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2.
J Hosp Infect ; 134: 1-6, 2023 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-36758903

RESUMO

BACKGROUND: Various assay methods have been developed to study antimicrobial activity based on contamination of surfaces with different amounts of liquid bacterial suspensions. Since surfaces with frequent hand contact are typically touched in a dry state in clinical settings, these tests may be inappropriate at assessing effectiveness to reduce pathogen transmission. AIM: To investigate a surface previously confirmed to display antimicrobial activity even after drying of small volumes of bacterial suspension (Egger antimicrobial surfaces: EAS) under conditions modelling dry contamination using a touch-transfer method. METHODS: EAS, an antimicrobial copper alloy, as well as a negative control were examined to assess interlaboratory test reproducibility. FINDINGS: Significantly fewer bacteria on EAS after touch transfer and some differences in the touch transmission were detected between the two laboratories. However, an identical assessment of effectiveness for EAS came from both laboratories. Interestingly, despite previously detected antimicrobial efficacy of EAS and the antimicrobial copper alloy after liquid contamination, insufficient activity was observed under dry conditions during a contact time of 4 h by both laboratories. Experiments under standardized air humidity in one laboratory revealed at least for copper a strong influence of humidity on antimicrobial activity. These data indicate that procedures involving contamination of surfaces with organisms suspended in liquids are not directly comparable to dry contamination. CONCLUSION: Since, in the real world of a hospital, organisms are typically transferred between dry surfaces, further standardization of the touch-transfer method is worthwhile for a better understanding of the efficacy of such surfaces.


Assuntos
Anti-Infecciosos , Tato , Humanos , Cobre/farmacologia , Reprodutibilidade dos Testes , Anti-Infecciosos/farmacologia , Bactérias , Ligas/farmacologia
3.
J Hosp Infect ; 135: 11-17, 2023 May.
Artigo em Inglês | MEDLINE | ID: mdl-36754288

RESUMO

BACKGROUND: Ultraviolet (UV)-light-emitting diodes (UV-LEDs) are energy efficient and of special interest for the inactivation of micro-organisms. In the context of the coronavirus disease 2019 pandemic, novel UV technologies can offer a powerful alternative for effective infection prevention and control. METHODS: This study assessed the antimicrobial efficacy of UV-C LEDs on Escherichia coli, Pseudomonas fluorescens and Listeria innocua, as well as severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2), human immunodeficiency virus-1 (HIV-1) and murine norovirus (MNV), dried on inanimate surfaces, based on European Standard EN 17272. RESULTS: This study found 90% inactivation rates for the tested bacteria at mean UV-C doses, averaged over all three investigated UV-C wavelengths, of 1.7 mJ/cm2 for E. coli, 1.9 mJ/cm2 for P. fluorescens and 1.5 mJ/cm2 for L. innocua. For the tested viruses, UV doses <15 mJ/cm2 resulted in 90% inactivation at wavelengths of 255 and 265 nm. Exposure of viruses to longer UV wavelengths, such as 275 and 285 nm, required much higher doses (up to 120 mJ/cm2) for inactivation. Regarding inactivation, non-enveloped MNV required much higher UV doses for all tested wavelengths compared with SARS-CoV-2 or HIV-1. CONCLUSION: Overall, the results support the use of LEDs emitting at shorter wavelengths of the UV-C spectrum to inactivate bacteria as well as enveloped and non-enveloped viruses by exposure to the appropriate UV dose. However, low availability and excessive production costs of shortwave UV-C LEDs restricts implementation at present, and supports the use of longwave UV-C LEDs in combination with higher irradiation doses.


Assuntos
Anti-Infecciosos , COVID-19 , Norovirus , Vírus , Humanos , Animais , Camundongos , Escherichia coli , SARS-CoV-2 , Raios Ultravioleta , Bactérias , Desinfecção/métodos , Inativação de Vírus
4.
Eur Cell Mater ; 42: 63-71, 2021 08 03.
Artigo em Inglês | MEDLINE | ID: mdl-34342876

