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Huang L, Zhang L, Gao D, Sun M, An W, Sun Q, Zeng F, Cui B. Association of total bilirubin and prognosis in disorders of consciousness. Sci Rep 2024; 14:20071. [PMID: 39209971 PMCID: PMC11362453 DOI: 10.1038/s41598-024-71124-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Accepted: 08/26/2024] [Indexed: 09/04/2024] Open
Abstract
Accurate prediction of the recovery of Disorders of Consciousness (DoC) is of paramount significance for clinicians and families. Serum total bilirubin (TBIL) formed by activation of heme oxygenase 2, is associated with incidence and prognosis of cardiovascular and cerebrovascular diseases. However, studies that based TBIL and DoC are limited. The study attempted to examine the association between serum TBIL levels and prognosis in patients with DoC. One hundred and sixty-eight patients with DoC in the Second hospital of Shandong University from June 2021 to June 2023 were recruited. The clinical characteristics and venous blood samples were collected within 24 h after admission. The diagnosis of DoC was determined by two skilled investigators employing various behavioral evaluations along the coma recovery scale-revised (CRS-R) and the investigators conducted follow-up assessments of diagnosis at 1, 3, and 6 months after admission. For statistical analysis, we categorized patients with an improvement in clinical diagnosis from study entry as having a "good outcome". In total, 139 individuals enrolled in the study. The median TBIL level was 8.2 μmol/L. Good recovery of DoC at 1, 3, and 6 months occurred in 25 (18.0%), 41 (29.5%), and 56 (40.3%) patients, respectively. After full adjustment, a significant association was found between TBIL levels and the prognosis of DoC at 1, 3, and 6 months. When TBIL levels were analyzed as categorical variables, an increasing trend in the tertiles of TBIL levels demonstrated a significant positive association with the recovery of DoC at 1, 3, and 6 months. Stratified analysis revealed that the association between serum TBIL levels and the recovery of DoC remained consistent across different sub-populations. A high serum TBIL level is associated with an improved likelihood of recovery of DoC. Additional research is required to elucidate the underlying pathophysiological causal association between TBIL levels and DoC.
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Affiliation(s)
- Laigang Huang
- Department of Rehabilitation Medicine, The Second Hospital of Shandong University, 247# Beiyuan Street, Jinan, 250033, Shandong, China
| | - Li Zhang
- Department of Rehabilitation Medicine, The Second Hospital of Shandong University, 247# Beiyuan Street, Jinan, 250033, Shandong, China
| | - Dongmei Gao
- Department of Rehabilitation Medicine, The Second Hospital of Shandong University, 247# Beiyuan Street, Jinan, 250033, Shandong, China
| | - Min Sun
- Department of Rehabilitation Medicine, The Second Hospital of Shandong University, 247# Beiyuan Street, Jinan, 250033, Shandong, China
| | - Wenhan An
- Department of Rehabilitation Medicine, Yu Huang Ding Hospital, Yantai, Shandong, China
| | - Qiangsan Sun
- Department of Rehabilitation Medicine, The Second Hospital of Shandong University, 247# Beiyuan Street, Jinan, 250033, Shandong, China
| | - Fanshuo Zeng
- Department of Rehabilitation Medicine, The Second Hospital of Shandong University, 247# Beiyuan Street, Jinan, 250033, Shandong, China
| | - Baojuan Cui
- Department of Rehabilitation Medicine, The Second Hospital of Shandong University, 247# Beiyuan Street, Jinan, 250033, Shandong, China.
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2
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Korhonen O, Mononen M, Mohammadian M, Tenovuo O, Blennow K, Hossain I, Hutchinson P, Maanpää HR, Menon DK, Newcombe VF, Sanchez JC, Takala RSK, Tallus J, van Gils M, Zetterberg H, Posti JP. Outlier Analysis for Acute Blood Biomarkers of Moderate and Severe Traumatic Brain Injury. J Neurotrauma 2024; 41:91-105. [PMID: 37725575 DOI: 10.1089/neu.2023.0120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/21/2023] Open
Abstract
Blood biomarkers have been studied to improve the clinical assessment and prognostication of patients with moderate-severe traumatic brain injury (mo/sTBI). To assess their clinical usability, one needs to know of potential factors that might cause outlier values and affect clinical decision making. In a prospective study, we recruited patients with mo/sTBI (n = 85) and measured the blood levels of eight protein brain pathophysiology biomarkers, including glial fibrillary acidic protein (GFAP), S100 calcium-binding protein B (S100B), neurofilament light (Nf-L), heart-type fatty acid-binding protein (H-FABP), interleukin-10 (IL-10), total tau (T-tau), amyloid β40 (Aβ40) and amyloid β42 (Aβ42), within 24 h of admission. Similar analyses were conducted for controls (n = 40) with an acute orthopedic injury without any head trauma. The patients with TBI were divided into subgroups of normal versus abnormal (n = 9/76) head computed tomography (CT) and favorable (Glasgow Outcome Scale Extended [GOSE] 5-8) versus unfavorable (GOSE <5) (n = 38/42, 5 missing) outcome. Outliers were sought individually from all subgroups from and the whole TBI patient population. Biomarker levels outside Q1 - 1.5 interquartile range (IQR) or Q3 + 1.5 IQR were considered as outliers. The medical records of each outlier patient were reviewed in a team meeting to determine possible reasons for outlier values. A total of 29 patients (34%) combined from all subgroups and 12 patients (30%) among the controls showed outlier values for one or more of the eight biomarkers. Nine patients with TBI and five control patients had outlier values in more than one biomarker (up to 4). All outlier values were > Q3 + 1.5 IQR. A logical explanation was found for almost all cases, except the amyloid proteins. Explanations for outlier values included extremely severe injury, especially for GFAP and S100B. In the case of H-FABP and IL-10, the explanation was extracranial injuries (thoracic injuries for H-FABP and multi-trauma for IL-10), in some cases these also were associated with abnormally high S100B. Timing of sampling and demographic factors such as age and pre-existing neurological conditions (especially for T-tau), explained some of the abnormally high values especially for Nf-L. Similar explanations also emerged in controls, where the outlier values were caused especially by pre-existing neurological diseases. To utilize blood-based biomarkers in clinical assessment of mo/sTBI, very severe or fatal TBIs, various extracranial injuries, timing of sampling, and demographic factors such as age and pre-existing systemic or neurological conditions must be taken into consideration. Very high levels seem to be often associated with poor prognosis and mortality (GFAP and S100B).
