Get real in individual participant data (IPD) meta‐analysis: a review of the methodology

Cited by (348)

Items 201–300 of 348

1. Enhancing data interoperability in human biomonitoring studies: the HBM data toolkit
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2. Development of hypertensive complications in oocyte donation pregnancy: protocol for a systematic review and individual participant data meta-analysis (DONOR IPD)
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3. Individual participant data informed risk of bias assessments for randomized controlled trials in systematic reviews and meta-analyses
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4. Approaches for combining primary care electronic health record data from multiple sources: a systematic review of observational studies
   Daniel Dedman, Melissa Cabecinha, Rachael Williams, Stephen J. W. Evans, Krishnan Bhaskaran, Ian Douglas · 2020 · BMJ Open
5. Peer Network Counseling Effects on Substance Use: an Individual Participant Data Meta-Analysis Integrating Three Randomized Controlled Trials
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6. Dismantling and personalising task-sharing psychosocial interventions for common mental disorders: a study protocol for an individual participant data component network meta-analysis
   Davide Papola, Eirini Karyotaki, Marianna Purgato, Marit Sijbrandij, Federico Tedeschi, Pim J. Cuijpers, Efthimiou Orestis, Toshi A. Furukawa, Vikram Patel, Corrado Barbui · 2023 · BMJ Open
7. Distributed multivariable modeling for signature development under data protection constraints.
   Daniela Zöller, Stefan Lenz, Harald Binder · 2018
8. Assessing Individual Change Without Knowing the Test Properties: Item Bootstrapping
   Juan Botella, Desirée Blázquez-Rincón, Manuel Suero, James F. Juola · 2018 · Frontiers in Psychology
9. Adjusting for Disease Severity Across ICUs in Multicenter Studies
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10. Mind your step: predicting maximum ankle inversion during cutting movements in soccer
    P. Miller, Daniel J Brinkmann, C. Ramsenthaler, A. Gollhofer, D. Gehring · 2021 · Sports Biomechanics
11. Performance status and trial site-level factors are associated with missing data in palliative care trials: An individual participant-level data analysis of 10 phase 3 trials
    Jamilla Akhter Hussain, Ian R. White, Miriam J. Johnson, Martin Bland, David C. Currow · 2021 · Palliative Medicine
12. Meta-analysis of seven heterogeneous studies on liraglutide add-on therapy in patients with type 2 diabetes mellitus treated with insulin
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13. Estimating Patient-Specific Relative Benefit of Adding Biologics to Conventional Rheumatoid Arthritis Treatment
    Yan Luo, Konstantina Chalkou, Satoshi Funada, Georgia Salanti, Toshi A. Furukawa · 2023 · JAMA Network Open
14. Association of RASSF1A, DCR2, and CASP8 Methylation with Survival in Neuroblastoma: A Pooled Analysis Using Reconstructed Individual Patient Data
    Waleed M. Hassan, Mohamed Sabry Bakry, Timo Siepmann, Ben M. W. Illigens · 2020 · BioMed Research International
15. Multivariate Mixed Model Analysis
    Jos W. R. Twisk · 2019 · Cambridge University Press eBooks
16. Identifying adults with acute rhinosinusitis in primary care that benefit most from antibiotics: protocol of an individual patient data meta-analysis using multivariable risk prediction modelling
    Roderick P Venekamp, Jeroen Hoogland, Maarten van Smeden, Maroeska Mariet Rovers, An IM De Sutter, Daniel J. Merenstein, Gerrit Adrianus van Essen, Laurent Kaiser, Helena Liira, Paul S Little et al. · 2021 · BMJ Open
