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2.
Gesundheitswesen ; 84(7): 581-596, 2022 Jul.
Article in German | MEDLINE | ID: mdl-35679867

ABSTRACT

AIM OF THE STUDY: The digital transformation in healthcare is also of fundamental importance for healthcare research. For this reason, experts should agree on, prioritize and identify key topics for a medium-term strategy of the German Network for Health Services Research and classify the general development of digital health in the context of health services research. METHODS: Between April and September 2018, the working groups "Digital Health" and "Validation and Linkage of Secondary Data" of the German Network for Health Services Research were asked to submit their expertise online using the methodological approach of a Delphi study. For this purpose, a multi-stage modified Delphi method with quantitative and qualitative approaches was chosen. Initially, a list of theses was drawn from the network's published position papers on digital health applications and medical apps. A total of 131 statements were formulated. The final survey instrument included questions on the biographical background of the participants, 42 developed items (33 statements and 8 open-ended questions), and one free-text field to add further aspects. Items were evaluated with a five-point Likert scale. A statement was accepted if the agreement rate was 75% or higher. RESULTS: Of the 110 potential participants, 50 (46%) took part in the first round and 39 (36%) in the second round of the Delphi survey. In the first round, there was a clear result for 24 of 33 statements. There were 20 statements "agreed with" and four "disagreed with." Nine statements were between 60 and 75% and were presented to the participants again for evaluation in the second round. In round two, of these nine statements, four statements were "agreed with" and five statements were "disagreed with." Digital Health Literacy" emerged as a particular focus in this Delphi study. CONCLUSION: In this Delphi study, experts were involved in selecting and prioritizing possible topics for the Digital Health working group and assessing future developments in digital health in the context of health services research. The results reflect both the expectations and interests of the members and are largely consistent with the recommendations of the report "Digitalization for Health" made by the expert council for assessing developments in the health sector.


Subject(s)
Delivery of Health Care , Health Services Research , Delphi Technique , Germany , Humans , Surveys and Questionnaires
3.
Gesundheitswesen ; 82(7): e77-e93, 2020 Jul.
Article in German | MEDLINE | ID: mdl-32698208

ABSTRACT

More than half of the German population has difficulties in dealing with health information. It is an important task of health services research to examine how healthcare professionals and health care organizations can meet this challenge. The DNVF Memorandum Health Literacy (Part 1) defines the terms of individual and organizational health literacy, presents the national and international state of research and ethical aspects of health literacy research in health care settings. The relevance of health literacy research is worked out in different phases of life, for different target groups and in different healthcare contexts. Central research topics and future research desiderata are derived.


Subject(s)
Health Literacy , Delivery of Health Care , Germany , Health Personnel , Health Services Research , Humans
4.
Gesundheitswesen ; 82(7): 639-645, 2020 Jul.
Article in German | MEDLINE | ID: mdl-32698207

ABSTRACT

More than half of the German population has difficulties in dealing with health information. It is an important task of health services research to examine how healthcare professionals and health care organizations can meet this challenge. This short version of the DNVF Memorandum Health Literacy (Part 1) defines the terms of individual and organizational health literacy, presents the national and international state of research and ethical aspects of health literacy research in health care settings. Central research topics and future research desiderata are derived.


Subject(s)
Health Literacy , Germany , Health Personnel , Health Services Research , Humans
5.
Gesundheitswesen ; 81(10): 850-854, 2019 Oct.
Article in German | MEDLINE | ID: mdl-31683317

ABSTRACT

The memorandum outlines core questions that should be addressed by future health services research in order to evaluate the impact of health and medical apps on quality of processes and patient outcomes and to take advantage of their potential as new data sources for scientific research.


Subject(s)
Delivery of Health Care , Health Services Research , Mobile Applications , Germany , Humans , Information Storage and Retrieval
6.
Gesundheitswesen ; 81(10): e154-e170, 2019 Oct.
Article in German | MEDLINE | ID: mdl-31574556

ABSTRACT

There are huge expectations to improve quality and efficiency of prevention and healthcare by using digital health applications. In contrast to the dynamically growing supply and a high affinity of large parts of the population to use health and medical apps, there is a lack of data and methods to assess quality, benefit, and patient safety with health apps, most of them are not yet regulated .This memorandum outlines core questions that should be addressed by future health services research in order to evaluate the impact of health and medical apps on quality of processes and patient outcomes and to take advantage of their potential as new data sources for scientific research.


