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This version published online on March 2, 2006
Endocrinology, doi:10.1210/en.2005-1356
A more recent version of this article appeared on June 1, 2006
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Submitted on October 25, 2005
Accepted on February 17, 2006

An Ensemble Model of the Male Gonadal Axis: illustrative application in aging men

Daniel M. Keenan, Paul Y. Takahashi, Peter Y. Liu, Pamela D. Roebuck, Ajay X. Nehra, Ali Iranmanesh, and Johannes D. Veldhuis*

Endocrine Research Unit, Primary Care Internal Medicine, Department of Internal Medicine, Department of Urology, Mayo School of Graduate Medical Education. General Clinical Research Center, Mayo Clinic, Rochester, MN 55905; Endocrine Service, Medical Section, Salem Veterans Affairs Medical Center, Salem VA 24153; Department of Statistics, University of Virginia, Charlottesville, VA 22903

* To whom correspondence should be addressed. E-mail: veldhuis.johannes{at}mayo.edu.

Testosterone (Te) production declines in the aging male, albeit for unknown reasons. Plausible mechanisms include reduced secretion of gonadotropin-releasing hormone (GnRH), less feedforward by LH (LH) and/or altered feedback by systemic Te. The present study tests all 3 postulates in a cohort of 10 young (20-35 yr) and 8 older (50-72 yr) men. The experimental paradigm comprised graded blockade of the GnRH receptor to create 4 distinct strata of LH and Te pulsatility in each subject. A novel analytical formalism was developed to reconstruct implicit dose-response functions linking: (i) virtual GnRH outflow positively to LH secretion; (ii) LH pulses positively to Te secretion; and (iii) Te concentrations negatively to the size and number of LH secretory bursts. Validation was by direct pituitary sampling in the horse and sheep. Statistical comparisons disclosed that age decreased the efficacy of each of: (1) virtual GnRH outflow (P < 0.01); (2) LH drive of Te secretion (P < 0.01); and (3) total, bioavailable and free Te feedback on GnRH-driven LH secretion (P = 0.015). In contrast, age increased the potency of virtual GnRH feedforward (P = 0.013), and did not affect Te's inhibition of LH pulse frequency. Unexplained variance was < 10%. Robustness was shown by bootstrap and jackknife resampling. Accordingly, competitive silencing of one locus of control and ensemble-based analyses identify triple regulatory deficits in the aging male gonadal axis. The generality of the present integrative model suggests utility in parsing interlinked adaptations in other physiological networks.


Key words: gonadotropin • age • men • male • human • testosterone • testis




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