17. Restoring invisible and abandoned trials of gabapentin for neuropathic pain: a clinical and methodological investigation
    Evan Mayo‐Wilson, Xiwei Chen, Riaz Qureshı, Stephanie Dickinson, Lilian Golzarri‐Arroyo, Hwanhee Hong, Carsten Görg, Tianjing Li · 2021 · BMJ Open
18. A Primer on Synthesizing Individual Participant Data Obtained From Complex Sampling Surveys: A Two-Stage IPD Meta-Analysis Approach
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19. Meta-Analyzing Individual Participant Data From Studies With Complex Survey Designs: A Tutorial on Using the Two-Stage Approach for Data From Educational Large-Scale Assessments
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20. A Bayesian Network Meta-analysis of Systemic Treatments for Metastatic Castration-Resistant Prostate Cancer in First- and Subsequent Lines
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21. Ten simple rules for effective research data management
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22. Personalized Prediction of Alzheimer’s Disease and Its Treatment Effects by Donepezil: An Individual Participant Data Meta-Analysis of Eight Randomized Controlled Trials
    Kazufumi Yoshida, Michael Seo, Yan Luo, Ethan Sahker, Andrea Cipriani, Stefan Leucht, Takeshi Iwatsubo, Orestis Efthimiou, Toshi A. Furukawa · 2022 · Journal of Alzheimer s Disease
23. Oral nutrition interventions in hospitalised older people at nutritional risk: a network meta-analysis of individual participant data
    Eva Kiesswetter, Julia Stadelmaier, Kathrin Grummich, Guido Schwarzer, Brenda W. C. Bongaerts, Joerg J Meerpohl, Kristina Norman, Philipp Schüetz, Gabriel Torbahn, Marjolein Visser et al. · 2022 · Cochrane Database of Systematic Reviews
24. An Indirect Comparison of Basal Insulin Plus Once-Weekly Semaglutide and Fully Optimised Basal–Bolus Insulin in Type 2 Diabetes
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25. A new statistical model for binge drinking pattern classification in college-student populations
    Judith André, Momar Diouf, Margaret P. Martinetti, Olivia A. Ortelli, Fabien Gierski, Frédéric Fürst, Olivier Pierrefiche, Mickaël Naassïla · 2023 · Frontiers in Psychology
26. Systematic Reviews and Meta-Analysis in Pharmacy Practice
    Syed Shahzad Hasan, Therese Eileen Kairuz, Kaeshaelya Thiruchelvam, Zaheer‐Ud‐Din Babar · 2020 · Springer eBooks
27. Explaining Differences between Groups
    Jos W. R. Twisk · 2019 · Cambridge University Press eBooks
28. Postural control of the trunk in individuals with and without low back pain during unstable sitting: A protocol for a systematic review with an individual participant data meta-analysis
    Mansour Abdullah Alshehri, Wolbert van den Hoorn, David Murray Klyne, Paul W. Hodges · 2022 · PLoS ONE
29. Nonlinear effects and effect modification at the participant-level in IPD meta-analysis part 1: analysis methods are often substandard
    Nadine Marlin, Peter John Godolphin, Richard Hooper, Richard D Riley, Ewelina Rogozińska · 2023 · Journal of Clinical Epidemiology
30. Arthroscopic meniscectomy versus non-surgical or sham treatment in patients with MRI confirmed degenerative meniscus lesions: a protocol for an individual participant data meta-analysis
    Stan R. W. Wijn, Maroeska Mariet Rovers, Jan J. Rongen, Håvard Østerås, May Arna Risberg, Ewa Maria Roos, Kristoffer Borbjerg Hare, Victor A. van de Graaf, Rudolf Wilhelm Poolman, Martin Englund et al. · 2020 · BMJ Open