RESUMO

This study presents a simple and cost-effective model using microparticles to simulate the bacterial distribution pattern in soft tissue after low- and high-pressure irrigation. Silica coated iron microparticles [comparable diameter (1 µm) and weight (0.8333 pg) to Staphylococcus aureus] were applied to the surface of twenty fresh human muscle tissue samples in two amputated lower legs. Particle dissemination into deep tissue layers as an undesired side effect was investigated in four measuring fields as positive control (PC) as well as after performing pulsatile high-pressure (HP, 8 measuring fields) and low-pressure flushing (LP, 8 measuring fields). Five biopsies were taken out of each measuring field to get a total number of 100 biopsies. After histological and digital image processing, the specimens were analysed, and all incomplete sections were excluded. A special detection algorithm was parameterised using the open source bioimage analysis software QuPath. The application of this detection algorithm enabled automated counting and detection of the particles with a sensitivity of 95 % compared to manual counts. Statistical analysis revealed significant differences (p < 0.05) in our three different sample groups: HP (M = 1608, S = 302), LP (M = 2176, SD = 609) and PC (M = 4011, SD = 686). While both HP and LP flushing techniques are able to reduce the number of bacteria, a higher effectiveness is shown for HP irrigation. Nevertheless, a challenge for the validity of the study is the use of dead tissue and therefore a possible negative influence of high-pressure irrigation on tissue healing and further dispersion of particles cannot be evaluated.


Assuntos
Infecções Estafilocócicas , Irrigação Terapêutica , Bactérias , Humanos , Staphylococcus aureus , Cicatrização
5.
Radiologe ; 60(12): 1142-1152, 2020 Dec.
Artigo em Alemão | MEDLINE | ID: mdl-33151343

RESUMO

BACKGROUND: In its almost 25 years of clinical use, cardiac magnetic resonance imaging (CMR) has been developed for a wide range of indications due to the development of robust techniques and their comprehensive validation. CMR-based assessment of cardiac volumes and systolic ventricular function as well as the characterization of focal myocardial scars belongs today to standard cardiac imaging. More recently, the introduction of accelerated acquisition techniques, quantitative myocardial T1- and T2-mapping methods and 4­dimensional (4D) flow measurements as well as new postprocessing techniques such as myocardial feature tracking have attracted attention. METHODS: This review is based on a comprehensive literature search in the PubMed database on new CMR techniques and their clinical application. RESULTS AND CONCLUSION: This article provides an overview of the latest technical developments in the field of CMR and their possible applications based on the most important clinical MR issues.


Assuntos
Coração , Imageamento por Ressonância Magnética , Miocárdio , Coração/diagnóstico por imagem , Humanos , Imagem Cinética por Ressonância Magnética , Valor Preditivo dos Testes
6.
J Hosp Infect ; 98(1): 90-95, 2018 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-28964884

RESUMO

BACKGROUND: In intensive care units (ICUs), inanimate surfaces and equipment may be contaminated by nosocomial pathogens, including multi-drug-resistant micro-organisms. AIMS: To assess the degree of environmental contamination close to and distant from patients, and contamination of healthcare workers' (HCWs) hands with nosocomial pathogens under real-life conditions and to investigate potential transmission events. METHODS: Over the course of three weeks, agar contact samples were taken close to and distant from patient areas and from HCWs' hands in eight ICUs of a tertiary care hospital in Innsbruck, Austria. Each ICU was visited once without announcement. Species identification and antimicrobial susceptibility testing were performed according to standard methods, and corresponding strains from patient, environment and hand samples were genotyped using pulsed-field gel electrophoresis. FINDINGS: Among 523 samples, HCWs' hands were most frequently contaminated with potentially pathogenic bacteria (15.2%), followed by areas close to patients (10.9%) and areas distant from patients (9.1%). Gram-positive bacteria were identified most often (67.8%), with Enterococcus spp. being the most prevalent species (70% vancomycin sensitive and 30% vancomycin resistant) followed by Staphylococcus aureus, of which 64% were classified as meticillin-resistant Staphylococcus aureus. Molecular typing documented identical strains among patient, environment and hand isolates. CONCLUSION: This study found widespread contamination of the ICU environment with clinically relevant pathogens, including multi-drug-resistant micro-organisms, despite cleaning and disinfection. The bioburden might not be restricted to areas close to patients. The role of extended environmental disinfection of areas distant from patients in order to improve infection prevention needs further discussion.