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Affiliation(s)
- Otto Korhonen
- Neurocenter, Department of Neurosurgery, Turku University Hospital and University of Turku, Turko, Finland
- Turku Brain Injury Center, Turku University Hospital and University of Turku, Turko, Finland
- Department of Clinical Neurosciences, Turku University Hospital and University of Turku, Turko, Finland
| | - Malla Mononen
- Neurocenter, Department of Neurosurgery, Turku University Hospital and University of Turku, Turko, Finland
- Turku Brain Injury Center, Turku University Hospital and University of Turku, Turko, Finland
- Department of Clinical Neurosciences, Turku University Hospital and University of Turku, Turko, Finland
| | - Mehrbod Mohammadian
- Turku Brain Injury Center, Turku University Hospital and University of Turku, Turko, Finland
- Department of Clinical Neurosciences, Turku University Hospital and University of Turku, Turko, Finland
| | - Olli Tenovuo
- Turku Brain Injury Center, Turku University Hospital and University of Turku, Turko, Finland
- Department of Clinical Neurosciences, Turku University Hospital and University of Turku, Turko, Finland
| | - Kaj Blennow
- Institute of Neuroscience and Physiology, Department of Psychiatry and Neurochemistry, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
| | - Iftakher Hossain
- Neurocenter, Department of Neurosurgery, Turku University Hospital and University of Turku, Turko, Finland
- Turku Brain Injury Center, Turku University Hospital and University of Turku, Turko, Finland
- Department of Clinical Neurosciences, Turku University Hospital and University of Turku, Turko, Finland
- Department of Clinical Neurosciences, Neurosurgery Unit, University of Cambridge, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Peter Hutchinson
- Department of Clinical Neurosciences, Neurosurgery Unit, University of Cambridge, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Henna-Riikka Maanpää
- Neurocenter, Department of Neurosurgery, Turku University Hospital and University of Turku, Turko, Finland
- Turku Brain Injury Center, Turku University Hospital and University of Turku, Turko, Finland
- Department of Clinical Neurosciences, Turku University Hospital and University of Turku, Turko, Finland
| | - David K Menon
- Division of Anaesthesia, University of Cambridge, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Virginia F Newcombe
- Division of Anaesthesia, University of Cambridge, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Jean-Charles Sanchez
- Department of Specialities of Internal Medicine, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Riikka S K Takala
- Perioperative Services, Intensive Care Medicine and Pain Management, Turku University Hospital and University of Turku, Finland
| | - Jussi Tallus
- Turku Brain Injury Center, Turku University Hospital and University of Turku, Turko, Finland
- Department of Clinical Neurosciences, Turku University Hospital and University of Turku, Turko, Finland
- Department of Radiology, Turku University Hospital and University of Turku, Finland
| | - Mark van Gils
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Henrik Zetterberg
- Institute of Neuroscience and Physiology, Department of Psychiatry and Neurochemistry, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Department of Molecular Neuroscience, UCL Institute of Neurology, Queen Square, London, United Kingdom
- UK Dementia Research Institute at UCL, University College London, London, United Kingdom
- Hong Kong Center for Neurodegenerative Diseases, Hong Kong, China
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Jussi P Posti
- Neurocenter, Department of Neurosurgery, Turku University Hospital and University of Turku, Turko, Finland
- Turku Brain Injury Center, Turku University Hospital and University of Turku, Turko, Finland
- Department of Clinical Neurosciences, Turku University Hospital and University of Turku, Turko, Finland
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3
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Lanzilao L, Bianchi I, Grassi S, Defraia B, Brogi M, Da Ros M, Biagioli T, Fanelli A, Pinchi V, Focardi M. Biomarkers of traumatic brain injury in vitreous humor: A pilot study. Forensic Sci Int 2023; 350:111782. [PMID: 37467521 DOI: 10.1016/j.forsciint.2023.111782] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2023] [Revised: 03/18/2023] [Accepted: 07/02/2023] [Indexed: 07/21/2023]
Abstract
BACKGROUND Traumatic brain injury (TBI) is one of the major causes of morbidity and mortality worldwide. The patients' and injuries' heterogeneity associated with TBI, alongside with its variable clinical manifestations, make it challenging to make diagnosis and predict prognosis. Therefore, the identification of reliable prognostic markers would be relevant both to support clinical decision-making and forensic evaluation of polytraumatic deaths and cases of medical malpractice. This pilot study aimed to evaluate some of the main biomarkers specific for brain damage in sTBI and mmTBI deaths in samples of vitreous humor (VH) in order to verify whether predictors of prognosis in TBI can be found in this matrix. METHODS VH were obtained from both eyes (right and left) of 30 cadavers (20 sTBI and 10 mmTBI) and analysed. These factors were evaluated: NSE (neuron-specific enolase), S100 calcium-binding protein (S100), glial fibrillary acidic protein (GFAP), Brain-derived neurotrophic factor (BDNF), Copeptin, Interleukin 6 (IL-6), Ferritin, Lactate dehydrogenase (LDH), C-Reactive Protein (CRP), Procalcitonin (PCT), Glucose and Neutrophil gelatinase-associated lipocalin (N-Gal). RESULTS Four of the analysed proteins (LDH, ferritin, S100 and NSE) proved to be particularly promising. In particular, logistic regression analysis found a good discriminatory power. CONCLUSIONS Given the peculiarity of the matrix and the poor standardization of the sampling, such promising results need to be furtherly investigated in serum before being implemented in the forensic practice.
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Affiliation(s)
- Luisa Lanzilao
- Biochemestry laboratory, Department of Diagnostics, Careggi Hospital, Largo Brambilla 3, 50134 Florence, Italy
| | - Ilenia Bianchi
- Forensic Medical Sciences, Department of Health Science, University of Florence, Largo Brambilla 3, 50134 Florence, Italy; Laboratory of Personal Identification and Forensic Morphology, Department of Health Sciences, University of Florence, Largo Brambilla 3, 50134 Florence, Italy
| | - Simone Grassi
- Forensic Medical Sciences, Department of Health Science, University of Florence, Largo Brambilla 3, 50134 Florence, Italy; Laboratory of Personal Identification and Forensic Morphology, Department of Health Sciences, University of Florence, Largo Brambilla 3, 50134 Florence, Italy.
| | - Beatrice Defraia
- Forensic Medical Sciences, Department of Health Science, University of Florence, Largo Brambilla 3, 50134 Florence, Italy; Laboratory of Personal Identification and Forensic Morphology, Department of Health Sciences, University of Florence, Largo Brambilla 3, 50134 Florence, Italy
| | - Marco Brogi
- Biochemestry laboratory, Department of Diagnostics, Careggi Hospital, Largo Brambilla 3, 50134 Florence, Italy
| | - Martina Da Ros
- Biochemestry laboratory, Department of Diagnostics, Careggi Hospital, Largo Brambilla 3, 50134 Florence, Italy
| | - Tiziana Biagioli
- Biochemestry laboratory, Department of Diagnostics, Careggi Hospital, Largo Brambilla 3, 50134 Florence, Italy
| | - Alessandra Fanelli
- Biochemestry laboratory, Department of Diagnostics, Careggi Hospital, Largo Brambilla 3, 50134 Florence, Italy
| | - Vilma Pinchi
- Forensic Medical Sciences, Department of Health Science, University of Florence, Largo Brambilla 3, 50134 Florence, Italy; Laboratory of Personal Identification and Forensic Morphology, Department of Health Sciences, University of Florence, Largo Brambilla 3, 50134 Florence, Italy
| | - Martina Focardi
- Forensic Medical Sciences, Department of Health Science, University of Florence, Largo Brambilla 3, 50134 Florence, Italy; Laboratory of Personal Identification and Forensic Morphology, Department of Health Sciences, University of Florence, Largo Brambilla 3, 50134 Florence, Italy
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4
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Olczak M, Poniatowski ŁA, Siwińska A, Kwiatkowska M. Post-mortem detection of neuronal and astroglial biochemical markers in serum and urine for diagnostics of traumatic brain injury. Int J Legal Med 2023; 137:1441-1452. [PMID: 37272985 DOI: 10.1007/s00414-023-02990-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Accepted: 03/21/2023] [Indexed: 06/06/2023]
Abstract
Currently available epidemiological data shows that traumatic brain injury (TBI) represents one of the leading causes of death that is associated with medico-legal practice, including forensic autopsy, criminological investigation, and neuropathological examination. Attention focused on TBI research is needed to advance its diagnostics in ante- and post-mortem cases with regard to identification and validation of novel biomarkers. Recently, several markers of neuronal, astroglial, and axonal injury have been explored in various biofluids to assess the clinical origin, progression, severity, and prognosis of TBI. Despite clinical usefulness, understanding their diagnostic accuracy could also potentially help translate them either into forensic or medico-legal practice, or both. The aim of this study was to evaluate post-mortem pro-BDNF, NSE, UCHL1, GFAP, S100B, SPTAN1, NFL, MAPT, and MBP levels in serum and urine in TBI cases. The study was performed using cases (n = 40) of fatal head injury and control cases (n = 20) of sudden death. Serum and urine were collected within ∼ 24 h after death and compared using ELISA test. In our study, we observed the elevated concentration levels of GFAP and MAPT in both serum and urine, elevated concentration levels of S100B and SPTAN1 in serum, and decreased concentration levels of pro-BDNF in serum compared to the control group. The obtained results anticipate the possible implementation of performed assays as an interesting tool for forensic and medico-legal investigations regarding TBI diagnosis where the head injury was not supposed to be the direct cause of death.
