Suitability of machine learning models for prediction of clinically defined Stage III/IV periodontitis from questionnaires and demographic data in Danish cohorts.

AIM: To evaluate if, and to what extent, machine learning models can capture clinically defined Stage III/IV periodontitis from self-report questionnaires and demographic data. MATERIALS AND METHODS: Self-reported measures of periodontitis, demographic data and clinically established Stage III/IV periodontitis status were extracted from two Danish population-based cohorts (The Copenhagen Aging and Midlife Biobank [CAMB] and The Danish Health Examination Survey [DANHES]) and used to develop cross-validated machine learning models for the prediction of clinically established Stage III/IV periodontitis. Models were trained using 10-fold cross-validations repeated three times on the CAMB dataset (n = 1476), and the resulting models were validated in the DANHES dataset (n = 3585). RESULTS: The prevalence of Stage III/IV periodontitis was 23.2% (n = 342) in the CAMB dataset and 9.3% (n = 335) in the DANHES dataset. For the prediction of clinically established Stage III/IV periodontitis in the CAMB cohort, models reached area under the receiver operating characteristics (AUROCs) of 0.67-0.69, sensitivities of 0.58-0.64 and specificities of 0.71-0.80. In the DANHES cohort, models derived from the CAMB cohort achieved AUROCs of 0.64-0.70, sensitivities of 0.44-0.63 and specificities of 0.75-0.84. CONCLUSIONS: Applying cross-validated machine learning algorithms to demographic data and self-reported measures of periodontitis resulted in models with modest capabilities for the prediction of Stage III/IV periodontitis in two Danish cohorts.

Social inequality in tooth loss: separate and joint effects of household income and dental visits.

OBJECTIVE: The aim of the study was to investigate the separate and joint effects of household income and dental visits on tooth loss. BASIC RESEARCH DESIGN: Participants from the Social Inequality in Cancer Cohort (SIC) were followed in registers for household income (2000), dental visits (2002-2009) and tooth loss (2010-2016). Logistic regression was used to assess the effect of household income and dental visits on tooth loss, and linear models were applied to assess the separate and joint effects of household income and dental visits. RESULTS: In total, 10.8% of the participants had tooth loss (⟨15 teeth present). Low household income and irregular dental visits showed significantly higher odds ratios for tooth loss. Compared to regular dental visits, irregular dental visits accounted for 923 (95% CI 840 - 1,005) extra cases of tooth loss per 10,000 persons, and compared to high household income, low household income accounted for 1,294 (95% CI 1,124 - 1,464) additional cases of tooth loss per 10,000 persons. Further, due to household income-dental visit interaction, we observed 581 (95% CI 233 - 928) extra cases of tooth loss per 10,000 persons. CONCLUSION: Low household income and irregular dental visits are important in relation to social inequality in tooth loss. Irregular dental visits are associated with higher risk of tooth loss among persons with low household income compared to persons with high household income. Such interaction may be explained by differences in susceptibility to tooth loss across household income groups.

A program review of a community-based oral health care program for socially vulnerable and underserved citizens in Denmark.

OBJECTIVES: To describe the oral health and oral health-related quality of life among social vulnerable adults enrolled in a special oral care program, and to evaluate the effect of oral care on their oral health-related quality of life. METHOD: Social workers identified social vulnerable persons in social centres and referred them to the program. Dental clinics were arranged including a well-motivated staff to be special responsive to these clients. The participants, (n = 235, mean age 43.5 years) with drug abuse, being homeless, permanently unemployed, or with mental problems were offered low-cost treatment services. Data collection was made by clinical registration and questionnaires. Oral health-related quality of life was measured by means of the Oral Health Impact Profile-14 index (OHIP-14). RESULTS: 94% of the participants had actual decayed teeth (mean 9.5). Forty-four per cent had not visited a dentist within 5 years and less than one-third reported tooth brushing twice a day, 17% even less frequent. One hundred and forty-six completed the dental program within the program period. Mean OHIP-14 score was 28.6 at baseline. Among those who fulfilled the program, the OHIP-14 score was reduced to 9.9 (p < .001). CONCLUSION: Oral health among the study population was very poor. However, oral problems in this group can be solved, and their oral health-related quality of life can be increased although it requires special arrangements and special clinical environment.

