Deep learning-based single image super-resolution for low-field MR brain images.

Low-field MRI scanners are significantly less expensive than their high-field counterparts, which gives them the potential to make MRI technology more accessible all around the world. In general, images acquired using low-field MRI scanners tend to be of a relatively low resolution, as signal-to-noise ratios are lower. The aim of this work is to improve the resolution of these images. To this end, we present a deep learning-based approach to transform low-resolution low-field MR images into high-resolution ones. A convolutional neural network was trained to carry out single image super-resolution reconstruction using pairs of noisy low-resolution images and their noise-free high-resolution counterparts, which were obtained from the publicly available NYU fastMRI database. This network was subsequently applied to noisy images acquired using a low-field MRI scanner. The trained convolutional network yielded sharp super-resolution images in which most of the high-frequency components were recovered. In conclusion, we showed that a deep learning-based approach has great potential when it comes to increasing the resolution of low-field MR images.

Practical improvements in the design of high permittivity pads for dielectric shimming in neuroimaging at 7T.

Improvements are proposed for practical design and use of high permittivity materials in high field neuroimaging in three different areas: (i) a simple formula to predict the permittivity of tri-component aqueous-based perovskite suspensions with relative permittivities between 110 and 300, (ii) characterization of addition of a hydroxyethyl-cellulose gelling agent to improve the long-term stability and material properties of "dielectric pads", and (iii) investigation of the integration of, for example, headphones into the dielectric pads to increase patient comfort within tightly-fitting receive coil arrays.

The glucagon-like peptide-1-based therapeutics exenatide and saxagliptin did not cause detrimental effects on the pancreas in mice, rats, dogs and monkeys.

AIMS: Recent reports in the literature have suggested that glucagon-like peptide-1 (GLP-1)-based therapies may lead to increased risk of pancreatic pathology leading to chronic pancreatic injury and pancreatic neoplasia. Extensive non-clinical and clinical safety testing was conducted to support the global development of exenatide twice daily, exenatide once weekly and saxagliptin. Our aim was to integrate these non-clinical data obtained with both mechanisms of GLP-1-based drugs to provide complementary data regarding the potential for drug-induced pancreatic safety signals. METHODS: More than 70 regulated non-clinical toxicology studies in rodents and non-rodents were conducted in accordance with International Conference on Harmonisation and US Food and Drug Administration guidance documents, current industry standards, animal welfare regulations and in compliance with Good Laboratory Practice regulations. Treatment duration was up to 2 years in rodents and up to 12 months in non-rodents using high doses representing large multiples of human exposures (up to 130× for exenatide and 2200× for saxagliptin). Comprehensive pancreas assessments involved more than 2400 pancreata from animals exposed to exenatide and over 1700 pancreata from animals exposed to saxagliptin. RESULTS: Neither exenatide nor saxagliptin treatment resulted in drug-related microscopic changes indicative of acute or chronic adverse effects (including neoplasia) in the endocrine or exocrine pancreas, at doses far exceeding the maximum human systemic exposures. CONCLUSIONS: These data substantially add to the weight of evidence supporting the lack of non-clinical drug-induced pancreatic safety signals in animals exposed to GLP-1-based therapies.

Effects of physical efforts on injury in elite soccer.

In this study, the influence of physical efforts on occurrence of match injury in a professional soccer club was investigated. Computerised motion-analysis was used to measure the physical efforts of players during 10 injury situations. Total distance and those covered at different movement intensities were measured across the 5-min period preceding injury. If the final run preceding injury involved a high-intensity action (HIA), the distance, duration and speed of the effort and the recovery time between this and the penultimate HIA were measured. To determine the influence of these physical efforts, the results were compared to a normative profile for players computed from data across 5 games for the same variables; habitual distances covered over a 5-min period and characteristics of and recovery time between HIA. Compared to the normative profile, no differences were reported in physical characteristics during the period leading up to injury or for HIA although the latter were substantially higher in intensity (duration and distance). A lower than normal recovery time between HIA prior to injury was observed (35.6+/-16.8 s vs. 98.8+/-17.5 s, p=0.003). Within the limitations of the small sample, these findings may aid in further understanding injury and physical performance in elite soccer.

