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Literature-based automated discovery of tumor suppressor p53 phosphorylation and inhibition by NEK2
Scientific progress depends on formulating testable hypotheses informed by the literature. In many domains, however, this model is strained because the number of research papers exceeds human readability. Here, we developed computational assistance to analyze the biomedical literature by reading Pub...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6196525/ https://www.ncbi.nlm.nih.gov/pubmed/30266789 http://dx.doi.org/10.1073/pnas.1806643115 |
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author | Choi, Byung-Kwon Dayaram, Tajhal Parikh, Neha Wilkins, Angela D. Nagarajan, Meena Novikov, Ilya B. Bachman, Benjamin J. Jung, Sung Yun Haas, Peter J. Labrie, Jacques L. Pickering, Curtis R. Adikesavan, Anbu K. Regenbogen, Sam Kato, Linda Lelescu, Ana Buchovecky, Christie M. Zhang, Houyin Bao, Sheng Hua Boyer, Stephen Weber, Griff Scott, Kenneth L. Chen, Ying Spangler, Scott Donehower, Lawrence A. Lichtarge, Olivier |
author_facet | Choi, Byung-Kwon Dayaram, Tajhal Parikh, Neha Wilkins, Angela D. Nagarajan, Meena Novikov, Ilya B. Bachman, Benjamin J. Jung, Sung Yun Haas, Peter J. Labrie, Jacques L. Pickering, Curtis R. Adikesavan, Anbu K. Regenbogen, Sam Kato, Linda Lelescu, Ana Buchovecky, Christie M. Zhang, Houyin Bao, Sheng Hua Boyer, Stephen Weber, Griff Scott, Kenneth L. Chen, Ying Spangler, Scott Donehower, Lawrence A. Lichtarge, Olivier |
author_sort | Choi, Byung-Kwon |
collection | PubMed |
description | Scientific progress depends on formulating testable hypotheses informed by the literature. In many domains, however, this model is strained because the number of research papers exceeds human readability. Here, we developed computational assistance to analyze the biomedical literature by reading PubMed abstracts to suggest new hypotheses. The approach was tested experimentally on the tumor suppressor p53 by ranking its most likely kinases, based on all available abstracts. Many of the best-ranked kinases were found to bind and phosphorylate p53 (P value = 0.005), suggesting six likely p53 kinases so far. One of these, NEK2, was studied in detail. A known mitosis promoter, NEK2 was shown to phosphorylate p53 at Ser315 in vitro and in vivo and to functionally inhibit p53. These bona fide validations of text-based predictions of p53 phosphorylation, and the discovery of an inhibitory p53 kinase of pharmaceutical interest, suggest that automated reasoning using a large body of literature can generate valuable molecular hypotheses and has the potential to accelerate scientific discovery. |
format | Online Article Text |
id | pubmed-6196525 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-61965252018-10-23 Literature-based automated discovery of tumor suppressor p53 phosphorylation and inhibition by NEK2 Choi, Byung-Kwon Dayaram, Tajhal Parikh, Neha Wilkins, Angela D. Nagarajan, Meena Novikov, Ilya B. Bachman, Benjamin J. Jung, Sung Yun Haas, Peter J. Labrie, Jacques L. Pickering, Curtis R. Adikesavan, Anbu K. Regenbogen, Sam Kato, Linda Lelescu, Ana Buchovecky, Christie M. Zhang, Houyin Bao, Sheng Hua Boyer, Stephen Weber, Griff Scott, Kenneth L. Chen, Ying Spangler, Scott Donehower, Lawrence A. Lichtarge, Olivier Proc Natl Acad Sci U S A Biological Sciences Scientific progress depends on formulating testable hypotheses informed by the literature. In many domains, however, this model is strained because the number of research papers exceeds human readability. Here, we developed computational assistance to analyze the biomedical literature by reading PubMed abstracts to suggest new hypotheses. The approach was tested experimentally on the tumor suppressor p53 by ranking its most likely kinases, based on all available abstracts. Many of the best-ranked kinases were found to bind and phosphorylate p53 (P value = 0.005), suggesting six likely p53 kinases so far. One of these, NEK2, was studied in detail. A known mitosis promoter, NEK2 was shown to phosphorylate p53 at Ser315 in vitro and in vivo and to functionally inhibit p53. These bona fide validations of text-based predictions of p53 phosphorylation, and the discovery of an inhibitory p53 kinase of pharmaceutical interest, suggest that automated reasoning using a large body of literature can generate valuable molecular hypotheses and has the potential to accelerate scientific discovery. National Academy of Sciences 2018-10-16 2018-09-28 /pmc/articles/PMC6196525/ /pubmed/30266789 http://dx.doi.org/10.1073/pnas.1806643115 Text en Copyright © 2018 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by-nc-nd/4.0/ This open access article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Biological Sciences Choi, Byung-Kwon Dayaram, Tajhal Parikh, Neha Wilkins, Angela D. Nagarajan, Meena Novikov, Ilya B. Bachman, Benjamin J. Jung, Sung Yun Haas, Peter J. Labrie, Jacques L. Pickering, Curtis R. Adikesavan, Anbu K. Regenbogen, Sam Kato, Linda Lelescu, Ana Buchovecky, Christie M. Zhang, Houyin Bao, Sheng Hua Boyer, Stephen Weber, Griff Scott, Kenneth L. Chen, Ying Spangler, Scott Donehower, Lawrence A. Lichtarge, Olivier Literature-based automated discovery of tumor suppressor p53 phosphorylation and inhibition by NEK2 |
title | Literature-based automated discovery of tumor suppressor p53 phosphorylation and inhibition by NEK2 |
title_full | Literature-based automated discovery of tumor suppressor p53 phosphorylation and inhibition by NEK2 |
title_fullStr | Literature-based automated discovery of tumor suppressor p53 phosphorylation and inhibition by NEK2 |
title_full_unstemmed | Literature-based automated discovery of tumor suppressor p53 phosphorylation and inhibition by NEK2 |
title_short | Literature-based automated discovery of tumor suppressor p53 phosphorylation and inhibition by NEK2 |
title_sort | literature-based automated discovery of tumor suppressor p53 phosphorylation and inhibition by nek2 |
topic | Biological Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6196525/ https://www.ncbi.nlm.nih.gov/pubmed/30266789 http://dx.doi.org/10.1073/pnas.1806643115 |
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