Assuntos
Bactérias/efeitos dos fármacos , Bactérias/isolamento & purificação , Farmacorresistência Bacteriana Múltipla , Microbiologia Ambiental , Mãos/microbiologia , Áustria , Bactérias/classificação , Bactérias/genética , Estudos Transversais , Eletroforese em Gel de Campo Pulsado , Técnicas de Genotipagem , Humanos , Unidades de Terapia Intensiva , Testes de Sensibilidade Microbiana , Prevalência , Estudos Prospectivos , Centros de Atenção Terciária
7.
J Hosp Infect ; 97(2): 196-199, 2017 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-28647424

RESUMO

Environmental surface contamination provides a potential reservoir for pathogens to cause infections. As such, self-disinfecting surfaces have been developed to possibly reduce exogenous transmission. Five different self-disinfecting surfaces were evaluated for activity against Staphylococcus aureus ATCC 6538 under real-life conditions using the dry inoculation method. Various antimicrobial effects were detected. However, following disinfection with alcoholic wipes, these effects disappeared. Further development is necessary to produce self-disinfecting surfaces that are stable in the presence of hospital disinfectants, as it is impossible to guarantee that self-disinfecting surfaces in healthcare settings will not be exposed to disinfectants.


Assuntos
Anti-Infecciosos/farmacologia , Desinfetantes/farmacologia , Desinfecção/métodos , Staphylococcus aureus/efeitos dos fármacos , Acrilatos/farmacologia , Infecção Hospitalar/microbiologia , Infecção Hospitalar/prevenção & controle , Contaminação de Equipamentos , Etanol/farmacologia , Humanos , Molibdênio/farmacologia , Dióxido de Silício/farmacologia , Infecções Estafilocócicas/prevenção & controle , Zinco/farmacologia
8.
Int J Cardiovasc Imaging ; 33(11): 1789-1794, 2017 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-28528429

RESUMO

To quantify myocardial edema by using a T2 relaxometry approach with a dual-contrast turbo spin-echo (dcTSE) sequence in patients with acute myocarditis regarding focal late gadolinium enhancement (LGE) burden. CMR T2 relaxometry was performed in 39 patients (age 41 ± 19 years; 36% women) with LGE in a typical myocarditis pattern and in ten healthy volunteers (age 46 ± 12; 60% woman). dcTSE sequence (echo time 29 and 75 ms, respectively) was used for T2 mapping, analysis were performed on the basis of region of interest (ROI). Myocardial T2 relaxation times (T2 RT) in patients-ROI with focal LGE were significantly (p < 0.001) higher than T2 RT in patients-ROI without apparent LGE pattern (65 ms (IQR 36-95) vs. 60 ms (IQR 26-88), respectively). T2 RT in healthy volunteers [55 ms (IQR 35-71)] were significantly lower than in patients ROI with or without focal LGE-pattern (p < 0.001, respectively). T2 RT assessed by dcTSE are significantly higher in patients segments with and without focal LGE compared to normal controls, supporting a global myocardial inflammatory process in acute myocarditis. Furthermore, this quantitative T2-mapping approach highlights the potential to identify patients with diffuse myocarditis.


Assuntos
Meios de Contraste/administração & dosagem , Edema Cardíaco/diagnóstico por imagem , Interpretação de Imagem Assistida por Computador , Imagem Cinética por Ressonância Magnética/métodos , Meglumina/análogos & derivados , Miocardite/diagnóstico por imagem , Compostos Organometálicos/administração & dosagem , Doença Aguda , Adolescente , Adulto , Idoso , Edema Cardíaco/patologia , Edema Cardíaco/fisiopatologia , Feminino , Humanos , Masculino , Meglumina/administração & dosagem , Pessoa de Meia-Idade , Miocardite/patologia , Miocardite/fisiopatologia , Miocárdio/patologia , Valor Preditivo dos Testes , Estudos Retrospectivos , Índice de Gravidade de Doença , Função Ventricular Esquerda , Adulto Jovem
9.
Unfallchirurg ; 119(9): 732-41, 2016 Sep.
Artigo em Alemão | MEDLINE | ID: mdl-27488541

RESUMO

The complex regional pain syndrome (CRPS) still represents an incompletely etiologically understood complication following fractures of the distal radius. The incidence of CRPS following fractures of the distal radius varies between 1 % and 37 %. Pathophysiologically, a complex interaction of inflammatory, somatosensory, motor and autonomic changes is suspected, leading to a persistent maladaptive response and sensitization of the central and peripheral nervous systems with development of the corresponding symptoms. Decisive for the diagnostics are a detailed patient medical history and a clinical hand surgical, neurological and pain-related examination with confirmation of the Budapest criteria. Among the types of apparatus used for diagnostics, 3­phase bone scintigraphy and temperature measurement have a certain importance. A multimodal therapy started as early as possible is the most promising approach for successful treatment. As part of a multimodal rehabilitation the main focus of therapy lies on pain relief and functional aspects.