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Affiliation(s)
- Mieszko Olczak
- Department of Forensic Medicine, Center for Biostructure Research, Medical University of Warsaw, Oczki 1, 02-007, Warsaw, Poland.
| | - Łukasz A Poniatowski
- Department of Neurosurgery, Dietrich-Bonhoeffer-Klinikum, Salvador-Allende-Straße 30, 17036, Neubrandenburg, Germany
| | - Agnieszka Siwińska
- Department of Forensic Medicine, Center for Biostructure Research, Medical University of Warsaw, Oczki 1, 02-007, Warsaw, Poland
| | - Magdalena Kwiatkowska
- Department of Forensic Medicine, Center for Biostructure Research, Medical University of Warsaw, Oczki 1, 02-007, Warsaw, Poland
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5
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Niiranen TJU, Chiollaz AC, Takala RSK, Voutilainen M, Tenovuo O, Newcombe VFJ, Maanpää HR, Tallus J, Mohammadian M, Hossain I, van Gils M, Menon DK, Hutchinson PJ, Sanchez JC, Posti JP. Trajectories of interleukin 10 and heart fatty acid-binding protein levels in traumatic brain injury patients with or without extracranial injuries. Front Neurol 2023; 14:1133764. [PMID: 37082447 PMCID: PMC10111051 DOI: 10.3389/fneur.2023.1133764] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Accepted: 03/14/2023] [Indexed: 04/07/2023] Open
Abstract
BackgroundInterleukin 10 (IL-10) and heart fatty acid-binding protein (H-FABP) have gained interest as diagnostic biomarkers of traumatic brain injury (TBI), but factors affecting their blood levels in patients with moderate-to-severe TBI are largely unknown.ObjectiveTo investigate the trajectories of IL-10 and H-FABP between TBI patients with and without extracranial injuries (ECI); to investigate if there is a correlation between the levels of IL-10 and H-FABP with the levels of inflammation/infection markers C-reactive protein (CRP) and leukocytes; and to investigate if there is a correlation between the admission level of H-FABP with admission levels of cardiac injury markers, troponin (TnT), creatine kinase (CK), and creatine kinase MB isoenzyme mass (CK-MBm).Materials and methodsThe admission levels of IL-10, H-FABP, CRP, and leukocytes were measured within 24 h post-TBI and on days 1, 2, 3, and 7 after TBI. The admission levels of TnT, CK, and CK-MBm were measured within 24 h post-TBI.ResultsThere was a significant difference in the concentration of H-FABP between TBI patients with and without ECI on day 0 (48.2 ± 20.5 and 12.4 ± 14.7 ng/ml, p = 0.02, respectively). There was no significant difference in the levels of IL-10 between these groups at any timepoints. There was a statistically significant positive correlation between IL-10 and CRP on days 2 (R = 0.43, p < 0.01) and 7 (R = 0.46, p = 0.03) after injury, and a negative correlation between H-FABP and CRP on day 0 (R = -0.45, p = 0.01). The levels of IL-10 or H-FABP did not correlate with leukocyte counts at any timepoint. The admission levels of H-FABP correlated with CK (R = 0.70, p < 0.001) and CK-MBm (R = 0.61, p < 0.001), but not with TnT.ConclusionInflammatory reactions during the early days after a TBI do not significantly confound the use of IL-10 and H-FABP as TBI biomarkers. Extracranial injuries and cardiac sources may influence the levels of H-FABP in patients with moderate-to-severe TBI.
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Affiliation(s)
- Toni J. U. Niiranen
- Department of Clinical Neurosciences, University of Turku, Turku, Finland
- *Correspondence: Toni J. U. Niiranen,
| | - Anne-Cécile Chiollaz
- Department of Medicine, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Riikka S. K. Takala
- Perioperative Services, Intensive Care Medicine, and Pain Management, Turku University Hospital and University of Turku, Turku, Finland
- Anaesthesiology, Intensive Care, Emergency Care and Pain Medicine, University of Turku, Turku, Finland
| | - Miko Voutilainen
- Department of Microbiology, Faculty of Agriculture and Forestry, University of Helsinki, Helsinki, Finland
| | - Olli Tenovuo
- Department of Clinical Neurosciences, University of Turku, Turku, Finland
- Turku Brain Injury Center, Turku University Hospital, Turku, Finland
| | - Virginia F. J. Newcombe
- Division of Anaesthesia, Addenbrooke’s Hospital, University of Cambridge, Cambridge, United Kingdom
| | | | - Jussi Tallus
- Department of Clinical Neurosciences, University of Turku, Turku, Finland
- Department of Radiology, Turku University Hospital, Turku, Finland
| | | | - Iftakher Hossain
- Department of Clinical Neurosciences, University of Turku, Turku, Finland
- Turku Brain Injury Center, Turku University Hospital, Turku, Finland
- Neurocenter, Department of Neurosurgery, Turku University Hospital, Turku, Finland
| | - Mark van Gils
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - David K. Menon
- Division of Anaesthesia, Addenbrooke’s Hospital, University of Cambridge, Cambridge, United Kingdom
| | - Peter J. Hutchinson
- Department of Clinical Neurosciences, Neurosurgery Unit, Addenbrooke’s Hospital, University of Cambridge, Cambridge, United Kingdom
| | - Jean-Charles Sanchez
- Department of Medicine, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Jussi P. Posti
- Department of Clinical Neurosciences, University of Turku, Turku, Finland
- Turku Brain Injury Center, Turku University Hospital, Turku, Finland
- Neurocenter, Department of Neurosurgery, Turku University Hospital, Turku, Finland
- Jussi P. Posti,
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6
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Koivikko P, Posti JP, Mohammadian M, Lagerstedt L, Azurmendi L, Hossain I, Katila AJ, Menon D, Newcombe VFJ, Hutchinson PJ, Maanpää HR, Tallus J, Zetterberg H, Blennow K, Tenovuo O, Sanchez JC, Takala RSK. Potential of heart fatty-acid binding protein, neurofilament light, interleukin-10 and S100 calcium-binding protein B in the acute diagnostics and severity assessment of traumatic brain injury. Emerg Med J 2021; 39:206-212. [PMID: 34916280 DOI: 10.1136/emermed-2020-209471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2020] [Accepted: 11/29/2021] [Indexed: 11/03/2022]
Abstract
BACKGROUND There is substantial interest in blood biomarkers as fast and objective diagnostic tools for traumatic brain injury (TBI) in the acute setting. METHODS Adult patients (≥18) with TBI of any severity and indications for CT scanning and orthopaedic injury controls were prospectively recruited during 2011-2013 at Turku University Hospital, Finland. The severity of TBI was classified with GCS: GCS 13-15 was classified as mild (mTBI); GCS 9-12 as moderate (moTBI) and GCS 3-8 as severe (sTBI). Serum samples were collected within 24 hours of admission and biomarker levels analysed with high-performance kits. The ability of biomarkers to distinguish between severity of TBI and CT-positive and CT-negative patients was assessed. RESULTS Among 189 patients recruited, neurofilament light (NF-L) was obtained from 175 patients with TBI and 40 controls. S100 calcium-binding protein B (S100B), heart fatty-acid binding protein (H-FABP) and interleukin-10 (IL-10) were analysed for 184 patients with TBI and 39 controls. There were statistically significant differences between levels of all biomarkers between the severity classes, but none of the biomarkers distinguished patients with moTBI from patients with sTBI. Patients with mTBI discharged from the ED had lower levels of IL-10 (0.26, IQR=0.21, 0.39 pg/mL), H-FABP (4.15, IQR=2.72, 5.83 ng/mL) and NF-L (8.6, IQR=6.35, 15.98 pg/mL) compared with those admitted to the neurosurgical ward, IL-10 (0.55, IQR=0.31, 1.42 pg/mL), H-FABP (6.022, IQR=4.19, 20.72 ng/mL) and NF-L (13.95, IQR=8.33, 19.93 pg/mL). We observed higher levels of H-FABP and NF-L in older patients with mTBI. None of the biomarkers or their combinations was able to distinguish CT-positive (n=36) or CT-negative (n=58) patients with mTBI from controls. CONCLUSIONS S100B, H-FABP, NF-L and IL-10 levels in patients with mTBI were significantly lower than in patients with moTBI and sTBI but alone or in combination, were unable to distinguish patients with mTBI from orthopaedic controls. This suggests these biomarkers cannot be used alone to diagnose mTBI in trauma patients in the acute setting.
