Improved predictive mapping of indoor radon concentrations using ensemble regression trees based on automatic clustering of geological units.

PURPOSE: According to estimations around 230 people die as a result of radon exposure in Switzerland. This public health concern makes reliable indoor radon prediction and mapping methods necessary in order to improve risk communication to the public. The aim of this study was to develop an automated method to classify lithological units according to their radon characteristics and to develop mapping and predictive tools in order to improve local radon prediction. METHOD: About 240 000 indoor radon concentration (IRC) measurements in about 150 000 buildings were available for our analysis. The automated classification of lithological units was based on k-medoids clustering via pair-wise Kolmogorov distances between IRC distributions of lithological units. For IRC mapping and prediction we used random forests and Bayesian additive regression trees (BART). RESULTS: The automated classification groups lithological units well in terms of their IRC characteristics. Especially the IRC differences in metamorphic rocks like gneiss are well revealed by this method. The maps produced by random forests soundly represent the regional difference of IRCs in Switzerland and improve the spatial detail compared to existing approaches. We could explain 33% of the variations in IRC data with random forests. Additionally, the influence of a variable evaluated by random forests shows that building characteristics are less important predictors for IRCs than spatial/geological influences. BART could explain 29% of IRC variability and produced maps that indicate the prediction uncertainty. CONCLUSION: Ensemble regression trees are a powerful tool to model and understand the multidimensional influences on IRCs. Automatic clustering of lithological units complements this method by facilitating the interpretation of radon properties of rock types. This study provides an important element for radon risk communication. Future approaches should consider taking into account further variables like soil gas radon measurements as well as more detailed geological information.

Serological monitoring of antibodies for an early diagnosis ofaspergillosis in captive penguins

Abstract: This study aimed to evaluate the efficacy of detection of anti-Aspergillus fumigatus antibodies in captive penguins by double radial agar gel immunodiffusion (AGID) for the aspergillosis diagnosis. We included 134 Magellanic penguins (Spheniscus magellanicus) in rehabilitation at the Center for Recovery of Marine Animals (CRAM / FURG). All of them were monitored by AGID weekly until its final destination (death or release), totalizing 660 serum samples studied. All animals were clinically accompanied and post-mortem examinations was performed in penguins that died during the studied period. A total of 28% (37/134) of the penguins died, 89.2% (33/37) due to aspergillosis, 11% (4/37) by other causes and 97 were released. From the 33 animals with proven aspergillosis, 21 presented anti- A. fumigatus antibodies by AGID, being the average interval between death and positive AGID 16.4 days. Twelve animals with negative serology died of aspergillosis. The sensitivity and specificity rates were 63.6% and 95% respectively, and the positive and negative predictive values were 80.7% and 88.9% respectively. These data demonstrate that the serological monitoring for detection of antibodies by AGID can be an important tool for the diagnosis of aspergillosis in penguins.

Monitoring human cytomegalovirus viral load in peripheral blood leukocytes of renal transplant recipients by a simple limiting dilution-PCR assay

To assess the clinical relevance of a semi-quantitative measurement of human cytomegalovirus (HCMV) DNA in renal transplant recipients within the typical clinical context of a developing country where virtually 100% of both receptors and donors are seropositive for this virus, we have undertaken HCMV DNA quantification using a simple, semi-quantitative, limiting dilution polymerase chain reaction (PCR). We evaluated this assay prospectively in 52 renal transplant patients from whom a total of 495 serial blood samples were collected. The samples scored HCMV positive by qualitative PCR had the levels of HCMV DNA determined by end-point dilution-PCR. All patients were HCMV DNA positive during the monitoring period and a diagnosis of symptomatic infection was made for 4 of 52 patients. In symptomatic patients the geometric mean of the highest level of HCMV DNAemia was 152,000 copies per 106 leukocytes, while for the asymptomatic group this value was 12,050. Symptomatic patients showed high, protracted HCMV DNA levels, whereas asymptomatic patients demonstrated intermittent low or moderate levels. Using a cut-off value of 100,000 copies per 106 leukocytes, the limiting dilution assay had sensitivity of 100%, specificity of 92%, a positive predictive value of 43% and a negative predictive value of 100% for HCMV disease. In this patient group, there was universal HCMV infection but relatively infrequent symptomatic HCMV disease. The two patient groups were readily distinguished by monitoring with the limiting dilution assay, an extremely simple technology immediately applicable in any clinical laboratory with PCR capability.