Barriers and facilitators for prevention in Danish dental care.

Objective: To explore barriers and facilitators to oral disease prevention in Danish dental care from a multi-stakeholder perspective. Methods: Eleven semi-structured focus groups and interviews about Danish oral healthcare were conducted with 27 stakeholders (general public, dental teams, dental policy makers) in Copenhagen. Transcripts were analyzed using deductive thematic analysis independently by KR and HL, supervised by JC and KVC. Results: Seven broad themes were identified, including both barriers and facilitators: Knowledge and attitudes, Education and training, Regulation, Incentivization, Multidisciplinary approach, Access to care and the Dental professional-patient relationship. Whilst all themes were relevant to each group of stakeholders, the salient driver within each theme was different for each group. Conclusions: Stakeholder perspectives on the Danish Oral health care system suggest the following are important features for a preventively focused system: (a) Involving all stakeholders in oral healthcare planning. (b) Securing sufficient and ongoing briefing regarding disease prevention for all stakeholders. (c) Regulatory support and creation of incentives to promote and facilitate implementation of disease prevention. (d) Appropriate prevention for disadvantaged groups within society which may be possible to a higher degree by means of multidisciplinary collaboration. (e) Personal relations between the patient and the professional based on mutual trust.

Genetic predisposition to adiposity is associated with increased objectively assessed sedentary time in young children.

Increased sedentariness has been linked to the growing prevalence of obesity in children, but some longitudinal studies suggest that sedentariness may be a consequence rather than a cause of increased adiposity. We used Mendelian randomization to examine the causal relations between body mass index (BMI) and objectively assessed sedentary time and physical activity in 3-8 year-old children from one Finnish and two Danish cohorts [NTOTAL=679]. A genetic risk score (GRS) comprised of 15 independent genetic variants associated with childhood BMI was used as the instrumental variable to test causal effects of BMI on sedentary time, total physical activity, and moderate-to-vigorous physical activity (MVPA). In fixed effects meta-analyses, the GRS was associated with 0.05 SD/allele increase in sedentary time (P=0.019), but there was no significant association with total physical activity (beta=0.011 SD/allele, P=0.58) or MVPA (beta=0.001 SD/allele, P=0.96), adjusting for age, sex, monitor wear-time and first three genome-wide principal components. In two-stage least squares regression analyses, each genetically instrumented one unit increase in BMI z-score increased sedentary time by 0.47 SD (P=0.072). Childhood BMI may have a causal influence on sedentary time but not on total physical activity or MVPA in young children. Our results provide important insights into the regulation of movement behaviour in childhood.

Examination of lifestyle factors and diseases in teaching periodontology in dental education in the Nordic countries.

INTRODUCTION: Lifestyle and general diseases are important for the development of periodontitis and other diseases in the oral cavity. Therefore, knowledge on lifestyle factors must be part of the dental curriculum. However, a search for information in the literature databases gave meagre results. The aim of this study was to describe education of lifestyle in relation to diseases in the oral cavity with focus on periodontitis and to elucidate how education is practiced and reflected in dental education in the Nordic countries. MATERIALS AND METHODS: A questionnaire, which consisted of 18 questions, was sent to the chairs of the departments of periodontology in the Nordic countries. The questions concerned extent, curriculum structure, educational method, content, assessment and evaluation of the education. RESULTS: Education on lifestyle factors took place at all dental schools, but the extent, content and placement in the curriculum varied. In some schools, more than 10 lessons were scheduled; two schools had only 3-5 lessons. The education of lifestyle factors was prioritised highest in the departments of periodontology followed by cariology and general health. Despite differences in the content across the dental schools, there were also similarities. So, at all schools smoking, medication, cardiovascular diseases and diabetes type 2 had a high priority. Education of other factors such as alcohol, psychological stress, oral hygiene habits, hypotension and obesity varied. CONCLUSION: Despite the general view that understanding of odontology is considered to be rather homogenous in the Nordic countries, the education varies across the dental schools. This variation may inspire dental educators in the future planning dental curricula.