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Affiliation(s)
- Pia Koivikko
- Perioperative Services, Intensive Care Medicine, and Pain Management, Turku University Hospital, Turku, Finland .,Anaesthesiology, Intensive Care, Emergency Care and Pain Medicine, University of Turku, Turku, Finland
| | - Jussi P Posti
- Neurocenter, Department of Neurosurgery and Turku Brain Injury Center, Turku University Hospital, Turku, Finland.,Department of Clinical Neurosciences, University of Turku, Turku, Finland
| | - Mehrbod Mohammadian
- Department of Clinical Neurosciences, University of Turku, Turku, Finland.,Neurocenter, Turku Brain Injury Center, Turku University Hospital, Turku, Finland
| | - Linnea Lagerstedt
- Department of Specialities of Internal Medicine, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Leire Azurmendi
- Department of Specialities of Internal Medicine, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Iftakher Hossain
- Neurocenter, Department of Neurosurgery and Turku Brain Injury Center, Turku University Hospital, Turku, Finland.,Department of Clinical Neurosciences, Neurosurgery Unit, University of Cambridge, Cambridge, UK
| | - Ari J Katila
- Perioperative Services, Intensive Care Medicine, and Pain Management, Turku University Hospital, Turku, Finland.,Anaesthesiology, Intensive Care, Emergency Care and Pain Medicine, University of Turku, Turku, Finland
| | - David Menon
- Department of Anaesthesia, University of Cambridge, Cambridge, UK
| | | | - Peter John Hutchinson
- Department of Clinical Neurosciences, Neurosurgery Unit, University of Cambridge, Cambridge, UK
| | - Henna-Riikka Maanpää
- Neurocenter, Department of Neurosurgery and Turku Brain Injury Center, Turku University Hospital, Turku, Finland.,Department of Clinical Neurosciences, University of Turku, Turku, Finland
| | - Jussi Tallus
- Neurocenter, Turku Brain Injury Center, Turku University Hospital, Turku, Finland.,Department of Radiology, University of Turku, Turku, Finland
| | - Henrik Zetterberg
- Institute of Neuroscience and Physiology, Department of Psychiatry and Neurochemistry, University of Gothenburg Sahlgrenska Academy, Mölndal, Sweden.,UK Dementia Research Institute, UCL, London, UK
| | - Kaj Blennow
- Institute of Neuroscience and Physiology, Department of Psychiatry and Neurochemistry, University of Gothenburg Sahlgrenska Academy, Mölndal, Sweden.,Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
| | - Olli Tenovuo
- Department of Clinical Neurosciences, University of Turku, Turku, Finland.,Neurocenter, Turku Brain Injury Center, Turku University Hospital, Turku, Finland
| | - Jean-Charles Sanchez
- Department of Specialities of Internal Medicine, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Riikka S K Takala
- Perioperative Services, Intensive Care Medicine, and Pain Management, Turku University Hospital, Turku, Finland.,Anaesthesiology, Intensive Care, Emergency Care and Pain Medicine, University of Turku, Turku, Finland
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7
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Al-Adli N, Akbik OS, Rail B, Montgomery E, Caldwell C, Barrie U, Vira S, Al Tamimi M, Bagley CA, Aoun SG. The Clinical Use of Serum Biomarkers in Traumatic Brain Injury: A Systematic Review Stratified by Injury Severity. World Neurosurg 2021; 155:e418-e438. [PMID: 34438102 DOI: 10.1016/j.wneu.2021.08.073] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Revised: 08/15/2021] [Accepted: 08/16/2021] [Indexed: 12/18/2022]
Abstract
BACKGROUND Serum biomarkers have gained significant popularity as an adjunctive measure in the evaluation and prognostication of traumatic brain injury (TBI). However, a concise and clinically oriented report of the major markers in function of TBI severity is lacking. This systematic review aims to report current data on the diagnostic and prognostic utility of blood-based biomarkers across the spectrum of TBI. METHODS A literature search of the PubMed/Medline electronic database was performed according to the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) guidelines. We excluded systematic reviews and meta-analyses that did not provide novel data. The American College of Cardiology/American Heart Association criteria were used to assess levels of evidence. RESULTS An initial 1463 studies were identified. In total, 115 full-text articles reporting on 94 distinct biomarkers met the inclusion criteria. Glasgow Coma Scale scores, computed tomography/magnetic resonance imaging abnormalities, and injury severity scores were the most used clinical diagnostic variables. Glasgow Outcome Scores and 1-, 3-, and 6-month mortality were the most used clinical prognostic variables. Several biomarkers significantly correlated with these variables and had statistically significant different levels in TBI subjects when compared with healthy, orthopedic, and polytrauma controls. The biomarkers also displayed significant variability across mild, moderate, and severe TBI categories, as well as in concussion cases. CONCLUSIONS This review summarizes existing high-quality evidence that supports the use of severity-specific biomarkers in the diagnostic and prognostic evaluation of TBI. These data can be used as a launching platform for the validation of upcoming clinical studies.
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Affiliation(s)
- Nadeem Al-Adli
- Department of Neurological Surgery, UT Southwestern Medical Center, Dallas, Texas, USA.
| | - Omar S Akbik
- Department of Neurological Surgery, UT Southwestern Medical Center, Dallas, Texas, USA
| | - Benjamin Rail
- Department of Neurological Surgery, UT Southwestern Medical Center, Dallas, Texas, USA
| | - Eric Montgomery
- Department of Neurological Surgery, UT Southwestern Medical Center, Dallas, Texas, USA
| | - Christie Caldwell
- Department of Neurological Surgery, UT Southwestern Medical Center, Dallas, Texas, USA
| | - Umaru Barrie
- Department of Neurological Surgery, UT Southwestern Medical Center, Dallas, Texas, USA
| | - Shaleen Vira
- Department of Orthopedic Surgery, UT Southwestern Medical Center, Dallas, Texas, USA
| | - Mazin Al Tamimi
- Department of Neurological Surgery, UT Southwestern Medical Center, Dallas, Texas, USA
| | - Carlos A Bagley
- Department of Neurological Surgery, UT Southwestern Medical Center, Dallas, Texas, USA; Department of Orthopedic Surgery, UT Southwestern Medical Center, Dallas, Texas, USA
| | - Salah G Aoun
- Department of Neurological Surgery, UT Southwestern Medical Center, Dallas, Texas, USA
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8
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Lagerstedt L, Azurmendi L, Tenovuo O, Katila AJ, Takala RSK, Blennow K, Newcombe VFJ, Maanpää HR, Tallus J, Hossain I, van Gils M, Menon DK, Hutchinson PJ, Zetterberg H, Posti JP, Sanchez JC. Interleukin 10 and Heart Fatty Acid-Binding Protein as Early Outcome Predictors in Patients With Traumatic Brain Injury. Front Neurol 2020; 11:376. [PMID: 32581990 PMCID: PMC7280446 DOI: 10.3389/fneur.2020.00376] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2020] [Accepted: 04/14/2020] [Indexed: 12/27/2022] Open
Abstract
Background: Patients with traumatic brain injury (TBI) exhibit a variable and unpredictable outcome. The proteins interleukin 10 (IL-10) and heart fatty acid-binding protein (H-FABP) have shown predictive values for the presence of intracranial lesions. Aim: To evaluate the individual and combined outcome prediction ability of IL-10 and H-FABP, and to compare them to the more studied proteins S100β, glial fibrillary acidic protein (GFAP), and neurofilament light (NF-L), both with and without clinical predictors. Methods: Blood samples from patients with acute TBI (all severities) were collected <24 h post trauma. The outcome was measured >6 months post injury using the Glasgow Outcome Scale Extended (GOSE) score, dichotomizing patients into: (i) those with favorable (GOSE≥5)/unfavorable outcome (GOSE ≤ 4) and complete (GOSE = 8)/incomplete (GOSE ≤ 7) recovery, and (ii) patients with mild TBI (mTBI) and patients with TBIs of all severities. Results: When sensitivity was set at 95-100%, the proteins' individual specificities remained low. H-FABP showed the best specificity (%) and sensitivity (100%) in predicting complete recovery in patients with mTBI. IL-10 had the best specificity (50%) and sensitivity (96%) in identifying patients with favorable outcome in patients with TBIs of all severities. When individual proteins were combined with clinical parameters, a model including H-FABP, NF-L, and ISS yielded a specificity of 56% and a sensitivity of 96% in predicting complete recovery in patients with mTBI. In predicting favorable outcome, a model consisting IL-10, age, and TBI severity reached a specificity of 80% and a sensitivity of 96% in patients with TBIs of all severities. Conclusion: Combining novel TBI biomarkers H-FABP and IL-10 with GFAP, NF-L and S100β and clinical parameters improves outcome prediction models in TBI.
