Training with noise is equivalent to Tikhonov regularization

It is well known that the addition of noise to the input data of a neural network during training can, in some circumstances, lead to significant improvements in generalization performance. Previous work has shown that such training with noise is equivalent to a form of regularization in which an extra term is added to the error function. However, the regularization term, which involves second derivatives of the error function, is not bounded below, and so can lead to difficulties if used directly in a learning algorithm based on error minimization. In this paper we show that, for the purposes of network training, the regularization term can be reduced to a positive definite form which involves only first derivatives of the network mapping. For a sum-of-squares error function, the regularization term belongs to the class of generalized Tikhonov regularizers. Direct minimization of the regularized error function provides a practical alternative to training with noise.

An age-related increase in resistance to DNA damage-induced apoptotic cell death is associated with development of DNA repair mechanisms

Neurons in the developing brain die via apoptosis after DNA damage, while neurons in the adult brain are generally resistant to these insults. The basis for this resistance is a matter of conjecture. We report here that cerebellar granule neurons (CGNs) in culture lose their competence to die in response to DNA damage as a function of time in culture. CGNs at either 1 day in vitro (DIV) or 7 DIV were treated with the DNA damaging agents camptothecin, UV or gamma-irradiation and neuronal survival measured. The younger neurons were effectively killed by these agents, while the older neurons displayed a significant resistance to killing. Neuronal survival did not change with time in culture when cells were treated with C2-ceramide or staurosporine, agents which do not target DNA. The resistance to UV irradiation developed over time in culture and was not due to changes in mitotic rate. Increases in DNA strand breakage, up-regulation of the levels of both p53 and its phosphorylated form and nuclear translocation of p53 were equivalent in both older and younger neurons, indicating a comparable p53 stress response. In addition, we show that treatment of older neurons with pharmacological inhibitors of distinct components of the DNA repair machinery promotes the accumulation of DNA damage and sensitizes these cells to the toxic effects of UV exposure. These data demonstrate that older neurons appear to be more proficient in DNA repair in comparison to their younger counterparts, and that this leads to increased survival after DNA damage.

Generation of nitric oxide and its protective and toxic actions in the gastrointestinal tract

Nitric oxide is a free-radical gas which can exert both protective and damaging effects. The objectives of the thesis were: (i) to investigate arginine metabolism in isolated rat gastric mucosal cells, (ii) to investigate the role of NO in the induction of ornithine decarboxylase in the rat gastric mucosa damaged by hypertonic saline in vivo, (iii) to expose primary cultures of guinea-pig gastric mucosal cells to oxidative challenge and an NO donor, and to investigate the response in terms of heat shock protein 72 (HSP 72) induction, and (iv) to investigate the induction of iNOS and the role of potential modulators of activity in gastric cell lines. Isolated rat gastric mucosal cells converted exogenous arginine to ornithine and citrulline. This metabolism of arginine was not affected by a range of NO synthase inhibitors, but was reduced by the arginase inhibitors NG-hydroxy-L-arginine and L-ornithine. Thus, the predominant pathway of arginine metabolism involves arginase and ornithine transcarbamoylase, not NO synthase. Pretreatment of rats with NG-nitro-L-arginine promoted activation of ornithine decarboxylase after intragastric hypertonic saline, but did not increase acid phosphatase release (damage). NO may therefore restrict activation of ornithine decarboxylase in response to damage. Exposure of primary cultures of guinea-pig gastric mucosal cells to S-nitroso-N-acetyl-penicillamine (SNAP) caused a concentration dependent induction of HSP 72, which was inhibited by an NO scavenger and blockade of transcription. The effect of SNAP was enhanced by decreasing the intracellular reduced thiol content with diethyl maleate, which itself also induced HSP 72 formation. Substantial amounts of NO may induce defensive responses in cells. Induction of iNOS was not detected in HGT-1 or AGS cells exposed to cytokines. Conclusions An arginase pathway may restrict availability of arginine for NO synthase in gastric mucosa or may be present to supply ornithine for polyamine synthesis. NO may modulate the response to damage of the stomach epithelium in vivo. Exogenous NO may induce a defensive response in gastric mucosal cells.

The targeting of corticosteroids to inflamed tissues

In recent years, much interest has focused on the beneficial effects of administering potentially harmful therapeutic agents in drug carriers so as to reduce their toxic side effects. Rheumatoid arthritis is a chronic systemic disease with progressive destruction of the Joints and long term patient disability, Corticosteroids have been shown to retard the progression of Joint destruction but are limited in their use due to adverse side effects,This project, following the line of investigation started by other workers, was designed to study the use of microspheres to deliver corticosteroids to inflamed tissues by both the oral and intravenous routes. Hydrocortisone (HC)-loaded albumin microspheres were prepared by three different methods, by direct incorporation of HC within the particles, by indirect incorporation of HC by the enzymatic conversion of hydrocortisone-21-phosphate (H-21-P) to HC within the particles, and by the adsorption of HC onto the surface. HC was also loaded with PLA microspheres. The level of corticosteriod loading and in vitro release from microspheres was determined by HPLC analysis. A reversed-phase, ion-pairing HPLC method was developed to simultaneously measure both HC and H-21-P. The highest level of corticosteroid loading was achieved using the incorporation of H-21-P with enzymatic conversion to HC method. However, HPLC analysis showed only 5% of the incorporated steroid was HC. In vitro release rates of steroid from albumin microspheres showed >95% of incorporated steroid was released within 2 hours of dissolution. Increasing the protein:steroid ratio, and the temperature and duration of microsphere stabilization, had little effect on prolonging drug release. In vivo studies, using the carrageenan-induced rat hind-paw model of inflammation, indicated steroid-incorporated microspheres administered both orally and intraperitoneally were not therapeutically advantageous when compared to equivalent free steroid doses. The ability of orally and intravenously dosed [125I]~albumin microspheres (2.67 μm mean diameter) to accumulate in acutely and chronically inflamed tissues was investigated, The subcutaneous air-pouch was the model of inflammation used, with carrageenan as the inflammatory stimulus. Acute and chronic inflammation was shown to be consistently formed  in pouch tissues in terms of cell infiltration and fluid exudate formation in the pouch cavity. Albumin microspheres were shown to accumulate in the inflamed tissues and pouch fluids after both oral and intravenous administration. Preliminary, confirmatory studies using latex microspheres and quantitation by GPC analysis, also indicated microsphere accumulation in both acutely and chronically inflamed air-pouch tissues. tntl lUr"'poucbtis,sues; The results indicate the uptake and transfer of microspheres across the gastrointestinal tract into the circulation and their migration through disrupted endothelium and basement membranes at the inflamed sites. , .