31. Extraction of unadjusted estimates of prognostic association for meta-analysis: simulation methods as good alternatives to trend and direct method estimation
    Teresa Pérez, Julie McLellan, Rafael Perera · 2017 · Journal of Clinical Epidemiology
32. The Day of the Week Effect on Subjective Well-Being in the European Social Survey
    Timo Gnambs · 2021 · Zeitschrift für Psychologie
33. The impact of studies with no events in both arms on meta-analysis of rare events: A simulation study using generalized linear mixed model
    Chang Xu, Lifeng Lin · 2023 · Research Methods in Medicine & Health Sciences
34. Commentary: Renewed controversy over cardiovascular risk with non-steroidal anti-inflammatory drugs
    Paulina Stehlik, Laura C. Rosella, David A Henry · 2018 · International Journal of Epidemiology
35. Better together? Regression analysis of complex survey data after ex-post harmonization
    Anna‐Carolina Haensch, Bernd Weiß · 2020
36. Moderators of treatment effect of non-steroidal anti-inflammatory drugs for patients with (sub) acute low back pain: Protocol for a systematic review with individual participant data meta-analysis
    Yanyan Fu, Simon Dyrløv Madsen, Christina Abdel Shaheed, Annemarie de Zoete, Alessandro Chiarotto, Bart Willem Koes · 2024 · MethodsX
37. Which immigrants do citizens prefer? A meta-reanalysis of 100 conjoint experiments
    Marco Mendoza Aviña, Taeku Lee, Mashail Malik, Reed Rasband, Marcel Roman, Priyanka Sethy · 2026 · Science Advances
38. Standardized Effect Sizes for Autocorrelated Single-Case Experimental Design Data: A Monte Carlo Simulation Study
    Yukang Xue, Mariola Moeyaert, Eunkyeng Baek, Benjamin G. Solomon, Wim Van Den Noortgate · 2025 · Journal of Behavioral Education
39. Thyroid antibody status, thyroid function, and the risk of coronary heart disease and stroke: an individual participant data analysis from 14 cohorts
    Ola Hysaj, Orestis Efthimiou, Tinh‐Hai Collet, Anne Rentoumis Cappola, Heba Alwan, Jacobijn Gussekloo, Layal Chaker, Maryam Kavousi, Fereidoun Azizi, Anna Köttgen et al. · 2025 · European Journal of Endocrinology
40. Deep Brain Stimulation for Post‐Stroke Movement Disorders of Various Etiologies: An Individual Participant Data (IPD) Meta‐Analysis
    Thomas Mehari Kinfe, Sanjay Pandey, Martin Regensburger, Maximilian Zaubitzer, Achim Schilling, Steffen Brenner · 2026 · Brain and Behavior
41. An Individual Participant Data Meta-Analysis Method Primer for Psychology
    Tanja Marie Fritz, Anja S. Göritz · 2026 · Zeitschrift für Psychologie
42. Oral nutritional interventions in hospitalised older people at nutritional risk: a network meta-analysis of individual participant data
    Eva Kiesswetter, Guido Schwarzer, Julia Stadelmaier, Szimonetta Lohner, Kathrin Grummich, Pieter C. Dagnelie, Anne Marie Beck, Janne Beelen, José Ignacio Botella-Carretero, Gerd Faxén Irving et al. · 2026 · Cochrane Database of Systematic Reviews
43. Developing prediction models when there are systematically missing predictors in individual patient data meta‐analysis
    Michael Seo, Toshi A. Furukawa, Eirini Karyotaki, Orestis Efthimiou · 2023 · Research Synthesis Methods
44. Reporting quality and risk of bias of Cochrane individual participant data meta‐analyses: A cross‐sectional study
    Ming Liu, Ya Gao, Kelu Yang, Yitong Cai, Jianguo Xu, Dingmei Dai, Shuilin Wu, Junhua Zhang, Jinhui Tian · 2023 · Journal of Evidence-Based Medicine
45. In harmony? A scoping review of methods to combine multiple 16S amplicon datasets
