5 resultados para nonlinear regression

em Aston University Research Archive


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Psoriasis is characterised by epidermal proliferation and inflammation resulting in the appearance of elevated erythematous plaques. The ratio of c~AMP/c~GMP is decreased in psoriatic skin and when the epidermal cell surface receptors are stimulated by β-adrenergic agonists, intracellular ATP is transformed into c-AMP, thus restoring the c~AMP/c~GMP levels. This thesis describes a series of β-adrenoceptor agonists for topical delivery based upon the soft-drug approach. Soft drugs are defined as biologically active, therapeutically useful chemical compounds (drugs) characterised by a predictable and controllable In vivo destruction (metabolism) to non-toxic moieties. after they achieve their therapeutic role, The N-substituent can accommodate a broad range of structures and here the alkoxycarbonylethyl group has been used to provide metabolic susceptability. The increased polarity of the dihydroxy acid, expected after metabolic conversion of the soft~drug, ethyl N-[2'-(3',4'-dihydroxyphenyl)-2'-hydroxyethyl]-3- aminopropionate, should eliminate agonist activity. Further. to prevent oxidation and enhance topical delivery, the catechol hydroxyl groups have been esterified to produce a pro-soft-drug which generates the soft-drug in enzymic systems. The chemical hydrolysis of the pro-soft-drug proceeded via the formation of the dlpivaloyloxy acid and it failed to generate the active dihydroxy ester soft-drug. In contrast, in the presence of porcine liver carboxyesterase, the hydrolysis of the pro-soft drug proceeded via the formation of the required active soft-drug. This compound, thus, has the appropnate kinetic features to enable it to be evaluated further as a drug for the treatment of psoriasis. The pH rate-profile for the hydrolysis of soft-drug indicated a maximum stability at pH ∼ 4.0. The individual rate constants for the degradation and the pKa were analysed by nonlinear regression. The pKa of 7.40 is in excellent agreement with that determined by direct titration (7.43) and indicates that satisfactory convergence was achieved. The soft-drug was poorly transported across a silicone membrane; it was also air-sensitive due to oxidation of the catechol group. The transport of the pro-soft-drug was more efficient and, over the donor pH range 3-8, increased with pH. At lower values, the largely protonated species was not transported. However, above pH 7. chemical degradation was rapid so that a donor pH of 5-6 was optimum. The β-adrenergic agonist activity of these compounds was tested in vitro by measuring chronotropic and inotropic responses in the guinea pig atria and relaxation of guinea pig trachea precontracted with acetylcholine (10-3 M). The soft~drug was a full agonist on the tracheal preparation but was less potent than isoprenaline. Responses of the soft~drug were competitively antagonised by propranolol (10-6 M). The soft~drug produced an increase in force and rate of the isolated atrial preparatIon. The propyl analogue was equally potent with ED50 of 6.52 x 10-7 M. In contrast, at equivalent doses, the dihydroxy acid showed no activity; only a marginal effect was observed on the tracheal preparation. For the pro~soft-drug, responses were of slow onset, in both preparations, with a slowly developing relaxatlon of the tracheal preparatlon at high concentrations (10-5 M). This is consistent with in vitro results where the dipivaloyl groups are hydrolysed more readily than the ethyl ester to gIve the active soft-drug. These results confirm the validity tif the pro-soft-drug approach to the deUvery of β-adrenoceptor agonists.

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The standard reference clinical score quantifying average Parkinson's disease (PD) symptom severity is the Unified Parkinson's Disease Rating Scale (UPDRS). At present, UPDRS is determined by the subjective clinical evaluation of the patient's ability to adequately cope with a range of tasks. In this study, we extend recent findings that UPDRS can be objectively assessed to clinically useful accuracy using simple, self-administered speech tests, without requiring the patient's physical presence in the clinic. We apply a wide range of known speech signal processing algorithms to a large database (approx. 6000 recordings from 42 PD patients, recruited to a six-month, multi-centre trial) and propose a number of novel, nonlinear signal processing algorithms which reveal pathological characteristics in PD more accurately than existing approaches. Robust feature selection algorithms select the optimal subset of these algorithms, which is fed into non-parametric regression and classification algorithms, mapping the signal processing algorithm outputs to UPDRS. We demonstrate rapid, accurate replication of the UPDRS assessment with clinically useful accuracy (about 2 UPDRS points difference from the clinicians' estimates, p < 0.001). This study supports the viability of frequent, remote, cost-effective, objective, accurate UPDRS telemonitoring based on self-administered speech tests. This technology could facilitate large-scale clinical trials into novel PD treatments.

