Identifying a predictive model for response to atypical antipsychotic monotherapy treatment in south Indian schizophrenia patients

被引:13
|
作者
Gupta, Meenal [1 ]
Moily, Nagaraj S. [2 ]
Kaur, Harpreet [1 ]
Jajodia, Ajay [1 ]
Jain, Sanjeev [2 ]
Kukreti, Ritushree [1 ]
机构
[1] CSIR, Inst Genom & Integrat Biol, Delhi 110007, India
[2] Natl Inst Mental Hlth & Neurosci, Dept Psychiat, Mol Genet Lab, Bangalore 560029, Karnataka, India
关键词
Antipsychotic drugs; Pharmacogenetics; Single nucleotide polymorphisms; Gene-gene interaction; Logistic regression; RECEPTOR GENE; ASSOCIATION; COMT; PHARMACOGENOMICS; POLYMORPHISM; PROMOTER; 5-HT2A; TARGET; DRD2;
D O I
10.1016/j.ygeno.2013.02.002
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Atypical antipsychotic (AAP) drugs are the preferred choice of treatment for schizophrenia patients. Patients who do not show favorable response to AAP monotherapy are subjected to random prolonged therapeutic treatment with AAP multitherapy, typical antipsychotics or a combination of both. Therefore, prior identification of patients' response to drugs can be an important step in providing efficacious and safe therapeutic treatment. We thus attempted to elucidate a genetic signature which could predict patients' response to AAP monotherapy. Our logistic regression analyses indicated the probability that 76% patients carrying combination of four SNPs will not show favorable response to AAP therapy. The robustness of this prediction model was assessed using repeated 10-fold cross validation method, and the results across n-fold cross-validations (mean accuracy= 71.91%; 95%CI =71.47-72.35) suggest high accuracy and reliability of the prediction model. Further validations of these results in large sample sets are likely to establish their clinical applicability. (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:131 / 135
页数:5
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