Facilitating compound progression of Antiretroviral agents via Modeling and simulation

被引:6
作者
Barrett, Jeffrey S. [1 ]
机构
[1] Univ Penn, Sch Med, Dept Pediat, Philadelphia, PA 19104 USA
[2] Childrens Hosp Philadelphia, Clin Pharmacol & Therapeut Div, Lab Appl PK PD, Abramson Res Ctr, Philadelphia, PA 19104 USA
基金
美国国家卫生研究院;
关键词
compound progression; ART; modeling; simulation; PK/PD;
D O I
10.1007/s11481-006-9061-z
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Pharmacotherapy in human immunodeficiency virus (HIV)-infected patients and the development of safe and effective antiretroviral dosing regimens has been hindered by numerous issues, including the rapid development of viral resistance to drug therapy, the narrow therapeutic window of the drug compounds, and lack of fundamental knowledge concerning the sources of variation in exposure and response to antiretroviral agents. Sources of variation may include factors such as interpatient differences in genetic expression, immunological response, pathogenesis, epidemiologic and socioeconomic factors, and demographics. Modeling and simulation (M&S) techniques have become valuable tools to identify and quantify variability in exposure and response to antiretroviral agents throughout the drug development process. Before actual entry into human safety and phannacokinetic (PK) trials, in vitro screening and in vivo phannacology studies conducted to assess compound potency and compatibility with agents included in acceptable antiretroviral therapy (ART) regimens can be characterized via quantitative relationships. In addition, physiochemical data is initially used to screen drug candidates based on favorable PK and biopharmaceutic properties. Compound progression can likewise be supported with M&S exercises to ensure the traceability of key assumptions and decisions. The underlying techniques utilize nonlinear mixed effect modeling, Monte Carlo simulation, Neural networks, several regression-based approaches, and less computationally intensive techniques. The application of such an approach promises to be an essential component in the development of new agents to treat HIV-1 and is being implemented in the context of evaluating Nk 1r antagonists as potential candidates to treat NeuroAIDS.
引用
收藏
页码:58 / 71
页数:14
相关论文
共 78 条
[1]   Toward the development of a virus-cell-based assay for the discovery of novel compounds against human immunodeficiency virus type 1 [J].
Adelson, ME ;
Pacchia, AL ;
Kaul, M ;
Rando, RF ;
Ron, Y ;
Peltz, SW ;
Dougherty, JP .
ANTIMICROBIAL AGENTS AND CHEMOTHERAPY, 2003, 47 (02) :501-508
[2]  
An Jianghong, 2004, Genome Inform, V15, P31
[3]  
[Anonymous], DRUG INT STUD STUD D
[4]   The utility of structure-activity relationship (SAR) models for prediction and covariate selection in developmental toxicity: Comparative analysis of logistic regression and decision tree models [J].
Arena, VC ;
Sussman, NB ;
Mazumdar, S ;
Yu, S ;
Macina, OT .
SAR AND QSAR IN ENVIRONMENTAL RESEARCH, 2004, 15 (01) :1-18
[5]   Application and impact of population pharmacokinetics in the assessment of antiretroviral pharmacotherapy [J].
Barrett, JS ;
Labbé, L ;
Pfister, M .
CLINICAL PHARMACOKINETICS, 2005, 44 (06) :591-625
[6]   Human positron emission tomography studies of brain neurokinin 1 receptor occupancy by aprepitant [J].
Bergström, M ;
Hargreaves, RJ ;
Burns, HD ;
Goldberg, MR ;
Sciberras, D ;
Reines, SA ;
Petty, KJ ;
Ögren, M ;
Antoni, G ;
Långström, B ;
Eskola, O ;
Scheinin, M ;
Solin, O ;
Majumdar, AK ;
Constanzer, ML ;
Battisti, WP ;
Bradstreet, TE ;
Gargano, C ;
Hietala, J .
BIOLOGICAL PSYCHIATRY, 2004, 55 (10) :1007-1012
[7]   Impact of pharmacometrics on drug approval and labeling decisions: A survey of 42 new drug applications [J].
Bhattaram, VA ;
Booth, BP ;
Ramchandani, RP ;
Beasley, BN ;
Wang, YN ;
Tandon, V ;
Duan, JZ ;
Baweja, RK ;
Marroum, PJ ;
Uppoor, RS ;
Rahman, NA ;
Sahajwalla, CG ;
Powell, JR ;
Mehta, MU ;
Gobburu, JVS .
AAPS JOURNAL, 2005, 7 (03) :E503-E512
[8]   In vivo identification of Langerhans and related dendritic cells infected with HIV-1 subtype E in vaginal mucosa of asymptomatic patients [J].
Bhoopat, L ;
Eiangleng, L ;
Rugpao, S ;
Frankel, SS ;
Weissman, D ;
Lekawanvijit, S ;
Petchjom, S ;
Thorner, P ;
Bhoopat, T .
MODERN PATHOLOGY, 2001, 14 (12) :1263-1269
[9]   Human immunodeficiency virus dementia patients in Africa: How many? Who cares? And where to from here? [J].
Birbeck, Gretchen L. .
JOURNAL OF NEUROVIROLOGY, 2005, 11 :30-33
[10]  
Blower Sally, 2003, Current Drug Targets - Infectious Disorders, V3, P345, DOI 10.2174/1568005033480999