    Zone R. Li, Yingan Chen, Yage Sun, Clifton McKee, Kristen McArthur, Megan Ulmer Carnes, Tiange Liu, Noel Theodore Mueller, Grier P. Page, Lori M. Rosman et al. · 2026 · AJE Advances Research in Epidemiology
46. Development and validation of critical appraisal tool for individual participant data meta-analysis: protocol for a modified e-Delphi study
    Edith Ginika Otalike, Mike J Clarke, Areti Angeliki Veroniki, Andrea C. Tricco, David Moher, Beverley Shea, Amanda L. Doherty-Kirby, Ngianga‐Bakwin Kandala, Joel Joseph Gagnier · 2025 · BMJ Open
47. Multivariable Modelling
    Jos W. R. Twisk · 2019 · Cambridge University Press eBooks
48. An evidence synthesis approach for combining different data sources illustrated using entomological efficacy of insecticides for indoor residual spraying
    Nathan Green, Fiacre Rodrigue Agossa, Boulais Yovogan, Richard M. Oxborough, Jovin Kitau, Pie Müller, Edi Constant, Mark Rowland, Emile F. S. Tchacaya, Koudou Guibéhi Benjamin et al. · 2022 · PLoS ONE
49. Collaborative hand surgery clinical research without sharing individual patient data; proof of principle study
    Liron S. Duraku, Lisa Hoogendam, Caroline Anna Hundepool, Dominic Power, Vaikunthan Rajaratnam, Harm Pieter Slijper, Reinier Feitz, Jelle Michiel Zuidam, Ruud Willem Selles · 2022 · Journal of Plastic Reconstructive & Aesthetic Surgery
50. Data Sharing and Reuse
    Ida Sim · 2020 · Springer eBooks
51. Distributed regression modeling for selecting markers under data protection constraints
    Daniela Zöller, Stefan Lenz, Harald Binder · 2018 · arXiv (Cornell University)
52. Individual participant data in meta-analysis
    Loukia Maria Spineli, Nikolaos Pandis · 2021 · American Journal of Orthodontics and Dentofacial Orthopedics
53. Mindfulness-based programmes for mental health promotion in adults in non-clinical settings: protocol of an individual participant data meta-analysis of randomised controlled trials
    Julieta Galante, Claire Friedrich, Tim Dalgleish, Ian R. White, Peter Brian Jones · 2021
54. Factors Influencing the Effectiveness of Human Resource Training Programmes in Hotel Sector
    Issam Mohammad AL-MAKHADMAH · 2012 · UUM Electronic Theses and Dissertation [eTheses] (Northern University of Malaysia)
55. A Taxonomy of Data Synthesis: A Tutorial
    Emorie D Beck, Emily C Willroth, Julia A. M. Delius, David Alan Bennett, Lisa Laverne Barnes, Bryan David James, Richard B. Lipton, Mindy Joy Katz, Linda Björk Hassing, Martijn A. Huisman et al. · 2024
56. Reading, Conducting, and Developing Systematic Review and Individual Patient Data Meta-Analyses in Psychiatry for Treatment Issues
    Nadia Younès, Laurie-Anne Claude, Xavier Paolettí · 2021 · Frontiers in Psychiatry
57. Data Sharing and Reuse
    Ida Sim · 2022 · Springer eBooks
58. The Cumulative Incidence of Post-Traumatic Epilepsy After Mild Traumatic Brain Injury: A Systematic Review and Individual Participant Data Meta-Analysis Protocol
    Joshua Z. Goldenberg, Richard D Batson, Mary Jo Pugh, Heather L. Zwickey, Jennifer Beardsley, Maurice Petrus Zeegers, Michael Freeman · 2024 · Neurotrauma Reports
59. Methodological guidance for individual participant data meta-analyses: a systematic review
    Edith Ginika Otalike, Mike J Clarke, Farjana Akhter, Areti Angeliki Veroniki, Ngianga‐Bakwin Kandala, Joel Joseph Gagnier · 2025 · Journal of Clinical Epidemiology
60. Gender differences in the impact of psychological distress on methamphetamine use disorder outcomes and treatment effect
    Masoumeh Amin‐Esmaeili, Himani Byregowda, Ryoko Susukida, Ramin Mojtabai, Rosa M. Crum · 2026 · Addiction
