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Combining Clinical and Candidate Gene Data into a Risk Score for Azathioprine-Associated Leukopenia in Routine Clinical Practice

Leukopenia is a serious, frequent side effect associated with azathioprine use. Currently, we use thiopurine methyltransferase (TPMT) testing to predict leukopenia in patients taking azathioprine. We hypothesized that a risk score incorporating additional clinical and genetic variables would improve...

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Autores principales: Anandi, Prathima, Dickson, Alyson L., Feng, QiPing, Wei, Wei-Qi, Dupont, William D., Plummer, Dale, Liu, Ge, Octaria, Rany, Barker, Katherine A., Kawai, Vivian K., Birdwell, Kelly, Cox, Nancy J., Hung, Adriana, Stein, C. Michael, Chung, Cecilia P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7426242/
https://www.ncbi.nlm.nih.gov/pubmed/32054992
http://dx.doi.org/10.1038/s41397-020-0163-4
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author Anandi, Prathima
Dickson, Alyson L.
Feng, QiPing
Wei, Wei-Qi
Dupont, William D.
Plummer, Dale
Liu, Ge
Octaria, Rany
Barker, Katherine A.
Kawai, Vivian K.
Birdwell, Kelly
Cox, Nancy J.
Hung, Adriana
Stein, C. Michael
Chung, Cecilia P.
author_facet Anandi, Prathima
Dickson, Alyson L.
Feng, QiPing
Wei, Wei-Qi
Dupont, William D.
Plummer, Dale
Liu, Ge
Octaria, Rany
Barker, Katherine A.
Kawai, Vivian K.
Birdwell, Kelly
Cox, Nancy J.
Hung, Adriana
Stein, C. Michael
Chung, Cecilia P.
author_sort Anandi, Prathima
collection PubMed
description Leukopenia is a serious, frequent side effect associated with azathioprine use. Currently, we use thiopurine methyltransferase (TPMT) testing to predict leukopenia in patients taking azathioprine. We hypothesized that a risk score incorporating additional clinical and genetic variables would improve the prediction of azathioprine-associated leukopenia. In the discovery phase, we developed four risk score models: (1) age, sex, and TPMT metabolizer status; (2) model 1 plus additional clinical variables; (3) sixty candidate single nucleotide polymorphisms; and (4) model 2 plus model 3. The area under the receiver-operating-characteristic curve (AUC) of the risk scores was 0.59 (95%CI: 0.54-0.64), 0.75 (0.71-0.80), 0.66 (0.61-0.71), and 0.78 (0.74-0.82) for models one, two, three and four, respectively. During the replication phase, models two and four (AUC=0.64, 95%CI: 0.59-0.70 and AUC=0.63, 95%CI: 0.58-0.69, respectively) were significant in an independent group. Compared to TPMT testing alone, additional genetic and clinical variables improve the prediction of azathioprine-associated leukopenia.
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spelling pubmed-74262422020-09-23 Combining Clinical and Candidate Gene Data into a Risk Score for Azathioprine-Associated Leukopenia in Routine Clinical Practice Anandi, Prathima Dickson, Alyson L. Feng, QiPing Wei, Wei-Qi Dupont, William D. Plummer, Dale Liu, Ge Octaria, Rany Barker, Katherine A. Kawai, Vivian K. Birdwell, Kelly Cox, Nancy J. Hung, Adriana Stein, C. Michael Chung, Cecilia P. Pharmacogenomics J Article Leukopenia is a serious, frequent side effect associated with azathioprine use. Currently, we use thiopurine methyltransferase (TPMT) testing to predict leukopenia in patients taking azathioprine. We hypothesized that a risk score incorporating additional clinical and genetic variables would improve the prediction of azathioprine-associated leukopenia. In the discovery phase, we developed four risk score models: (1) age, sex, and TPMT metabolizer status; (2) model 1 plus additional clinical variables; (3) sixty candidate single nucleotide polymorphisms; and (4) model 2 plus model 3. The area under the receiver-operating-characteristic curve (AUC) of the risk scores was 0.59 (95%CI: 0.54-0.64), 0.75 (0.71-0.80), 0.66 (0.61-0.71), and 0.78 (0.74-0.82) for models one, two, three and four, respectively. During the replication phase, models two and four (AUC=0.64, 95%CI: 0.59-0.70 and AUC=0.63, 95%CI: 0.58-0.69, respectively) were significant in an independent group. Compared to TPMT testing alone, additional genetic and clinical variables improve the prediction of azathioprine-associated leukopenia. 2020-02-14 2020-10 /pmc/articles/PMC7426242/ /pubmed/32054992 http://dx.doi.org/10.1038/s41397-020-0163-4 Text en Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms
spellingShingle Article
Anandi, Prathima
Dickson, Alyson L.
Feng, QiPing
Wei, Wei-Qi
Dupont, William D.
Plummer, Dale
Liu, Ge
Octaria, Rany
Barker, Katherine A.
Kawai, Vivian K.
Birdwell, Kelly
Cox, Nancy J.
Hung, Adriana
Stein, C. Michael
Chung, Cecilia P.
Combining Clinical and Candidate Gene Data into a Risk Score for Azathioprine-Associated Leukopenia in Routine Clinical Practice
title Combining Clinical and Candidate Gene Data into a Risk Score for Azathioprine-Associated Leukopenia in Routine Clinical Practice
title_full Combining Clinical and Candidate Gene Data into a Risk Score for Azathioprine-Associated Leukopenia in Routine Clinical Practice
title_fullStr Combining Clinical and Candidate Gene Data into a Risk Score for Azathioprine-Associated Leukopenia in Routine Clinical Practice
title_full_unstemmed Combining Clinical and Candidate Gene Data into a Risk Score for Azathioprine-Associated Leukopenia in Routine Clinical Practice
title_short Combining Clinical and Candidate Gene Data into a Risk Score for Azathioprine-Associated Leukopenia in Routine Clinical Practice
title_sort combining clinical and candidate gene data into a risk score for azathioprine-associated leukopenia in routine clinical practice
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7426242/
https://www.ncbi.nlm.nih.gov/pubmed/32054992
http://dx.doi.org/10.1038/s41397-020-0163-4
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