A protective role for cyclooxygenase-2 in drug-induced liver injury in mice.

Despite the utility of cyclooxygenase (COX) inhibition as an antiinflammatory strategy, prostaglandin (PG) products of COX-1 and -2 provide important regulatory functions in some pathophysiological states. Scattered reports suggest that COX inhibition may also promote adverse drug events. Here we demonstrate a protective role for endogenous COX-derived products in a murine model of acetaminophen (APAP)-induced acute liver injury. A single hepatotoxic dose caused the selective induction of COX-2 mRNA and increased PGD2 and PGE2 levels within the livers of COX(+/+) male mice suggesting a role for COX-2 in this model of liver injury. APAP-induced hepatotoxicity and lethality were markedly greater in COX-2(-/-) and (-/+) mice in which normal PG responsiveness is altered. The significantly increased toxicity linked to COX-2 deficiency could be mimicked using the selective COX-2 inhibitory drug, celecoxib, in COX(+/+) mice and was not due to alterations in drug-protein adduct formation, a surrogate for bioactivation and toxicity. Microarray analyses indicated that increased injury associated with COX-2 deficiency coincided, most notably, with a profoundly impaired induction of heat shock proteins in COX-2(-/+) mice suggesting that PGs may act as critical endogenous stress signals following drug insult. These findings suggest that COX-2-derived mediators serve an important hepato-protective function and that COX inhibition may contribute to the risk of drug-induced liver injury, possibly through both nonimmunological and immunological pathways.

Expression profiling of acetaminophen liver toxicity in mice using microarray technology.

Drug-induced hepatotoxicity causes significant morbidity and mortality and is a major concern in drug development. This is due, in large part, to insufficient knowledge of the mechanism(s) of drug-induced liver injury. In order to address this problem, we have evaluated the modulation of gene expression within the livers of mice treated with a hepatotoxic dose of acetaminophen (APAP) using high-density oligonucleotide microarrays capable of determining the expression profile of >11,000 genes and expressed sequence tags (ESTs). Significant alterations in gene expression, both positive and negative, were noted within the livers of APAP-treated mice. APAP-induced toxicity affected numerous aspects of liver physiology causing, for instance, >twofold increased expression of genes that encode for growth arrest and cell cycle regulatory proteins, stress-induced proteins, the transcription factor LRG-21, suppressor of cytokine signaling (SOCS)-2-protein, and plasminogen activator inhibitor-1 (PAI-1). A number of these and other genes and ESTs were detectable within the liver only after APAP treatment suggesting their potential importance in propagating or preventing further toxicity. These data provide new directions for mechanistic studies that may lead to a better understanding of the molecular basis of drug-induced liver injury and, ultimately, to a more rational design of safer drugs.

A role for bioactivation and covalent binding within epidermal keratinocytes in sulfonamide-induced cutaneous drug reactions.

Cutaneous reactions are the most common manifestation of delayed-type hypersensitivity caused by sulfamethoxazole and dapsone. In light of the recognized metabolic and immunologic activity of the skin, we investigated the potential role of normal human epidermal keratinocytes in the development of these reactions. Adult and neonatal normal human epidermal keratinocytes metabolized sulfamethoxazole and dapsone to N-4-hydroxylamine and N-acetyl derivatives in a time-dependent manner. The latter was catalyzed by N-acetyltransferase 1 alone as normal human epidermal keratinocytes did not express mRNA for N-acetyltransferase 2. Investigation of metabolism-dependent toxicity of sulfamethoxazole and dapsone, and subsequent incubation of normal human epidermal keratinocytes with the respective hydroxylamine metabolites, demonstrated that these cells were resistant to the cytotoxic effects of sulfamethoxazole hydroxylamine but not dapsone hydroxylamine. With prior depletion of glutathione, however, normal human epidermal keratinocytes became susceptible to the toxicity of sulfamethoxazole hydroxylamine. Covalent adduct formation by sulfamethoxazole hydroxylamine was detected in normal human epidermal keratinocytes, even in the absence of cell death, and was increased with glutathione depletion. Major protein targets of sulfamethoxazole hydroxylamine were observed in the region of 160, 125, 95, and 57 kDa. Dapsone hydroxylamine also caused covalent adduct formation in normal human epidermal keratinocytes. Together, these observations provide a basis for our hypothesis that normal human epidermal keratinocytes are involved in the initiation and propagation of a cutaneous hypersensitivity response to these drugs.

