Reduced Masseter Muscle Area Predicts the 6‐Month Outcome After Mild Traumatic Brain Injury in Older Adults
ABSTRACTObjectivesMild traumatic brain injury (mTBI) in older patients is a common condition in neurosurgery, often linked to poor long‐term outcomes, especially when accompanied by frailty. Sarcopenia contributes to this frailty and can be assessed through transverse imaging methods. This study aimed to assess the prognostic value of the masseter muscle cross‐sectional area (MCSA) as determined from admission CT head scans in older patients with mTBI.MethodsThis retrospective study identified older patients with mTBI who were admitted to our hospital from April 2013 to December 2022. The Glasgow Outcome Scale Extended (GOSE) was utilized to assess neurological outcomes at 6 months follow‐up, which were divided into complete recovery (GOSE = 8) and incomplete recovery (GOSE ≤ 7). We measured the average MCSA using admission CT scans and evaluated the consistency of these measurements. Multivariable logistic regression was conducted to evaluate the association between reduced MCSA and 6‐month clinical outcomes in older mTBI patients while adjusting for age, gender, and comorbidity.ResultsThe study involved 227 patients, 135 (59.5%) males and 92 (40.5%) females, with a mean age of 74.1 years. 92 (40.5%) had an adverse clinical outcome by the end of follow‐up. The intra‐ and inter‐observer reliability of the MCSA measurements was good to excellent (ICCs = 0.955–0.972 and 0.856–0.892). MCSA decreased with age (Pearson's r = −0.290, p < 0.001). Males had higher MCSA than females (p < 0.001). The optimal MCSA cutoff values for predicting 6‐month clinical outcomes were 358.75 mm2 for male and 263.25 mm2 for female patients. Reduced MCSA was associated with 6‐month clinical outcomes in univariate and multivariate logistic analyses (OR = 0.131, 95% CI: 0.063–0.273; p < 0.001). The MCSA was linearly associated with incomplete recovery (p < 0.001, P for nonlinear = 0.127).ConclusionsMCSA measurements from initial scans were reliable, providing prognostic information that supplemented existing predictors of poor outcomes in older mTBI patients.
46
- 10.1002/jcsm.13160
- Jan 5, 2023
- Journal of Cachexia, Sarcopenia and Muscle
11
- 10.1016/s1474-4422(21)00418-x
- Jan 19, 2022
- The Lancet Neurology
89
- 10.1016/j.injury.2016.06.019
- Jun 15, 2016
- Injury
48
- 10.1001/jama.2019.18134
- Dec 9, 2019
- JAMA
6
- 10.3233/jad-215158
- Apr 5, 2022
- Journal of Alzheimer's Disease
113
- 10.1097/aco.0000000000000065
- Jun 1, 2014
- Current Opinion in Anaesthesiology
247
- 10.1038/s41582-018-0091-y
- Nov 5, 2018
- Nature Reviews Neurology
14
- 10.1016/j.wneu.2022.02.038
- Feb 15, 2022
- World Neurosurgery
4522
- 10.1016/j.jamda.2019.12.012
- Feb 4, 2020
- Journal of the American Medical Directors Association
23
- 10.1089/photob.2019.4683
- Oct 1, 2019
- Photobiomodulation, photomedicine, and laser surgery
- Research Article
- 10.1089/neu.2024.0220
- Dec 6, 2024
- Journal of neurotrauma
Mild traumatic brain injury (mTBI) is a growing health concern in the context of an aging population. Older adults comprise a distinct population, with an increased vulnerability for mTBI due to comorbid diseases and age-associated frailty compared with the adult population. The aim of this study was to assess the recovery course and determinants of outcome in a large cohort of older patients with mTBI. For this study, 154 patients aged ≥60 years with mTBI admitted to the Emergency Department were investigated in a prospective observational cohort (ReCONNECT study). Demographics and injury characteristics (computed tomography scan, Glasgow Coma Scale) were determined on admission. Early determinants of outcome were assessed at 2 weeks post-injury (e.g., early post-traumatic complaints and emotional distress) with validated questionnaires. Quality of life (QoL) was determined at 3 months with the World Health Organization Quality of Life Scale-Shortened Version. Functional outcome was