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Affiliation(s)
- Linnéa Lagerstedt
- Department of Specialities of Internal Medicine, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Leire Azurmendi
- Department of Specialities of Internal Medicine, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Olli Tenovuo
- Turku Brain Injury Centre, Turku University Hospital, Turku, Finland.,Department of Clinical Neurosciences, University of Turku, Turku, Finland
| | - Ari J Katila
- Perioperative Services, Intensive Care Medicine and Pain Management, Turku University Hospital and University of Turku, Turku, Finland
| | - Riikka S K Takala
- Perioperative Services, Intensive Care Medicine and Pain Management, Turku University Hospital and University of Turku, Turku, Finland
| | - Kaj Blennow
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
| | - Virginia F J Newcombe
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Henna-Riikka Maanpää
- Turku Brain Injury Centre, Turku University Hospital, Turku, Finland.,Department of Clinical Neurosciences, University of Turku, Turku, Finland.,Division of Clinical Neurosciences, Department of Neurosurgery, Turku University Hospital Turku, Turku, Finland
| | - Jussi Tallus
- Department of Clinical Neurosciences, University of Turku, Turku, Finland
| | - Iftakher Hossain
- Turku Brain Injury Centre, Turku University Hospital, Turku, Finland.,Department of Clinical Neurosciences, University of Turku, Turku, Finland.,Division of Clinical Neurosciences, Department of Neurosurgery, Turku University Hospital Turku, Turku, Finland
| | - Mark van Gils
- Knowledge Intensive Products and Services, VTT Technical Research Centre of Finland Ltd, Tampere, Finland
| | - David K Menon
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Peter J Hutchinson
- Division of Neurosurgery, Department of Clinical Neurosciences, University of Cambridge, Addenbrooke's Hospital, Cambridge, United Kingdom.,National Institute for Health Research, Cambridge BRC, Cambridge, United Kingdom.,Royal College of Surgeons of England, London, United Kingdom
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden.,UK Dementia Research Institute at UCL, London, United Kingdom.,Department of Neurodegenerative Disease, UCL Institute of Neurology, London, United Kingdom
| | - Jussi P Posti
- Turku Brain Injury Centre, Turku University Hospital, Turku, Finland.,Department of Clinical Neurosciences, University of Turku, Turku, Finland.,Division of Clinical Neurosciences, Department of Neurosurgery, Turku University Hospital Turku, Turku, Finland
| | - Jean-Charles Sanchez
- Department of Specialities of Internal Medicine, Faculty of Medicine, University of Geneva, Geneva, Switzerland
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9
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Olczak M, Poniatowski ŁA, Niderla-Bielińska J, Kwiatkowska M, Chutorański D, Tarka S, Wierzba-Bobrowicz T. Concentration of microtubule associated protein tau (MAPT) in urine and saliva as a potential biomarker of traumatic brain injury in relationship with blood–brain barrier disruption in postmortem examination. Forensic Sci Int 2019; 301:28-36. [DOI: 10.1016/j.forsciint.2019.05.010] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2018] [Revised: 04/23/2019] [Accepted: 05/03/2019] [Indexed: 02/06/2023]
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10
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Yamal JM, Hannay HJ, Gopinath S, Aisiku IP, Benoit JS, Robertson CS. Glasgow Outcome Scale Measures and Impact on Analysis and Results of a Randomized Clinical Trial of Severe Traumatic Brain Injury. J Neurotrauma 2019; 36:2484-2492. [PMID: 30973053 DOI: 10.1089/neu.2018.5939] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
The original unstructured Glasgow Outcome Scale (uGOS) and the newer structured interviews GOS and the Extended GOS (GOS-E) have been used widely as outcomes in severe traumatic brain injury (TBI) trials. We compared outcome categories (ranging from dead [D] to good recovery [GR]) for each measure in a randomized trial of transfusion threshold and the implications of measure choice and analysis methods for the results of the trial. We planned to explore patient symptomology possibly driving any discrepancies between the patient's uGOS and GOS scores. Category correspondence between uGOS and GOS scores occurred in 160 (88.4%) of the 181 analyzed cases. The GOS-E and GOS instruments incorporated more behavioral/cognitive/social and other components, leading to a worse outcome in some cases than for the uGOS. Choice of outcome measure and analysis led to incongruous conclusions. Dichotomizing uGOS into favorable outcome (GR and moderate disability [MD] categories) versus unfavorable (severe disability [SD], vegetative state [VS], and D categories), we observed a significant effect of transfusion threshold (odds ratio [OR] = 0.51, p = 0.03; adjusted OR = 0.40, p = 0.02). For the same dichotomization of GOS and GOS-E, the effect was not statistically significant but the ORs were similar (ORs between 0.57 and 0.68, p > 0.15 for all). An effect was not detected using ordinal logistic regression or sliding dichotomy method for all three measures. Differences in categorizations of subjects between moderate and severe disability among the scales impacted conclusions of the trial. In future studies, particular attention should be given to implementing GOS measures and describing the methodology for how outcomes were ascertained.
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Affiliation(s)
- Jose-Miguel Yamal
- Coordinating Center for Clinical Trials, Department of Biostatistics and Data Science, The University of Texas School of Public Health, Houston, Texas
| | - H Julia Hannay
- Department of Psychology, University of Houston, Houston, Texas.,Texas Institute for Measurement Evaluation and Statistics (TIMES), University of Houston, Houston, Texas
| | - Shankar Gopinath
- Department of Neurosurgery, Baylor College of Medicine, Houston, Texas
| | - Imoigele P Aisiku
- Harvard Medical School/Brigham and Women's Hospital, Boston, Massachusetts
| | - Julia S Benoit
- Texas Institute for Measurement Evaluation and Statistics (TIMES), University of Houston, Houston, Texas.,Department of Basic Vision Sciences, University of Houston, Houston, Texas
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11
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Falomir-Lockhart LJ, Cavazzutti GF, Giménez E, Toscani AM. Fatty Acid Signaling Mechanisms in Neural Cells: Fatty Acid Receptors. Front Cell Neurosci 2019; 13:162. [PMID: 31105530 PMCID: PMC6491900 DOI: 10.3389/fncel.2019.00162] [Citation(s) in RCA: 83] [Impact Index Per Article: 16.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2019] [Accepted: 04/08/2019] [Indexed: 12/15/2022] Open
Abstract
Fatty acids (FAs) are typically associated with structural and metabolic roles, as they can be stored as triglycerides, degraded by β-oxidation or used in phospholipids’ synthesis, the main components of biological membranes. It has been shown that these lipids exhibit also regulatory functions in different cell types. FAs can serve as secondary messengers, as well as modulators of enzymatic activities and substrates for cytokines synthesis. More recently, it has been documented a direct activity of free FAs as ligands of membrane, cytosolic, and nuclear receptors, and cumulative evidence has emerged, demonstrating its participation in a wide range of physiological and pathological conditions. It has been long known that the central nervous system is enriched with poly-unsaturated FAs, such as arachidonic (C20:4ω-6) or docosohexaenoic (C22:6ω-3) acids. These lipids participate in the regulation of membrane fluidity, axonal growth, development, memory, and inflammatory response. Furthermore, a whole family of low molecular weight compounds derived from FAs has also gained special attention as the natural ligands for cannabinoid receptors or key cytokines involved in inflammation, largely expanding the role of FAs as precursors of signaling molecules. Nutritional deficiencies, and alterations in lipid metabolism and lipid signaling have been associated with developmental and cognitive problems, as well as with neurodegenerative diseases. The molecular mechanism behind these effects still remains elusive. But in the last two decades, different families of proteins have been characterized as receptors mediating FAs signaling. This review focuses on different receptors sensing and transducing free FAs signals in neural cells: (1) membrane receptors of the family of G Protein Coupled Receptors known as Free Fatty Acid Receptors (FFARs); (2) cytosolic transport Fatty Acid-Binding Proteins (FABPs); and (3) transcription factors Peroxisome Proliferator-Activated Receptors (PPARs). We discuss how these proteins modulate and mediate direct regulatory functions of free FAs in neural cells. Finally, we briefly discuss the advantages of evaluating them as potential targets for drug design in order to manipulate lipid signaling. A thorough characterization of lipid receptors of the nervous system could provide a framework for a better understanding of their roles in neurophysiology and, potentially, help for the development of novel drugs against aging and neurodegenerative processes.
