Multivariate Meta-Analysis of Multiple Correlated Outcomes: Development and Application of Methods, with Empirical Investigation of Clinical Impact

Research output

Research output per year 2014 2015 2019

• 12 Article

Research output per year

Research output per year

Search results

• 2019

  Empirical comparison of univariate and multivariate meta-analyses in Cochrane Pregnancy and Childbirth reviews with multiple binary outcomes

  Price, M., Blake, H., Kenyon, S., White, I. R., Jackson, D., Kirkham, J. J., Neilson, J., Deeks, J. & Riley, R. D., 9 Sept 2019, In: Research Synthesis Methods. 10, 3, p. 440-451 12 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • pregnancy 100%
  • model analysis 30%
  • statistical significance 14%
  • minority 8%
  • lack 6%
  2 Citations (Scopus)

  165 Downloads (Pure)
• 2016

  Self-management of health care behaviors for COPD: a systematic review and meta-analysis

  Jolly, C., Majothi, S., Sitch, A., Heneghan, N., Riley, R. D., Moore, D., Bates, E., Turner, A., Bayliss, S., Price, M., Singh, S. J., Adab, P., Fitzmaurice, D. & Jordan, R., 17 Feb 2016, In: International journal of chronic obstructive pulmonary disease. 11, 1, p. 305-326 22 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Self-Management 100%
  • Chronic Obstructive Pulmonary Disease 82%
  • Meta-Analysis 69%
  • Systematic Reviews 68%
  • health care 66%
  35 Citations (Scopus)

  34 Downloads (Pure)
• 2015

  An alternative pseudolikelihood method for multivariate random-effects meta-analysis

  Chen, Y., Hong, C. & Riley, R. D., 10 Feb 2015, In: Statistics in Medicine. 34, 3, p. 361-380

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Pseudo-likelihood 100%
  • Random Effects 78%
  • Meta-Analysis 58%
  • Correlation of Data 49%
  • Coronary Heart Disease 49%
  17 Citations (Scopus)

  177 Downloads (Pure)

• Borrowing of strength and study weights in multivariate and network meta-analysis

  Jackson, D., White, I. R., Price, M., Copas, J. & Riley, R. D., 6 Nov 2015, (E-pub ahead of print) In: Statistical Methods in Medical Research.

  Research output: Contribution to journal › Article › peer-review

  • Network Meta-Analysis 100%
  • Weights and Measures 47%
  • Statistics 38%
  • Meta-Analysis 37%
  • Univariate 25%
  22 Citations (Scopus)

• Joint synthesis of multiple correlated outcomes in networks of interventions

  Efthimiou, O., Mavridis, D., Riley, R. D., Cipriani, A. & Salanti, G., 1 Jan 2015, In: Biostatistics. 16, 1, p. 84-97

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Multiple Outcomes 100%
  • Meta-analysis 67%
  • Network Meta-Analysis 66%
  • Synthesis 59%
  • Meta-Analysis 49%
  23 Citations (Scopus)

  129 Downloads (Pure)

• Meta-analysis of diagnostic accuracy studies in mental health

  Takwoingi, Y., Riley, R. D. & Deeks, J. J., Nov 2015, In: Evidence - Based Mental Health. 18, 4, p. ebmental-2015-102228

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Mental Health 100%
  • Meta-Analysis 95%
  • Routine Diagnostic Tests 80%
  • Sensitivity and Specificity 63%
  • ROC Curve 36%
  45 Citations (Scopus)

  164 Downloads (Pure)

• Meta-analysis of test accuracy studies : an exploratory method for investigating the impact of missing thresholds

  Riley, R. D., Ahmed, I., Ensor, J., Takwoingi, Y., Kirkham, A., Morris, K., Noordzij, J. P. & Deeks, J. J., 4 Feb 2015, In: Systematic Reviews. 4, 1, 12.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Meta-Analysis 100%
  • Creatinine 76%
  • Sensitivity and Specificity 42%
  • Proteins 35%
  • Statistical Models 21%
  17 Citations (Scopus)

  161 Downloads (Pure)

• Multivariate meta-analysis of individual participant data helped externally validate the performance and implementation of a prediction model

  Snell, K., Hua, H., Debray, T. P. A., Ensor, J., Look, M. P., Moons, K. G. M. & Riley, R. D., May 2015, In: Journal of Clinical Epidemiology.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Calibration 100%
  • Meta-Analysis 90%
  • Multivariate Analysis 85%
  • Population 47%
  • Venous Thrombosis 46%
  40 Citations (Scopus)

  365 Downloads (Pure)

• Multivariate meta-analysis of prognostic factor studies with multiple cut-points and/or methods of measurement

  Riley, R. D., Elia, E. G., Malin, G., Hemming, K. & Price, M., 30 Jul 2015, In: Statistics in Medicine. 34, 17, p. 2481-96 16 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Prognostic Factors 100%
  • Meta-Analysis 50%
  • Multivariate Analysis 47%
  • Mortality 21%
  • Apgar Score 15%
  22 Citations (Scopus)

• Multivariate meta-analysis using individual participant data

  Riley, R., Price, M. J., Jackson, D., Wardle, M., Gueyffier, F., Wang, J., Staessen, J. A. & White, I. R., 22 Jun 2015, In: Research Synthesis Methods. 6, 2, p. 157–174

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • hypertension 100%
  • efficiency 56%
  • software 54%
  • regression 50%
  • trend 39%
  45 Citations (Scopus)

  350 Downloads (Pure)

• Summarising and validating test accuracy results across multiple studies for use in clinical practice

  Riley, R. D., Ahmed, I., Debray, T. P. A., Willis, B. H., Noordzij, J. P., Higgins, J. P. T. & Deeks, J. J., 15 Jun 2015, In: Statistics in Medicine. 34, 13, p. 2081-2103 23 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Meta-Analysis 100%
  • Population 62%
  • Specificity 56%
  • Cross-validation 52%
  • Sensitivity and Specificity 39%
  28 Citations (Scopus)

  168 Downloads (Pure)
• 2014

  Meta-analysis of test accuracy studies with multiple and missing thresholds : a multivariate-normal model

  D Riley, R., Takwoingi, Y., Trikalinos, T., Guha, A., Biswas, A., Ensor, J., Morris, K. & Deeks, J., 20 May 2014, In: Journal of Biometrics & Biostatistics. 05, 03, 196.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Meta-Analysis 100%
  • Sensitivity and Specificity 99%
  • ROC Curve 91%
  • Creatinine 42%
  • Sampling Studies 34%
  359 Downloads (Pure)