Abstract:
:Neural networks (NN) are computational systems implemented in software or hardware that attempt to simulate the neurological processing abilities of biological systems. A synopsis is presented of the operational characteristics, structures, and applications of NN. The NN technology has primarily been aimed at recognition science (e.g., handwriting, voice, signal, picture, image, pattern, etc.). It is pointed out that NN may also be particularly suitable to deal with pharmacokinetic (PK) and pharmacodynamic (PD) systems, especially in cases such as multivariate PK/PD population kinetics when the systems are so complex that modeling by a conventional structured model building technique is very troublesome. The main practical advantage of NN is the intrinsic ability to closely emulate virtually any multivariate system, including nonlinear systems, independently of structural/physiologic relevance. Thus, NN are most suitable to model the behavior of complex kinetic systems and unsuitable to model the structure. In a practical sense, this structure limitation may be inconsequential because NN in its multivariate formulation may consider any physiologic, clinical, or population variable that may influence the kinetic behavior. The application of NN in PD is demonstrated in terms of the ability of an NN to predict, by extrapolation, the central nervous system (CNS) activity of alfentanil. The drug was infused by a complex computer-controlled infusion scheme over 180 min with simultaneous recording of the CNS effect quantified by a fast Fourier transform power spectrum analysis. The NN was trained to recognize (emulate) the drug input-drug effect behavior of the PD system with the input-effect data for the 180 min as a training set.(ABSTRACT TRUNCATED AT 250 WORDS)
journal_name
J Pharm Scijournal_title
Journal of pharmaceutical sciencesauthors
Veng-Pedersen P,Modi NBdoi
10.1002/jps.2600820910subject
Has Abstractpub_date
1993-09-01 00:00:00pages
918-26issue
9eissn
0022-3549issn
1520-6017pii
S0022-3549(15)49237-8journal_volume
82pub_type
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doi:10.1021/js9600686
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journal_title:Journal of pharmaceutical sciences
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journal_title:Journal of pharmaceutical sciences
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doi:10.1002/jps.2600670837
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abstract::Acetylcarnitine, a naturally occurring compound found in high concentration in heart and skeletal muscle of vertebrates, bears structural resemblance to acetylcholine, and studies have shown that it has slight cholinergic properties. Acetylcarnitine was subjected to conformational analysis by extended Hückel theory (E...
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doi:10.1002/jps.2600690921
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abstract::Polymer shielded liposomes were investigated as detoxifying agents for the weak bases imipramine and dosulepin and the diprotic drug opipramol. In vitro binding measurements in the presence of human serum samples revealed that the liposomes reduced the free drug concentration of the weak bases (corrected for protein b...
journal_title:Journal of pharmaceutical sciences
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doi:10.1002/jps.21683
更新日期:2009-10-01 00:00:00
abstract::The purpose of this work was to investigate the self-associating behavior observed in high concentration monoclonal antibody (MAb1) solutions at pH 6.0. Zeta potential measurements over the pH range (4.0-9.0) showed lower net charges present on the molecule at pH 6.0 and 7.0. The point of zero charge or crossover from...
journal_title:Journal of pharmaceutical sciences
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doi:10.1002/jps.21898
更新日期:2010-03-01 00:00:00
abstract::Amorphous nifedipine (NFD), which has a smooth surface immediately after preparation, was shown to have structures resembling clusters of curling and branching fibers approximately 1 μm wide by atomic force microscopy (AFM) after storage at 25°C. The size of the cluster-like structures increased with storage over time...
journal_title:Journal of pharmaceutical sciences
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doi:10.1002/jps.22603
更新日期:2011-10-01 00:00:00
abstract::A recirculation technique was used to study the first-order kinetics of intestinal absorption of un-ionized sulfadiazine, sulfamerazine, and sulfamethazine in rats in situ at 32, 35, and 38 degrees C. The absorption rate constant (Kab) of each sulfonamide increased with increase in temperature and, at each temperature...
journal_title:Journal of pharmaceutical sciences
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doi:10.1002/jps.2600821208
更新日期:1993-12-01 00:00:00
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更新日期:2008-04-01 00:00:00
abstract::A Modified Crisp Equation, describing the differential Gibbs free energy of the adsorption process, is being proposed, which considers multiple sites available on the surface for adsorption and their relative fractions. The differential Gibbs free energy can be calculated by the van't Hoff Equation, which depends on t...
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doi:10.1016/j.xphs.2017.11.017
更新日期:2018-04-01 00:00:00
abstract::Magnetic resonance imaging (MRI) with chemical shift resolution is a recent extension of MRI and it provides information about species resolved molecular transport on the macroscopic scale in complex systems. In this contribution, we show that by using this novel method, one can predict the behavior of drug and food m...
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abstract::(14)N nuclear quadrupole resonance (NQR) in two known polymorphs of famotidine was measured. At room temperature, seven quadrupolar sets of transition frequencies (ν(+), ν(-), and ν(0)) corresponding to seven different nitrogen sites in the crystal structure of each of the two polymorphs were found. This confirms the ...
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journal_title:Journal of pharmaceutical sciences
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journal_title:Journal of pharmaceutical sciences
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