Is hydroxylamine-induced cytotoxicity a valid marker for hypersensitivity reactions to sulfamethoxazole in human immunodeficiency virus-infected individuals?

Hypersensitivity (HS) reactions to sulfonamides and sulfones continue to limit their use in human immunodeficiency virus (HIV)-infected individuals. In vitro cytotoxicity of hydroxylamine metabolites toward peripheral blood mononuclear cells (PBMCs) has been proposed as a marker for these HS reactions. To test the validity of this in vitro system, we determined the selective susceptibility of PBMCs from HIV-infected patients to the cytotoxic effects of hydroxylamine metabolites of sulfamethoxazole (SMX) and dapsone (DDS). Concentration-cytotoxic response data were collected using PBMCs from 12 sulfa-HS (10 SMX-HS and 2 SMX/DDS-HS) and 10 sulfa-tolerant HIV-infected individuals. Although sulfamethoxazole hydroxylamine (SMX-NOH) and dapsone hydroxylamine (DDS-NOH) both caused concentration-dependent increases in cell death, DDS-NOH was significantly more potent in each subject (P <.0001). A comparison of a variety of mean data for sulfa-HS and -tolerant patient populations failed to demonstrate the increased susceptibility of PBMCs from HS patients, noted by others, to either SMX-NOH or DDS-NOH. Moreover, any trend toward an increased susceptibility of PBMCs from HS patients was eliminated when adjusted for control cell death. PBMCs from sulfa-HS patients showed significantly greater susceptibility to the stress of short term in vitro incubation (P <. 02). Mean (S.D.) vehicle control cell death values were 24.1% (7.6%) for HS patients and 17.1% (4.4%) for tolerant patients. No significant correlation was observed between hydroxylamine-induced or control cell death and any of the recorded clinical parameters. Although several potential reasons are proposed to explain the disparity with past investigations, the data suggest that in vitro cytotoxicity is not a valid marker for HS reactions in HIV-infected individuals using currently accepted experimental procedures.

Methemoglobin formation by hydroxylamine metabolites of sulfamethoxazole and dapsone: implications for differences in adverse drug reactions.

Differences in the incidence of adverse drug reactions to trimethoprim-sulfamethoxazole and dapsone may result from differences in the formation, disposition, toxicity, and/or detoxification of their hydroxylamine metabolites. In this study, we examine whether differences in the biochemical processing of sulfamethoxazole hydroxylamine (SMX-NOH) and dapsone hydroxylamine (DDS-NOH) by erythrocytes [red blood cells (RBCs)] contribute to this differential incidence. The methemoglobin (MetHgb)-forming capacity of both metabolites was compared after a 60-min incubation with washed RBCs from four healthy human volunteers. DDS-NOH was significantly more potent (P =.004) but equally efficacious with SMX-NOH in its ability to form MetHgb. The elimination of potential differences in disposition by lysing RBCs did not change the MetHgb-forming potency of either hydroxylamine. At pharmacologically relevant concentrations, greater reduction to the parent amine occurred with DDS-NOH. Maintenance of MetHgb-forming potency was dependent on recycling with glutathione, but no difference in cycling efficiency was observed between DDS-NOH and SMX-NOH. In contrast, the pharmacodynamics of hydroxylamine-induced MetHgb formation were not changed by pretreatment with the glucose 6-phosphate dehydrogenase inhibitor epiandrosterone or by compounds that alter normal antioxidant enzyme activity. Methylene blue, which stimulates NADPH-dependent MetHgb reductase activity, decreased MetHgb levels but did not alter the differential potency of these hydroxylamines. DDS-NOH was also significantly more potent when incubated with purified human hemoglobin A0. Collectively, these data suggest that the inherently greater reactivity of DDS-NOH with hemoglobin, the greater conversion of DDS-NOH to its parent amine, and potential differences in disposition of hydroxylamine metabolites may contribute to the preferential development of dapsone-induced hemotoxicity and sulfamethoxazole-induced hypersensitivity reactions.