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Affiliation(s)
- Lisandro Jorge Falomir-Lockhart
- Instituto de Investigaciones Bioquímicas de La Plata (INIBIOLP), Centro Científico Tecnológico - La Plata, Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), La Plata, Argentina.,Facultad de Ciencias Exactas, Universidad Nacional de La Plata (UNLP), La Plata, Argentina
| | - Gian Franco Cavazzutti
- Instituto de Investigaciones Bioquímicas de La Plata (INIBIOLP), Centro Científico Tecnológico - La Plata, Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), La Plata, Argentina.,Facultad de Ciencias Exactas, Universidad Nacional de La Plata (UNLP), La Plata, Argentina
| | - Ezequiel Giménez
- Instituto de Investigaciones Bioquímicas de La Plata (INIBIOLP), Centro Científico Tecnológico - La Plata, Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), La Plata, Argentina.,Facultad de Ciencias Médicas, Universidad Nacional de La Plata (UNLP), La Plata, Argentina
| | - Andrés Martín Toscani
- Instituto de Investigaciones Bioquímicas de La Plata (INIBIOLP), Centro Científico Tecnológico - La Plata, Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), La Plata, Argentina.,Facultad de Ciencias Médicas, Universidad Nacional de La Plata (UNLP), La Plata, Argentina
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12
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Adipsin, MIP-1b, and IL-8 as CSF Biomarker Panels for ALS Diagnosis. DISEASE MARKERS 2018; 2018:3023826. [PMID: 30405855 PMCID: PMC6199888 DOI: 10.1155/2018/3023826] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/13/2018] [Revised: 08/15/2018] [Accepted: 08/28/2018] [Indexed: 12/20/2022]
Abstract
Amyotrophic lateral sclerosis (ALS) is an aggressive neurodegenerative disorder that selectively attacks motor neurons in the brain and spinal cord. Despite important advances in the knowledge of the etiology and progression of the disease, there are still no solid grounds in which a clinician could make an early objective and reliable diagnosis from which patients could benefit. Diagnosis is difficult and basically made by clinical rating scales (ALSRs and El Escorial). The possible finding of biomarkers to aid in the early diagnosis and rate of disease progression could serve for future innovative therapeutic approaches. Recently, it has been suggested that ALS has an important immune component that could represent either the cause or the consequence of the disease. In this report, we analyzed 19 different cytokines and growth factors in the cerebrospinal fluid of 77 ALS patients and 13 controls by decision tree and PanelomiX program. Results showed an increase of Adipsin, MIP-1b, and IL-6, associated with a decrease of IL-8 thresholds, related with ALS patients. This biomarker panel analysis could represent an important aid for diagnosis of ALS alongside the clinical and neurophysiological criteria.
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13
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Combining H-FABP and GFAP increases the capacity to differentiate between CT-positive and CT-negative patients with mild traumatic brain injury. PLoS One 2018; 13:e0200394. [PMID: 29985933 PMCID: PMC6037378 DOI: 10.1371/journal.pone.0200394] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2018] [Accepted: 06/25/2018] [Indexed: 12/21/2022] Open
Abstract
Mild traumatic brain injury (mTBI) patients may have trauma-induced brain lesions detectable using CT scans. However, most patients will be CT-negative. There is thus a need for an additional tool to detect patients at risk. Single blood biomarkers, such as S100B and GFAP, have been widely studied in mTBI patients, but to date, none seems to perform well enough. In many different diseases, combining several biomarkers into panels has become increasingly interesting for diagnoses and to enhance classification performance. The present study evaluated 13 proteins individually-H-FABP, MMP-1, MMP-3, MMP-9, VCAM, ICAM, SAA, CRP, GSTP, NKDA, PRDX1, DJ-1 and IL-10-for their capacity to differentiate between patients with and without a brain lesion according to CT results. The best performing proteins were then compared and combined with the S100B and GFAP proteins into a CT-scan triage panel. Patients diagnosed with mTBI, with a Glasgow Coma Scale score of 15 and one additional clinical symptom were enrolled at three different European sites. A blood sample was collected at hospital admission, and a CT scan was performed. Patients were divided into two two-centre cohorts and further dichotomised into CT-positive and CT-negative groups for statistical analysis. Single markers and panels were evaluated using Cohort 1. Four proteins-H-FABP, IL-10, S100B and GFAP-showed significantly higher levels in CT-positive patients. The best-performing biomarker was H-FABP, with a specificity of 32% (95% CI 23-40) and sensitivity reaching 100%. The best-performing two-marker panel for Cohort 1, subsequently validated in Cohort 2, was a combination of H-FABP and GFAP, enhancing specificity to 46% (95% CI 36-55). When adding IL-10 to this panel, specificity reached 52% (95% CI 43-61) with 100% sensitivity. These results showed that proteins combined into panels could be used to efficiently classify CT-positive and CT-negative mTBI patients.
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14
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Abu Hamdeh S, Shevchenko G, Mi J, Musunuri S, Bergquist J, Marklund N. Proteomic differences between focal and diffuse traumatic brain injury in human brain tissue. Sci Rep 2018; 8:6807. [PMID: 29717219 PMCID: PMC5931620 DOI: 10.1038/s41598-018-25060-0] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2017] [Accepted: 04/09/2018] [Indexed: 02/06/2023] Open
Abstract
The early molecular response to severe traumatic brain injury (TBI) was evaluated using biopsies of structurally normal-appearing cortex, obtained at location for intracranial pressure (ICP) monitoring, from 16 severe TBI patients. Mass spectrometry (MS; label free and stable isotope dimethyl labeling) quantitation proteomics showed a strikingly different molecular pattern in TBI in comparison to cortical biopsies from 11 idiopathic normal pressure hydrocephalus patients. Diffuse TBI showed increased expression of peptides related to neurodegeneration (Tau and Fascin, p < 0.05), reduced expression related to antioxidant defense (Glutathione S-transferase Mu 3, Peroxiredoxin-6, Thioredoxin-dependent peroxide reductase; p < 0.05) and increased expression of potential biomarkers (e.g. Neurogranin, Fatty acid-binding protein, heart p < 0.05) compared to focal TBI. Proteomics of human brain biopsies displayed considerable molecular heterogeneity among the different TBI subtypes with consequences for the pathophysiology and development of targeted treatments for TBI.
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Affiliation(s)
- Sami Abu Hamdeh
- Department of Neuroscience, Neurosurgery, Uppsala University, Uppsala, Sweden
| | - Ganna Shevchenko
- Analytical Chemistry, Department of Chemistry-BMC, Uppsala University, Uppsala, Sweden
| | - Jia Mi
- Analytical Chemistry, Department of Chemistry-BMC, Uppsala University, Uppsala, Sweden.,Medicine and Pharmacy Research Center, Binzhou Medical University, Yantai, China
| | - Sravani Musunuri
- Analytical Chemistry, Department of Chemistry-BMC, Uppsala University, Uppsala, Sweden
| | - Jonas Bergquist
- Analytical Chemistry, Department of Chemistry-BMC, Uppsala University, Uppsala, Sweden.,Medicine and Pharmacy Research Center, Binzhou Medical University, Yantai, China
| | - Niklas Marklund
- Department of Neuroscience, Neurosurgery, Uppsala University, Uppsala, Sweden.
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15
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Schumacher R, Müri RM, Walder B. Integrated Health Care Management of Moderate to Severe TBI in Older Patients-A Narrative Review. Curr Neurol Neurosci Rep 2017; 17:92. [PMID: 28986740 DOI: 10.1007/s11910-017-0801-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
PURPOSE OF REVIEW Traumatic brain injuries are common, especially within the elderly population, which is typically defined as age 65 and older. This narrative review aims at summarizing and critically evaluating important aspects of their health care management in covering the entire pathway from prehospital care to rehabilitation and beyond. RECENT FINDINGS The number of older patients with traumatic brain injury (TBI) is increasing, and there seem to be differences in all aspects of care along their pathway when compared to younger patients. Despite a higher mortality and a generally less favorable outcome, the current literature shows that older TBI patients have the potential to make significant improvements over time. More research is needed to evaluate the most efficient and integrated clinical pathway from prehospital interventions to rehabilitation as well as the optimal treatment of older TBI patients. Most importantly, they should not be denied access to specific treatments and therapies only based on age.