determined at 3 (early) and 6 months (long term) post-injury with the Glasgow Outcome Scale Extended (GOSE). Logistic regression analyses identified predictors of outcome with dichotomized GOSE scores as dependent variable (incomplete recovery was defined by GOSE ≤ 7 and complete recovery by GOSE 8). Complete recovery was observed in 42% of patients at 3 months post-injury without significant sex differences. More early post-traumatic complaints were present in patients with incomplete recovery, compared with patients with complete recovery (p < 0.001). Scores on overall QoL, general health-related QoL and all subdomains were lower for patients with incomplete recovery compared with patients with complete recovery (p < 0.05). Incomplete recovery at 3 months post-injury was predicted by increased physical frailty and early post-traumatic complaints (Nagelkerke R2 = 0.25). At 6 months post-injury, 53% of patients had complete recovery with higher frequency in males (60%) compared with females (42%) (p = 0.025). None of the investigated variables significantly predicted long-term outcome at 6 months post-injury (Nagelkerke R2 = 0.14), which might be explained by the changing cohort characteristics over time due to age-related morbidity. Our results demonstrate that almost half of older patients with mTBI show complete recovery with complaints and physical frailty as predictors of outcome at 3 months post-injury. Recovery still improves after 3 months and further follow-up is necessary to identify other factors that are associated with long-term outcomes in this specific category of patients with mTBI. The recovery course in older patients with mTBI is dynamic and further research on factors associated with long-term outcomes in this specific patient population is imperative to enhance treatment strategies.
- Research Article
294
- 10.1016/s1474-4422(17)30117-5
- Jun 13, 2017
- The Lancet Neurology
Early predictors of outcome after mild traumatic brain injury (UPFRONT): an observational cohort study
- Research Article
3
- 10.3389/fneur.2023.1131085
- Apr 4, 2023
- Frontiers in Neurology
The geriatric nutritional risk index (GNRI) is a simple index for evaluating the nutrition status of elderly patients. Many investigations have demonstrated that this index is associated with the prognosis of several diseases. This study aims to identify the relationship between the GNRI and recovery in elderly mild traumatic brain injury (mTBI) patients. A total of 228 mTBI patients older than 65 years were included in this study. mTBI was defined as an injury to the brain with a loss of consciousness of 30 min or less, a duration of posttraumatic amnesia of <24 h, and an admission Glasgow Coma Scale (GCS) score of 13-15. The Glasgow Outcome Scale Extended (GOSE), an outcome scale assessing functional independence, work, social activities, and personal relationships, was applied to assess the recovery of the patients. The clinical outcome was divided into complete recovery (GOSE = 8) and incomplete recovery (GOSE ≤ 7) at 6 months after the injury. Multivariate logistic regression was applied to evaluate the association between the GNRI and recovery of elderly mTBI patients, with adjustment for age, sex, hypertension, diabetes, and other important factors. The receiver operating curve (ROC) analysis demonstrated that the cutoff value of GNRI was 97.85, and the area under the curve (AUC) was 0.860. Compared to the patients with a high GNRI, the patients with a low GNRI were older, had a higher prevalence of anemia, acute subdural hematoma, and subarachnoid hemorrhage, had a higher age-adjusted Charlson Comorbidity Index value, and had lower levels of albumin, lymphocytes, and hemoglobin. Multivariable analysis showed that high GNRI was associated with a lower risk of 6-month incomplete recovery (OR, 0.770, 95% CI: 0.709-0.837, p < 0.001). The GNRI has utility as part of the objective risk assessment of incomplete 6-month functional recovery in elderly patients with mTBI.
