Similarity based hierarchical clustering of physiological parameters for the identification of health states - a feasibility study.

This paper introduces a new unsupervised method for the clustering of physiological data into health states based on their similarity. We propose an iterative hierarchical clustering approach that combines health states according to a similarity constraint to new arbitrary health states. We applied our method to experimental data in which the physical strain of subjects was systematically varied. We derived health states based on parameters extracted from ECG data. The occurrence of health states shows a high temporal correlation to the experimental phases of the physical exercise. We compared our method to other clustering algorithms and found a significantly higher accuracy with respect to the identification of health states.

Preclinical evaluation of inducible nitric oxide synthase lipoplex gene therapy for inhibition of stent-induced vascular neointimal lesion formation.

Several reports have established the concept of nitric oxide synthase (NOS) gene transfer for inhibiting smooth muscle cell (SMC) proliferation after vascular injury. To minimize potential risks associated with viral gene transfer, we developed a liposome-based gene transfer approach employing inducible NOS (iNOS) overexpression for inhibition of stent-induced neointimal lesion formation. Therapeutic lipoplexes were transferred to femoral or coronary arteries of Goettingen minipigs, using the Infiltrator local drug delivery device. Efficiency of local iNOS lipoplex transfer was analyzed by iNOS-specific immunohistochemistry. NO-mediated inhibition of stent-induced neointimal lesion formation was analyzed by intravascular ultrasound (IVUS) and computerized morphometry. Gene transfer efficiency increased dose dependently to a maximum of 44.3 +/- 4.2% iNOS-positive vessel area (dose, 2 microg of iNOS lipoplex). Proliferating cell nuclear antigen (PCNA) expression of medial SMCs (immunohistochemistry) was inhibited significantly by transfer of 2 microg of iNOS lipoplexes (111 +/- 27 cells [iNOS] versus 481 +/- 67 cells [control; PCNA-positive medial cells]). IVUS analysis demonstrated that local transfer of iNOS lipoplexes resulted in a significant reduction of femoral in-stent plaque area (control, 40.85 +/- 6.37 mm(2); iNOS, 24.69 +/- 1.8 mm(2); p = 0.03). Coronary in-stent lesion formation was reduced by about 45% as determined by histologic morphometry (control, 4.0 +/- 0.29; iNOS, 2.2 +/- 0.30; p < 0.01). In conclusion, this study demonstrates that local intramural delivery of iNOS lipoplexes can exert therapeutic effects in inhibiting stent-induced neointimal lesion formation. Together with the nonviral character of this gene therapy approach, these findings may have important impact on the transition of NOS-based gene therapy to clinical practice.