Minimum Density Hyperplanes

Associating distinct groups of objects (clusters) with contiguous regions of high probability density (high-density clusters), is central to many statistical and machine learning approaches to the classification of unlabelled data. We propose a novel hyperplane classifier for clustering and semi-supervised classification which is motivated by this objective. The proposed minimum density hyperplane minimises the integral of the empirical probability density function along it, thereby avoiding intersection with high density clusters. We show that the minimum density and the maximum margin hyperplanes are asymptotically equivalent, thus linking this approach to maximum margin clustering and semi-supervised support vector classifiers. We propose a projection pursuit formulation of the associated optimisation problem which allows us to find minimum density hyperplanes efficiently in practice, and evaluate its performance on a range of benchmark datasets. The proposed approach is found to be very competitive with state of the art methods for clustering and semi-supervised classification

Novel integrated mechanical biological chemical treatment (MBCT) systems for the production of levulinic acid from fraction of municipal solid waste: A comprehensive techno-economic analysis.

This paper, for the first time, reports integrated conceptual MBCT/biorefinery systems for unlocking the value of organics in municipal solid waste (MSW) through the production of levulinic acid (LA by 5wt%) that increases the economic margin by 110-150%. After mechanical separation recovering recyclables, metals (iron, aluminium, copper) and refuse derived fuel (RDF), lignocelluloses from remaining MSW are extracted by supercritical-water for chemical valorisation, comprising hydrolysis in 2wt% dilute H2SO4 catalyst producing LA, furfural, formic acid (FA), via C5/C6 sugar extraction, in plug flow (210−230°C, 25bar, 12s) and continuous stirred tank (195−215°C, 14bar, 20mins) reactors; char separation and LA extraction/purification by methyl isobutyl ketone solvent; acid/solvent and by-product recovery. The by-product and pulping effluents are anaerobically digested into biogas and fertiliser. Produced biogas(6.4MWh/t), RDF(5.4MWh/t), char(4.5MWh/t) are combusted, heat recovered into steam generation in boiler (efficiency:80%); on-site heat/steam demand is met; balance of steam is expanded into electricity in steam turbines (efficiency:35%)

The use of endoscopy in liver diseases

The use of fibre-optic endoscopy has greatly facilitated the management of some patients with chronic liver disease. Upper endoscopy plays a pivotal role in the diagnosis and management of oesophageal and gastric varices. With the use of reflectance septrophotometry, gastroduodenal mucosal haemoglobin concentration and oxygen saturation can be more precisely measured. Recently, it has been shown that acute gastroduodenitis is associated with a lower pre-treatment mucosal oxygen concentration in the antrum and the first part of the duodenum. Endoscopic ultrasound is increasingly being used to detect varices and in the staging of gastrointestinal tumours. Endoscopic retrograde cholangiopancreatography plays an important role in the diagnosis of recurrent pyogenic cholangitis and endoscopic sphincterotomy is a useful form of treatment. Laparoscopy, with the aid of ultrasound and biopsy is helpful in staging chronic liver disease, identifying focal lesions, and diagnosing peritoneal disease.published_or_final_versio

The RhoA GTPase-activating protein DLC2 modulates RhoA activity and hyperalgesia to noxious thermal and inflammatory stimuli

Deleted in liver cancer 2 (DLC2) is a novel Rho GTPase-activating protein that regulates RhoA activity. DLC2 is ubiquitously expressed in most tissues, including the brain, spinal cord and peripheral nerves, and is thought to be involved in actin cytoskeletal reorganization. Unlike DLC1-deficient mice, DLC2-deficient mice (DLC2 -/-) are viable and without gross anatomical abnormalities. Interestingly, DLC2 -/- mice exhibit hyperalgesia to noxious thermal stimuli and inflammation-inducing chemicals, such as formalin and acetic acid. There was no difference in the structure or morphology of cutaneous or sural nerves between DLC2 +/+ and DLC2 -/- mice. However, sensory nerve conduction velocity in DLC2 -/- mice was significantly higher than that in DLC2 +/+ mice, whereas motor nerve conduction velocity was not affected. After formalin injection, DLC2 -/- mice showed increased RhoA activity in the spinal cord and an increased number of phosphorylated ERK1/2-positive cells. The inflammatory hyperalgesia in DLC2 -/- mice appeared to be mediated through the activation of RhoA and ERK1/2. Taken together, DLC2 plays a key role in pain modulation during inflammation by suppressing the activation of RhoA and ERK to prevent an exaggerated pain response, and DLC2 -/- mice provide a valuable tool for further understanding the regulation of inflammatory pain. Copyright © 2011 S. Karger AG, Basel.postprin

Arginase from kiwifruit: properties and seasonal variation

The in vitro activity of arginase (EC 3.5.3.1) was investigated in youngest-mature leaves and roots (1-3 mm diameter) of kiwifruit vines (Actinidia deliciosa var. deliciosa) during an annual growth cycle, and enzyme from root material partially purified. No seasonal trend in the specific activity of arginase was observed in roots. Measurements in leaves, however, rose gradually during early growth and plateaued c. 17 weeks after budbreak. Changes in arginase activity were not correlated with changes in the concentration of arginine (substrate) or glutamine (likely end-product of arginine catabolism) in either tissue during the growth cycle. Purification was by (NH4)2SO4 precipitation and DEAE-cellulose chromatography. The kinetic properties of the enzyme, purified 60-fold over that in crude extracts, indicated a pH optimum of 8.8, and a Km (L-arginine) of 7.85 mM. Partially-purified enzyme was deactivated by dialysis against EDTA, and reactivated in the presence of Mn²⁺, Co²⁺, and Ni²⁺

