Combined identification and prediction algorithms

Рассматривается задача построения математической модели зависимости выходных переменных от входных переменных стохастического объекта с учетом априорных знаний о зависимости. Для решения этой проблемы используются как параметрические, так и непараметрические подходы. В работе предлагаются комбинированные алгоритмы идентификации и прогнозирования стохастических объектов с использованием линейной комбинации непараметрических и параметрических оценок регрессии

Рассмотрение систем сбора и анализа оценок и отзывов для сервисов взаимодействия с выпускниками

В данной статье рассматриваются результаты анализа существующих аналогов систем для взаимодействия и коммуникаций ВУЗов с их выпускниками

[(18)F] fluoromisonidazole and [(18)F] fluorodeoxyglucose positron emission tomography in response evaluation after chemo-/radiotherapy of non-small-cell lung cancer: a feasibility study

BACKGROUND: Experimental and clinical evidence suggest that hypoxia in solid tumours reduces their sensitivity to conventional treatment modalities modulating response to ionizing radiation or chemotherapeutic agents. The aim of the present study was to show the feasibility of determining radiotherapeutically relevant hypoxia and early tumour response by ([(18)F] Fluoromisonidazole (FMISO) and [(18)F]-2-fluoro-2'-deoxyglucose (FDG) PET. METHODS: Eight patients with non-small-cell lung cancer underwent PET scans. Tumour tissue oxygenation was measured with FMISO PET, whereas tumour glucose metabolism was measured with FDG PET. All PET studies were carried out with an ECAT EXACT 922/47(® )scanner with an axial field of view of 16.2 cm. FMISO PET consisted of one static scan of the relevant region, performed 180 min after intravenous administration of the tracer. The acquisition and reconstruction parameters were as follows: 30 min emission scanning and 4 min transmission scanning with 68-Ge/68-Ga rod sources. The patients were treated with chemotherapy, consisting of 2 cycles of gemcitabine (1200 mg/m(2)) and vinorelbine (30 mg/m(2)) followed by concurrent radio- (2.0 Gy/d; total dose 66.0 Gy) and chemotherapy with gemcitabine (300–500 mg/m(2)) every two weeks. FMISO PET and FDG PET were performed in all patients 3 days before and 14 days after finishing chemotherapy. RESULTS: FMISO PET allowed for the qualitative and quantitative definition of hypoxic sub-areas which may correspond to a localization of local recurrences. In addition, changes in FMISO and FDG PET measure the early response to therapy, and in this way, may predict freedom from disease, as well as overall survival. CONCLUSION: These preliminary results warrant validation in larger trials. If confirmed, several novel treatment strategies may be considered, including the early use of PET to evaluate the effectiveness of the selected therapy

pO polarography, contrast enhanced color duplex sonography (CDS), [18F] fluoromisonidazole and [18F] fluorodeoxyglucose positron emission tomography: validated methods for the evaluation of therapy-relevant tumor oxygenation or only bricks in the puzzle of tumor hypoxia?

<p>Abstract</p> <p>Background</p> <p>The present study was conducted to analyze the value of ([¹⁸F] fluoromisonidazole (FMISO) and [¹⁸F]-2-fluoro-2'-deoxyglucose (FDG) PET as well as color pixel density (CPD) and tumor perfusion (TP) assessed by color duplex sonography (CDS) for determination of therapeutic relevant hypoxia. As a standard for measuring tissue oxygenation in human tumors, the invasive, computerized polarographic needle electrode system (pO₂histography) was used for comparing the different non invasive measurements.</p> <p>Methods</p> <p>Until now a total of 38 Patients with malignancies of the head and neck were examined. Tumor tissue pO₂was measured using a pO₂-histograph. The needle electrode was placed CT-controlled in the tumor without general or local anesthesia. To assess the biological and clinical relevance of oxygenation measurement, the relative frequency of pO₂readings, with values ≤ 2.5, ≤ 5.0 and ≤ 10.0 mmHg, as well as mean and median pO₂were stated. FMISO PET consisted of one static scan of the relevant region, performed 120 min after intravenous administration. FMISO tumor to muscle ratios (FMISO_T/M) and tumor to blood ratios (FMISO_T/B) were calculated. FDG PET of the lymph node metastases was performed 71 ± 17 min after intravenous administration. To visualize as many vessels as possible by CDS, a contrast enhancer (Levovist^®, Schering Corp., Germany) was administered. Color pixel density (CPD) was defined as the ratio of colored to grey pixels in a region of interest. From CDS signals two parameters were extracted: color hue – defining velocity (v) and color area – defining perfused area (A). Signal intensity as a measure of tissue perfusion (TP) was quantified as follows: TP = v_mean× A_mean.</p> <p>Results</p> <p>In order to investigate the degree of linear association, we calculated the Pearson correlation coefficient. Slight (|r| > 0.4) to moderate (|r| > 0.6) correlation was found between the parameters of pO₂polarography (pO₂readings with values ≤ 2.5, ≤ 5.0 and ≤ 10.0 mmHg, as well as median pO₂), CPD and FMISO_T/M. Only a slight correlation between TP and the fraction of pO₂values ≤ 10.0 mmHg, median and mean pO₂could be detected. After exclusion of four outliers the absolute values of the Pearson correlation coefficients increased clearly. There was no relevant association between mean or maximum FDG uptake and the different polarographic- as well as the CDS parameters.</p> <p>Conclusion</p> <p>CDS and FMISO PET represent different approaches for estimation of therapy relevant tumor hypoxia. Each of these approaches is methodologically limited, making evaluation of clinical potential in prospective studies necessary.</p

18F-labelling innovations and their potential for clinical application

An impressive variety of new methodologies for the preparation of 18F-labelled tracers and ligands has appeared over the last decade. Most strategies of the newly developed radiofluorination methods predominantly aim at products of high molar activity by ‘late-stage’ labelling of small (hetero)aromatic molecules and the use of transition metals. This is accompanied by the improvement of technical procedures, like preparation of reactive [18F]fluoride and automated syntheses. The newly introduced procedures reflect a high innovative level and creativity in radio(pharmaceutical) chemistry at present, which are based on modern chemical methods and deep mechanistic insights. Taking also automation and quality control into consideration, major recently developed radiofluorination methods, most of those still under development, are compiled here in view of their potential for clinical PET imaging and thus the ability to advance molecular imaging

Stereoselective radiosynthesis of l- and d-3-[18F]fluoro-α-methyltyrosine

A three-step radiosynthesis is described which allows for the first time the preparation of l- and d-3-[18F]fluoro-α-methyltyrosine starting from [18F]fluoride. Corresponding 3-fluoro-4-formyl-benzylated Schöllkopf derivatives were 18F-fluorinated as precursors by isotopic exchange, followed by Baeyer–Villiger oxidation and subsequent hydrolysis of protecting groups in acidic medium. The three-step, two-pot radiosynthesis provided each enantiomer of 3-[18F]fluoro-α-methyltyrosine with an overall radiochemical yield of 32 ± 8% and an enantiomeric excess ≥95% within 140 min in carrier-added form with a molar activity of 20 GBq/mmol