Subject(s)
Delivery of Health Care , Health Services Research , Germany , Humans , Information Storage and Retrieval , Patient Safety
7.
Eur Respir J ; 53(4)2019 04.
Article in English | MEDLINE | ID: mdl-30765509

ABSTRACT

INTRODUCTION: The beneficial effect of improving air quality on lung function in the elderly remains unclear. We examined associations between decline in air pollutants and lung function, and effect modifications by genetics and body mass index (BMI), in elderly German women. METHODS: Data were analysed from the prospective SALIA (Study on the influence of Air pollution on Lung function, Inflammation and Aging) study (n=601). Spirometry was conducted at baseline (1985-1994; age 55 years), in 2007-2010 and in 2012-2013. Air pollution concentrations at home addresses were determined for each time-point using land-use regression models. Global Lung Initiative 2012 z-scores were calculated. Weighted genetic risk scores (GRSs) were determined from lung function-related risk alleles and used to investigate interactions with improved air quality. Multiple linear mixed models were fitted. RESULTS: Air pollution levels decreased substantially during the study period. Reduction of air pollution was associated with an increase in z-scores for forced expiratory volume in 1 s (FEV1) and the FEV1/forced vital capacity ratio. For a decrease of 10 µg·m-3 in nitrogen dioxide (NO2), the z-score for FEV1 increased by 0.14 (95% CI 0.01-0.26). However, with an increasing number of lung function-related risk alleles, the benefit from improved air quality decreased (GRS×NO2 interaction: p=0.029). Interactions with BMI were not significant. CONCLUSIONS: Reduction of air pollution is associated with a relative improvement of lung function in elderly women, but also depends on their genetic make-up.


Subject(s)
Aging , Air Pollutants/adverse effects , Air Pollution , Lung/drug effects , Lung/physiopathology , Obesity/genetics , Obesity/physiopathology , Aged , Cohort Studies , Female , Forced Expiratory Volume , Germany , Humans , Middle Aged , Nitrogen Dioxide/analysis , Prospective Studies , Vital Capacity
8.
Hautarzt ; 70(3): 169-184, 2019 Mar.
Article in German | MEDLINE | ID: mdl-30659336

ABSTRACT

BACKGROUND: Among the many risk factors for the development of atopic eczema (AE), the influence of air pollution has recently been discussed more often. A systematic review about this topic however is lacking. AIMS: Which effects of outdoor air pollution (particles, nitric oxides, sulfur dioxide, ozone or general traffic exhaust emissions) on AE can be demonstrated in a systematic analysis of available environmental epidemiologic studies? METHODS: All environmental epidemiologic studies on AE and air pollution found in the literature database PubMed were identified. The most important key figures of these studies were tabulated, the quality of evidence was graded and the studies described. RESULTS: A total of 57 studies were identified. Only one of the 15 cross-sectional studies with a large-scale exposure assessment found a significant association between AE and air pollution. In contrast 23 of 30 studies with small-scale exposure assessment found a significant association between AE and traffic related emissions-especially from trucks. Of the 30 studies, 14 were cohort studies (1 adult, 13 birth cohorts). The sole adult cohort found an association with intrinsic AE. In the East Asian cohorts (all published since 2015), an association between maternal exposure to traffic-related pollution and incidence of AE in the offspring was found. This was less clear in cohorts from Europe/US or simply not investigated. In 5/5 panel studies (all from South Korea), symptom severity of AE was found to be significantly and positively related to outdoor air pollution. CONCLUSIONS: In a systematic analysis of environmental epidemiologic studies about air pollution and AE rather good evidence was found that, based on small-scale exposure measurements, especially truck traffic emissions increased AE prevalence, while large-scale exposure to larger particles (PM10) or SO2 was without effect. Considering pathophysiologic aspects traffic exhaust emissions seem to affect both skin barrier function and activation of immune responses.