Restoration of Liquid Effluent from Oil Palm Agroindustry in Malaysia using UV/TiO2 and UV/ZnO Photocatalytic Systems: A Comparative Study

In this study, we have employed a photocatalytic method to restore the liquid effluent from a palm oil mill in Malaysia. Specifically, the performance of both TiO2 and ZnO was compared for the photocatalytic polishing of palm oil mill effluent (POME). The ZnO photocatalyst has irregular shape, bigger in particle size but smaller BET specific surface area (9.71 m2/g) compared to the spherical TiO2 photocatalysts (11.34 m2/g). Both scavenging study and post-reaction FTIR analysis suggest that the degradation of organic pollutant in the TiO2 system has occurred in the bulk solution. In contrast, it is necessary for organic pollutant to adsorb onto the surface of ZnO photocatalyst, before the degradation took place. In addition, the reactivity of both photocatalysts differed in terms of mechanisms, photocatalyst loading and also the density of photocatalysts. From the stability test, TiO2 was found to offer higher stability, as no significant deterioration in activity was observed after three consecutive cycles. On the other hand, ZnO lost around 30% of its activity after the 1st-cycle of photoreaction. The pH studies showed that acidic environment did not improve the photocatalytic degradation of the POME, whilst in the basic environment, the reaction media became cloudy. In addition, longevity study also showed that the TiO2 was a better photocatalyst compared to the ZnO (74.12%), with more than 80.0% organic removal after 22 h of UV irradiation

The impact of blogging on Hong Kong primary school students' bilingual reading literacy

This study looked at the types of blog consulted by 1,298 Primary 4 students in Hong Kong and whether such consultation influenced performance on standardised tests of Chinese and English reading comprehension. When students were asked if they consulted Chinese and English blogs, 42% said they looked at Chinese blogs and 19% said they looked at English blogs. This difference was anticipated since Chinese is the mother tongue of most primary school students in Hong Kong and English is a second language. The themes of sites consulted were categorised into types: the Chinese blogs being able to be categorised into three types, and the English blogs into two. Boys and girls differed in their choice of Chinese and English blog topics and the strength of the students' Chinese and English reading proficiency clearly had some influence on the choice of blogs consulted. Factor analysis was used to group together types of blog and analysis of variance was applied to test differences in performance. With over half of the students saying they did not consult either Chinese or English blogs, it is unwise to draw weighty conclusions about the influence of blogging on reading standards. There was little evidence that regularly consulting the Internet was associated with high grades on either Chinese or English reading tests. Given the large number of students who said they had never consulted blogs, discussion of the analytical outcomes and conclusions are guarded but recommendations are offered.published_or_final_versio

A report on a randomly sampled questionnaire survey about renal stone disease in Hong Kong

Objectives: To investigate the prevalence and characteristics of patients with renal stone in Hong Kong, and awareness of corresponding prevention strategies. Design: Telephone public survey. Setting: Hong Kong community. Participants: A public telephone survey concerning the occurrence of renal stone disease and the public awareness of the condition was performed. Respondents whose telephone numbers were randomly selected by computer and the family member of the household who had the closest birthday to that date was chosen for interview. Data collected were further adjusted for the gender and age distribution of the Hong Kong population in mid-2007. Results: A total of 1010 Hong Kong citizens aged 18 years or above were successfully interviewed in November 2007. Among them, 25 respondents themselves had a history of renal stones, yielding a point prevalence of 2.5%. In addition, 70 respondents had family members with a history of renal stones, yielding an estimated household point prevalence of 6.9%. Stone patients were mainly older, male, and imbibed less fluids than the average for all respondents. The public's concepts with regard to the diet necessary and the importance of taking more fluid to prevent stone formation was poor. Conclusion: Hong Kong has a relatively low prevalence of renal stone disease, compared to neighbouring areas. However, the local public and affected patients had little knowledge and awareness about this important health problem.published_or_final_versio

Effect of sucralfate on gastric mucosal blood flow in rats

Sucralfate possesses site protective and cytoprotective actions and heals ulcers effectively, but its effect on gastric mucosal blood flow is unknown. Using an ex vivo gastric chamber preparation, we studied the effect of sucralfate on gastric mucosal blood flow in rats by laser doppler flowmetry. Under both fasting and fed states, measurements of gastric mucosal blood flow and damage were made in rats after topical application of absolute ethanol alone or after pretreatment with sucralfate. Gastric mucosal damage was assessed by measuring the total area of haemorrhagic mucosal lesions. Ethanol induced gastric mucosal lesions were significantly less with sucralfate pretreatment than without (p less than 0.008). Mucosal blood flow significantly fell after ethanol application (p less than 0.001). The fall was significantly less in fed than in fasted rats (p less than 0.05), and after pretreatment with sucralfate 100 mg or 200 mg than without in both fasted (p less than 0.0008 and 0.00001, respectively) and fed (p less than 0.002 and 0.001, respectively) rats. Graded doses of sucralfate (25-400 mg) resulted in an increase in gastric mucosal blood flow in a dose dependent manner (r = 0.731, p less than 0.001). In conclusion that sucralfate increases gastric mucosal blood flow in rats and lessens the fall in blood flow in rats treated with ethanol, and this action may contribute to its protection against the vascular damage of mucosa by ethanol.published_or_final_versio