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Background: Previous experimental models suggest that vitamin E may ameliorate periodontitis. However, epidemiologic studies show inconsistent evidence in supporting this plausible association. Objective: We aimed to investigate the association between serum α-tocopherol (αT) and γ-tocopherol (γT) and periodontitis in a large cross-sectional US population. Methods: This study included 4708 participants in the 1999–2001 NHANES. Serum tocopherols were measured by HPLC and values were adjusted by total cholesterol (TC). Periodontal status was assessed by mean clinical attachment loss (CAL) and probing pocket depth (PPD). Total periodontitis (TPD) was defined as the sum of mild, moderate, and severe periodontitis. All measurements were performed by NHANES. Results: Means ± SDs of serum αT:TC ratio from low to high quartiles were 4.0 ± 0.4, 4.8 ± 0.2, 5.7 ± 0.4, and 9.1 ± 2.7 μmol/mmol. In multivariate regression models, αT:TC quartiles were inversely associated with mean CAL (P-trend = 0.06), mean PPD (P-trend < 0.001), and TPD (P-trend < 0.001) overall. Adjusted mean differences (95% CIs) between the first and fourth quartile of αT:TC were 0.12 mm (0.03, 0.20; P-difference = 0.005) for mean CAL and 0.12 mm (0.06, 0.17; P < 0.001) for mean PPD, whereas corresponding OR for TPD was 1.65 (95% CI: 1.26, 2.16; P-difference = 0.001). In a dose-response analysis, a clear inverse association between αT:TC and mean CAL, mean PPD, and TPD was observed among participants with relatively low αT:TC. No differences were seen in participants with higher αT:TC ratios. Participants with γT:TC ratio in the interquartile range showed a significantly lower mean PPD than those in the highest quartile. Conclusions: A nonlinear inverse association was observed between serum αT and severity of periodontitis, which was restricted to adults with normal but relatively low αT status. These findings warrant further confirmation in longitudinal or intervention settings.

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A novel versatile digital signal processing (DSP)-based equalizer using support vector machine regression (SVR) is proposed for 16-quadrature amplitude modulated (16-QAM) coherent optical orthogonal frequency-division multiplexing (CO-OFDM) and experimentally compared to traditional DSP-based deterministic fiber-induced nonlinearity equalizers (NLEs), namely the full-field digital back-propagation (DBP) and the inverse Volterra series transfer function-based NLE (V-NLE). For a 40 Gb/s 16-QAM CO-OFDM at 2000 km, SVR-NLE extends the optimum launched optical power (LOP) by 4 dB compared to V-NLE by means of reduction of fiber nonlinearity. In comparison to full-field DBP at a LOP of 6 dBm, SVR-NLE outperforms by ∼1 dB in Q-factor. In addition, SVR-NLE is the most computational efficient DSP-NLE.

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Previous experimental models suggest that vitamin E may ameliorate periodontitis. However, epidemiologic studies show inconsistent evidence in supporting this plausible association. We aimed to investigate the association between serum α-tocopherol (αT) and γ-tocopherol (γT) and periodontitis in a large cross-sectional US population. This study included 4708 participants in the 1999–2001 NHANES. Serum tocopherols were measured by HPLC and values were adjusted by total cholesterol (TC). Periodontal status was assessed by mean clinical attachment loss (CAL) and probing pocket depth (PPD). Total periodontitis (TPD) was defined as the sum of mild, moderate, and severe periodontitis. All measurements were performed by NHANES. Means ± SDs of serum αT:TC ratio from low to high quartiles were 4.0 ± 0.4, 4.8 ± 0.2, 5.7 ± 0.4, and 9.1 ± 2.7 μmol/mmol. In multivariate regression models, αT:TC quartiles were inversely associated with mean CAL (P-trend = 0.06), mean PPD (P-trend < 0.001), and TPD (P-trend < 0.001) overall. Adjusted mean differences (95% CIs) between the first and fourth quartile of αT:TC were 0.12 mm (0.03, 0.20; P-difference = 0.005) for mean CAL and 0.12 mm (0.06, 0.17; P < 0.001) for mean PPD, whereas corresponding OR for TPD was 1.65 (95% CI: 1.26, 2.16; P-difference = 0.001). In a dose-response analysis, a clear inverse association between αT:TC and mean CAL, mean PPD, and TPD was observed among participants with relatively low αT:TC. No differences were seen in participants with higher αT:TC ratios. Participants with γT:TC ratio in the interquartile range showed a significantly lower mean PPD than those in the highest quartile. A nonlinear inverse association was observed between serum αT and severity of periodontitis, which was restricted to adults with normal but relatively low αT status. These findings warrant further confirmation in longitudinal or intervention settings.