Subject(s)
Air Pollutants/adverse effects , Air Pollution/adverse effects , Dermatitis, Atopic/chemically induced , Environmental Exposure/adverse effects , Particulate Matter/adverse effects , Adult , Female , Humans , Motor Vehicles , Nitrogen Dioxide/adverse effects , Sulfur Dioxide/adverse effects
9.
J Allergy Clin Immunol ; 143(1): 378-385.e9, 2019 01.
Article in English | MEDLINE | ID: mdl-30336226

ABSTRACT

BACKGROUND: Although many risk factors have been described for atopic eczema in children, little is known about the eczema phenotype in middle-aged or elderly adults. OBJECTIVE: We sought to examine the association between air pollution, atopy, and eczema in adulthood. METHODS: This analysis was based on 834 women from the Study on the influence of Air pollution on Lung Function, Inflammation and Ageing cohort in Germany. Incident symptoms of eczema after age 55 years and prevalent symptoms of eczema 12 months or less before investigation were assessed by means of questionnaire at the second follow-up (2007-2010). Total serum IgE levels were measured at baseline (1985-1994) and in 2007-2010. Exposure to air pollution was assessed by using land-use regression. Adjusted logistic regression models were applied to estimate the association between air pollution and incident and prevalent symptoms of eczema. Weighted genetic risk scores were used to investigate the effect of atopic eczema-related risk alleles on this association. RESULTS: Exposures to oxides of nitrogen (nitrogen dioxide and nitrogen oxides) and particulate matter (fine particulate matter with an aerodynamic diameter of ≤2.5 µm [PM2.5] and particulate matter with an aerodynamic diameter of <10 µm) were significantly associated with increased odds of incident eczema (eg, with PM2.5 per 4.7 µg/m3; odds ratio, 1.45; 95% CI, 1.06-1.99). These associations were slightly more pronounced with nonatopic eczema (eg, with PM2.5; odds ratio of 1.65 and 95% CI of 1.15-2.34 for participants without hay fever or increased IgE levels). Associations with air pollution were stronger in carriers of fewer risk alleles for atopic eczema. CONCLUSION: Nonatopic eczema in the elderly is associated with traffic-related air pollutants, and this phenotype differs from genetically driven atopic eczema.


Subject(s)
Air Pollution/adverse effects , Alleles , Eczema , Environmental Exposure/adverse effects , Gene Frequency , Eczema/chemically induced , Eczema/epidemiology , Eczema/genetics , Eczema/immunology , Female , Follow-Up Studies , Humans , Incidence , Middle Aged , Prevalence , Risk Factors
10.
Epidemiology ; 29(5): 618-626, 2018 09.
Article in English | MEDLINE | ID: mdl-29923866

ABSTRACT

BACKGROUND: Exposure to air pollution during pregnancy may increase attention-deficit/hyperactivity disorder (ADHD) symptoms in children, but findings have been inconsistent. We aimed to study this association in a collaborative study of eight European population-based birth/child cohorts, including 29,127 mother-child pairs. METHODS: Air pollution concentrations (nitrogen dioxide [NO2] and particulate matter [PM]) were estimated at the birth address by land-use regression models based on monitoring campaigns performed between 2008 and 2011. We extrapolated concentrations back in time to exact pregnancy periods. Teachers or parents assessed ADHD symptoms at 3-10 years of age. We classified children as having ADHD symptoms within the borderline/clinical range and within the clinical range using validated cutoffs. We combined all adjusted area-specific effect estimates using random-effects meta-analysis and multiple imputations and applied inverse probability-weighting methods to correct for loss to follow-up. RESULTS: We classified a total of 2,801 children as having ADHD symptoms within the borderline/clinical range, and 1,590 within the clinical range. Exposure to air pollution during pregnancy was not associated with a higher odds of ADHD symptoms within the borderline/clinical range (e.g., adjusted odds ratio [OR] for ADHD symptoms of 0.95, 95% confidence interval [CI] = 0.89, 1.01 per 10 µg/m increase in NO2 and 0.98, 95% CI = 0.80, 1.19 per 5 µg/m increase in PM2.5). We observed similar associations for ADHD within the clinical range. CONCLUSIONS: There was no evidence for an increase in risk of ADHD symptoms with increasing prenatal air pollution levels in children aged 3-10 years. See video abstract at, http://links.lww.com/EDE/B379.