- Research Article
134
- 10.1016/j.injury.2014.10.064
- Nov 4, 2014
- Injury
Health-related quality of life after mild, moderate and severe traumatic brain injury: Patterns and predictors of suboptimal functioning during the first year after injury
- Research Article
17
- 10.1080/02699052.2019.1669825
- Sep 24, 2019
- Brain Injury
ABSTRACTPrimary Objective: Mild Traumatic Brain Injury (MTBI) is commonly categorized as complicated when injury severity criteria are mild, but an intracranial abnormality is present on acute neuroimaging. The current study examined whether functional outcomes differed at one week post injury among older adult patients based on injury severity and acute computed tomography (CT) findings.Research Design: Participants (≥55 years-old; n = 173) presenting sequentially to the emergency department with a head injury were divided into three groups: complicated MTBI (positive CT; n = 22), uncomplicated MTBI (negative CT; n = 68), and mild head injury (unperformed CT, no documented loss of consciousness or post-traumatic amnesia; n = 83).Methods and Procedures: At one week post injury, the Modified Rankin Scale (i.e., difference score between pre/post-injury ratings; ∆MRS), Glasgow Outcome Scale-Extended (GOS-E), and Rivermead Post-Concussion Symptoms Questionnaire (RPQ) were administered.Main Outcomes and Results: Participants differed on the ∆MRS and GOS-E, but not the RPQ. The complicated MTBI group had worse GOS-E ratings than the uncomplicated MTBI and mild head injury groups and worse ∆MRS than the mild head injury group, but the uncomplicated MTBI and mild head injury groups did not differ on either outcome.Conclusions: Macrostructural abnormality on CT was associated with worse functional outcome at one week post MTBI.
- Research Article
19
- 10.3109/02699052.2012.729288
- Feb 1, 2013
- Brain Injury
Primary objective: This study assesses the influence of socio-demographic, psychosocial, clinical and radiological variables on the outcome of patients with mild traumatic brain injury (MTBI) in an acute care inpatient setting.Research design: Retrospective cohort study.Methods and procedure: A total of 2127 inpatients with MTBI were included. Outcomes measured were Extended Glasgow Outcome Scale (GOS-E), the FIM® instrument, length of stay (LOS) and discharge destination.Main outcomes and results: Fifty-four per cent of patients with MTBI with a median GOS-E of 2 were discharged home with no need for further follow-up. Age, LOS, lower Glasgow score (GCS) at admission, insurance coverage and positive CT scans were associated with rehabilitation referrals on discharge. Age, LOS, alcohol and drug abuse, motor vehicle collision and lower GCS at admission were associated with greater physical disabilities and functional impairment at discharge. FIM® cognitive functional scores were higher in women, younger patients and patients without psychiatric disorders. Brain lesions were correlated with longer LOS. CT scan findings in patients with MTBI may help clinicians predict the final outcome and resources required for patient care during their hospitalization and on discharge.Conclusion: This study can help healthcare professionals in treating and planning future care of patients with MTBI.
- Research Article
388
- 10.1016/s1474-4422(19)30232-7
- Sep 12, 2019
- The Lancet Neurology
Case-mix, care pathways, and outcomes in patients with traumatic brain injury in CENTER-TBI: a European prospective, multicentre, longitudinal, cohort study
- Research Article
8
- 10.1001/jamanetworkopen.2023.53318
- Jan 24, 2024
- JAMA network open
Exposure to traumatic brain injury (TBI) has raised widespread concern over participation in sports, particularly over possible long-term consequences. However, little is known about the outcomes of individuals presenting to hospitals with sports-related TBI. To compare the characteristics and outcomes of individuals presenting to hospitals with sports-related and non-sports-related TBI. The CENTER-TBI (Collaborative European NeuroTrauma Effectiveness Research in TBI) observational cohort study was conducted at hospitals in 18 countries. The study enrolled 4509 patients who had TBI and had an indication for computed tomography (CT), of whom 4360 were 16 years or older. Outcomes were assessed at 3 and 6 months, and groups were compared using regression analyses adjusting for clinical and demographic differences. Data were collected between December 9, 2014, and December 17, 2017, and