46 research outputs found

    Classification of Quantitative Light-Induced Fluorescence Images Using Convolutional Neural Network

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    Images are an important data source for diagnosis and treatment of oral diseases. The manual classification of images may lead to misdiagnosis or mistreatment due to subjective errors. In this paper an image classification model based on Convolutional Neural Network is applied to Quantitative Light-induced Fluorescence images. The deep neural network outperforms other state of the art shallow classification models in predicting labels derived from three different dental plaque assessment scores. The model directly benefits from multi-channel representation of the images resulting in improved performance when, besides the Red colour channel, additional Green and Blue colour channels are used.Comment: Full version of ICANN 2017 submissio

    A polymeric colchicinoid prodrug with reduced toxicity and improved efficacy for vascular disruption in cancer therapy

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    Colchicinoids are very potent tubulin-binding compounds, which interfere with microtubule formation, giving them strong cytotoxic properties, such as cell mitosis inhibition and induction of microcytoskeleton depolymerization. While this makes them promising vascular disrupting agents (VDAs) in cancer therapy, their dose-limiting toxicity has prevented any clinical application for this purpose. Therefore, colchicinoids are considered attractive lead molecules for the development of novel vascular disrupting nanomedicine. In a previous study, a polymeric colchicinoid prodrug that showed favorable hydrolysis characteristics at physiological conditions was developed. In the current study, this polymeric colchicinoid prodrug was evaluated in vitro and in vivo for its toxicity and vascular disrupting potential. Cell viability studies with human umbilical vein endothelial cells, as an in vitro measure for colchicine activity, reflected the degradation kinetics of the prodrug accordingly. Upon intravenous treatment, in vivo, of B16F10 melanoma-bearing mice with colchicine or with the polymeric colchicinoid prodrug, apparent vascular disruption and consequent tumor necrosis was observed for the prodrug but not for free colchicine at an equivalent dose. Moreover, a five-times-higher dose of the prodrug was well tolerated, indicating reduced toxicity. These findings demonstrate that the polymeric colchicinoid prodrug has a substantially improved efficacy/toxicity ratio compared with that of colchicine, making it a promising VDA for cancer therapy

    ВСорСтичСская ΠΎΡ†Π΅Π½ΠΊΠ° Ρ€Π°Π·Ρ€Π΅ΡˆΠ°ΡŽΡ‰Π΅ΠΉ способности прСобразования Грассмана Π² систСмах кодирования Ρ†Π²Π΅Ρ‚Π°, примСняСмых Π² Π°Π²ΠΈΠΎΠ½ΠΈΠΊΠ΅

