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Biomedical subjects

Changhua Yu

Publications and source records attributed to Changhua Yu.

2 recordsLinked to original sources

Feature selection using a piecewise linear network.

We present an efficient feature selection algorithm for the general regression problem, which utilizes a piecewise linear orthonormal least squares (OLS) procedure. The algorithm 1) determines an appropriate piecewise linear network (PLN) model for the given data set, 2) applies the OLS procedure to the PLN model, and 3) searches for useful feature subsets using a floating search algorithm. The floating search prevents the "nesting effect." The proposed algorithm is computationally very efficient because only one data pass is required. Several examples are given to demonstrate the effectiveness of the proposed algorithm.

Algorithms↗

Nitric oxide synthase inhibition exaggerates the hypotensive response to ghrelin: role of calcium-activated potassium channels.

OBJECTIVE: To investigate the mechanism underlying the observation that infusion of the growth hormone secretagogue peptide, ghrelin, produces a decrease in mean arterial pressure (MAP) with no change in heart rate. METHOD: The effect of a single bolus infusion of ghrelin (12 nmol/kg intravenously) on the changes in MAP and heart rate was determined in 12-week-old male anaesthetized Sprague-Dawley rats subjected to pretreatment with either the nitric oxide synthase (NOS) inhibitor, N-nitro-L-arginine methyl ester (L-NAME; 0.7 mg/ml by mouth for 5 days), or vehicle (control). RESULTS: Ghrelin produced a significant decrease in MAP at 20 min (P < 0.05) after infusion in the control group, without any change in heart rate. The MAP recovered partially over 1 h. The ghrelin-evoked decrease in MAP was much greater (P < 0.01) and was sustained for 1 h in rats subjected to NOS inhibition. Pretreatment with the cyclo-oxygenase inhibitor, indomethacin, failed to affect the responses in either group. Intravenous infusion of 50 mug/kg each of apamin and charybdotoxin (ChTX), a combination that is known to block Ca-activated K channels or the endothelium-derived hyperpolarization process, attenuated the decrease in MAP evoked by ghrelin in both control and NOS-inhibited rats. A sodium nitroprusside-induced decrease in MAP was unaffected in the presence of apamin-ChTX, but acetylcholine-evoked hypotension was significantly reduced in both groups. CONCLUSION: These data suggest that the Ca-activated, K-channel-mediated, ghrelin-evoked decrease in MAP may be significant in states of endothelial dysfunction associated with reduced nitric oxide availability.

Anesthesia↗