Subject(s)
Air Pollution/adverse effects , Attention Deficit Disorder with Hyperactivity/etiology , Inhalation Exposure/adverse effects , Prenatal Exposure Delayed Effects/epidemiology , Air Pollution/analysis , Attention Deficit Disorder with Hyperactivity/diagnosis , Attention Deficit Disorder with Hyperactivity/epidemiology , Child , Child, Preschool , Europe/epidemiology , Female , Humans , Inhalation Exposure/analysis , Nitrogen Dioxide/adverse effects , Nitrogen Dioxide/analysis , Particulate Matter/adverse effects , Particulate Matter/analysis , Pregnancy
11.
Int J Hyg Environ Health ; 221(6): 861-867, 2018 07.
Article in English | MEDLINE | ID: mdl-29908909

ABSTRACT

Childhood eczema results from an interplay of genetic and environmental factors including Traffic-Related Air Pollution (TRAP). In contrast, little is known about eczema in the elderly in general and its association with TRAP in particular. Animal experiments indicate that the arylhydrocarbon receptor (AHR) might link TRAP and eczema. We investigated (i) incidence and prevalence of eczema in elderly women, (ii) its association with long-term TRAP exposure and (iii) the effect modification by AHR polymorphism rs2066853. The study is based on the SALIA cohort. The women's average age was 55 years at baseline (1985-1994) and 74 years at follow-up (2008-2009) examination. Incidence and prevalence of eczema were assessed by an adapted version of the International Study of Asthma and Allergies in Childhood (ISAAC) symptom questionnaire. TRAP was determined using land-use regression models. Adjusted logistic regression models were used. After age 55, the incidence and prevalence of eczema symptoms were 7.9% and 8.8%, respectively. Significant associations (p < 0.05) were found between all parameters of TRAP at the baseline visit and eczema incidence. The risk was higher for minor allele carriers of rs2066853 e.g. NOx: OR = 3.75, p = 0.030 vs. OR = 1.34, p = 0.317 in non-carriers (p(interaction) = 0.122). These results indicate a high incidence for eczema in elderly women, which is associated with chronic exposure to TRAP and possibly mediated by AHR.


Subject(s)
Eczema/epidemiology , Traffic-Related Pollution/adverse effects , Aged , Air Pollutants/adverse effects , Air Pollutants/analysis , Cohort Studies , Eczema/genetics , Female , Germany/epidemiology , Humans , Incidence , Nitrogen Oxides/adverse effects , Nitrogen Oxides/analysis , Particulate Matter/adverse effects , Particulate Matter/analysis , Polymorphism, Single Nucleotide , Prevalence , Receptors, Aryl Hydrocarbon/genetics , Traffic-Related Pollution/analysis
12.
PLoS One ; 13(4): e0194560, 2018.
Article in English | MEDLINE | ID: mdl-29641533

ABSTRACT

INTRODUCTION: Pulmonary rehabilitation, including aerobic exercise and strength training, improves function, such as spirometric indices, in lung disease. However, we found spirometry did not correlate with physical activity (PA) in healthy adolescents (Smith ERJ: 42(4), 2016). To address whether muscle strength did, we measured these adolescents' handgrip strength and correlated it with spirometry. METHODS: In 1846 non-smoking, non-asthmatic Germans (age 15.2 years, 47% male), we modeled spirometric indices as functions of handgrip strength by linear regression in each sex, corrected for factors including age, height, and lean body mass. RESULTS: Handgrip averaged 35.4 (SD 7.3) kg in boys, 26.6 (4.2) in girls. Spirometric volumes and flows increased linearly with handgrip. In boys each kg handgrip was associated with about 28 mL greater FEV1 and FVC; 60 mL/sec faster PEF; and 38 mL/sec faster FEF2575. Effects were 10-30% smaller in girls (all p<0.0001) and stable when Z-scores for spirometry and grip were modeled, after further correction for environment and/or other exposures, and consistent across stages of puberty. CONCLUSIONS: Grip strength was associated with spirometry in a cohort of healthy adolescents whose PA was not. Thus, research into PA's relationship with lung function should consider strength as well as total PA. Strength training may benefit healthy lungs; interventions are needed to prove causality.