Monitoring meticillin resistant Staphylococcus aureus and its spread in Copenhagen, Denmark, 2013, through routine whole genome sequencing.

Typing of meticillin resistant Staphylococcus aureus (MRSA) by whole genome sequencing (WGS) is performed routinely in Copenhagen since January 2013. We describe the relatedness, based on WGS data and epidemiological data, of 341 MRSA isolates. These comprised all MRSA (n = 300) identified in Copenhagen in the first five months of 2013. Moreover, because MRSA of staphylococcal protein A (spa)-type 304 (t304), sequence type (ST) 6 had been associated with a continuous neonatal ward outbreak in Copenhagen starting in 2011, 41 t304 isolates collected in the city between 2010 and 2012 were also included. Isolates from 2013 found to be of t304, ST6 (n=14) were compared to the 41 earlier isolates. In the study, isolates of clonal complex (CC) 22 were examined in detail, as this CC has been shown to include the hospital-acquired epidemic MRSA (EMRSA-15) clone. Finally, all MRSA ST80 were also further analysed, as representatives of an important community-acquired MRSA in Europe. Overall the analysis identified 85 spa-types and 35 STs from 17 CCs. WGS confirmed the relatedness of epidemiologically linked t304 neonatal outbreak isolates. Several non-outbreak related patients had isolates closely related to the neonatal isolates suggesting unrecognised community chains of transmission and insufficient epidemiological data. Only four CC22 isolates were related to EMRSA-15. No community spread was observed among the 13 ST80 isolates. WGS successfully replaced conventional typing and added information to epidemiological surveillance. Creation of a MRSA database allows clustering of isolates based on single nucleotide polymorphism (SNP) calling and has improved our understanding of MRSA transmission.

Tooth brushing among 11- to 15-year-olds in Denmark: combined effect of social class and migration status.

OBJECTIVE: Regular tooth brushing in adolescence predicts stable tooth brushing habits later in life. Differences in tooth brushing habits by ethnic background and socioeconomic position have been suggested. We investigated migration status and social class in relation to infrequent tooth brushing both separately and combined. METHODS: The study population was 11-15 year-olds chosen from a clustered random sample of schools. Univariate and multivariate logistic regression analyses estimated the separate and combined effects of migration status and social class on less than twice daily tooth brushing. RESULTS: 10,607 respondents: a response rate of 88.3%. Boys of lower social class had higher odds ratio (OR) of infrequent tooth brushing than girls: 1.98 (95% confidence interval 1.62-2.41) vs 1.80 (1.53-2.24). Immigrants and descendants had higher odds compared to adolescents of Danish origin: immigrant boys OR 1.39 (1.05-1.89), girls OR 1.92 (1.47-2.50); descendant boys OR 2.53 (1.97-3.27), girls OR 2.56 (2.02-3.35). Analyses of the combined effect of social class and migration status showed that the social gradient in tooth brushing habits observed among ethnic Danes cannot be found among groups of immigrants and descendants. CONCLUSION: The study shows that both non-Danish origin and low social class increases the risk of infrequent tooth brushing among school-aged children. The study calls for in depth analyses of the processes which influence young people's tooth brushing habits. Further, there is a need to strengthen the promotion of appropriate tooth brushing habits of minority and low social class youths.

Inequality, Familial Aggregation, and Risk Prediction of Caries in Siblings.