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Affiliation(s)
- Rahel Schumacher
- Department of Neurology, University Neurorehabilitation, Inselspital, University Hospital Bern, Freiburgstrasse 10, 3010, Bern, Switzerland.
| | - René M Müri
- Department of Neurology, University Neurorehabilitation, Inselspital, University Hospital Bern, Freiburgstrasse 10, 3010, Bern, Switzerland
- Gerontechnology and Rehabilitation Group, University of Bern, Bern, Switzerland
| | - Bernhard Walder
- Division of Anaesthesiology, University Hospitals of Geneva, Geneva, Switzerland
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16
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Llano DA, Bundela S, Mudar RA, Devanarayan V. A multivariate predictive modeling approach reveals a novel CSF peptide signature for both Alzheimer's Disease state classification and for predicting future disease progression. PLoS One 2017; 12:e0182098. [PMID: 28771542 PMCID: PMC5542644 DOI: 10.1371/journal.pone.0182098] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2017] [Accepted: 07/12/2017] [Indexed: 11/19/2022] Open
Abstract
To determine if a multi-analyte cerebrospinal fluid (CSF) peptide signature can be used to differentiate Alzheimer’s Disease (AD) and normal aged controls (NL), and to determine if this signature can also predict progression from mild cognitive impairment (MCI) to AD, analysis of CSF samples was done on the Alzheimer’s Disease Neuroimaging Initiative (ADNI) dataset. The profiles of 320 peptides from baseline CSF samples of 287 subjects over a 3–6 year period were analyzed. As expected, the peptide most able to differentiate between AD vs. NL was found to be Apolipoprotein E. Other peptides, some of which are not classically associated with AD, such as heart fatty acid binding protein, and the neuronal pentraxin receptor, also differentiated disease states. A sixteen-analyte signature was identified which differentiated AD vs. NL with an area under the receiver operating characteristic curve of 0.89, which was better than any combination of amyloid beta (1–42), tau, and phospho-181 tau. This same signature, when applied to a new and independent data set, also strongly predicted both probability and rate of future progression of MCI subjects to AD, better than traditional markers. These data suggest that multivariate peptide signatures from CSF predict MCI to AD progression, and point to potentially new roles for certain proteins not typically associated with AD.
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Affiliation(s)
- Daniel A. Llano
- Department of Molecular and Integrative Physiology, University of Illinois at Urbana-Champaign, United States of America
- * E-mail:
| | - Saurabh Bundela
- Exploratory Statistics, AbbVie, Inc., North Chicago, IL, United States of America
| | - Raksha A. Mudar
- Department of Speech and Hearing Science, University of Illinois at Urbana-Champaign, United States of America
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17
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Osthoff M, Walder B, Delhumeau C, Trendelenburg M, Turck N. Association of Lectin Pathway Protein Levels and Genetic Variants Early after Injury with Outcomes after Severe Traumatic Brain Injury: A Prospective Cohort Study. J Neurotrauma 2017; 34:2560-2566. [PMID: 28482760 DOI: 10.1089/neu.2016.4941] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
The lectin pathway of the complement system has been implicated in secondary ischemic/inflammatory injury after traumatic brain injury (TBI). However, previous experimental studies have yielded conflicting results, and human studies are scarce. In this exploratory study, we investigated associations of several lectin pathway proteins early after injury and single-nucleotide polymorphisms (SNP) with outcomes after severe TBI (mortality at 14 days [primary outcome] and consciousness assessed with the Glasgow Coma Scale [GCS] at 14 days, disability assessed with the Glasgow Outcome Scale Extended [GOSE] at 90 days). Forty-four patients with severe TBI were included. Plasma levels of lectin pathway proteins were sampled at 6, 12, 24, and 48 h after injury and eight mannose-binding lectin (MBL) and ficolin (FCN)2 SNPs were analyzed by enzyme-linked immunosorbent assay (ELISA) and genotyping, respectively. Plasma protein levels were stable with only a slight increase in mannose-binding protein-associated serine protease (MASP)-2 and FCN2 levels after 48 h (p < 0.05), respectively. Neither lectin protein plasma levels (6 h or mean levels) nor MBL2 genotypes or FCN2 variant alleles were associated with 14 day mortality or 14 day consciousness. However, FCN2, FCN3, and MASP-2 levels were higher in patients with an unfavorable outcome (GOSE 1-4) at 90 days (p < 0.05), whereas there was no difference in MBL2 genotypes or FCN2 variant alleles. In particular, higher mean MASP-2 levels over 48 h were independently associated with a GOSE score < 4 at 90 days after adjustment (odds ratio 3.46 [95% confidence interval 1.12-10.68] per 100 ng/mL increase, p = 0.03). No association was observed between the lectin pathway of the complement system and 14 day mortality or 14 day consciousness. However, higher plasma FCN2, FCN3, and, in particular, MASP-2 levels early after injury were associated with an unfavorable outcome at 90 days (death, vegetative state, and severe disability) which may be related to an increased activation of the lectin pathway.
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Affiliation(s)
- Michael Osthoff
- 1 Division of Internal Medicine, University Hospital Basel , Basel, Switzerland .,2 Department of Biomedicine, University Hospital Basel , Basel, Switzerland
| | - Bernhard Walder
- 3 Division of Anaesthesiology, Department of Anaesthesiology, Intensive Care and Clinical Pharmacology, University Hospitals of Geneva , Geneva, Switzerland
| | - Cécile Delhumeau
- 3 Division of Anaesthesiology, Department of Anaesthesiology, Intensive Care and Clinical Pharmacology, University Hospitals of Geneva , Geneva, Switzerland
| | - Marten Trendelenburg
- 1 Division of Internal Medicine, University Hospital Basel , Basel, Switzerland .,2 Department of Biomedicine, University Hospital Basel , Basel, Switzerland
| | - Natacha Turck
- 4 OPTICS Group, Department of Human Protein Sciences, University of Geneva , Geneva, Switzerland
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Thelin EP, Zeiler FA, Ercole A, Mondello S, Büki A, Bellander BM, Helmy A, Menon DK, Nelson DW. Serial Sampling of Serum Protein Biomarkers for Monitoring Human Traumatic Brain Injury Dynamics: A Systematic Review. Front Neurol 2017; 8:300. [PMID: 28717351 PMCID: PMC5494601 DOI: 10.3389/fneur.2017.00300] [Citation(s) in RCA: 165] [Impact Index Per Article: 23.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2017] [Accepted: 06/12/2017] [Indexed: 12/30/2022] Open
Abstract
BACKGROUND The proteins S100B, neuron-specific enolase (NSE), glial fibrillary acidic protein (GFAP), ubiquitin carboxy-terminal hydrolase L1 (UCH-L1), and neurofilament light (NF-L) have been serially sampled in serum of patients suffering from traumatic brain injury (TBI) in order to assess injury severity and tissue fate. We review the current literature of serum level dynamics of these proteins following TBI and used the term "effective half-life" (t1/2) in order to describe the "fall" rate in serum. MATERIALS AND METHODS Through searches on EMBASE, Medline, and Scopus, we looked for articles where these proteins had been serially sampled in serum in human TBI. We excluded animal studies, studies with only one presented sample and studies without neuroradiological examinations. RESULTS Following screening (10,389 papers), n = 122 papers were included. The proteins S100B (n = 66) and NSE (n = 27) were the two most frequent biomarkers that were serially sampled. For S100B in severe TBI, a majority of studies indicate a t1/2 of about 24 h, even if very early sampling in these patients reveals rapid decreases (1-2 h) though possibly of non-cerebral origin. In contrast, the t1/2 for NSE is comparably longer, ranging from 48 to 72 h in severe TBI cases. The protein GFAP (n = 18) appears to have t1/2 of about 24-48 h in severe TBI. The protein UCH-L1 (n = 9) presents a t1/2 around 7 h in mild TBI and about 10 h in severe. Frequent sampling of these proteins revealed different trajectories with persisting high serum levels, or secondary peaks, in patients with unfavorable outcome or in patients developing secondary detrimental events. Finally, NF-L (n = 2) only increased in the few studies available, suggesting a serum availability of >10 days. To date, automated assays are available for S100B and NSE making them faster and more practical to use. CONCLUSION Serial sampling of brain-specific proteins in serum reveals different temporal trajectories that should be acknowledged. Proteins with shorter serum availability, like S100B, may be superior to proteins such as NF-L in detection of secondary harmful events when monitoring patients with TBI.
