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Personalized Drug Analysis in B Cell Chronic Lymphocytic Leukemia Patients

BACKGROUND: B cell chronic lymphocytic leukemia (B-CLL) is the most common adult leukemia in the Western world. Although therapeutic advances have notably improved the outcome for many patients, B-CLL remains an incurable disease. The purpose of this study was to search for therapeutic drugs based o...

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Autores principales: Liu, Guozhen, Hu, Xiaoling, Gao, Lei, Feng, Zhenjun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: International Scientific Literature, Inc. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5432060/
https://www.ncbi.nlm.nih.gov/pubmed/28477439
http://dx.doi.org/10.12659/MSM.900738
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author Liu, Guozhen
Hu, Xiaoling
Gao, Lei
Feng, Zhenjun
author_facet Liu, Guozhen
Hu, Xiaoling
Gao, Lei
Feng, Zhenjun
author_sort Liu, Guozhen
collection PubMed
description BACKGROUND: B cell chronic lymphocytic leukemia (B-CLL) is the most common adult leukemia in the Western world. Although therapeutic advances have notably improved the outcome for many patients, B-CLL remains an incurable disease. The purpose of this study was to search for therapeutic drugs based on altered pathways in individual patients. MATERIAL/METHODS: Genes from microarray data were mapped to 300 Homo sapiens-related pathways. Individual pathway aberrance analysis was used to identify altered pathways. Drug data, obtained from connectivity map (cMAP), were subjected to drug-set enrichment analysis. To analyze the relations between drug-induced pathways and disease-induced altered pathways in individuals, Pearson correlation analysis was applied. RESULTS: The disease-induced pathways with P-values <0.05 in individual samples were recorded and presented in a heatmap. Drug-induced pathways were analyzed in the 104 samples. After Pearson correlation analysis between altered pathways and drug, the 20 top-ranked drugs that were most relevant to disease were obtained. There were 9 drugs with positive scores and 11 with negative scores. CONCLUSIONS: With this method, we identified the 20 top-ranked drugs that were most relevant to disease. The drugs with negative scores may play therapeutic roles in B-CLL.
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spelling pubmed-54320602017-05-22 Personalized Drug Analysis in B Cell Chronic Lymphocytic Leukemia Patients Liu, Guozhen Hu, Xiaoling Gao, Lei Feng, Zhenjun Med Sci Monit Lab/In Vitro Research BACKGROUND: B cell chronic lymphocytic leukemia (B-CLL) is the most common adult leukemia in the Western world. Although therapeutic advances have notably improved the outcome for many patients, B-CLL remains an incurable disease. The purpose of this study was to search for therapeutic drugs based on altered pathways in individual patients. MATERIAL/METHODS: Genes from microarray data were mapped to 300 Homo sapiens-related pathways. Individual pathway aberrance analysis was used to identify altered pathways. Drug data, obtained from connectivity map (cMAP), were subjected to drug-set enrichment analysis. To analyze the relations between drug-induced pathways and disease-induced altered pathways in individuals, Pearson correlation analysis was applied. RESULTS: The disease-induced pathways with P-values <0.05 in individual samples were recorded and presented in a heatmap. Drug-induced pathways were analyzed in the 104 samples. After Pearson correlation analysis between altered pathways and drug, the 20 top-ranked drugs that were most relevant to disease were obtained. There were 9 drugs with positive scores and 11 with negative scores. CONCLUSIONS: With this method, we identified the 20 top-ranked drugs that were most relevant to disease. The drugs with negative scores may play therapeutic roles in B-CLL. International Scientific Literature, Inc. 2017-05-06 /pmc/articles/PMC5432060/ /pubmed/28477439 http://dx.doi.org/10.12659/MSM.900738 Text en © Med Sci Monit, 2017 This work is licensed under Creative Common Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/) )
spellingShingle Lab/In Vitro Research
Liu, Guozhen
Hu, Xiaoling
Gao, Lei
Feng, Zhenjun
Personalized Drug Analysis in B Cell Chronic Lymphocytic Leukemia Patients
title Personalized Drug Analysis in B Cell Chronic Lymphocytic Leukemia Patients
title_full Personalized Drug Analysis in B Cell Chronic Lymphocytic Leukemia Patients
title_fullStr Personalized Drug Analysis in B Cell Chronic Lymphocytic Leukemia Patients
title_full_unstemmed Personalized Drug Analysis in B Cell Chronic Lymphocytic Leukemia Patients
title_short Personalized Drug Analysis in B Cell Chronic Lymphocytic Leukemia Patients
title_sort personalized drug analysis in b cell chronic lymphocytic leukemia patients
topic Lab/In Vitro Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5432060/
https://www.ncbi.nlm.nih.gov/pubmed/28477439
http://dx.doi.org/10.12659/MSM.900738
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