10
Views
1
CrossRef citations to date
0
Altmetric
Original Research

Modeling short-term antidepressant responsiveness with artificial neural networks

, , , , , & show all
Pages 55-60 | Published online: 01 Jun 2010

References

  • Kessler RC, Berglund P, Demler O, et al. The epidemiology of major depressive disorder: results from the National Comorbidity Survey Replication (NCS-R). JAMA. 2003;289(23):3095–3105.
  • Hasin DS, Goodwin RD, Stinson FS, et al. Epidemiology of major depressive disorder: results from the National Epidemiologic Survey on Alcoholism and Related Conditions. Arch Gen Psychiatry. 2005;62(10):1097–1106.
  • aan het Rot M, Mathew SJ, Charney DS. Neurobiological mechanisms in major depressive disorder. CMAJ. 2009;180(3):305–313.
  • Lin E, Hwang Y, Tzeng CM. A case study of the utility of the HapMap database for pharmacogenomic haplotype analysis in the Taiwanese population. MolDiagn Ther. 2006;10:367–370.
  • Lekman M, Paddock S, McMahon FJ. Pharmacogenetics of major depression: insights from level 1 of the Sequenced Treatment Alternatives to Relieve Depression (STAR*D) trial. Mol Diagn Ther. 2008;12(5):321–330.
  • Ising M, Lucae S, Binder EB, et al. A genomewide association study points to multiple loci that predict antidepressant drug treatment outcome in depression. Arch Gen Psychiatry. 2009;66(9):966–975.
  • Lin E, Chen PS, Huang LC, Hsu SY. Association study of a brain- derived neurotrophic-factor polymorphism and short-term antidepressant response in major depressive disorders. Pharmacogenomics and Personalized Medicine. 2008;1:1–6.
  • Lin E, Hsu SY. Gender differences and pharmacogenomics with antidepressants in depression. In: Hernandez P, Alonso S, editors. Women and Depression. New York, NY: Nova Science Publishers; 2009.
  • Lin E, Chen PS. Pharmacogenomics with antidepressants in the STAR*D study. Pharmacogenomics. 2008;9:935–946.
  • Horstmann S, Binder EB. Pharmacogenomics of antidepressant drugs. Pharmacol Ther. 2009;124(1):57–73.
  • Lin E, Chen PS, Chang HH, et al. Interaction of serotonin-related genes affects short-term antidepressant response in major depressive disorder. Prog Neuropsychopharmacol Biol Psychiatry. 2009;33(7):1167–1172.
  • Kung SY, Hwang JN. Neural networks for intelligent multimedia processing. Proceedings of the IEEE. 1998;86:1244–1272.
  • Erb RJ. Introduction to backpropagation neural network computation. Pharm Res. 1993;10:165–170.
  • Lin E, Hwang Y, Wang SC, Gu ZJ, Chen EY. An artificial neural network approach to the drug efficacy of interferon treatments. Pharmacogenomics. 2006;7(7):1017–1024.
  • Lin E, Hwang Y, Chen EY. Gene-gene and gene-environment interactions in interferon therapy for chronic hepatitis C. Pharmacogenomics. 2007;8:1327–1335.
  • Serretti A, Smeraldi E. Neural network analysis in pharmacogenetics of mood disorders. BMC Medical Genetics. 2004;5:27.
  • Bishop CM. Neural Networks for Pattern Recognition. Oxford, UK: Clarendon Press; 1995.
  • Witten IH, Frank E. Data Mining: Practical Machine Learning Tools and Techniques. San Francisco, CA: Morgan Kaufmann Publishers; 2005.
  • Rumelhart DE, Hinton GE, William RJ. Learning internal representation by error propagation. Parallel Distributed Processing: Explorations. In: The Micro-Structure of Cognition, vol.l, Foundations. Cambridge, MA: MIT Press; 1996.
  • Huang LC, Hsu SY, Lin E. A comparison of classification methods for predicting Chronic Fatigue Syndrome based on genetic data. J Transl Med. 2009;7(1):81.
  • Kohavi R, John GH. Wrappers for feature subset selection. Artificial Intelligence. 1997;97:273–324.
  • Sargent DJ. Comparison of artificial neural networks with other statistical approaches. Cancer. 2001;91(8):1636–1642.
  • Eftekhar B, Mohammad K, Ardebili HE, Ghodsi M, Ketabchi E. Comparison of artificial neural network and logistic regression models for prediction of mortality in head trauma based on initial clinical data. BMC Med Inform Deci Mak. 2005;5:3.
  • Lin E, Hwang Y, Liang KH, Chen EY. Pattern-recognition techniques with haplotype analysis in pharmacogenomics. Pharmacogenomics. 2007;8(1):75–83.
  • Saeys Y, Inza I, Larranaga P. A review of feature selection techniques in bioinformatics. Bioinformatics. 2007;23:2507–2517.
  • White H. Connectionist nonparametric regression: Multilayer feedforward networks can learn arbitrary mappings. Neural Netw. 1990;3:535–549.
  • Sontag ED. Feedback stabilization using two-hidden-layers nets. IEEE Trans Neural Netw. 1992;3(6):981–990.
  • Lin CT, Lee G. Neural Fuzzy Systems. Upper Saddle River, NJ: Prentice-Hall; 1996.