Assuntos
Síndromes da Dor Regional Complexa/diagnóstico , Síndromes da Dor Regional Complexa/terapia , Manejo da Dor/métodos , Medição da Dor/métodos , Fraturas do Rádio/terapia , Traumatismos do Punho/terapia , Causalidade , Terapia Combinada/métodos , Síndromes da Dor Regional Complexa/epidemiologia , Técnicas de Diagnóstico Neurológico , Humanos , Exame Físico/métodos , Prevalência , Fraturas do Rádio/diagnóstico , Fraturas do Rádio/epidemiologia , Resultado do Tratamento , Traumatismos do Punho/diagnóstico , Traumatismos do Punho/epidemiologia
10.
Arch Gynecol Obstet ; 294(3): 487-93, 2016 09.
Artigo em Inglês | MEDLINE | ID: mdl-26742730

RESUMO

INTRODUCTION: To evaluate the influence of the time interval between examination and delivery on the accuracy of sonographic fetal weight estimation (WE). MATERIALS AND METHODS: 8723 singleton pregnancies were included in this retrospective cohort study. Fetuses were divided into eight groups with regard to the time interval between estimation and delivery (group 1: 0 days; group 2: 1-3 days; group 3: 4-7 days; group 4: 8-14 days; group 5: 15-21 days; group 6: 22-28 days; group 7: 29-35 days; group 8: 36-42 days). The accuracy of WE was compared between the different time interval groups and five commonly used formulas using means of percentage errors (MPE), medians of absolute percentage errors, and proportions of estimates within 10 % of actual birth weight. RESULTS: In group one, the Hadlock I and Warsof formula showed a systematic underestimation of fetal weight (negative MPEs). No systematic error was found with the Hadlock II formula and the equations of Merz and Shepard showed a systematic overestimation (positive MPEs). MPE values of the Hadlock I, II and Warsof formulas were closest to zero in WEs of group two. From group three to six, MPE values decreased continuously. With the Merz and Shepard equations MPEs were closest to zero in group four. DISCUSSION: The best accuracy of sonographic WE with most of the commonly used equations is achieved within a scan-to-delivery interval of 1 week.


Assuntos
Peso ao Nascer , Peso Fetal , Ultrassonografia Pré-Natal , Adulto , Estudos Transversais , Feminino , Humanos , Gravidez , Estudos Retrospectivos
11.
Eur J Clin Nutr ; 70(4): 532-4, 2016 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-26554757

RESUMO

The effect of caffeine intake on weight loss maintenance has not been examined in humans. We compared the daily consumption of coffee and caffeinated beverages between 494 weight loss maintainers and 2129 individuals from the general population controlling for sociodemographic variables, body mass index and physical activity level. Weight loss maintainers reported to consume significantly more cups of coffee and caffeinated beverages compared with the participants in the general population sample. Thus, consumption of caffeinated beverages might support weight loss maintenance. Further studies should investigate possible mechanisms.


Assuntos
Bebidas/análise , Manutenção do Peso Corporal , Cafeína/administração & dosagem , Redução de Peso , Adulto , Estudos Transversais , Exercício Físico , Feminino , Alemanha , Humanos , Modelos Logísticos , Masculino , Pessoa de Meia-Idade , Fatores Socioeconômicos , Inquéritos e Questionários
12.
Arch Gynecol Obstet ; 292(4): 805-11, 2015 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-25870017