INTRODUCTION: Social and family conditions are likely of great importance to dental health; however, limited evidence of familial aggregation of caries among adolescent siblings exists. Moreover, social and family-level factors have never been evaluated as isolated caries predictors at the individual level. OBJECTIVES: The objectives were to evaluate socioeconomic patterning of caries among siblings, assess sibling-specific aggregation of caries within families, and examine if such aggregation differed by parental socioeconomic position (SEP). We also evaluated the discriminant ability of sibling caries, SEP, and other social and familial factors in predicting caries in cosiblings. METHODS: This nationwide register-based study included all 15-y-olds in Denmark in 2003 (index siblings) and their biological siblings born within ±3 y (cosiblings). Clinical and sociodemographic data for each subject were compiled from Danish national dental, social, and population registers. Caries was measured by the decayed, missing, and filled tooth surfaces (DMFS) index. Predictors included SEP (parental education, income, and occupational social class), gender, birth order, immigration status, and household type. Adjusted SEP-caries associations were estimated using negative binomial regression. Familial aggregation was evaluated using adjusted pairwise odds ratios from alternating logistic regressions. Caries prediction was based on classification and regression tree (CART) analyses. RESULTS: The study included 23,847 sibling pairs (n = 47,694). Socioeconomic patterning of caries was similar among the index and cosiblings with significant graded SEP-caries associations. Significant sibling-specific aggregation of caries was observed; cosiblings of caries-affected index siblings had odds of having caries 3.9 times (95% confidence interval: 3.65-4.18) as high as that of cosiblings with caries-free index siblings. This sibling similarity was stronger in socioeconomically disadvantaged families (adjusted pairwise odds ratios: 3.08-5.47). CART revealed index sibling caries as the single most important caries predictor, with caries predicted in ≥84% of cosiblings of adolescents with ≥3 carious tooth surfaces. CONCLUSIONS: Caries in a sibling should prompt preventive family-based approaches targeting cosiblings. KNOWLEDGE TRANSFER STATEMENT: This study revealed significant socioeconomic patterning of caries in adolescent siblings. Prediction modeling indicated that the single most important caries predictor among cosiblings was index sibling caries. Information on sibling caries level should be routinely combined with clinical evaluation to identify children at risk. Moreover, information on social and family conditions should be used to target prevention and health promotion at the school or municipal level. These approaches could possibly contribute to reducing the existing caries inequalities.

Oral health in children in Denmark under different public dental health care schemes.

PURPOSE: To describe and analyse oral health of children and adolescents under two types of dental health care schemes under the Public Dental Health Service in Denmark, and to analyse possible influence of socio-economic and socio-cultural factors. METHODS: Data on children's oral health status was obtained from public oral health registers and were pooled with data from questionnaires sent to parents of the children and adolescents. The study comprised individuals aged 5, 12 and 15, in total 2168 persons, randomly drawn from four municipalities with dental care provided by salaried dentists in public dental clinics and three municipalities with dental care provided by dentists in private practice. 70% of the parents completed a questionnaire including questions on socio-economic and socio-cultural background, lifestyle-related factors, self assessment of parents' oral- and general health. After the data were merged, the final study population represented 60% of the original target population. RESULTS: The mean caries experience (DMFS+dmfs) was 2.2 and further analysis of caries experience in each age group showed no variations in relation to type of provider of dental care. However, multiple dummy regression analyses demonstrated that low education, poor general health, foreign citizenship and smoking habits of the parents were important determinants for high level of caries in their children. CONCLUSION: Occurrence of dental caries as well as changes over time in levels of dental caries of Danish children did not vary by scheme of Public Dental Health Service, i.e. whether dental health care was provided by public employed dentists or by private practitioners. However, social inequalities still relate to caries experience in children and adolescents. Adjustment of preventive oral health activities strategy seems to be needed.

Rural alcohol abuse.

One hundred and forty-eight rural males between the ages of 18 and 60 volunteered to be tested and were interviewed with a series of scales and background information items that were selected to predict alcohol abuse or nonabuse. The subjects were classified as Black abusers, Black nonabusers, White abusers, and White nonabusers. Major sections of the test and interview format included measures of achievement need, alienation, tolerance of deviance, leisure time, religious fundamentalism, general deviation, mobility, age, family size, and education. Criteria of abuse and nonabuse were based on interview information related to quantity consumed, circumstances for drinking, problems related to drinking, and a community estimate from references. Field research data across 32 Texas villages were used to develop recommendations for education, information, and treatment for strictly rural American areas. Analysis of variance methods identified significant differences between abusers and nonabusers on measures of tolerance of deviance, religious fundamentalism, general deviation, mobility, age, and education.