Subject(s)
Hand Strength , Spirometry , Adolescent , Cohort Studies , Exercise , Female , Forced Expiratory Volume , Germany , Humans , Lung/physiology , Male , Sensitivity and Specificity , Sexual Maturation , Surveys and Questionnaires , Vital Capacity
13.
Pediatr Allergy Immunol ; 29(6): 596-605, 2018 09.
Article in English | MEDLINE | ID: mdl-29624745

ABSTRACT

BACKGROUND: Associations between traffic-related air pollution (TRAP) and childhood atopic dermatitis (AD) remain inconsistent, possibly due to unexplored gene-environment interactions. The aim of this study was to examine whether a potential effect of TRAP on AD prevalence in children is modified by selected single nucleotide polymorphisms (SNPs) related to oxidative stress and inflammation. METHODS: Doctor-diagnosed AD up to age 2 years and at 7-8 years, as well as AD symptoms up to age 2 years, was assessed using parental-reported questionnaires in six birth cohorts (N = 5685). Associations of nitrogen dioxide (NO2 ) estimated at the home address of each child at birth and nine SNPs within the GSTP1, TNF, TLR2, or TLR4 genes with AD were examined. Weighted genetic risk scores (GRS) were calculated from the above SNPs and used to estimate combined marginal genetic effects of oxidative stress and inflammation on AD and its interaction with TRAP. RESULTS: GRS was associated with childhood AD and modified the association between NO2 and doctor-diagnosed AD up to the age of 2 years (P(interaction) = .029). This interaction was mainly driven by a higher susceptibility to air pollution in TNF rs1800629 minor allele (A) carriers. TRAP was not associated with the prevalence of AD in the general population. CONCLUSIONS: The marginal genetic association of a weighted GRS from GSTP1, TNF, TLR2, and TLR4SNPs and its interaction with air pollution supports the role of oxidative stress and inflammation in AD.


Subject(s)
Dermatitis, Atopic/genetics , Glutathione S-Transferase pi/genetics , Toll-Like Receptor 2/genetics , Toll-Like Receptor 4/genetics , Traffic-Related Pollution/adverse effects , Tumor Necrosis Factor-alpha/genetics , Air Pollutants/adverse effects , Air Pollutants/analysis , Child , Child, Preschool , Dermatitis, Atopic/epidemiology , Dermatitis, Atopic/etiology , Female , Gene-Environment Interaction , Genetic Predisposition to Disease , Genetic Variation/genetics , Genotype , Humans , Male , Polymorphism, Single Nucleotide , Risk Factors
14.
Eur Respir J ; 51(2)2018 02.
Article in English | MEDLINE | ID: mdl-29467204

ABSTRACT

Air pollution has been associated with impaired lung and cognitive function, especially impairment in visuo-construction performance (VCP). In this article, we evaluate whether the effect of air pollution on VCP is mediated by lung function.We used data from the SALIA cohort (baseline 1985-1994 and follow-up 2007-2010) including 587 women aged 55 years at baseline. Particulate matter (PM) and nitrogen dioxide (NO2) exposures at baseline were estimated via land-use regression models. Lung function was characterised by averages between baseline and follow-up. We used age- and height-controlled Global Lung Initiative (GLI) z-scores of forced expiratory volume in 1 s (FEV1), forced vital capacity (FVC) and FEV1/FVC. VCP was assessed at follow-up with the CERAD-Plus neuropsychological test battery and causal mediation analysis was conducted.An increase of one interquartile range in FEV1 and FVC was positively associated with VCP (ß=0.18 (95% CI 0.02-0.34) and ß=0.23 (95% CI 0.07-0.39), respectively). The proportion of the association between NO2 on VCP mediated by FEV1 was 6.2% and this was higher in never smokers (7.2%) and non-carriers of the APOE-ε4 allele (11.2%). However, none of the mediations were statistically significant.In conclusion, air pollution associated VCP was partially mediated by lung function. Further studies on the mechanisms underlying this pathway are required to develop new strategies to prevent air pollution induced cognitive impairment.