61. Effect of cognitive behavioral social skills training on functioning in schizophrenia: protocol for an individual participant data meta-analysis of randomized-control trials
    Matthias Pillny, Jason L. Holden, Daniel J. A. Devoe, Peter C. Link, Eric L. Granholm · 2026 · Systematic Reviews
62. Prevalence and associated factors of subjective cognitive decline (SCD Plus): a cross-sectional analysis of three population-based European cohorts
    Andrea E. Zülke, Melanie Luppa, Christian Sander, Ronny Baber, Ronald Biemann, Kerstin Wirkner, Samira Zeynalova, Silke Zachariae, Milica Matijević, Christoph Engel et al. · 2026 · Alzheimer s Research & Therapy
63. Budesonide and Surfactant Therapy Versus Surfactant Alone on Incidence of Lung Disease in Preterm Infants ( BEST Lung): Study Protocol for a Systematic Review and Individual Participant Data Meta‐Analysis With Nested Prospective Meta‐Analysis
    James Xavier Sotiropoulos, Brett James Manley, Sol Libesman, Namasivayam Ambalavanan, Abhik Das, Christopher J. D. McKinlay, Nalinikanta Panigrahy, Melinda Cruz, David Nguyen, Jonathan Williams et al. · 2026 · Acta Paediatrica
64. Sample-Size Calculations
    Jos W. R. Twisk · 2019 · Cambridge University Press eBooks
65. Meta-Analysis on Individual Participant Data
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66. Study Preregistration: Individual Participant Data Meta-Analysis: Individual Differences in Mediators of Parenting Program Effects on Disruptive Behavior
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67. A collaborative network trial to evaluate the effectiveness of implementation strategies to maximize adoption of a school-based healthy lunchbox program: a study protocol
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68. Network Meta‐Analysis of Time‐to‐Event Endpoints With Individual Participant Data Using Restricted Mean Survival Time Regression
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69. Mixed Model Analysis with Different Outcome Variables
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70. Identifying predictors of response to oral non-steroidal anti-inflammatory drugs and paracetamol in osteoarthritis: a hypothesis-driven protocol for an OA Trial Bank individual participant data meta-analysis
    Yilin Xiong, Chao Zeng, Michael Doherty, Monica S M Persson, Jie Wei, Marienke van Middelkoop, Guanghua Lei, Weiya Zhang · 2021 · BMJ Open
71. Efficacy of acupuncture in subpopulations with functional constipation: A protocol for a systematic review and individual patient data meta-analysis
    Chao Chen, Jia Liu, Baoyan Liu, Xue Cao, Zhishun Liu, Tianyi Zhao, Xiaoying Lv, Shengnan Guo, Yang Li, Liyun He et al. · 2022 · PLoS ONE
72. Sharing of Data from Clinical Research Projects
    Brigitta Gahl, Alan G. Haynes, Constantin Sluka, Elise Dupuis‐Lozeron, Francisca Jörger, Renate Schur, Andri Christen, Sven Trelle · 2021
73. Building a dose toxo-equivalence model from a Bayesian meta-analysis of published clinical trials
    Elizabeth A. Sigworth, Samuel M. Rubinstein, Jeremy Lyle Warner, Yong Chen, Qingxia Chen · 2023 · The Annals of Applied Statistics
74. Code for: The day of the week effect on subjective well-being in the European Social Survey: An individual-participant meta-analysis
    Timo Gnambs · 2020
75. Methods for individual participant data meta-analysis in prediction research
    Valentijn M. T. de Jong · 2020
76. Which is Better for Individual Participant Data Meta-Analysis of Zero-inflated Count Outcomes, One-Step or Two-Step Analysis? A Simulation Study
    David Huh, Scott A. Baldwin, Zhengyang Zhou, Joonsuk Park, Eun‐Young Mun · 2022
