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Target-based drug discovery for [Formula: see text]-globin disorders: drug target prediction using quantitative modeling with hybrid functional Petri nets.
- Source :
-
Journal of bioinformatics and computational biology [J Bioinform Comput Biol] 2016 Oct; Vol. 14 (5), pp. 1650026. Date of Electronic Publication: 2016 Jun 21. - Publication Year :
- 2016
-
Abstract
- Recent molecular studies provide important clues into treatment of [Formula: see text]-thalassemia, sickle-cell anaemia and other [Formula: see text]-globin disorders revealing that increased production of fetal hemoglobin, that is normally suppressed in adulthood, can ameliorate the severity of these diseases. In this paper, we present a novel approach for drug prediction for [Formula: see text]-globin disorders. Our approach is centered upon quantitative modeling of interactions in human fetal-to-adult hemoglobin switch network using hybrid functional Petri nets. In accordance with the reverse pharmacology approach, we pose a hypothesis regarding modulation of specific protein targets that induce [Formula: see text]-globin and consequently fetal hemoglobin. Comparison of simulation results for the proposed strategy with the ones obtained for already existing drugs shows that our strategy is the optimal as it leads to highest level of [Formula: see text]-globin induction and thereby has potential beneficial therapeutic effects on [Formula: see text]-globin disorders. Simulation results enable verification of model coherence demonstrating that it is consistent with qPCR data available for known strategies and/or drugs.
- Subjects :
- Adult
Aminopyridines pharmacology
Benzamides pharmacology
Butyrates pharmacology
Carrier Proteins antagonists & inhibitors
Fetal Hemoglobin genetics
Hemoglobinopathies genetics
Histone Deacetylase 1 antagonists & inhibitors
Humans
Hydroquinones pharmacology
Kruppel-Like Transcription Factors antagonists & inhibitors
Models, Theoretical
Nuclear Proteins antagonists & inhibitors
Pyridines pharmacology
Quinolines pharmacology
Repressor Proteins
SOXD Transcription Factors antagonists & inhibitors
Simvastatin pharmacology
beta-Globins genetics
gamma-Globins genetics
gamma-Globins metabolism
Drug Discovery methods
Fetal Hemoglobin metabolism
Hemoglobinopathies drug therapy
Molecular Targeted Therapy methods
Subjects
Details
- Language :
- English
- ISSN :
- 1757-6334
- Volume :
- 14
- Issue :
- 5
- Database :
- MEDLINE
- Journal :
- Journal of bioinformatics and computational biology
- Publication Type :
- Academic Journal
- Accession number :
- 27431020
- Full Text :
- https://doi.org/10.1142/S0219720016500268