Traumatic brain injury (TBI) poses a major health challenge, with tens of millions of new cases reported globally every year. Brain damage resulting from TBI can vary significantly due to factors including injury severity, injury mechanism and exposure to repeated injury events. Therefore, there is need for robust blood biomarkers. Serum from Sprague Dawley rats was collected at several timepoints within 24 h of mild single or repeat closed head impacts. Serum samples were analyzed via ultra-high-performance liquid chromatography-mass spectrometry (UHPLC-MS) in positive and negative ion modes. Known lipid species were identified through matching to in-house tandem MS databases. Lipid biomarkers have a unique potential to serve as objective molecular measures of injury response as they may be liberated to circulation more readily than larger protein markers. Machine learning and feature selection approaches were used to construct lipid panels capable of distinguishing serum from injured and uninjured rats. The best multivariate lipid panels had over 90% cross-validated sensitivity, selectivity, and accuracy. These mapped onto sphingolipid signaling, autophagy, necroptosis and glycerophospholipid metabolism pathways, with Benjamini adjusted p-values less than 0.05. The novel lipid biomarker candidates identified provide insight into the metabolic pathways altered within 24 h of mild TBI.
机构:
Loma Linda Univ, Dept Anesthesiol, Loma Linda, CA 92354 USA
Loma Linda Univ, Dept Physiol & Pharmacol, Loma Linda, CA 92354 USALoma Linda Univ, Dept Anesthesiol, Loma Linda, CA 92354 USA
Huang, Lei
Coats, Jacqueline S.
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Loma Linda Univ, Dept Pediat, Loma Linda, CA 92354 USALoma Linda Univ, Dept Anesthesiol, Loma Linda, CA 92354 USA
Coats, Jacqueline S.
Mohd-Yusof, Alena
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Loma Linda Univ, Dept Pediat, Loma Linda, CA 92354 USALoma Linda Univ, Dept Anesthesiol, Loma Linda, CA 92354 USA
Mohd-Yusof, Alena
Yin, Yufang
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Loma Linda Univ, Dept Pediat, Loma Linda, CA 92354 USALoma Linda Univ, Dept Anesthesiol, Loma Linda, CA 92354 USA
Yin, Yufang
Assaad, Sarah
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Loma Linda Univ, Dept Pediat, Loma Linda, CA 92354 USALoma Linda Univ, Dept Anesthesiol, Loma Linda, CA 92354 USA
Assaad, Sarah
Muellner, Michael J.
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Loma Linda Univ, Dept Pediat, Loma Linda, CA 92354 USALoma Linda Univ, Dept Anesthesiol, Loma Linda, CA 92354 USA
Muellner, Michael J.
Kamper, Joel E.
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Loma Linda Univ, Dept Psychol, Loma Linda, CA 92354 USALoma Linda Univ, Dept Anesthesiol, Loma Linda, CA 92354 USA
Kamper, Joel E.
Hartman, Richard E.
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Loma Linda Univ, Dept Psychol, Loma Linda, CA 92354 USALoma Linda Univ, Dept Anesthesiol, Loma Linda, CA 92354 USA
Hartman, Richard E.
Dulcich, Melissa
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Loma Linda Univ, Dept Psychol, Loma Linda, CA 92354 USALoma Linda Univ, Dept Anesthesiol, Loma Linda, CA 92354 USA
Dulcich, Melissa
Donovan, Virginia M.
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Univ Calif Riverside, Dept Cell Mol & Dev Biol, Riverside, CA 92521 USALoma Linda Univ, Dept Anesthesiol, Loma Linda, CA 92354 USA
Donovan, Virginia M.
Oyoyo, Udo
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Loma Linda Univ, Dept Radiol, Loma Linda, CA 92354 USALoma Linda Univ, Dept Anesthesiol, Loma Linda, CA 92354 USA
Oyoyo, Udo
Obenaus, Andre
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Loma Linda Univ, Dept Pediat, Loma Linda, CA 92354 USA
Univ Calif Riverside, Dept Cell Mol & Dev Biol, Riverside, CA 92521 USA
Univ Calif Riverside, Dept Neurosci, Riverside, CA 92521 USALoma Linda Univ, Dept Anesthesiol, Loma Linda, CA 92354 USA
机构:
Roskamp Inst, Sarasota, FL 34243 USA
James A Haley Vet Hosp, Tampa, FL 33612 USA
Open Univ, Sch Life Hlth & Chem Sci, Milton Keynes, Bucks, EnglandRoskamp Inst, Sarasota, FL 34243 USA
Ojo, Joseph O.
Algamal, Moustafa
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机构:
Roskamp Inst, Sarasota, FL 34243 USA
Open Univ, Sch Life Hlth & Chem Sci, Milton Keynes, Bucks, EnglandRoskamp Inst, Sarasota, FL 34243 USA
机构:
Roskamp Inst, Sarasota, FL 34243 USA
Open Univ, Sch Life Hlth & Chem Sci, Milton Keynes, Bucks, EnglandRoskamp Inst, Sarasota, FL 34243 USA
Mullan, Michael
Crawford, Fiona
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机构:
Roskamp Inst, Sarasota, FL 34243 USA
James A Haley Vet Hosp, Tampa, FL 33612 USA
Open Univ, Sch Life Hlth & Chem Sci, Milton Keynes, Bucks, EnglandRoskamp Inst, Sarasota, FL 34243 USA