Comparison of the in vitro cytotoxicity of hydroxylamine metabolites of sulfamethoxazole and dapsone.

The differential incidence of adverse drug reactions (ADR) between trimethoprim-sulfamethoxazole and dapsone might be explained, in part, by differences in the inherent toxicity of the hydroxylamine metabolites of sulfamethoxazole and dapsone. To test this hypothesis, the in vitro cytotoxicities of sulfamethoxazole hydroxylamine, dapsone hydroxylamine, and monoacetyldapsone hydroxylamine were compared using peripheral blood mononuclear cells (PBMC) from healthy volunteers. After 3 hr of exposure to hydroxylamine metabolites, PBMC were washed thoroughly to remove residual hydroxylamine, and viability was assessed 16 hr later by determination of 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyl tetrazolium bromide (MTT) conversion. A concentration-dependent toxicity was observed with each hydroxylamine metabolite. While dapsone hydroxylamine and monoacetyldapsone hydroxylamine were not significantly different, both showed significantly greater cytotoxic potency than sulfamethoxazole hydroxylamine (P < 0.05). This differential potency was not a function of differential stability in aqueous medium and was maintained over time. The effects of red blood cells (RBC), impermeable RBC "ghosts," and RBC lysate on hydroxylamine-induced cytotoxicity were determined using a two-compartment dialysis system. Amelioration of hydroxylamine-dependent cytotoxicity occurred when RBC were included in PBMC incubations. This apparent detoxifying effect was markedly greater using RBC lysate in comparison with impermeable "ghosts" (P < 0.05). No difference in detoxification was observed between sulfamethoxazole hydroxylamine and monoacetyldapsone hydroxylamine. Differences in the inherent cytotoxicity of their hydroxylamine metabolites do not appear to explain the differential incidence of ADR between trimethoprim-sulfamethoxazole and dapsone.

Cellular distribution of N-acetyltransferase activity in the rat small intestine.

The cellular distribution of AcCoA:arylamine N-acetyltransferase (NAT; EC 2.3.1.5) activities was examined in the rat small intestine to determine if heterogeneous cellular distribution contributes to preferential tumor development in the colonic region after exposure to heterocyclic amines (HAs). A chelation/elution method was used to preferentially isolate villus-tip, mid-villus, and crypt enterocytes. Monomorphic (NAT1) and polymorphic (NAT2) activities were determined using N-acetylprocainamide and N-acetamidobenzoic acid formation, respectively. Sucrase-isomaltase (SI) activity was used to confirm that a villus, mid-villus, and crypt cell gradient had been obtained. Utilizing this marker of villus enrichment, a 4- to 10-fold gradient was achieved. NAT1 and NAT2 activities followed this gradient, with the highest NAT activity occurring in the fraction with the highest SI activity. The ratio of NAT2:NAT1 remained essentially constant along the gradient, indicating a similar pattern of expression for both enzymes. This pattern of cellular distribution for the NATs is similar to that reported for cytochrome P450s. This apparent preferential expression of NAT in the villus cells may result in delivery of bioactivated HAs to the lower regions of the intestines as the villus-tip cells are extruded into the intestinal lumen and enter the fecal stream.