Literature DB >> 31075165

Perspective: Network Meta-analysis Reaches Nutrition Research: Current Status, Scientific Concepts, and Future Directions.

Lukas Schwingshackl1, Guido Schwarzer2, Gerta Rücker2, Joerg J Meerpohl1.   

Abstract

Traditional pairwise meta-analysis (PMA) is a very useful method that pools evidence from one study design type if appropriate; its widespread use in nutrition research is an important phenomenon. Recently, a promising method for more advanced evidence-synthesis, called network meta-analysis (NMA), was introduced. NMA is an extension of PMA that enables simultaneous comparison of multiple interventions. NMA combines direct evidence (i.e., trials comparing 2 interventions directly) and indirect evidence (i.e., from a connected route via ≥1 comparators, e.g. placebo) in a network of studies. NMAs have the potential to advance knowledge in the field of nutrition as they provide insights that cannot be obtained by individual 2-arm randomized controlled trials or PMA. Thus, in this perspective paper, we aim to summarize the current (methodologic) status of published NMAs in nutrition research and emphasize advances and strengths in comparison with traditional PMA through specific examples, and highlight potential pitfalls and limitations. NMA is an emerging methodology in the field of nutrition research. A PubMed search identified only 23 nutrition research-related NMAs published since the inception of journals up to January 8, 2019 (61% of them published since 2017), compared with >5000 published PMAs. Moreover, we aim to highlight the scientific concepts and standards through the use of the following NMA example: "Which type of oils/solid fats offers the greatest impact on blood lipids?" In this regard, we discuss intervention definitions, transitivity/similarity, statistical methods, description and visualization of results, inconsistency, ranking, dissemination bias, assessing the certainty of evidence by Grading of Recommendations Assessment, Development and Evaluation, and reporting guidelines. We expect that rigorously conducted NMAs based on high-quality systematic reviews will become the new evidence synthesis benchmark in nutrition research. However, caution is warranted because abuse and misinterpretations of PMA and NMA findings could hamper the scientific field and possibly decision-making regarding public policy.
Copyright © American Society for Nutrition 2019.

Entities:  

Keywords:  diet; evidence synthesis; network meta-analysis; nutrition; ranking

Mesh:

Year:  2019        PMID: 31075165      PMCID: PMC6743830          DOI: 10.1093/advances/nmz036

Source DB:  PubMed          Journal:  Adv Nutr        ISSN: 2161-8313            Impact factor:   8.701


  108 in total

1.  Food Groups and Risk of Overweight, Obesity, and Weight Gain: A Systematic Review and Dose-Response Meta-Analysis of Prospective Studies.

Authors:  Sabrina Schlesinger; Manuela Neuenschwander; Carolina Schwedhelm; Georg Hoffmann; Angela Bechthold; Heiner Boeing; Lukas Schwingshackl
Journal:  Adv Nutr       Date:  2019-03-01       Impact factor: 8.701

2.  Assessing the quality of reports of randomized clinical trials: is blinding necessary?

Authors:  A R Jadad; R A Moore; D Carroll; C Jenkinson; D J Reynolds; D J Gavaghan; H J McQuay
Journal:  Control Clin Trials       Date:  1996-02

Review 3.  9. Pharmacologic Approaches to Glycemic Treatment: Standards of Medical Care in Diabetes-2019.

Authors: 
Journal:  Diabetes Care       Date:  2019-01       Impact factor: 19.112

4.  Evidence synthesis for decision making 3: heterogeneity--subgroups, meta-regression, bias, and bias-adjustment.

Authors:  Sofia Dias; Alex J Sutton; Nicky J Welton; A E Ades
Journal:  Med Decis Making       Date:  2013-07       Impact factor: 2.583

Review 5.  Food groups and risk of type 2 diabetes mellitus: a systematic review and meta-analysis of prospective studies.

Authors:  Lukas Schwingshackl; Georg Hoffmann; Anna-Maria Lampousi; Sven Knüppel; Khalid Iqbal; Carolina Schwedhelm; Angela Bechthold; Sabrina Schlesinger; Heiner Boeing
Journal:  Eur J Epidemiol       Date:  2017-04-10       Impact factor: 8.082

Review 6.  Preventing necrotizing enterocolitis by food additives in neonates: A network meta-analysis revealing the efficacy and safety.

Authors:  Wentao Yu; Wu Sui; Linsong Mu; Wenying Yi; Haijuan Li; Liqin Wei; Weihong Yin
Journal:  Medicine (Baltimore)       Date:  2017-05       Impact factor: 1.889

Review 7.  Living network meta-analysis compared with pairwise meta-analysis in comparative effectiveness research: empirical study.