The effectiveness of a health versus appearance message on pregnant women's intentions to exercise postpartum : the moderating role of self-monitoring

Despite the confimied health benefits of exercise during the postpartum period, many new mothers are not sufficiently active. The present research aimed to examine the effectiveness of 2 types of messages on intention to exercise after giving birth on 2 groups of pregnant women (low and high self-monitors) using the Theory of Planned Behavior as a theoretical basis. Participants were 2 1 8 pregnant women 1 8 years of age and older (Mean age = 27.9 years, SD = 5.47), and in their second or third trimester. Women completed a demographics questionnaire, a self-monitoring (SM) scale and the Godin Leisure Time Exercise Questionnaire for current and pre-pregnancy exercise levels. They then read one of two brochures, describing either the health or appearance benefits of exercise for postpartum women. Women's attitudes, social norms, perceived behavioral control, and intentions to exercise postpartum were then assessed to determine whether one type of message (health or appearance) was more effective for each group. A MANOVA found no significant effect (p>0.05) for message type, SM, or their interaction. Possible reasons include the fact that the two messages may have been too similar, reading any message about exercise may result in intentions to exercise, or lack of attention given to the brochure. Given the lack of research in this area, more studies are necessary to confirm the present results. Two additional exploratory analyses were conducted. Pearson correlations found higher levels of pre-pregnancy exercise and current exercise to be associated with more positive attitudes, more positive subjective norms, higher perceived behavioral control, and higher intention to exercise postpartum. A hierarchical regression was conducted to determine the predictive utility of attitudes, subjective norms, and perceived behavioral control on intention for each self-monitoring group. Results of the analysis demonstrated the three independent variables significantly predicted intention (p < .001) in both groups, accounting for 58-62% of the variance in intention. For low self-monitors, attitude was the strongest predictor of intention, followed by perceived behavioral control and subjective norm. For high self-monitors, perceived behavioral control was the strongest predictors, followed by attitudes and subjective norm. The present study has practical and real world implications by contributing to our understanding of what types of messages, in a brochure format, are most effective in changing pregnant women's attitudes, subjective norm, perceived behavioral control and intention to exercise postpartum and provides ftirther support for the use of the Theory of Planned Behavior with this population.

Perceived parental monitoring, adolescent disclosure, and adolescent depressive symptoms : a longitudinal examination

Parental monitoring has long been stressed as an important parenting practice in reducing adolescent susceptibility to depression. An extensive review by Stattin and Kerr (2000), however, , revealed that researchers had confounded perceptions of parental monitoring (i.e., parental solicitation and control) with parental knowledge, and neglected to consider the role of adolescent willingness to disclose. In the present study, adolescents (N = 1995; 51.3% female) were surveyed at two time points (grade 10 and 11). To disentangle the role of perceived parenting, three central issues were addressed. First, the present study examined whether parental knowledge, adolescent disclosure, and parental monitoring (i.e., parental solicitation and control) in grade 10 predicted adolescent depression in grade 11. Second, the predictive value of adolescent depression in grade lOon parental knowledge, adolescent disclosure, parental solicitation and parental control in grade 11 was considered. Lastly, associations among parental knowledge, adolescent disclosure, parental solicitation and parental control were examined over time. Findings indicated that higher levels of parental knowledge were associated with subsequent lower levels of depressive symptoms, and that depressive symptoms predicted lower levels of parental knowledge over time. Both adolescent willingness to disclose and parental control predicted higher parental knowledge. These findings underscore the role of adolescent and perceived parent contributions to parental knowledge, and highlight the importance of perceived parental knowledge in predicting reduced adolescent susceptibility to depression.