Subject(s)
Air Pollutants/analysis , Cognitive Dysfunction/complications , Environmental Exposure , Lung Diseases/complications , Lung/drug effects , Aged , Aged, 80 and over , Aging , Air Pollution/analysis , Cognitive Dysfunction/etiology , Cohort Studies , Cross-Sectional Studies , Female , Forced Expiratory Volume , Germany/epidemiology , Humans , Lung Diseases/etiology , Middle Aged , Nitrogen Dioxide , Particulate Matter/analysis , Regression Analysis , Respiratory Function Tests , Vital Capacity
16.
BMC Genet ; 18(1): 115, 2017 Dec 16.
Article in English | MEDLINE | ID: mdl-29246113

ABSTRACT

BACKGROUND: Weighted genetic risk scores (GRS), defined as weighted sums of risk alleles of single nucleotide polymorphisms (SNPs), are statistically powerful for detection gene-environment (GxE) interactions. To assign weights, the gold standard is to use external weights from an independent study. However, appropriate external weights are not always available. In such situations and in the presence of predominant marginal genetic effects, we have shown in a previous study that GRS with internal weights from marginal genetic effects ("GRS-marginal-internal") are a powerful and reliable alternative to single SNP approaches or the use of unweighted GRS. However, this approach might not be appropriate for detecting predominant interactions, i.e. interactions showing an effect stronger than the marginal genetic effect. METHODS: In this paper, we present a weighting approach for such predominant interactions ("GRS-interaction-training") in which parts of the data are used to estimate the weights from the interaction terms and the remaining data are used to determine the GRS. We conducted a simulation study for the detection of GxE interactions in which we evaluated power, type I error and sign-misspecification. We compared this new weighting approach to the GRS-marginal-internal approach and to GRS with external weights. RESULTS: Our simulation study showed that in the absence of external weights and with predominant interaction effects, the highest power was reached with the GRS-interaction-training approach. If marginal genetic effects were predominant, the GRS-marginal-internal approach was more appropriate. Furthermore, the power to detect interactions reached by the GRS-interaction-training approach was only slightly lower than the power achieved by GRS with external weights. The power of the GRS-interaction-training approach was confirmed in a real data application to the Traffic, Asthma and Genetics (TAG) Study (N = 4465 observations). CONCLUSION: When appropriate external weights are unavailable, we recommend to use internal weights from the study population itself to construct weighted GRS for GxE interaction studies. If the SNPs were chosen because a strong marginal genetic effect was hypothesized, GRS-marginal-internal should be used. If the SNPs were chosen because of their collective impact on the biological mechanisms mediating the environmental effect (hypothesis of predominant interactions) GRS-interaction-training should be applied.


Subject(s)
Asthma/genetics , Environmental Pollution , Gene-Environment Interaction , Polymorphism, Single Nucleotide , Child , Computer Simulation , Genetic Markers , Genome-Wide Association Study , Genotype , Humans , Inflammation/genetics , Models, Genetic , Risk Factors
17.
Gesundheitswesen ; 79(12): 1080-1092, 2017 Dec.
Article in German | MEDLINE | ID: mdl-29287301

ABSTRACT

The term "digital health" is currently the most comprehensive term that includes all information and communication technologies in healthcare, including e-health, mobile health, telemedicine, big data, health apps and others. Digital health can be seen as a good example of the use of the concept and methodology of health services research in the interaction between complex interventions and complex contexts. The position paper deals with 1) digital health as the subject of health services research; 2) digital health as a methodological and ethical challenge for health services research. The often-postulated benefits of digital health interventions should be demonstrated with good studies. First systematic evaluations of apps for "treatment support" show that risks are higher than benefits. The need for a rigorous proof applies even more to big data-assisted interventions that support decision-making in the treatment process with the support of artificial intelligence. Of course, from the point of view of health services research, it is worth participating as much as possible in data access available through digital health and "big data". However, there is the risk that a noncritical application of digital health and big data will lead to a return to a linear understanding of biomedical research, which, at best, accepts complex conditions assuming multivariate models but does not take complex facts into account. It is not just a matter of scientific ethical requirements in health services care research, for instance, better research instead of unnecessary research ("reducing waste"), but it is primarily a matter of anticipating the social consequences (system level) of scientific analysis and evaluation. This is both a challenge and an attractive option for health services research to present itself as a mature and responsible scientific discipline.