Authors:  Adriani Nikolakopoulou; Dimitris Mavridis; Toshi A Furukawa; Andrea Cipriani; Andrea C Tricco; Sharon E Straus; George C M Siontis; Matthias Egger; Georgia Salanti
Journal:  BMJ       Date:  2018-02-28

8.  A network meta-analysis on the comparative efficacy of different dietary approaches on glycaemic control in patients with type 2 diabetes mellitus.

Authors:  Lukas Schwingshackl; Anna Chaimani; Georg Hoffmann; Carolina Schwedhelm; Heiner Boeing
Journal:  Eur J Epidemiol       Date:  2018-01-04       Impact factor: 8.082

Review 9.  Definitions of Metabolic Health and Risk of Future Type 2 Diabetes in BMI Categories: A Systematic Review and Network Meta-analysis.

Authors:  Luca A Lotta; Ali Abbasi; Stephen J Sharp; Anna-Stina Sahlqvist; Dawn Waterworth; Julia M Brosnan; Robert A Scott; Claudia Langenberg; Nicholas J Wareham
Journal:  Diabetes Care       Date:  2015-11       Impact factor: 19.112

10.  When and how to update systematic reviews: consensus and checklist.

Authors:  Paul Garner; Sally Hopewell; Jackie Chandler; Harriet MacLehose; Holger J Schünemann; Elie A Akl; Joseph Beyene; Stephanie Chang; Rachel Churchill; Karin Dearness; Gordon Guyatt; Carol Lefebvre; Beth Liles; Rachel Marshall; Laura Martínez García; Chris Mavergames; Mona Nasser; Amir Qaseem; Margaret Sampson; Karla Soares-Weiser; Yemisi Takwoingi; Lehana Thabane; Marialena Trivella; Peter Tugwell; Emma Welsh; Ed C Wilson; Holger J Schünemann
Journal:  BMJ       Date:  2016-07-20
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  7 in total

1.  Impact of different dietary approaches on blood lipid control in patients with type 2 diabetes mellitus: a systematic review and network meta-analysis.

Authors:  Manuela Neuenschwander; Georg Hoffmann; Lukas Schwingshackl; Sabrina Schlesinger
Journal:  Eur J Epidemiol       Date:  2019-06-14       Impact factor: 8.082

2.  Impact of Meal Frequency on Anthropometric Outcomes: A Systematic Review and Network Meta-Analysis of Randomized Controlled Trials.

Authors:  Lukas Schwingshackl; Kai Nitschke; Jasmin Zähringer; Karin Bischoff; Szimonetta Lohner; Gabriel Torbahn; Sabrina Schlesinger; Christine Schmucker; Joerg J Meerpohl
Journal:  Adv Nutr       Date:  2020-09-01       Impact factor: 8.701

3.  Letter to the Editor on "Comparing the Effects of Docosahexaenoic and Eicosapentaenoic Acids on Inflammation Markers Using Pairwise and Network Meta-Analyses of Randomized Controlled Trials".

Authors:  Jakub Morze; Lukas Schwingshackl
Journal:  Adv Nutr       Date:  2021-02-01       Impact factor: 8.701

4.  Effect of Antioxidants on Sperm Quality Parameters in Subfertile Men: A Systematic Review and Network Meta-Analysis of Randomized Controlled Trials.

Authors:  Liang Su; Hua Qu; Yan Cao; Jian Zhu; Si-Zheng Zhang; Jie Wu; Yong-Zheng Jiao
Journal:  Adv Nutr       Date:  2021-10-25       Impact factor: 8.701

5.  Effects of nutrition intervention strategies in the primary prevention of overweight and obesity in school settings: a protocol for a systematic review and network meta-analysis.

Authors:  Edris Nury; Jakub Morze; Kathrin Grummich; Gerta Rücker; Georg Hoffmann; Claudia M Angele; Jürgen M Steinacker; Johanna Conrad; Daniela Schmid; Jörg J Meerpohl; Lukas Schwingshackl
Journal:  Syst Rev       Date:  2021-04-22

6.  Which physical therapy intervention is most effective in reducing secondary lymphoedema associated with breast cancer? Protocol for a systematic review and network meta-analysis.

Authors:  Raúl Alberto Aguilera-Eguía; Pamela Seron; Ruvistay Gutiérrez-Arias; Carlos Zaror
Journal:  BMJ Open       Date:  2022-09-26       Impact factor: 3.006

Review 7.  Recent Molecular Mechanisms and Beneficial Effects of Phytochemicals and Plant-Based Whole Foods in Reducing LDL-C and Preventing Cardiovascular Disease.

Authors:  Salman Ul Islam; Muhammad Bilal Ahmed; Haseeb Ahsan; Young-Sup Lee
Journal:  Antioxidants (Basel)       Date:  2021-05-15
  7 in total

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