Immigrants and a public oral health care service for children in Denmark.

The present study was conducted to compare level of dental caries, treatment pattern and contact patterns with the Child Oral Health Care System of children of immigrants. The study comprised 239 Turkish, 117 Pakistani and 91 other immigrants and a control group of 359 Danish children. Data were extracted from the dental records in the clinic where they were treated. All groups of immigrants showed more caries in the primary dentition and less caries in the permanent dentition than Danish children of comparable age. For preschool children a higher number of broken appointments were found for the immigrants as well as a higher number of appointments which were interrupted due to management problems. The consequences for planning preventive and restorative programs for children of immigrants are discussed.

The ORATEL project. Telematic system for quality assurance in oral health care.

ORATEL is a 3-year project of which WHO/EURO is prime partner and which is partially supported financially by the Advanced Informatics in Medicine programme of the Commission of the Europe Communities. ORATEL has the ultimate objective of improving oral health through use of appropriate telematic information tools for quality assurance and development. These tools have the potential to promote quality assurance in oral health care by using common quality indicator standards which allow for comparison of outcome and resource utilization. The project has completed its first phase. The main challenge of this Phase I was to develop and reach European consensus on indicators for quality in oral health care. Based on the Phase I activities, a manual on the basic minimum set of indicators for quality in oral health care was prepared. Phase II covered development of the three telematic information tools and the preparation of a technical manual. Phase III is testing and evaluation of the tools started in February 1994 and is taking place during.

Continuous improvement of oral health in Europe.

The oral health action programmes of the WHO Regional Office for Europe (WHO/EURO) comply with the overall European Health Policy and targets for the improvement of health in Europe by the year 2000 (HFA2000) and focus on promotive and preventive care approaches primarily at the community level. Various activities, including the development of guidelines for local action projects, have been established to support WHO/EURO's Member States in initiating preventive oral health care system and introducing the concept of continuous quality development in oral health care. The main focus for Countries of Central and Eastern Europe (CCEE) is to formulate national goals for oral health and to further develop oral health services in the region. Collection of national data using agreed European quality indicators for oral health will form the basis of appropriate monitoring and development of technologies to improve oral health care services and the oral health status at large. The WHO/EURO action programmes aim to implement oral disease prevention and health promotion activities. Guidelines have been established to support individual Member States who intend to establish community-based programmes in accordance with scientifically sound principles and methods. The ORATEL Project (Telematic System for Quality Assurance in Oral Health Care) is part of the Commission of European Communities (CEC) strategy for harmonization and standardization in health care (CEC) Programme for advanced informatics in medicine--AIM/CEC) and ORATEL is the only AIM/CEC project related to oral health. The ORATEL Project aims to improve the oral health status in the European Region through use of appropriate computerized information systems. The Project will support management and administration of dental clinics and will be an integral part of a quality assurance system to promote a standardized level of quality in the field. Its advanced educational and decision-support tools can be used by professionals at all levels of the system. ORATEL possesses tools for aggregating and transmitting data upwards for monitoring and evaluation purposes at local, national and supranational administrative levels.

No relation between sleep duration and adiposity indicators in 9-36 months old children: the SKOT cohort.

BACKGROUND: Epidemiological studies in adults and children have repeatedly reported an association between short sleep duration and the risk of obesity. Studies using both objective measurements of sleep and dual-energy X-ray absorptiometry in children aged three are, however, lacking. OBJECTIVE: The study aims to examine both the longitudinal and cross-sectional associations between sleep duration and adiposity indicators in children aged 3 and younger. METHODS: On a cohort of 311 infants born at term, we used parent-reported sleep duration at 9 months, 18 months and 3 years of age, and accelerometer estimated nocturnal sleep duration at 3 years of age. Sleep duration at 9 and 18 months were used to predict adiposity at 3 years of age. RESULTS: We found no associations between any of the adiposity indicators at 3 years of age and (i) parent-reported total sleep duration at 9 months, 18 months and 3 years, and (2) nocturnal sleep duration measured with accelerometry at 3 years of age. Multivariate adjustments were used in both approaches. CONCLUSION: Our results do not support the hypothesis that short sleep duration is associated with increased adiposity in this cohort of young Danish children.