The predictive role of parenting practices and family functioning on the core symptoms of ADHD

Cette étude vise à examiner la relation entre les pratiques parentales utilisées durant la période de l'enfance et les dimensions principales du du trouble déficitaire de l'attention avec hyperactivité (TDAH) à l'adolescence, soit l’inattention, l’hyperactivité et l’impulsivité. Les pratiques spécifiques parentales (engagement, pratiques parentales appropriée, supervision, punitions corporelles, discipline appropriée, discipline sévère et incohérente, discipline verbale positive, félicitations et récompenses, et les attentes claires) et les aspects du fonctionnement familial (communication, résolution de problèmes, rôles dans la famille, sensibilité affective, engagement affectif, contrôle comportemental) ont été examinés par rapport à l'inattention et d'hyperactivité. Trente-six enfants de 6 à 9 ans et leurs parents ont participé à une étude longitudinale de 5 ans. Il y a un manque d'études longitudinales dans ce domaine et cette étude vise à combler cette lacune. Les résultats ne montrent pas de résultats significatifs dans la relation entre les pratiques parentales utilisées dans l'enfance et les symptômes principaux de l'hyperactivité et l'inattention à l'adolescence. Les études futures devraient se concentrer sur la relation entre la psychopathologie parentale et les principaux symptômes du TDAH de l'enfance à l'adolescence, ainsi que l'impact des pratiques parentales sur ces principaux symptômes.

Predictive vegetation mapping in the Mediterranean context: Considerations and methodological issues

The need to map vegetation communities over large areas for nature conservation and to predict the impact of environmental change on vegetation distributions, has stimulated the development of techniques for predictive vegetation mapping. Predictive vegetation studies start with the development of a model relating vegetation units and mapped physical data, followed by the application of that model to a geographic database and over a wide range of spatial scales. This field is particularly important for identifying sites for rare and endangered species and locations of high biodiversity such as many areas of the Mediterranean Basin. The potential of the approach is illustrated with a mapping exercise in the alti-meditterranean zone of Lefka Ori in Crete. The study established the nature of the relationship between vegetation communities and physical data including altitude, slope and geomorphology. In this way the knowledge of community distribution was improved enabling a GIS-based model capable of predicting community distribution to be constructed. The paper describes the development of the spatial model and the methodological problems of predictive mapping for monitoring Mediterranean ecosystems. The paper concludes with a discussion of the role of predictive vegetation mapping and other spatial techniques, such as fuzzy mapping and geostatistics, for improving our understanding of the dynamics of Mediterranean ecosystems and for practical management in a region that is under increasing pressure from human impact.

Design of a labVIEW system applied to predictive maintenance

The implementation of vibration analysis techniques based on virtual instrumentation has spread increasingly in the academic and industrial branch, since the use of any software for this type of analysis brings good results at low cost. Among the existing software for programming and creation of virtual instruments, the LabVIEW was chosen for this project. This software has good interface with the method of graphical programming. In this project, it was developed a system of rotating machine condition monitoring. This monitoring system is applied in a test stand, simulating large scale applications, such as in hydroelectric, nuclear and oil exploration companies. It was initially used a test stand, where an instrumentation for data acquisition was inserted, composed of accelerometers and inductive proximity sensors. The data collection system was structured on the basis of an NI 6008 A/D converter of National Instruments. An electronic circuit command was developed through the A/D converter for a remote firing of the test stand. The equipment monitoring is performed through the data collected from the sensors. The vibration signals collected by accelerometers are processed in the time domain and frequency. Also, proximity probes were used for the axis orbit evaluation and an inductive sensor for the rotation and trigger measurement. © (2013) Trans Tech Publications, Switzerland.

Predictive maintenance of a worm reducer with an unbalanced load

Among all predictive maintenance techniques the oil analysis and vibration analysis are the most important for monitoring some mechanical systems. The integration of these techniques has potential to improve industrial maintenance practices and provide a better economic gain for industries. To study the integration of these two techniques, a test rig was set up to obtain an extreme working condition for the worm reducer used in this paper. The test rig was composed by a motor connected to a reducer through a flexible coupling and with an unbalanced load. The analysis of the results carried out by using a sample of the oil recommended by the manufacturer in extreme conditions, and using liquid contaminant is presented. From the results it was observed that if there is an abnormal instantaneous load in a system, the subsequent vibration analysis may not perceive what occurred if there was no permanent damage, which is not the case with the lubricant analysis.

