scholarly journals Application of Neural Networks to Population Pharmacokinetic Data Analysis

1997 ◽  
Vol 86 (7) ◽  
pp. 840-845 ◽  
Author(s):  
Hsiao-Hui Chow ◽  
Kristin M. Tolle ◽  
Denise J. Roe ◽  
Victor Elsberry ◽  
Hsinchun Chen
2008 ◽  
Vol 35 (2) ◽  
pp. 219-233 ◽  
Author(s):  
Pankaj Gupta ◽  
Matthew M. Hutmacher ◽  
Bill Frame ◽  
Raymond Miller

2007 ◽  
Vol 25 (2) ◽  
pp. 359-368 ◽  
Author(s):  
Gabriele Fliss ◽  
Alexander Staab ◽  
Christiane Tillmann ◽  
Dirk Trommeshauser ◽  
Hans G. Schaefer ◽  
...  

2019 ◽  
Vol 14 (3) ◽  
pp. 197-207
Author(s):  
Ewoud-Jan van Hoogdalem ◽  
John P. Jones III ◽  
John Constant ◽  
Meguru Achira

Background: Exposure, safety and/or efficacy of drugs are subject to potential differences between human races or ethnicities, as acknowledged by regulatory guidance and by label texts of various, but not all approved drugs. Objective: The objective of the present review was to assess recent regulatory precedence on drug use and race or ethnicity, with the goal of identifying opportunities for increasing the informative value of clinical ethnic or racial bridging in drug development. Methods: Recently, (January 2014-July 2018) FDA approved drug product label texts and approval packages were reviewed for claims, comments and underlying data on use of the product in specific ethnic or racial groups. Results: Among the 266 FDA-approved products, no product with unambiguous race- or ethnicity specific dosing instructions was retrieved. A small majority (55%) was approved with a claim or comment on race or ethnicity, and of these, a large majority (87%) was based on population pharmacokinetic data analysis. Statements were often related to incidence of a genotype for drug metabolizing enzyme or for other risk factors, or were related to body weight. Absence of clinically relevant exposure differences were often justified in terms of exposure ratios that notably exceeded the typical 0.80-1.25 no-effect boundary. Conclusions: Recent precedence reflected a pragmatic, descriptive approach of racial or ethnic bridging, apparently meeting current regulatory expectations, whilst not resulting in strict guidance to prescribers. We recommend further work on defining the objectives of bridging studies, as well as criteria for their design and data analysis. Regarding the latter, we recommend investigating the value of prospectively defined tests for similarity with appropriate follow-up analysis in the case where the test has failed.


2021 ◽  
Vol 38 (4) ◽  
pp. 625-635
Author(s):  
C. O. S. Sorzano ◽  
M. A. Pérez-de-la-Cruz Moreno ◽  
F. R. Martín ◽  
C. Montejo ◽  
A. Aguilar-Ros

1984 ◽  
Vol 15 (1-2) ◽  
pp. 317-339 ◽  
Author(s):  
H. Flühler ◽  
H. Huber ◽  
E. Widmer ◽  
S. Brechbühler

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