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Affiliation(s)
- Eric Peter Thelin
- Division of Neurosurgery, Department of Clinical Neurosciences, University of Cambridge, Cambridge Biomedical Campus, Cambridge, United Kingdom
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Frederick Adam Zeiler
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, United Kingdom
- Department of Surgery, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB, Canada
- Clinician Investigator Program, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB, Canada
| | - Ari Ercole
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, United Kingdom
| | - Stefania Mondello
- Department of Biomedical and Dental Sciences and Morphofunctional Imaging, University of Messina, Messina, Italy
| | - András Büki
- Szentagothai Research Centre, University of Pecs, Pecs, Hungary
- Department of Neurosurgery, University of Pecs, Pecs, Hungary
- MTA-PTE Clinical Neuroscience MR Research Group, Pecs, Hungary
| | | | - Adel Helmy
- Division of Neurosurgery, Department of Clinical Neurosciences, University of Cambridge, Cambridge Biomedical Campus, Cambridge, United Kingdom
| | - David K. Menon
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, United Kingdom
- Wolfson Brain Imaging Centre, Department of Clinical Neurosciences, University of Cambridge, Cambridge Biomedical Campus, Cambridge, United Kingdom
| | - David W. Nelson
- Section of Perioperative Medicine and Intensive Care, Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden
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Lagerstedt L, Egea-Guerrero JJ, Bustamante A, Montaner J, Rodríguez-Rodríguez A, El Rahal A, Turck N, Quintana M, García-Armengol R, Prica CM, Andereggen E, Rinaldi L, Sarrafzadeh A, Schaller K, Sanchez JC. H-FABP: A new biomarker to differentiate between CT-positive and CT-negative patients with mild traumatic brain injury. PLoS One 2017; 12:e0175572. [PMID: 28419114 PMCID: PMC5395174 DOI: 10.1371/journal.pone.0175572] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2016] [Accepted: 03/28/2017] [Indexed: 11/18/2022] Open
Abstract
The majority of patients with mild traumatic brain injury (mTBI) will have normal Glasgow coma scale (GCS) of 15. Furthermore, only 5%-8% of them will be CT-positive for an mTBI. Having a useful biomarker would help clinicians evaluate a patient's risk of developing intracranial lesions. The S100B protein is currently the most studied and promising biomarker for this purpose. Heart fatty-acid binding protein (H-FABP) has been highlighted in brain injury models and investigated as a biomarker for stroke and severe TBI, for example. Here, we evaluate the performances of S100B and H-FABP for differentiating between CT-positive and CT-negative patients. A total of 261 patients with a GCS score of 15 and at least one clinical symptom of mTBI were recruited at three different European sites. Blood samples from 172 of them were collected ≤ 6 h after trauma. Patients underwent a CT scan and were dichotomised into CT-positive and CT-negative groups for statistical analyses. H-FABP and S100B levels were measured using commercial kits, and their capacities to detect all CT-positive scans were evaluated, with sensitivity set to 100%. For patients recruited ≤ 6 h after trauma, the CT-positive group demonstrated significantly higher levels of both H-FABP (p = 0.004) and S100B (p = 0.003) than the CT-negative group. At 100% sensitivity, specificity reached 6% (95% CI 2.8-10.7) for S100B and 29% (95% CI 21.4-37.1) for H-FABP. Similar results were obtained when including all the patients recruited, i.e. hospital arrival within 24 h of trauma onset. H-FABP out-performed S100B and thus seems to be an interesting protein for detecting all CT-positive mTBI patients with a GCS score of 15 and at least one clinical symptom.
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Affiliation(s)
- Linnéa Lagerstedt
- Department of Human Protein Sciences, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | | | - Alejandro Bustamante
- Neurovascular Research Laboratory, Vall d’Hebron Institute of Research (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Joan Montaner
- Neurovascular Research Laboratory, Vall d’Hebron Institute of Research (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
| | | | - Amir El Rahal
- Division of Neurosurgery, Geneva Neuroscience Center, Department of Clinical Neurosciences, Geneva University Hospitals, Geneva, Switzerland
| | - Natacha Turck
- Department of Human Protein Sciences, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Manuel Quintana
- Intensive Medicine Unit, Hospital Universitario La Paz, idiPAZ, Department of Medicine, Universidad Autónoma de Madrid, Madrid, Spain
| | - Roser García-Armengol
- Neurosurgical department, Neuroscience Unit, Hospital Universitari Germans Trias i Pujol, Badalona, Spain
| | | | - Elisabeth Andereggen
- Emergency Center, Geneva University Hospitals, Geneva, Switzerland
- Department of Surgery, Geneva University Hospitals, Geneva, Switzerland
| | - Lara Rinaldi
- Emergency Center, Geneva University Hospitals, Geneva, Switzerland
| | - Asita Sarrafzadeh
- Department of Neurosurgery, University Hospital Heidelberg, Heidelberg, Germany
| | - Karl Schaller
- Division of Neurosurgery, Geneva Neuroscience Center, Department of Clinical Neurosciences, Geneva University Hospitals, Geneva, Switzerland
| | - Jean-Charles Sanchez
- Department of Human Protein Sciences, Faculty of Medicine, University of Geneva, Geneva, Switzerland
- * E-mail:
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Boutté AM, Deng-Bryant Y, Johnson D, Tortella FC, Dave JR, Shear DA, Schmid KE. Serum Glial Fibrillary Acidic Protein Predicts Tissue Glial Fibrillary Acidic Protein Break-Down Products and Therapeutic Efficacy after Penetrating Ballistic-Like Brain Injury. J Neurotrauma 2016; 33:147-56. [DOI: 10.1089/neu.2014.3672] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Affiliation(s)
- Angela M. Boutté
- Brain Trauma Neuroprotection and Neurorestoration Branch, Center for Military Psychiatry and Neuroscience, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - Ying Deng-Bryant
- Brain Trauma Neuroprotection and Neurorestoration Branch, Center for Military Psychiatry and Neuroscience, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - David Johnson
- Brain Trauma Neuroprotection and Neurorestoration Branch, Center for Military Psychiatry and Neuroscience, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - Frank C. Tortella
- Brain Trauma Neuroprotection and Neurorestoration Branch, Center for Military Psychiatry and Neuroscience, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - Jitendra R. Dave
- Brain Trauma Neuroprotection and Neurorestoration Branch, Center for Military Psychiatry and Neuroscience, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - Deborah A. Shear
- Brain Trauma Neuroprotection and Neurorestoration Branch, Center for Military Psychiatry and Neuroscience, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - Kara E. Schmid
- Brain Trauma Neuroprotection and Neurorestoration Branch, Center for Military Psychiatry and Neuroscience, Walter Reed Army Institute of Research, Silver Spring, Maryland
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Ottens AK, Stafflinger JE, Griffin HE, Kunz RD, Cifu DX, Niemeier JP. Post-acute brain injury urinary signature: a new resource for molecular diagnostics. J Neurotrauma 2014; 31:782-8. [PMID: 24372380 DOI: 10.1089/neu.2013.3116] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Heterogeneity within brain injury presents a challenge to the development of informative molecular diagnostics. Recent studies show progress, particularly in cerebrospinal fluid, with biomarker assays targeting one or a few structural proteins. Protein-based assays in peripheral fluids, however, have been more challenging to develop, in part because of restricted and intermittent barrier access. Further, a greater number of molecular variables may be required to inform on patient status given the multi-factorial nature of brain injury. Presented is an alternative approach profiling peripheral fluid for a class of small metabolic by-products rendered by ongoing brain pathobiology. Urine specimens were collected for head trauma subjects upon admission to acute brain injury rehabilitation and non-traumatized matched controls. An innovative data-independent mass spectrometry approach was employed for reproducible molecular quantification across osmolarity-normalized samples. The postacute human traumatic brain injury urinary signature encompassed 2476 discriminant variables reproducibly measured in specimens for subject classification. Multiple subprofiles were then discerned in correlation with injury severity per the Glasgow Comma Scale and behavioral and neurocognitive function per the Patient Competency Rating Scale and Frontal Systems Behavioral Scale. Identified peptide constituents were enriched for outgrowth and guidance, extracellular matrix, and post-synaptic density proteins, which were reflective of ongoing post-acute neuroplastic processes demonstrating pathobiological relevance. Taken together, these findings support further development of diagnostics based on brain injury urinary signatures using either combinatorial quantitative models or pattern-recognition methods. Particularly, these findings espouse assay development to address unmet diagnostic and theragnostic needs in brain injury rehabilitative medicine.
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Affiliation(s)
- Andrew K Ottens
- 1 Department of Anatomy and Neurobiology, Virginia Commonwealth University School of Medicine , Richmond, Virginia
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Hulscher JB, Vervliet BHD, Wilczak N, van der Naalt J. The diagnostic value of brain-fatty acid binding protein in traumatic brain injury. J Neurotrauma 2014; 31:411. [PMID: 24044775 DOI: 10.1089/neu.2013.3099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
- Jan B Hulscher
- 1 Department of Surgery, University of Groningen , University Medical Center Groningen, Groningen, The Netherlands
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