11. |
- Delfin, Carl, et al.
(author)
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A Federated Database for Obesity Research : An IMI-SOPHIA Study
- 2024
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In: Life. - 0024-3019. ; 14:2
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Journal article (peer-reviewed)abstract
- Obesity is considered by many as a lifestyle choice rather than a chronic progressive disease. The Innovative Medicines Initiative (IMI) SOPHIA (Stratification of Obesity Phenotypes to Optimize Future Obesity Therapy) project is part of a momentum shift aiming to provide better tools for the stratification of people with obesity according to disease risk and treatment response. One of the challenges to achieving these goals is that many clinical cohorts are siloed, limiting the potential of combined data for biomarker discovery. In SOPHIA, we have addressed this challenge by setting up a federated database building on open-source DataSHIELD technology. The database currently federates 16 cohorts that are accessible via a central gateway. The database is multi-modal, including research studies, clinical trials, and routine health data, and is accessed using the R statistical programming environment where statistical and machine learning analyses can be performed at a distance without any disclosure of patient-level data. We demonstrate the use of the database by providing a proof-of-concept analysis, performing a federated linear model of BMI and systolic blood pressure, pooling all data from 16 studies virtually without any analyst seeing individual patient-level data. This analysis provided similar point estimates compared to a meta-analysis of the 16 individual studies. Our approach provides a benchmark for reproducible, safe federated analyses across multiple study types provided by multiple stakeholders.
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13. |
- Hawkes, Jeffrey A., et al.
(author)
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An international laboratory comparison of dissolved organic matter composition by high resolution mass spectrometry : Are we getting the same answer?
- 2020
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In: Limnology and Oceanography. - : Wiley. - 1541-5856. ; 18:6, s. 235-258
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Journal article (peer-reviewed)abstract
- High-resolution mass spectrometry (HRMS) has become a vital tool for dissolved organic matter (DOM) characterization. The upward trend in HRMS analysis of DOM presents challenges in data comparison and interpretation among laboratories operating instruments with differing performance and user operating conditions. It is therefore essential that the community establishes metric ranges and compositional trends for data comparison with reference samples so that data can be robustly compared among research groups. To this end, four identically prepared DOM samples were each measured by 16 laboratories, using 17 commercially purchased instruments, using positive-ion and negative-ion mode electrospray ionization (ESI) HRMS analyses. The instruments identified similar to 1000 common ions in both negative- and positive-ion modes over a wide range of m/z values and chemical space, as determined by van Krevelen diagrams. Calculated metrics of abundance-weighted average indices (H/C, O/C, aromaticity and m/z) of the commonly detected ions showed that hydrogen saturation and aromaticity were consistent for each reference sample across the instruments, while average mass and oxygenation were more affected by differences in instrument type and settings. In this paper we present 32 metric values for future benchmarking. The metric values were obtained for the four different parameters from four samples in two ionization modes and can be used in future work to evaluate the performance of HRMS instruments.
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14. |
- Zheng, Lucy R., et al.
(author)
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Serious Games as a Complementary Tool for Social Skill Development in Young People: A Systematic Review of the Literature
- 2021
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In: Simulation & Gaming. - : SAGE Publications. - 1046-8781 .- 1552-826X. ; 52:6
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Journal article (peer-reviewed)abstract
- Background The use of games for social skill development in the classroom is accelerating at a tremendous rate. At the same time, the research surrounding games designed for teaching social skills remains fragmented. This systematic review summarizes the current existing literature on social skill serious games for young people ages 5 to 19 and is the first review of serious games to note the demographic and geographic component of these studies. Method This review included papers that: evaluated a game designed to teach social skills; included measurable, quantitative outcomes; have a translation or be published in English; were peer-reviewed; date from January 2010 to May 2020; and have a nonclinical study population between ages of 5 to 19. Keywords were obtained from the CASEL 5 framework. Results Our findings are mixed but suggest that serious games may improve social skills when used alongside in-person discussion. We also found potential effects of the length of time of gameplay, intervention, and follow-up on social skill serious game effectiveness. Although this review found promising research conducted in East Asian countries and with minority samples in the United States, the majority of social skill serious game research takes place in the United States and Australia, with unreported demographic information and white-majority samples. Conclusions Due to the limited number of published studies in this area and studies lacking methodological rigor, the effectiveness of using games to teach social skills and the impact of background on social skill learning require further discussion.
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