Oral health as a predictive factor for oral mucositis

OBJECTIVES: Oral mucositis is a complication frequently associated with hematopoietic stem cell transplantation, decreasing a patient’s quality of life and increasing the occurrence of opportunistic infections. The purpose of this study was to determine the incidence and severity of oral mucositis and to assess the correlation of this disease with the oral health of an individual at the time of hematopoietic stem cell transplantation. METHODS: Before transplantation, patients’ oral health and inflammatory conditions were determined using the gingival index and the plaque index, which are based on gingival bleeding and the presence of dental plaque, respectively. Additionally, the dental health status was determined using the decayed, missing, and filled teeth index. The monitoring of oral mucositis was based on the World Health Organization grading system and was performed for five periods: from Day 0 to D+5, from D+6 to D+10, from D+11 to D+15, from D+16 to D+20, and from D+21 to D+30. RESULTS: A total of 97 patients (56% male and 44% female) who underwent hematopoietic stem cell transplantation at the Hospital das Clinicas da Faculdade de Medicina da Universidade de Sao Paulo between January 2008 and July 2009 were prospectively examined. The incidence of ulcerative mucositis was highest from days +6 to +10 and from days +11 to +15 in the patients who underwent autologous and allogeneic hematopoietic stem cell transplantation, respectively. CONCLUSION: The data, including the dental plaque and periodontal status data, showed that these oral health factors were predictive of the incidence and severity of oral mucositis in a cohort of patients with similar conditioning regimens before hematopoietic stem cell transplantation

Optimierung der Pharmakotherapie schizophrener Patienten durch objektive Symptomerfassung und Therapeutisches Drug Monitoring