Subject(s)
Delivery of Health Care , Health Services Research , Telemedicine , Decision Making , Germany , Humans , Technology Assessment, Biomedical
19.
BMC Genet ; 18(1): 55, 2017 06 12.
Article in English | MEDLINE | ID: mdl-28606108

ABSTRACT

BACKGROUND: For the analysis of gene-environment (GxE) interactions commonly single nucleotide polymorphisms (SNPs) are used to characterize genetic susceptibility, an approach that mostly lacks power and has poor reproducibility. One promising approach to overcome this problem might be the use of weighted genetic risk scores (GRS), which are defined as weighted sums of risk alleles of gene variants. The gold-standard is to use external weights from published meta-analyses. METHODS: In this study, we used internal weights from the marginal genetic effects of the SNPs estimated by a multivariate elastic net regression and thereby provided a method that can be used if there are no external weights available. We conducted a simulation study for the detection of GxE interactions and compared power and type I error of single SNPs analyses with Bonferroni correction and corresponding analysis with unweighted and our weighted GRS approach in scenarios with six risk SNPs and an increasing number of highly correlated (up to 210) and noise SNPs (up to 840). RESULTS: Applying weighted GRS increased the power enormously in comparison to the common single SNPs approach (e.g. 94.2% vs. 35.4%, respectively, to detect a weak interaction with an OR ≈ 1.04 for six uncorrelated risk SNPs and n = 700 with a well-controlled type I error). Furthermore, weighted GRS outperformed the unweighted GRS, in particular in the presence of SNPs without any effect on the phenotype (e.g. 90.1% vs. 43.9%, respectively, when 20 noise SNPs were added to the six risk SNPs). This outperforming of the weighted GRS was confirmed in a real data application on lung inflammation in the SALIA cohort (n = 402). However, in scenarios with a high number of noise SNPs (>200 vs. 6 risk SNPs), larger sample sizes are needed to avoid an increased type I error, whereas a high number of correlated SNPs can be handled even in small samples (e.g. n = 400). CONCLUSION: In conclusion, weighted GRS with weights from the marginal genetic effects of the SNPs estimated by a multivariate elastic net regression were shown to be a powerful tool to detect gene-environment interactions in scenarios of high Linkage disequilibrium and noise.


Subject(s)
Computational Biology/methods , Gene-Environment Interaction , Inflammation/genetics , Linkage Disequilibrium , Models, Genetic , Polymorphism, Single Nucleotide , Aged , Environmental Pollution/adverse effects , Genetic Markers , Genetic Predisposition to Disease , Genetic Testing , Genome-Wide Association Study , Humans , Regression Analysis , Risk Factors
20.
Ultraschall Med ; 38(5): 508-514, 2017 Oct.
Article in English | MEDLINE | ID: mdl-26529350

ABSTRACT

Purpose New 3 D technologies like xMatrix probes promise superiority over conventional mechanical probes and may allow a more detailed and time-saving prenatal diagnosis. In a comparison study we evaluate fetal ears. The aim of our study was to compare the following aspects of both techniques: (1) ultrasound detail resolution, (2) raw data acquisition time (AT) and (3) influence of covariates. Materials and Methods 3 D raw data volumes of the fetal ear were collected with the V6 - 2 (V6) and with the xMatrix (X6) probe and were stored after offline customization to a single picture. Two observers scored these images independently. Furthermore, the 3 D raw data acquisition time (AT) was recorded. Concordance between observers, maternal age, body mass index (BMI), weeks of gestation and location of the placenta were evaluated. Results Data volumes of 103 patients were analyzed. The X6 detected anatomic structures like the scapha (p = 0.0146), fossa triangularis (p = 0.0075) and cymba conchae (p = 0.0025) more often. The mean AT of the X6 was shorter compared to the V6 (p < 0.0001). A placenta location in the scanning field increased the AT only for the V6 (p < 0.01). Concordance between observers was higher for the X6 in most cases. Detailed structures were less visible at the end of pregnancy for both devices. Conclusion The comparison study demonstrated clear advantages of the new xMatrix technology concerning an advanced and fast examination of detailed structures like the fetal ear. The importance of 3 D assessment in cases of fetal ear anomaly should be proven in further studies.


Subject(s)
Ear , Fetus , Ultrasonography, Prenatal , Ear/diagnostic imaging , Ear/embryology , Female , Gestational Age , Humans , Maternal Age , Pregnancy , Ultrasonography
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