., Overton, J. A., Parkinson, H., Peters, B., Rocca-Serra, P., Ruttenberg, A., Sansone, S.-A., Scheuermann, R. H., Schober, D., Smith, B., Soldatova, L. N., Stoeckert, C. J. ,. J., Taylor, C. F., Torniai, C., Turner, J. A., Vita, R., Whetzel, P. L. & Zheng, J., 29 Apr 2016, In: PLOS ONE. 11, 4

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Using LASSO Regression to Predict Rheumatoid Arthritis Treatment Efficacy

Odgers, D. J., Tellis, N., Hall, H. & Dumontier, M., 2016, In: AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science. 2016, p. 176-83 8 p.

Research output: Contribution to journal › Article › Academic › peer-review

2015

Achieving human and machine accessibility of cited data in scholarly publications

Starr, J., Castro, E., Crosas, M., Dumontier, M., Downs, R. R., Duerr, R., Haak, L. L., Haendel, M. A., Herman, I., Hodson, S., Hourclé, J., Kratz, J. E., Lin, J., Nielsen, L. H., Nurnberger, A., Proell, S., Rauber, A., Sacchi, S., Smith, A. & Taylor, M. & 1 others, Clark, T., 15 Jul 2015, In: PeerJ. Computer science. 1, 5, e1.

Research output: Contribution to journal › Article › Academic › peer-review

Open Access

Analysis of In Vitro Aptamer Selection Parameters

McKeague, M., McConnell, E. M., Cruz-Toledo, J., Bernard, E. D., Pach, A., Mastronardi, E., Zhang, X., Beking, M., Francis, T., Giamberardino, A., Cabecinha, A., Ruscito, A., Aranda-Rodriguez, R., Dumontier, M. & DeRosa, M. C., Dec 2015, In: Journal of Molecular Evolution. 81, 5-6, p. 150-161

Research output: Contribution to journal › Article › Academic › peer-review