TY - JOUR
T1 - Analyzing the acquisition of drug self-administration using growth curve models
AU - Lanza, Stephanie T.
AU - Donny, Eric C.
AU - Collins, Linda M.
AU - Balster, Robert L.
N1 - Funding Information:
This secondary data analysis was supported primarily by the Robert Wood Johnson Foundation Research Network on the Etiology of Tobacco Dependence (TERN, Richard Clayton, PI). This work was discussed at various meetings of TERN and benefited greatly from the input of all members of TERN (David Abrams, Ron Dahl, Brian Flay, Gary Giovino, Jack Henningfield, George Koob, Robert McMahon, Kathleen Merikangas, Mark Nichter, Saul Shiffman, Stephen Tiffany, and Richard Clayton, Chair) and the TERN faculty scholars (Craig Colder, Lisa Dierker, Lorah Dorn, Thomas Eisenberg, Lan Liang, Mimi Nichter, William Shadel, Laura Stroud, and Elizabeth Richardson. In particular, the contributions of Richard Clayton, George Koob, and Melissa Hurst Segress were invaluable for their organizational and substantive contributions to the form of this paper. The authors want to thank Anthony Caggiula, George Koob, Athina Markou, Laura O’Dell, Burt Sharp, and Mohammed Shoaib for providing data for the exploratory analyses that helped launch this project. Additional support for the authors’ efforts were provided by NIDA grants DA-03112 and DA-01442 (R.L.B.), NIDA grant DA-10075 (L.M.C.), NCI grant CA-84719 and NIDA grant DA-16289 (E.C.D.). Collection of the original data was supported by NIDA grants DA-07209, DA-12655, and DA-10464 (Anthony Caggiula, PI).
PY - 2004/7/15
Y1 - 2004/7/15
N2 - Current approaches to studying acquisition of drug self-administration have modest power to detect individual differences in the pattern of acquisition or to efficiently and accurately describe trajectories of behavior change. Methodological advances in human research have elucidated approaches to describing repeated measure data that focus on modeling the behavior of individual subjects. In this article, we re-analyzed data published in [Psychopharmacology 136 (1998) 83] using growth curve modeling to characterize the acquisition of nicotine-taking in rats. Change over time in the infusion rate was examined, revealing that the acquisition process could be described with a quadratic equation represented by intercept, slope, and acceleration parameters. Unit dose of nicotine, sex and fixed ratio (FR) schedule of reinforcement had significant effects on the acquisition curves. Dose altered the absolute rate of infusions, but not the slope or acceleration, indicating that, when an effective dose was available, the shape of acquisition trajectories was not affected by dose. In addition, dose impacted acquisition by moderating the disruption in infusion rates after an increase in the response requirement. Thus, the role of a higher dose may not be to accelerate the acquisition process but to lead to behavior that is more resistant to change. Trajectories differed between males and females at the smallest dose, but these differences dissipated by the end of acquisition. Growth curve modeling captures the process of acquisition of drug self-administration and facilitates a greater understanding of the individual differences in change in drug-taking behavior over time.
AB - Current approaches to studying acquisition of drug self-administration have modest power to detect individual differences in the pattern of acquisition or to efficiently and accurately describe trajectories of behavior change. Methodological advances in human research have elucidated approaches to describing repeated measure data that focus on modeling the behavior of individual subjects. In this article, we re-analyzed data published in [Psychopharmacology 136 (1998) 83] using growth curve modeling to characterize the acquisition of nicotine-taking in rats. Change over time in the infusion rate was examined, revealing that the acquisition process could be described with a quadratic equation represented by intercept, slope, and acceleration parameters. Unit dose of nicotine, sex and fixed ratio (FR) schedule of reinforcement had significant effects on the acquisition curves. Dose altered the absolute rate of infusions, but not the slope or acceleration, indicating that, when an effective dose was available, the shape of acquisition trajectories was not affected by dose. In addition, dose impacted acquisition by moderating the disruption in infusion rates after an increase in the response requirement. Thus, the role of a higher dose may not be to accelerate the acquisition process but to lead to behavior that is more resistant to change. Trajectories differed between males and females at the smallest dose, but these differences dissipated by the end of acquisition. Growth curve modeling captures the process of acquisition of drug self-administration and facilitates a greater understanding of the individual differences in change in drug-taking behavior over time.
KW - Acquisition
KW - Growth curve modeling
KW - Hierarchical linear modeling
KW - Nicotine
KW - Self-administration
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U2 - 10.1016/j.drugalcdep.2004.02.006
DO - 10.1016/j.drugalcdep.2004.02.006
M3 - Article
C2 - 15225885
AN - SCOPUS:3042691228
SN - 0376-8716
VL - 75
SP - 11
EP - 21
JO - Drug and alcohol dependence
JF - Drug and alcohol dependence
IS - 1
ER -