X-ray tomography using the full complex index of refraction.

We report on x-ray tomography using the full complex index of refraction recorded with a grating-based x-ray phase-contrast setup. Combining simultaneous absorption and phase-contrast information, the distribution of the full complex index of refraction is determined and depicted in a bivariate graph. A simple multivariable threshold segmentation can be applied offering higher accuracy than with a single-variable threshold segmentation as well as new possibilities for the partial volume analysis and edge detection. It is particularly beneficial for low-contrast systems. In this paper, this concept is demonstrated by experimental results.

Perceptions of risks of eating undercooked meat and willingness to change cooking practices.

Knowledge and awareness of food safety issues relating to improperly cooked hamburger and willingness to change hamburger cooking practices were examined from a representative sample of 1004 adult Texans. Awareness of the danger of improperly cooked hamburger, knowledge of specific foodborne pathogens and knowledge of food safety practices had no effect on willingness to change behavior, but respondents who were better-educated, female and Hispanic and respondents who used newspapers/magazines or televisions were all more likely to report willingness to change their cooking practices.

Oral health behavior and attitudes of adults in Lithuania.

In Lithuania, the oral health system is currently in transition and systematic data are needed for public oral health care planning. The objectives of this study were (i) to describe the self-assessment of oral health status in Lithuanian adults, the oral hygiene practices, and dental visiting habits; (ii) to assess the attitudes towards teeth and oral health, dental care and oral health services; (iii) to determine whether oral health attitudes and behavior are affected by socio-economic factors; and (iv) to analyse the association between self-care practices and use of oral health services. The study comprised random samples of 35-44-year-olds (n = 381) and 65-74-year-olds (n = 302). Data were collected during 1997 98 by means of self-administered questionnaires and the response rate was 53%. Nearly all persons of ages 35-44 had natural teeth, whereas 14% of 65-74-year-olds were edentulous. Among the dentate persons, 45% of the young adults against 36% of the elderly claimed having poor teeth, and 66% and 55%, respectively, had experience of pain from teeth or mouth during the past year. At ages 35-44, 33% of participants reported toothbrushing at least twice a day and this was the case for 21% of 65-74-year-olds. Dental visits within the past year were indicated by 60% of young adults and 43% of the elderly; 83% of all participants reported that their last visit to the dentist was due to acute oral symptoms. In general, the participants had positive dental knowledge and attitudes; however, 56% were unaware of any effect of fluoride. The bivariate analyses showed that perceived oral health status and oral self-care practices were related to use of dental services. The multivariate analyses of dental visiting habits revealed the effects of gender, urbanization, presence of natural teeth, experience of dental problems, attitudes to dental care and dentists, and education. In conclusion, preventive dental services should be introduced and the establishment of community-based oral health promotion programs is urgently needed for Lithuania.

Revascularization of a seven-week-old infant lower extremity: case report.

A seven-week-old infant suffered a closed segmental fracture of the left tibia and fibula complicated by vascular disruption and a secondary compartment syndrome. Initial orthopedic assessment revealed a clinically mottled, cool, pulseless extremity 4 hr post-injury. Radiologic investigations showed multiple displaced fractures of both the tibia and fibula. The infant underwent four compartment fasciotomies and intramedullary nailing of the tibial fractures. The vascularity of the limb failed to improve significantly. Angiograms done 22 hr post-injury revealed disruption of arterial inflow just distal to the bifurcation of the tibial peroneal trunk and posterior tibial artery. Urgent revascularization utilizing a contralateral greater saphenous vein graft was undertaken with a successful outcome. Despite delay in transport from the community hospital and lack of definitive management of the vascular injury, the infant has had a good-to-excellent functional outcome.