PREdiction and Diagnosis using Imaging and Clinical biomarkers Trial in Traumatic Brain Injury (PREDICT-TBI) study protocol: an observational, prospective, multicentre cohort study for the prediction of outcome in moderate-to-severe TBI

Author:

Nasrallah FatimaORCID,Bellapart Judith,Walsham James,Jacobson Esther,To Xuan Vinh,Manzanero Silvia,Brown Nathan,Meyer JasonORCID,Stuart Janine,Evans Tracey,Chandra Shekhar S,Ross Jason,Campbell Lewis,Senthuran Siva,Newcombe VirginiaORCID,McCullough James,Fleming Jennifer,Pollard Clifford,Reade MichaelORCID

Abstract

IntroductionTraumatic brain injury (TBI) is a heterogeneous condition with a broad spectrum of injury severity, pathophysiological processes and variable outcomes. For moderate-to-severe TBI survivors, recovery is often protracted and outcomes can range from total dependence to full recovery. Despite advances in medical treatment options, prognosis remains largely unchanged. The objective of this study is to develop a machine learning predictive model for neurological outcomes at 6 months in patients with a moderate-to-severe TBI, incorporating longitudinal clinical, multimodal neuroimaging and blood biomarker predictor variables.Methods and analysisA prospective, observational, cohort study will enrol 300 patients with moderate-to-severe TBI from seven Australian hospitals over 3 years. Candidate predictors including demographic and general health variables, and longitudinal clinical, neuroimaging (CT and MRI), blood biomarker and patient-reported outcome measures will be collected at multiple time points within the acute phase of injury. The predictor variables will populate novel machine learning models to predict the Glasgow Outcome Scale Extended 6 months after injury. The study will also expand on current prognostic models by including novel blood biomarkers (circulating cell-free DNA), and the results of quantitative neuroimaging such as Quantitative Susceptibility Mapping and Dynamic Contrast Enhanced MRI as predictor variables.Ethics and disseminationEthical approval has been obtained by the Royal Brisbane and Women’s Hospital Human Research Ethics Committee, Queensland. Participants or their substitute decision-maker/s will receive oral and written information about the study before providing written informed consent. Study findings will be disseminated by peer-review publications and presented at national and international conferences and clinical networks.Trial registration numberACTRN12620001360909.

Funder

National Health and Medical Research Council

The Motor Accident Insurance Commission

Publisher

BMJ

Subject

General Medicine

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Traumatic Brain Injury in the Long-COVID Era;Neurotrauma Reports;2024-01-01

2. Fluid-Based Protein Biomarkers in Traumatic Brain Injury: The View from the Bedside;International Journal of Molecular Sciences;2023-11-13

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