RESUMO

PURPOSE: To evaluate the accuracy of intrapartum sonographic weight estimation (WE). MATERIALS AND METHODS: This retrospective, cross-sectional study included 1958 singleton pregnancies. Inclusion criteria were singleton pregnancy with cephalic presentation, vaginal delivery and ultrasound examination with complete biometric parameters performed on the day of delivery during the latent or active phase of labor, and absence of chromosomal or structural anomalies. The accuracy of intrapartum WE was compared to a control group of fetuses delivered by primary cesarean section at our perinatal center and an ultrasound examination with complete biometric parameters performed within 3 days before delivery (n = 392). Otherwise, the same inclusion criteria as in the study group were applied. The accuracy of WE was compared between five commonly applied formulas using means of percentage errors (MPE), medians of absolute percentage errors (MAPE), and proportions of estimates within 10 % of actual birth weight. RESULTS: In the whole study group, all equations showed a systematic underestimation of fetal weight (negative MPEs). Overall, best MAPE and MPE values were found with the Hadlock II formula, using BPD, AC and FL as biometric parameters (Hadlock II, MPE: -1.28; MAPE: 6.52). MPEs differed significantly between WE in the study and control group for all evaluated formulas: in the control group, either no systematic error (Hadlock III, IV and V) or a significant overestimation (Hadlock I, II) was found. Regarding MAPEs, application of the Hadlock III (HC, AC, FL) and V (AC) formula resulted in significant lower values in the control group (Hadlock III, MAPE: 7.48 vs. 5.95, p = 0.0008 and Hadlock V, MAPE: 8.79 vs. 7.52, p = 0.0085). No significant differences were found for the other equations. CONCLUSIONS: A systematic underestimation of fetal weight has to be taken into account in sonographic WE performed intrapartum. Overall, the best results can be achieved with WE formulas using the BPD as the only head measurement.


Assuntos
Peso Fetal/fisiologia , Ultrassonografia Pré-Natal/métodos , Adulto , Biometria , Peso ao Nascer/fisiologia , Cefalometria/métodos , Cefalometria/estatística & dados numéricos , Estudos Transversais , Parto Obstétrico , Feminino , Humanos , Trabalho de Parto , Valor Preditivo dos Testes , Gravidez , Análise de Regressão , Estudos Retrospectivos
13.
Ultraschall Med ; 36(3): 284-9, 2015 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-24927106

RESUMO

PURPOSE: The accuracy of the sonographic weight estimation (WE) of fetuses with congenital diaphragmatic hernia (CDH) is significantly lower than that of fetuses without any malformations. The objective of this study was to develop and evaluate the first specific sonographic weight formula for fetuses with CDH. MATERIALS AND METHODS: In a retrospective, multicenter, cohort study, a statistical estimation technique known as "multivariable fractional polynomial regression" was applied to a group of 146 fetuses with CDH. Each fetus underwent an ultrasound examination with complete biometric parameters within 7 days of delivery. A new formula was derived using the obtained data and was then compared with other commonly used equations. The accuracy of the different formulas was compared using means of signed percentage errors (SPE), medians of absolute percentage errors (MAPE), and fractions of estimates within prespecified error bounds. RESULTS: The new derived formula is: EFW = 10^(4.6729 107 371 + 0.2365 011 768 * HC + 0.2228 897 682 * FL^2 - 0.0129 895 773 * FL^3 - 1.0470 039 072 * (FL * HC)^0.5 + 0.0004 314 661 * (AC * HC) - [in case of liver herniation] 0.0062 112 122), where EFW is the estimated fetal weight, HC is the head circumference, AC is the abdominal circumference, and FL is the femur length. The new formula proved to be superior to other established equations, showing both the lowest median absolute percentage error (MAE: 6.97) and mean signed percentage error (SPE: 0.40), and the best distribution of absolute percentage errors within prespecified error bounds. CONCLUSION: This new formula significantly improves weight estimation in fetuses with CDH.


Assuntos
Peso Fetal , Hérnias Diafragmáticas Congênitas/diagnóstico por imagem , Ultrassonografia Pré-Natal/métodos , Estudos de Coortes , Feminino , Humanos , Recém-Nascido , Masculino , Modelos Estatísticos , Gravidez , Análise de Regressão , Estudos Retrospectivos
14.
Ultraschall Med ; 36(6): 630-6, 2015 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-25014478

