FAIR Data Reuse in Traumatic Brain Injury: Exploring Inflammation and Age as Moderators of Recovery in the TRACK-TBI Pilot

被引:4
作者
Huie, J. Russell [1 ,2 ]
Chou, Austin [1 ]
Torres-Espin, Abel [1 ]
Nielson, Jessica L. [3 ,4 ]
Yuh, Esther L. [1 ,5 ]
Gardner, Raquel C. [6 ]
Diaz-Arrastia, Ramon [7 ]
Manley, Geoff T. [1 ]
Ferguson, Adam R. [1 ,2 ]
机构
[1] Univ Calif San Francisco, Dept Neurosurg, Brain & Spinal Injury Ctr, San Francisco, CA 94110 USA
[2] San Francisco VA Med Ctr, San Francisco, CA 94121 USA
[3] Univ Minnesota, Dept Psychiat & Behav Sci, Minneapolis, MN USA
[4] Univ Minnesota, Inst Hlth Informat, Minneapolis, MN USA
[5] Univ Calif San Francisco, Dept Radiol, San Francisco, CA USA
[6] Univ Calif San Francisco, Dept Neurol, San Francisco, CA USA
[7] Univ Penn, Dept Neurol, Perelman Sch Med, Philadelphia, PA 19104 USA
来源
FRONTIERS IN NEUROLOGY | 2021年 / 12卷
基金
美国国家卫生研究院;
关键词
leveraging data science for traumatic brain injury prevention; evidence based healthcare; precision medicine; data sharing; aging; inflammation; proteomics; outcomes; COMMON DATA ELEMENTS; BIG-DATA; KNOWLEDGE; BIOMARKERS; PACKAGE; PANEL; RISK;
D O I
10.3389/fneur.2021.768735
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
The guiding principle for data stewardship dictates that data be FAIR: findable, accessible, interoperable, and reusable. Data reuse allows researchers to probe data that may have been originally collected for other scientific purposes in order to gain novel insights. The current study reuses the Transforming Research and Clinical Knowledge for Traumatic Brain Injury (TRACK-TBI) Pilot dataset to build upon prior findings and ask new scientific questions. Specifically, we have previously used a multivariate analytics approach to multianalyte serum protein data from the TRACK-TBI Pilot dataset to show that an inflammatory ensemble of biomarkers can predict functional outcome at 3 and 6 months post-TBI. We and others have shown that there are quantitative and qualitative changes in inflammation that come with age, but little is known about how this interaction affects recovery from TBI. Here we replicate the prior proteomics findings with improved missing value analyses and non-linear principal component analysis and then expand upon this work to determine whether age moderates the effect of inflammation on recovery. We show that increased age correlates with worse functional recovery on the Glasgow Outcome Scale-Extended (GOS-E) as well as increased inflammatory signature. We then explore the interaction between age and inflammation on recovery, which suggests that inflammation has a more detrimental effect on recovery for older TBI patients.
引用
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页数:10
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