Group- based quantitative structural activity relationship analysis of B-cell Lymphoma Extra Large (BCL-XL) inhibitors

B-cell Lymphoma Extra Large (Bcl-xL) belongs to B-cell Lymphoma two (Bcl-2) family and owing to its anti-apoptotic role in many cancers, is proven to be an attractive target for anti-cancer therapy. Different classes of potent anti-Bcl-xL small molecules inhibitors have been discovered, and both t...

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Main Authors: Abdul Samat, Nadia Hanis, Mohammed Abdulkader, Abdul Rahman, Mohamed, Farahidah, Abdullahi, Abubakar Danjuma
Format: Article
Language:English
English
Published: International Journal of Pharmacy and Pharmaceutical Science 2014
Subjects:
Online Access:http://irep.iium.edu.my/41552/
http://irep.iium.edu.my/41552/
http://irep.iium.edu.my/41552/1/ijpps_nadia_gp_based_qsar_bcl.pdf
http://irep.iium.edu.my/41552/4/41552_Group-%20based%20quantitative_scopus.pdf
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spelling iium-415522017-09-20T09:58:07Z http://irep.iium.edu.my/41552/ Group- based quantitative structural activity relationship analysis of B-cell Lymphoma Extra Large (BCL-XL) inhibitors Abdul Samat, Nadia Hanis Mohammed Abdulkader, Abdul Rahman Mohamed, Farahidah Abdullahi, Abubakar Danjuma RS Pharmacy and materia medica B-cell Lymphoma Extra Large (Bcl-xL) belongs to B-cell Lymphoma two (Bcl-2) family and owing to its anti-apoptotic role in many cancers, is proven to be an attractive target for anti-cancer therapy. Different classes of potent anti-Bcl-xL small molecules inhibitors have been discovered, and both three-dimensional (3D) and two-dimensional (2D) Quantitative Structural Activity Relationship (QSAR) approaches have been used to study and predict the biological activities of new inhibitors prior to their synthesis. Objectives: This study was aimed to generate new candidate small inhibitory molecules against Bcl-xL by using G-QSAR analysis of known Bcl-xL inhibitors. Methods: In the present study, we used group-based QSAR (G-QSAR)—a novel fragment-based method—to develop QSAR models from known BclxL inhibitors. A set of Bcl-xL inhibitors adopted from extant literature was fragmented into three common fragments, and a pool of 214 descriptors was calculated for each one. Results: Two models were obtained by using different combination of variable selection and model building method; stepwise-multiple linear regression (STP-MLR) and simulated annealing-multiple linear regression (SA-MLR). STP-MLR was found to be the best mode, with r2 = 0.80, q2 = 0.70 and predictive r2 = 0.87. Conclusion: The G-QSAR results indicate that the generated models are statistically significant and can be used for design and generation of new potent inhibitors. International Journal of Pharmacy and Pharmaceutical Science 2014 Article PeerReviewed application/pdf en http://irep.iium.edu.my/41552/1/ijpps_nadia_gp_based_qsar_bcl.pdf application/pdf en http://irep.iium.edu.my/41552/4/41552_Group-%20based%20quantitative_scopus.pdf Abdul Samat, Nadia Hanis and Mohammed Abdulkader, Abdul Rahman and Mohamed, Farahidah and Abdullahi, Abubakar Danjuma (2014) Group- based quantitative structural activity relationship analysis of B-cell Lymphoma Extra Large (BCL-XL) inhibitors. International Journal of Pharmacy and Pharmaceutical Sciences, 6 (5). pp. 284-290. ISSN 0975-1491 http://www.ijppsjournal.com/
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
English
topic RS Pharmacy and materia medica
spellingShingle RS Pharmacy and materia medica
Abdul Samat, Nadia Hanis
Mohammed Abdulkader, Abdul Rahman
Mohamed, Farahidah
Abdullahi, Abubakar Danjuma
Group- based quantitative structural activity relationship analysis of B-cell Lymphoma Extra Large (BCL-XL) inhibitors
description B-cell Lymphoma Extra Large (Bcl-xL) belongs to B-cell Lymphoma two (Bcl-2) family and owing to its anti-apoptotic role in many cancers, is proven to be an attractive target for anti-cancer therapy. Different classes of potent anti-Bcl-xL small molecules inhibitors have been discovered, and both three-dimensional (3D) and two-dimensional (2D) Quantitative Structural Activity Relationship (QSAR) approaches have been used to study and predict the biological activities of new inhibitors prior to their synthesis. Objectives: This study was aimed to generate new candidate small inhibitory molecules against Bcl-xL by using G-QSAR analysis of known Bcl-xL inhibitors. Methods: In the present study, we used group-based QSAR (G-QSAR)—a novel fragment-based method—to develop QSAR models from known BclxL inhibitors. A set of Bcl-xL inhibitors adopted from extant literature was fragmented into three common fragments, and a pool of 214 descriptors was calculated for each one. Results: Two models were obtained by using different combination of variable selection and model building method; stepwise-multiple linear regression (STP-MLR) and simulated annealing-multiple linear regression (SA-MLR). STP-MLR was found to be the best mode, with r2 = 0.80, q2 = 0.70 and predictive r2 = 0.87. Conclusion: The G-QSAR results indicate that the generated models are statistically significant and can be used for design and generation of new potent inhibitors.
format Article
author Abdul Samat, Nadia Hanis
Mohammed Abdulkader, Abdul Rahman
Mohamed, Farahidah
Abdullahi, Abubakar Danjuma
author_facet Abdul Samat, Nadia Hanis
Mohammed Abdulkader, Abdul Rahman
Mohamed, Farahidah
Abdullahi, Abubakar Danjuma
author_sort Abdul Samat, Nadia Hanis
title Group- based quantitative structural activity relationship analysis of B-cell Lymphoma Extra Large (BCL-XL) inhibitors
title_short Group- based quantitative structural activity relationship analysis of B-cell Lymphoma Extra Large (BCL-XL) inhibitors
title_full Group- based quantitative structural activity relationship analysis of B-cell Lymphoma Extra Large (BCL-XL) inhibitors
title_fullStr Group- based quantitative structural activity relationship analysis of B-cell Lymphoma Extra Large (BCL-XL) inhibitors
title_full_unstemmed Group- based quantitative structural activity relationship analysis of B-cell Lymphoma Extra Large (BCL-XL) inhibitors
title_sort group- based quantitative structural activity relationship analysis of b-cell lymphoma extra large (bcl-xl) inhibitors
publisher International Journal of Pharmacy and Pharmaceutical Science
publishDate 2014
url http://irep.iium.edu.my/41552/
http://irep.iium.edu.my/41552/
http://irep.iium.edu.my/41552/1/ijpps_nadia_gp_based_qsar_bcl.pdf
http://irep.iium.edu.my/41552/4/41552_Group-%20based%20quantitative_scopus.pdf
first_indexed 2023-09-18T20:59:29Z
last_indexed 2023-09-18T20:59:29Z
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