RESUMO

PURPOSE: To determine the accuracy of sonographic weight estimation (WE) for small-for-gestational-age (SGA) fetuses, and to further differentiate the evaluation between symmetric and asymmetric SGA fetuses. MATERIALS AND METHODS: The accuracy of WE in SGA fetuses (n = 898) was evaluated using 14 sonographic models and was further differentiated between symmetric (n = 750) and asymmetric (n = 148) SGA fetuses. SGA fetuses were considered to be asymmetric with a head circumference to abdominal circumference ratio above the 95th percentile. The accuracy of the different formulas was compared using means of percentage errors (MPE), medians of absolute percentage errors (MAPE), and proportions of estimates within 10 % of actual birth weight. RESULTS: RESULTS for the subgroup of asymmetric SGA fetuses differed significantly from the subgroup of symmetric SGA fetuses. MPE values were closer to zero with most of the formulas in the asymmetric SGA group. Apart from the Siemer, Shepard, Merz and Warsof equations, all formulas showed an underestimation of fetal weight in asymmetric SGA fetuses. In contrast, in the symmetric SGA group, all of the formulas commonly used for fetuses in a normal weight range showed a systematic overestimation of fetal weight. Overall the best accuracy was achieved by using the Sabbagha equation (MPE 1.7 %; SD 9.0 %; MAPE: 6.0). CONCLUSION: An accurate WE in SGA fetuses is feasible using the Sabbagha formula. However, one has to be aware of the significant differences in WE between symmetric and asymmetric SGA fetuses.


Assuntos
Peso Fetal/fisiologia , Recém-Nascido Pequeno para a Idade Gestacional/fisiologia , Cefalometria , Estudos Transversais , Feminino , Idade Gestacional , Humanos , Recém-Nascido , Masculino , Gravidez , Estudos Retrospectivos , Sensibilidade e Especificidade , Estatística como Assunto , Circunferência da Cintura
15.
Arch Gynecol Obstet ; 292(1): 59-67, 2015 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-25534163

RESUMO

PURPOSE: To evaluate the influence of the time interval between examination and delivery on the accuracy of sonographic weight estimation (WE) in fetal macrosomia. MATERIALS AND METHODS: 896 singleton pregnancies (birth weight > 4,000 g) with a total of 1,281 sonographic weight estimations were included in this retrospective cohort study. Fetuses were divided into six groups with regard to the time interval between estimation and delivery: group 1: scan-to-delivery interval: 0 days; group 2: scan-to-delivery interval: 1-3 days; group 3: scan-to-delivery interval: 4-7 days; group 4: scan-to-delivery interval: 8-14 days; group 5: scan-to-delivery interval: 15-21 days; group 6: scan-to-delivery interval: 22-42 days. The accuracy of WE was compared between five commonly used formulas using means of percentage errors (MPE), random error, medians of absolute percentage errors (MAPE), and proportions of estimates within 10 % of actual birth weight. RESULTS: Significant differences were found between the time interval groups with regard to MAPE and MPE values (p < 0.001). All formulas showed a systematic underestimation of fetal weight (negative MPEs) (p < 0.05). MPE values were closest to zero in time interval group 1 and 2. From group 3 to 6, a continuous decrease was observed. The lowest MAPE was found with the Merz formula in group 1 and 2. Values increased continuously from group 3 to 6. Differences between time interval group one and three did not reach statistical significance. CONCLUSIONS: WE in fetal macrosomia shows the best results when examinations are performed within 7 days before delivery, using the formula of Merz et al. Accuracy significantly decreases after this time period.


Assuntos
Parto Obstétrico , Macrossomia Fetal/diagnóstico por imagem , Peso Fetal/fisiologia , Ultrassonografia Pré-Natal/métodos , Adulto , Peso ao Nascer , Estudos de Coortes , Estudos Transversais , Feminino , Humanos , Recém-Nascido , Masculino , Gravidez , Estudos Retrospectivos , Fatores de Tempo , Adulto Jovem
16.
Methods Inf Med ; 53(6): 419-27, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25112367

RESUMO

BACKGROUND: The concept of boosting emerged from the field of machine learning. The basic idea is to boost the accuracy of a weak classifying tool by combining various instances into a more accurate prediction. This general concept was later adapted to the field of statistical modelling. Nowadays, boosting algorithms are often applied to estimate and select predictor effects in statistical regression models. OBJECTIVES: This review article attempts to highlight the evolution of boosting algorithms from machine learning to statistical modelling. METHODS: We describe the AdaBoost algorithm for classification as well as the two most prominent statistical boosting approaches, gradient boosting and likelihood-based boosting for statistical modelling. We highlight the methodological background and present the most common software implementations. RESULTS: Although gradient boosting and likelihood-based boosting are typically treated separately in the literature, they share the same methodological roots and follow the same fundamental concepts. Compared to the initial machine learning algorithms, which must be seen as black-box prediction schemes, they result in statistical models with a straight-forward interpretation. CONCLUSIONS: Statistical boosting algorithms have gained substantial interest during the last decade and offer a variety of options to address important research questions in modern biomedicine.