77. bipd: Bayesian Individual Patient Data Meta-Analysis using 'JAGS'
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78. Cross-site imputation for recovering variables without individual pooled data
    Robert Thiesmeier, Paul Madley‐Dowd, Nicola Orsini, Viktor H. Ahlqvist · 2024 · medRxiv
79. Shedding Light on Daily Functioning of Older Adults: The Role of Visual Functioning and Beyond
    Sigrid Mueller‐Schotte · 2018 · Utrecht University Repository (Utrecht University)
80. FlyClockbase: Importance of Biological Model Curation for Analyzing Variability in the Circadian Clock of Drosophila melanogaster by Integrating Time Series from 25 Years of Research
    Katherine S. Scheuer, Bret M. Hanlon, Jerdon W. Dresel, Erik D. Nolan, John C. Davis, Laurence Loewe · 2017 · bioRxiv (Cold Spring Harbor Laboratory)
81. Basic Principles of Mixed Model Analysis
    Jos W. R. Twisk · 2019 · Cambridge University Press eBooks
82. Making the most of a few small population clinical trials
    Konstantinos Pateras · 2020
83. Estimating interactions in individual participant data meta-analysis. A comparison of methods in practice.
    Ruth Walker, Lesley A. Stewart, Mark C. Simmonds · 2021 · Research Square
84. Some Loose Ends …
    Jos W. R. Twisk · 2019 · Cambridge University Press eBooks
85. A family of experiments for evaluating the usability of a collaborative modelling chatbot
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86. Efficacy of Acupuncture in Subpopulations with Constipation: A protocol for a Systematic Review and Individual Patient data Meta-analysis
    Chao Chen, Baoyan Liu, Liyun He, Xiaoying Lv, Shengnan Guo, Yanke Ai · 2020 · Research Square
87. References
    Richard D Riley, Jayne F. Tierney, Lesley A. Stewart · 2021 · Wiley eBooks
88. Stepping stones to implement exercise as integral part of cancer care
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89. Logistic Mixed Model Analysis
    Jos W. R. Twisk · 2019 · Cambridge University Press eBooks
90. Index
    Jos W. R. Twisk · 2019 · Cambridge University Press eBooks
91. What Is Gained by Using Mixed Model Analysis?
    Jos W. R. Twisk · 2019 · Cambridge University Press eBooks
92. Preface
    Jos W. R. Twisk · 2019
93. References
    Richard D Riley, Jayne F. Tierney, Lesley A. Stewart · 2021 · Wiley eBooks
94. Introduction
    Jos W. R. Twisk · 2019 · Cambridge University Press eBooks
95. References
    Jos W. R. Twisk · 2019 · Cambridge University Press eBooks
96. Predictions Based on Mixed Model Analysis
    Jos W. R. Twisk · 2019 · Cambridge University Press eBooks
97. Effect of electrical stimulation with a cochlear implant on tinnitus impact: protocol of an individual patient data meta-analysis
    Kelly K. S. Assouly, Adriana Leni Smit, Inge Stegeman · 2022 · BMJ Open
98. Surgical (percutaneous pinning or plate fixation) versus non-surgical interventions for distal radius fractures in adults: an individual participant data review
    Sam Adie, Xavier Luke Griffin, Ian Andrew Harris, Alexandra Gorelik, Wei‐Ju Chang · 2022 · Cochrane Database of Systematic Reviews
99. Prophylactic cranial irradiation for stage III non-small cell lung cancer patients treated with curative intent
    Willem J. A. Witlox · 2022
100. Continuum of Maternal Health Care Services and its impact on Adverse Birth Outcomes in North Shoa Zone: An Application of the Propensity Score Matching Approach
     Wudneh Ketema Moges, Awoke Seyoum Tegegne, Aweke A. Mitiku, Temesgen T. Zewotir, Solomon Hailemeskel, Esubalew Tesfahun · 2023 · Research Square