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Antibody Exchange: Information extraction of biological antibody donation and a web-portal to find donors and seekers

Bio-molecular reagents like antibodies required in experimental biology are expensive and their effectiveness, among other things, is critical to the success of the experiment. Although such resources are sometimes donated by one investigator to another through personal communication between the two...

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Detalles Bibliográficos
Autores principales: Subramanian, Sandeep, Ganapathiraju, Madhavi K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6258257/
https://www.ncbi.nlm.nih.gov/pubmed/30498741
http://dx.doi.org/10.3390/data2040038
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author Subramanian, Sandeep
Ganapathiraju, Madhavi K.
author_facet Subramanian, Sandeep
Ganapathiraju, Madhavi K.
author_sort Subramanian, Sandeep
collection PubMed
description Bio-molecular reagents like antibodies required in experimental biology are expensive and their effectiveness, among other things, is critical to the success of the experiment. Although such resources are sometimes donated by one investigator to another through personal communication between the two, there is no previous study to our knowledge on the extent of such donations, nor a central platform that directs resource seekers to donors. In this paper, we describe, to our knowledge, a first attempt at building a web-portal titled Antibody Exchange (or more general ‘Bio-Resource Exchange’) that attempts to bridge this gap between resource seekers and donors in the domain of experimental biology. Users on this portal can request for or donate antibodies, cell-lines and DNA Constructs. This resource could also serve as a crowd-sourced database of resources for experimental biology. Further, we also studied the extent of antibody donations by mining the acknowledgement sections of scientific articles. Specifically, we extracted the name of the donor, his/her affiliation and the name of the antibody for every donation by parsing the acknowledgements sections of articles. To extract annotations at this level, we adopted two approaches – a rule based algorithm and a bootstrapped pattern learning algorithm. The algorithms extracted donor names, affiliations and antibody names with average accuracies of 57% and 62% respectively. We also created a dataset of 50 expert-annotated acknowledgements sections that will serve as a gold standard dataset to evaluate extraction algorithms in the future.
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spelling pubmed-62582572018-11-27 Antibody Exchange: Information extraction of biological antibody donation and a web-portal to find donors and seekers Subramanian, Sandeep Ganapathiraju, Madhavi K. Data (Basel) Article Bio-molecular reagents like antibodies required in experimental biology are expensive and their effectiveness, among other things, is critical to the success of the experiment. Although such resources are sometimes donated by one investigator to another through personal communication between the two, there is no previous study to our knowledge on the extent of such donations, nor a central platform that directs resource seekers to donors. In this paper, we describe, to our knowledge, a first attempt at building a web-portal titled Antibody Exchange (or more general ‘Bio-Resource Exchange’) that attempts to bridge this gap between resource seekers and donors in the domain of experimental biology. Users on this portal can request for or donate antibodies, cell-lines and DNA Constructs. This resource could also serve as a crowd-sourced database of resources for experimental biology. Further, we also studied the extent of antibody donations by mining the acknowledgement sections of scientific articles. Specifically, we extracted the name of the donor, his/her affiliation and the name of the antibody for every donation by parsing the acknowledgements sections of articles. To extract annotations at this level, we adopted two approaches – a rule based algorithm and a bootstrapped pattern learning algorithm. The algorithms extracted donor names, affiliations and antibody names with average accuracies of 57% and 62% respectively. We also created a dataset of 50 expert-annotated acknowledgements sections that will serve as a gold standard dataset to evaluate extraction algorithms in the future. 2017-11-21 2017-12 /pmc/articles/PMC6258257/ /pubmed/30498741 http://dx.doi.org/10.3390/data2040038 Text en This article is an open access article distributed under the terms and conditions of the Creative Commons by Attribution (CC-BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Subramanian, Sandeep
Ganapathiraju, Madhavi K.
Antibody Exchange: Information extraction of biological antibody donation and a web-portal to find donors and seekers
title Antibody Exchange: Information extraction of biological antibody donation and a web-portal to find donors and seekers
title_full Antibody Exchange: Information extraction of biological antibody donation and a web-portal to find donors and seekers
title_fullStr Antibody Exchange: Information extraction of biological antibody donation and a web-portal to find donors and seekers
title_full_unstemmed Antibody Exchange: Information extraction of biological antibody donation and a web-portal to find donors and seekers
title_short Antibody Exchange: Information extraction of biological antibody donation and a web-portal to find donors and seekers
title_sort antibody exchange: information extraction of biological antibody donation and a web-portal to find donors and seekers
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6258257/
https://www.ncbi.nlm.nih.gov/pubmed/30498741
http://dx.doi.org/10.3390/data2040038
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