analyzed from August 2022 to March 2023. Sports-related and non-sports-related TBI with subgroups selected by severity of injury. The main outcome was the Glasgow Outcome Scale-Extended (GOSE) at 6 months, with secondary outcomes covering postconcussion symptoms, health-related quality of life, and mental health. A total of 4360 patients were studied, including 256 (6%) with sports-related TBI (mean [SD] age, 38.9 [18.1] years; 161 [63%] male) and 4104 with non-sports-related TBI (mean [SD] age, 51.0 [20.2] years; 2773 [68%] male). Compared with patients with non-sports-related TBI, patients with sports-related TBI were younger, more likely to have tertiary education, more likely to be previously healthy, and less likely to have a major extracranial injury. After adjustment, the groups did not differ in incomplete recovery (GOSE scores <8) at 6 months (odds ratio [OR], 1.27; 95% CI, 0.90-1.78; P = .22 for all patients; OR, 1.20; 95% CI, 0.83-1.73; P = .34 for those with mild TBI; and OR, 1.19; 95% CI, 0.74-1.92; P = .65 for those with mild TBI and negative CT findings). At 6 months, there was incomplete recovery in 103 of 223 patients (46%) with outcomes in the sports-related TBI group, 65 of 168 (39%) in those with mild sports-related TBI, and 30 of 98 (31%) in those with mild sports-related TBI and negative CT findings. In contrast, at 6 months, the sports-related TBI group had lower prevalence of anxiety, depression, posttraumatic stress disorder, and postconcussion symptoms than the non-sports-related group. In this cohort study of 4360 patients with TBI, functional limitations 6 months after injury were common after sports-related TBI, even mild sports-related TBI. Persisting impairment was evident in the sports-related TBI group despite better recovery compared with non-sports-related TBI on measures of mental health and postconcussion symptoms. These findings caution against taking an overoptimistic view of outcomes after sports-related TBI, even if the initial injury appears mild.
- Research Article
21
- 10.3389/fneur.2020.00376
- Jun 2, 2020
- Frontiers in Neurology
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.
- Research Article
5
- 10.3389/fneur.2021.751539
- Dec 2, 2021
- Frontiers in Neurology
Self-reported complaints are common after mild traumatic brain injury (mTBI). Particularly in the elderly with mTBI, the pre-injury status might play a relevant role in the recovery process. In most mTBI studies, however, pre-injury complaints are neither analyzed nor are the elderly included. Here, we aimed to identify which individual pre- and post-injury complaints are potential prognostic markers for incomplete recovery (IR) in elderly patients who sustained an mTBI. Since patients report many complaints across several domains that are strongly related, we used an interpretable machine learning (ML) approach to robustly deal with correlated predictors and boost classification performance. Pre- and post-injury levels of 20 individual complaints, as self-reported in the acute phase, were analyzed. We used data from two independent studies separately: UPFRONT study was used for training and validation and ReCONNECT study for independent testing. Functional outcome was assessed with the Glasgow Outcome Scale Extended (GOSE). We dichotomized functional outcome into complete recovery (CR; GOSE = 8) and IR (GOSE ≤ 7). In total 148 elderly with mTBI (median age: 67 years, interquartile range [IQR]: 9 years; UPFRONT: N = 115; ReCONNECT: N = 33) were included in this study. IR was observed in 74 (50%) patients. The classification model (IR vs. CR) achieved a good performance (the area under the receiver operating characteristic curve [ROC-AUC] = 0.80; 95% CI: 0.74–0.86) based on a subset of only 8 out of 40 pre- and post-injury complaints. We identified increased neck pain (p = 0.001) from pre- to post-injury as the strongest predictor of IR, followed by increased irritability (p = 0.011) and increased forgetfulness (p = 0.035) from pre- to post-injury. Our findings indicate that a subset of pre- and post-injury physical, emotional, and cognitive complaints has predictive value for determining long-term functional outcomes in elderly patients with mTBI. Particularly, post-injury neck pain, irritability, and forgetfulness scores were associated with IR and should be assessed early. The application of an ML approach holds promise for application in self-reported questionnaires to predict outcomes after mTBI.