Soft [beta]-adrenoceptor agonists for topical use in psoriasis

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.

The toxic effects of anticholinesterases on muscle

It has been shown that acute administration of ecothiopate iodine in vivo caused an approximate 80% depression of acetylcholinesterase activity in the diaphragms of mice. Inhibition of acetylcholinesterase was accompanied by an influx of calcium at the junctional region of the diaphragm, which continued during subsequent progressive development of a severe myopathy located in the same region. Myopathy was accompanied by loss of creatine kinase from the muscle and was represented, at the light microscope level, by hypercontraction, Procion Yellow staining and loss of cross striations within the muscle fibres. It appeared to reach a point of maximum severity approximately 3-6 hours after ecothiopate administration and then, by means of some repair/regeneration process, regained an apparently normal morphology within 72 hours of the intoxication. At the ultrastructural level, ecothiopate-induced myopathy was recognised by loss of Z-lines, swelling and vacuolation of mitochondria and sarcoplasmic reticulum, dissarray of myofilaments, crystal formation, and sometimes, by the complete obliteration of sarcomeric structure. The development of myopathy in vitro was shown to be nerve-mediated and to require a functional acetylcholine receptor for its development It was successfully treated therapeutically in vivo by pyridine-2-aldoxime methiodide and prophylactically by pyridostigmine bromide. However, the use of a range of membrane-on channel blockers, and of leupeptin, an inhibitor of calcium-activated-neutral-protease, have been unsuccessful in the prevention of ecothiopate-induced myopathy.

The toxic effects of enzyme inhibitors on muscle and nerve

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The development of silicone sponge by using a non-toxic blowing agent

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Using an in vitro human airway model to study the toxic effects of components of e-cigarettes

Cigarette smoke is a complex mixture of more than 4000 hazardous chemicals including the carcinogenic benzopyrenes. Nicotine, the most potent component of tobacco, is responsible for the addictive nature of cigarettes and is a major component of e-cigarette cartridges. Our study aims to investigate the toxicity of nicotine with special emphasis on the replacement of animals. Furthermore, we intend to study the effect of nicotine, cigarette smoke and e-cigarette vapours on human airways. In our current work, the BEAS 2B human bronchial epithelial cell line was used to analyse the effect of nicotine in isolation, on cell viability. Concentrations of nicotine from 1.1µM to 75µM were added to 5x105 cells per well in a 96 well plate and incubated for 24 hours. Cell titre blue results showed that all the nicotine treated cells were more metabolically active than the control wells (cells alone). These data indicate that, under these conditions, nicotine does not affect cell viability and in fact, suggests that there is a stimulatory effect of nicotine on metabolism. We are now furthering this finding by investigating the pro-inflammatory response of these cells to nicotine by measuring cytokine secretion via ELISA. Further work includes analysing nicotine exposure at different time points and on other epithelial cells lines like Calu-3.

Patient experiences of serious adverse drug reactions and their attitudes to medicines:a qualitative study of survivors of Stevens-Johnson syndrome and toxic epidermal necrolysis in the UK

Background: Adverse drug reactions (ADRs) cause significant morbidity and mortality and account for around 6.5% of hospital admissions. Patient experiences of serious ADRs and their long-term impact on patients' lives, including their influence on current attitudes towards medicines, have not been previously explored. Objective: The aim of the study was to explore the experiences, beliefs, and attitudes of survivors of serious ADRs, using drug-induced Stevens-Johnson syndrome (SJS) and Toxic Epidermal Necrolysis (TEN) as a paradigm. Methods: A retrospective, qualitative study was undertaken using detailed semi-structured interviews. Fourteen adult survivors of SJS and TEN, admitted to two teaching hospitals in the UK, one the location of a tertiary burns centre, were interviewed. Interview transcripts were independently analysed by three different researchers and themes emerging from the text identified. Results: All 14 patients were aware that their condition was drug induced, and all but one knew the specific drug(s) implicated. Several expressed surprise at the perceived lack of awareness of the ADR amongst healthcare professionals, and described how the ADR was mistaken for another condition. Survivors believed that causes of the ADR included (i) being given too high a dose of the drug; (ii) medical staff ignoring existing allergies; and (iii) failure to monitor blood tests. Only two believed that the reaction was unavoidable. Those who believed that the condition could have been avoided had less trust in healthcare professionals. The ADR had a persisting impact on their current lives physically and psychologically. Many now avoided medicines altogether and were fearful of becoming ill enough to need them. © 2011 Adis Data Information BV. All rights reserved. Conclusions: Life-threatening ADRs continued to affect patients’ lives long after the event. Patients’ beliefs regarding the cause of the ADR differed, and may have influenced their trust in healthcare professionals and medicines. We propose that clear communication during the acute phase of a serious ADR may therefore be important.