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    РассматриваСтся Π·Π°Π΄Π°Ρ‡Π° ΠΎΡ†Π΅Π½ΠΊΠΈ Ρ€Π°Π·Ρ€Π΅ΡˆΠ°ΡŽΡ‰Π΅ΠΉ способности матСматичСского прСобразования Грассмана, ΡΠ²ΡΠ·Ρ‹Π²Π°ΡŽΡ‰Π΅Π³ΠΎ ΠΊΠΎΠΎΡ€Π΄ΠΈΠ½Π°Ρ‚Ρ‹ цвСтности Π² Ρ€Π°Π·Π»ΠΈΡ‡Π½Ρ‹Ρ… систСмах кодирования: RGB ΠΈ XY. ΠŸΡ€ΠΈΠ²ΠΎΠ΄ΡΡ‚ΡΡ ΠΏΡ€ΠΈΠΌΠ΅Ρ€Ρ‹ графичСских прСдставлСний Ρ†Π²Π΅Ρ‚ΠΎΠ² ΠΈ ΠΎΡ‚Ρ‚Π΅Π½ΠΊΠΎΠ² Π² Ρ€Π°Π·Π»ΠΈΡ‡Π½Ρ‹Ρ… систСмах кодирования. ΠŸΡ€Π΅Π΄Π»ΠΎΠΆΠ΅Π½ Π²Ρ‹Π²ΠΎΠ΄ Ρ„ΠΎΡ€ΠΌΡƒΠ»Ρ‹ для ΠΎΡ†Π΅Π½ΠΊΠΈ Ρ€Π°Π·Ρ€Π΅ΡˆΠ°ΡŽΡ‰Π΅ΠΉ способности прСобразования Грассмана, ΠΎΠΏΡ€Π΅Π΄Π΅Π»ΡΡŽΡ‰Π΅ΠΉ Π²Π΅Π»ΠΈΡ‡ΠΈΠ½Ρƒ минимально Π²ΠΎΠ·ΠΌΠΎΠΆΠ½ΠΎΠ³ΠΎ (Π½Π΅ Π½ΡƒΠ»Π΅Π²ΠΎΠ³ΠΎ) модуля дискрСта измСнСния (x,y)-ΠΊΠΎΠΎΡ€Π΄ΠΈΠ½Π°Ρ‚ цвСтности ΠΏΠΎ осям XY ΠΏΡ€ΠΈ ΠΈΠ·ΠΌΠ΅Π½Π΅Π½ΠΈΠΈ ΠΊΠΎΠ΄Π° RGB Π½Π° ΠΏΡ€ΠΎΠΈΠ·Π²ΠΎΠ»ΡŒΠ½ΡƒΡŽ Π²Π΅Π»ΠΈΡ‡ΠΈΠ½Ρƒ ΠΏΠΎ Π»ΡŽΠ±ΠΎΠΌΡƒ ΠΈΠ· Ρ‚Ρ€Π΅Ρ… ΠΊΠΎΠΌΠΏΠΎΠ½Π΅Π½Ρ‚ΠΎΠ² R, G, B. Рассчитаны числовыС значСния Ρ€Π°Π·Ρ€Π΅ΡˆΠ°ΡŽΡ‰Π΅ΠΉ способности ΠΈ ΠΎΠΏΡ€Π΅Π΄Π΅Π»Π΅Π½Ρ‹ значСния Π½Π°Ρ‡Π°Π»ΡŒΠ½Ρ‹Ρ… ΠΈ ΠΊΠΎΠ½Π΅Ρ‡Π½Ρ‹Ρ… ΠΊΠΎΠ΄ΠΎΠ² RGB, ΠΏΡ€ΠΈ ΠΊΠΎΡ‚ΠΎΡ€Ρ‹Ρ… достигаСтся ΠΌΠΈΠ½ΠΈΠΌΡƒΠΌ ΠΏΡ€ΠΈΡ€Π°Ρ‰Π΅Π½ΠΈΠΉ DΡ… , Dy для Π΅Π΄ΠΈΠ½ΠΈΡ‡Π½ΠΎΠ³ΠΎ приращСния ΠΊΠΎΠ΄Π° RGB ΠΈ Π²ΠΎΡΡŒΠΌΠΈΠ±ΠΈΡ‚Π½ΠΎΠ³ΠΎ кодирования ΠΊΠ°ΠΆΠ΄ΠΎΠ³ΠΎ ΠΊΠΎΠΌΠΏΠΎΠ½Π΅Π½Ρ‚Π° R, G, B

    A biodegradable antibiotic delivery system based on poly-(trimethylene carbonate) for the treatment of osteomyelitis

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    Background and purpose Many investigations on biodegradable materials acting as an antibiotic carrier for local drug delivery are based on poly(lactide). However, the use of poly(lactide) implants in bone has been disputed because of poor bone regeneration at the site of implantation. Poly(trimethylene carbonate) (PTMC) is an enzymatically degradable polymer that does not produce acidic degradation products. We explored the suitability of PTMC as an antibiotic releasing polymer for the local treatment of osteomyelitis

    Hygiene in der Praxis

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    Glucocorticoids (GC) are known for their potent immunosuppressive and anti-inflammatory properties. As a consequence, they have been extensively used for the treatment of many different diseases. Prolonged and/or high-dose GC therapy, however, generally comes with severe side effects, resulting not only from their very diverse mechanism(s) of action, but also from their relatively poor biodistribution. Drug delivery systems, and in particular liposomes, have been extensively used to enhance the biodistribution and the target site accumulation of GC, and to thereby improve the balance between their efficacy and their toxicity. Many different types of liposomes have been employed, and both local and systemic treatments have been evaluated. We here summarize the progress made in the use of liposomal GC formulations for the treatment of asthma, rheumatoid arthritis, multiple sclerosis and cancer, and we show that the targeted delivery of GC to pathological sites holds significant clinical potential
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