Der Erfolg einer Schizophrenie-Behandlung ist zum größten Teil abhängig vom Ansprechen des Patienten auf seine antipsychotische Medikation. Welches Medikament und welche Dosis bei einem individuellen Patienten wirksam sind, kann derzeit erst nach mehrwöchiger Behandlung beurteilt werden. Ein Grund für variierendes Therapieansprechen sind variable Plasmakonzentrationen der Antipsychotika. Ziel dieser Arbeit war es, zu untersuchen, in wieweit der Therapieerfolg zu einem frühen Zeitpunkt der Behandlung durch objektive Symptomerfassung vorhersagbar ist und welche Faktoren die hohe Variabilität der Antipsychotikaspiegel im Blut beeinflussen. rnEine 18-monatige naturalistische klinische Studie an schizophrenen Patienten wurde durchgeführt, um folgende Fragen zu beantworten: Kann man das Therapieansprechen prädizieren und welche Instrumente sind dafür geeignet? Die Psychopathologie wurde anhand zweier Messskalen (Brief Psychiatric Rating Scale, BPRS und Clinical Global Impressions, CGI) wöchentlich ermittelt, um die Besserung der Krankheitssymptome im Verlauf von 8 Wochen zu bewerten. Therapiebegleitend wurden noch die Serum-Konzentrationen der Antipsychotika gemessen. Objektive Symptomerfassung durch BPRS oder CGI waren als Messinstrumente geeignet, Therapieansprechen vorherzusagen. Bezogen auf den Behandlungsbeginn war eine Verminderung der Symptome hoch prädiktiv für späteres Therapieversagen oder -ansprechen. Eine Verminderung um mehr als 36,5% auf der BPRS Skala in Woche 2 wurde als signifikanter Schwellenwert für Nichtansprechen ermittelt. Patienten, deren Symptombesserung unterhalb des Schwellenwertes lag, hatten eine 11,2-fach höhere Wahrscheinlichkeit, am Ende der Studie nicht auf ihre medikamentöse Therapie anzusprechen als die Patienten, die sich um mindestens 36,5% verbesserten. Andere Faktoren, wie Alter, Geschlecht, Dauer der Erkrankung oder Anzahl der stationären Aufenthalte hatten keinen Einfluss auf die Prädiktion des Therapieansprechens. Therapeutische Antipsychotika-Spiegel übten einen positiven Einfluss auf die Ansprechrate aus. Bei Patienten mit therapeutischen Spiegeln war das Ansprechen rascher und die Ansprechrate größer als unter denjenigen deren Spiegel außerhalb der therapeutisch üblichen Bereiche lag. rnEine wichtige Voraussetzung für den Einsatz von TDM ist das Vorhandensein einer präzisen, reproduzierbaren, zeit- und kostensparenden analytischen Methode zur quantitativen Bestimmung der untersuchten Substanzen. Die Entwicklung und Validierung einer solchen geeigneten Methode wurde für den Nachweis von Haloperidol vorgenommen. Eine HPLC-Methode mit Säulenschaltung erwies sich für TDM geeignet. rnBasierend auf den Ergebnissen der eigenen klinischen Studie zur Response Prädiktion wurde untersucht, welche Faktoren die Variabilität der Pharmakokinetik von Antipsychotika beeinflussen. Die Variabilität der Pharmakokinetik ist ein Grund für fehlendes oder unzureichendes Ansprechen. Es wurde zum einen der Einfluss der galenischen Formulierung auf die Freisetzung und zum anderen der Einfluss von entzündlichen Prozessen auf die Metabolisierung eines Antipsychotikums untersucht. Dazu wurden Patientendaten retrospektiv ausgewertet.rnDie Analyse von 247 Serumspiegeln von Patienten, die mit Paliperidon in OROS®Formulierung, einer neu eingeführten Retardform, behandelt wurden, zeigte, dass die intraindividuelle Variabilität der Talspiegel (Vk) von Paliperidon 35% betrug. Er war damit vergleichbar wie für nicht retardiertes Risperidon 32% (p=n.s.). Die Retardierung hatte demnach keinen Varianz mindernden Effekt auf die Talspiegel des Antipsychotikums. Der Wirkstoff-Konzentrations-Bereich lag bei 21-55 ng/ml und entsprach ebenfalls nahezu dem therapeutischen Bereich von Risperidon (20-60 ng/ml). rnEntzündliche Prozesse können die Metabolisierung von Medikamenten verändern. Dies wurde bisher für Medikamente nachgewiesen, die über CYP1A2 abgebaut werden. Durch die eigene Analyse von 84 Patienten-Serumspiegeln konnte festgestellt werden, dass die Metabolisierung von Quetiapin während eines entzündlichen Prozesses beeinträchtigt war, wahrscheinlich durch Hemmung von CYP3A4. Dies sprach dafür, dass auch Wirkstoffe, die über CYP3A4 abgebaut werden, während eines entzündlichen Prozesses im Körper in ihrer Pharmakokinetik beeinträchtigt sein können. Aus diesem Grund sollte während einer Infektion unter der Therapie mit Quetiapin besonders auf die Nebenwirkungen geachtet werden und der Serumspiegel sollte in dieser Zeit überwacht werden, um den Patienten vor eventuellen Nebenwirkungen oder sogar Intoxikationen zu schützen. rnDie Befunde dieser Arbeit zeigen, dass bei einer Behandlung schizophrener Patienten mit Antipsychotika die Messung der Psychopathologie zur Vorhersage des Therapieansprechens und die Messung der Blutspiegel zur Identifizierung von Faktoren, die die pharmakokinetische Variabilität bedingen, geeignet sind. Objektive Symptomerfassung und Therapeutisches Drug Monitoring sind demnach Instrumente, die für die Steuerung der antipsychotischen Pharmakotherapie genutzt werden sollten.rn

Predicting and monitoring cancer treatment response with diffusion-weighted MRI

An imaging biomarker that would provide for an early quantitative metric of clinical treatment response in cancer patients would provide for a paradigm shift in cancer care. Currently, nonimage based clinical outcome metrics include morphology, clinical, and laboratory parameters, however, these are obtained relatively late following treatment. Diffusion-weighted MRI (DW-MRI) holds promise for use as a cancer treatment response biomarker as it is sensitive to macromolecular and microstructural changes which can occur at the cellular level earlier than anatomical changes during therapy. Studies have shown that successful treatment of many tumor types can be detected using DW-MRI as an early increase in the apparent diffusion coefficient (ADC) values. Additionally, low pretreatment ADC values of various tumors are often predictive of better outcome. These capabilities, once validated, could provide for an important opportunity to individualize therapy thereby minimizing unnecessary systemic toxicity associated with ineffective therapies with the additional advantage of improving overall patient health care and associated costs. In this report, we provide a brief technical overview of DW-MRI acquisition protocols, quantitative image analysis approaches and review studies which have implemented DW-MRI for the purpose of early prediction of cancer treatment response.