Assuntos
Algoritmos , Inteligência Artificial , Disciplinas das Ciências Biológicas , Funções Verossimilhança , Aprendizado de Máquina , Modelos Estatísticos
17.
Methods Inf Med ; 53(6): 428-35, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25112429

RESUMO

BACKGROUND: Boosting algorithms to simultaneously estimate and select predictor effects in statistical models have gained substantial interest during the last decade. OBJECTIVES: This review highlights recent methodological developments regarding boosting algorithms for statistical modelling especially focusing on topics relevant for biomedical research. METHODS: We suggest a unified framework for gradient boosting and likelihood-based boosting (statistical boosting) which have been addressed separately in the literature up to now. RESULTS: The methodological developments on statistical boosting during the last ten years can be grouped into three different lines of research: i) efforts to ensure variable selection leading to sparser models, ii) developments regarding different types of predictor effects and how to choose them, iii) approaches to extend the statistical boosting framework to new regression settings. CONCLUSIONS: Statistical boosting algorithms have been adapted to carry out unbiased variable selection and automated model choice during the fitting process and can nowadays be applied in almost any regression setting in combination with a large amount of different types of predictor effects.


Assuntos
Algoritmos , Pesquisa Biomédica/estatística & dados numéricos , Funções Verossimilhança , Computação Matemática , Modelos Estatísticos , Humanos , Análise de Regressão
18.
Int J Cardiol ; 173(2): 253-8, 2014 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-24650659

RESUMO

BACKGROUND: Aortic pulse wave velocity (PWV) was linked to LV-geometry and -function in patients with kidney disease and non-ischemic cardiomyopathy. The role of aortic compliance after acute STEMI is so far unknown. In the present study, we prospectively investigated the relationship of increased aortic stiffness with biomarkers of myocardial wall stress 4 months after STEMI. METHODS: 48 STEMI patients who were reperfused by primary coronary angioplasty underwent cardiovascular magnetic resonance (CMR) at baseline and at 4-month follow-up. The CMR protocol comprised cine-CMR as well as gadolinium contrast-enhanced CMR. Aortic PWV was determined by velocity-encoded, phase-contrast CMR. Blood samples were routinely drawn at baseline and follow-up to determine N-terminal pro-B-type natriuretic peptide (NT-proBNP). In a subgroup of patients, mid-regional pro-adrenomedullin (MR-proADM) and mid-regional pro-A-type natriuretic peptide (MR-proANP) levels were determined. RESULTS: Patients with a PWV above median (>7.0m/s) had significantly higher NT-proBNP, MR-proADM and MR-proANP concentrations at 4-month follow-up than patients with a PWV below median (all p<0.02). PWV showed moderate to good correlation with NT-proBNP, MR-proAMD and MR-proANP levels 4 months after STEMI (all p<0.05). Multivariate analysis revealed PWV, beside myocardial infarct size, as an independent predictor of 4-month NT-proBNP levels after correction for age, creatinine and LV ejection fraction (model r: 0.781, p<0.001). CONCLUSION: Aortic stiffness is directly associated with biomarkers of myocardial wall stress 4 months after reperfused STEMI, suggesting a role for aortic stiffness in chronic LV-remodelling.


Assuntos
Angioplastia Coronária com Balão , Doenças da Aorta/epidemiologia , Doenças da Aorta/metabolismo , Infarto do Miocárdio , Miocárdio/metabolismo , Rigidez Vascular , Adulto , Idoso , Fator Natriurético Atrial/metabolismo , Biomarcadores/metabolismo , Creatinina/metabolismo , Feminino , Seguimentos , Humanos , Imagem Cinética por Ressonância Magnética , Masculino , Pessoa de Meia-Idade , Análise Multivariada , Infarto do Miocárdio/epidemiologia , Infarto do Miocárdio/metabolismo , Infarto do Miocárdio/terapia , Peptídeo Natriurético Encefálico/metabolismo , Fragmentos de Peptídeos/metabolismo , Fluxo Pulsátil , Fatores de Risco , Estresse Mecânico , Volume Sistólico
19.
Eur Heart J Acute Cardiovasc Care ; 3(1): 10-7, 2014 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-24337918