Application of a new laser Doppler imaging system in planning and monitoring of surgical flaps

There is a demand for technologies able to assess the perfusion of surgical flaps quantitatively and reliably to avoid ischemic complications. The aim of this study is to test a new high-speed high-definition laser Doppler imaging (LDI) system (FluxEXPLORER, Microvascular Imaging, Lausanne, Switzerland) in terms of preoperative mapping of the vascular supply (perforator vessels) and postoperative flow monitoring. The FluxEXPLORER performs perfusion mapping of an area 9 x 9 cm with a resolution of 256 x 256 pixels within 6 s in high-definition imaging mode. The sensitivity and predictability to localize perforators is expressed by the coincidence of preoperatively assessed LDI high flow spots with intraoperatively verified perforators in nine patients. 18 free flaps are monitored before, during, and after total ischemia. 63% of all verified perforators correspond to a high flow spot, and 38% of all high flow spots correspond to a verified perforator (positive predictive value). All perfused flaps reveal a value of above 221 perfusion units (PUs), and all values obtained in the ischemic flaps are beneath 187 PU. In summary, we conclude that the present LDI system can serve as a reliable, fast, and easy-to-handle tool to detect ischemia in free flaps, whereas perforator vessels cannot be detected appropriately.

Prediction of hypertensive crisis based on average, variability and approximate entropy of 24-h ambulatory blood pressure monitoring

Approximate entropy (ApEn) of blood pressure (BP) can be easily measured based on software analysing 24-h ambulatory BP monitoring (ABPM), but the clinical value of this measure is unknown. In a prospective study we investigated whether ApEn of BP predicts, in addition to average and variability of BP, the risk of hypertensive crisis. In 57 patients with known hypertension we measured ApEn, average and variability of systolic and diastolic BP based on 24-h ABPM. Eight of these fifty-seven patients developed hypertensive crisis during follow-up (mean follow-up duration 726 days). In bivariate regression analysis, ApEn of systolic BP (P<0.01), average of systolic BP (P=0.02) and average of diastolic BP (P=0.03) were significant predictors of hypertensive crisis. The incidence rate ratio of hypertensive crisis was 14.0 (95% confidence interval (CI) 1.8, 631.5; P<0.01) for high ApEn of systolic BP as compared to low values. In multivariable regression analysis, ApEn of systolic (P=0.01) and average of diastolic BP (P<0.01) were independent predictors of hypertensive crisis. A combination of these two measures had a positive predictive value of 75%, and a negative predictive value of 91%, respectively. ApEn, combined with other measures of 24-h ABPM, is a potentially powerful predictor of hypertensive crisis. If confirmed in independent samples, these findings have major clinical implications since measures predicting the risk of hypertensive crisis define patients requiring intensive follow-up and intensified therapy.

Monitoring cerebral oxygenation during balloon occlusion with multichannel NIRS

We report on oxygenation changes noninvasively recorded by multichannel continuous-wave near infrared spectroscopy (CW-NIRS) during endovascular neuroradiologic interventions requiring temporary balloon occlusion of arteries supplying the cerebral circulation. Digital subtraction angiography (DSA) provides reference data on the site, timing, and effectiveness of the flow stagnation as well as on the amount and direction of collateral circulation. This setting allows us to relate CW-NIRS findings to brain specific perfusion changes. We focused our analysis on the transition from normal perfusion to vessel occlusion, i.e., before hypoxia becomes clinically apparent. The localization of the maximal response correlated either with the core (occlusion of the middle cerebral artery) or with the watershed areas (occlusion of the internal carotid artery) of the respective vascular territories. In one patient with clinically and angiographically confirmed insufficient collateral flow during carotid artery occlusion, the total hemoglobin concentration became significantly asymmetric, with decreased values in the ipsilateral watershed area and contralaterally increased values. Multichannel CW-NIRS monitoring might serve as an objective and early predictive marker of critical perfusion changes during interventions-to prevent hypoxic damage of the brain. It also might provide valuable human reference data on oxygenation changes as they typically occur during acute stroke.