RESUMO

BACKGROUND: Pulse wave velocity is a measure of aortic stiffness and an independent predictor of cardiovascular morbidity and mortality. Adiponectin is involved in atherosclerosis and inflammation. In the present study we aimed to explore the association between plasma adiponectin concentrations and pulse wave velocity in the acute phase after ST-segment elevation myocardial infarction (STEMI). METHODS: Forty-six consecutive STEMI patients (mean age 57 ± 11 years) treated with primary percutaneous coronary intervention (PCI) were enrolled in this cross-sectional study. Plasma adiponectin was measured 2 days after index event by enzyme-linked immunosorbent assay. Aortic pulse wave velocity (PWV) was calculated by the transit-time method with the use of a velocity-encoded, phase-contrast cardiac magnetic resonance protocol. RESULTS: Median plasma adiponectin concentration was 2385 ng/ml (interquartile range 1735-5403). Males had lower plasma adiponectin values than females and current smokers had lower values than non-smokers (all p<0.02). Adiponectin was significantly associated with PWV (r=0.505, p<0.001), age (r=0.437, p=0.002), and total cholesterol (r=0.468, p=0.001). Multiple linear regression analysis revealed adiponectin as a predictor of PWV independently of age, sex, smoking status, total cholesterol, and N-terminal pro-B-type natriuretic peptide (p=0.027). CONCLUSIONS: Plasma adiponectin concentrations are strongly associated with aortic stiffness in patients after acute STEMI treated with primary PCI. Our data support a possible role for adiponectin as an independent risk marker for increased aortic stiffness in STEMI patients.


Assuntos
Adiponectina/sangue , Aorta Torácica/fisiopatologia , Eletrocardiografia , Infarto do Miocárdio/sangue , Intervenção Coronária Percutânea/métodos , Rigidez Vascular/fisiologia , Aorta Torácica/patologia , Biomarcadores/sangue , Velocidade do Fluxo Sanguíneo , Estudos Transversais , Ensaio de Imunoadsorção Enzimática , Feminino , Seguimentos , Humanos , Imagem Cinética por Ressonância Magnética , Masculino , Pessoa de Meia-Idade , Infarto do Miocárdio/diagnóstico , Infarto do Miocárdio/cirurgia , Prognóstico , Estudos Prospectivos
20.
Skin Res Technol ; 19(2): 100-6, 2013 May.
Artigo em Inglês | MEDLINE | ID: mdl-23279071

RESUMO

BACKGROUND/PURPOSE: Different devices are used for the non-invasive measurement of (constitutive) skin pigmentation in (epidemiological) studies. Reproducibility of measurements with the Chromameter (CM, model CR 300, Minolta, Osaka) and the Reflectometer (RM, Courage & Khazaka, Cologne) has not yet been examined in detail and was addressed in a set of four experiments and studies respectively. METHODS: Regarding the CM, the Y value of the Yxy CIE 1931 colour system was utilized, representing lightness in this colour space, while the RM measured reflectance at 660 nm with a small bandwidth of 20 nm. Both devices measure reflectance on a scale from 0 to 100%, however, in different wavelength ranges. Between 3 and 20 repetitions were performed on standard grey scales and different sets of human volunteers, including RM measurements in a large epidemiological field study. RESULTS: While the coefficient of variation (V) increases and the intraclass correlation coefficient decreases from controlled laboratory to field conditions, reproducibility remained in a range considered acceptable, if adequate study conditions were maintained. In a direct comparison on human skin, V of the RM was significantly smaller than that of the CM. CONCLUSION: Both devices can be used confidently in field studies; however, based on considerations of skin optics and in view of slightly lesser variability, the RM may be preferable.


Assuntos
Colorimetria/instrumentação , Fotometria/instrumentação , Pigmentação da Pele/fisiologia , Adulto , Idoso , Estudos Epidemiológicos , Desenho de Equipamento , Análise de Falha de Equipamento , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Reprodutibilidade dos Testes , Sensibilidade e Especificidade , Adulto Jovem
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