- Research Article
- 10.1097/01.cot.0000526655.09950.36
- Oct 25, 2017
- Oncology Times
ALL in Older Adults
- Research Article
2
- 10.3390/jcm13092655
- May 1, 2024
- Journal of Clinical Medicine
Background: Older adults (OAs) with mild traumatic brain injury (OA-mTBI) are a growing population, but studies on long-term outcomes and quality of life are scarce. Our aim was to determine the health-related quality of life (HRQoL) in OA-mTBI one year after injury and to assess the early predictors of HRQoL. Methods: Data from a prospective follow-up study of 164 older (≥60 years) and 289 younger mTBI patients (<60 years) admitted to the emergency department were analyzed. Post-traumatic complaints, emotional distress and coping were evaluated 2 weeks post-injury using standardized questionnaires. At 12 months post-injury, HRQoL and functional recovery were determined with the abbreviated version of the World Health Organization Quality of Life scale and Glasgow Outcome Scale Extended (GOSE), respectively. Results: One year post-injury, 80% (n = 131) of the OA-mTBI rated their HRQoL as "good" or "very good", which was comparable to younger patients (79% (n = 226), p = 0.72). Incomplete recovery (GOSE <8) was present in 43% (n = 69) of OA-mTBI, with 67% (n = 46) reporting good HRQoL. Two weeks post-injury, fewer OA-mTBI had (≥2) post-traumatic complaints compared to younger patients (68% vs. 80%, p = 0.01). In the multivariable analyses, only depression-related symptoms (OR = 1.20 for each symptom, 95% CI = 1.01-1.34, p < 0.01) were predictors of poor HRQoL in OA-mTBI. Conclusions: Similar to younger patients, most OA-mTBI rated their HRQoL as good at one year after injury, although a considerable proportion showed incomplete recovery according to the GOSE, suggesting a disability paradox. Depression-related symptoms emerged as a significant predictor for poor HRQoL and can be identified as an early target for treatment after mTBI.
- Research Article
11
- 10.1111/acem.13844
- Sep 5, 2019
- Academic Emergency Medicine
Clinical Gestalt for Early Prediction of Delayed Functional and Symptomatic Recovery From Mild Traumatic Brain Injury Is Inadequate
- Research Article
- 10.1016/j.freeradbiomed.2025.10.290
- Oct 1, 2025
- Free radical biology & medicine
Specific alterations of reactive species interactome markers reflect recovery after mild traumatic brain injury.
- Research Article
4
- 10.1007/s00330-024-10841-1
- Jun 19, 2024
- European Radiology
ObjectivesWe analysed magnetic resonance imaging (MRI) findings after traumatic brain injury (TBI) aiming to improve the grading of traumatic axonal injury (TAI) to better reflect the outcome.MethodsFour-hundred sixty-three patients (8–70 years) with mild (n = 158), moderate (n = 129), or severe (n = 176) TBI and early MRI were prospectively included. TAI presence, numbers, and volumes at predefined locations were registered on fluid-attenuated inversion recovery (FLAIR) and diffusion-weighted imaging, and presence and numbers on T2*GRE/SWI. Presence and volumes of contusions were registered on FLAIR. We assessed the outcome with the Glasgow Outcome Scale Extended. Multivariable logistic and elastic-net regression analyses were performed.ResultsThe presence of TAI differed between mild (6%), moderate (70%), and severe TBI (95%). In severe TBI, bilateral TAI in mesencephalon or thalami and bilateral TAI in pons predicted worse outcomes and were defined as the worst grades (4 and 5, respectively) in the Trondheim TAI-MRI grading. The Trondheim TAI-MRI grading performed better than the standard TAI grading in severe TBI (pseudo-R2 0.19 vs. 0.16). In moderate-severe TBI, quantitative models including both FLAIR volume of TAI and contusions performed best (pseudo-R2 0.19–0.21). In patients with mild TBI or Glasgow Coma Scale (GCS) score 13, models with the volume of contusions performed best (pseudo-R2 0.25–0.26).ConclusionsWe propose the Trondheim TAI-MRI grading (grades 1–5) with bilateral TAI in mesencephalon or thalami, and bilateral TAI in pons as the worst grades. The predictive value was highest for the quantitative models including FLAIR volume of TAI and contusions (GCS score <13) or FLAIR volume of contusions (GCS score ≥ 13), which emphasise artificial intelligence as a potentially important future tool.Clinical relevance statementThe Trondheim TAI-MRI grading reflects patient outcomes better in severe TBI than today’s standard TAI grading and can be implemented after external validation. The prognostic importance of volumetric models is promising for future use of artificial intelligence technologies.Key PointsTraumatic axonal injury (TAI) is an important injury type in all TBI severities. Studies demonstrating which MRI findings that can serve as future biomarkers are highly warranted.This study proposes the most optimal MRI models for predicting patient outcome at 6 months after TBI; one updated pragmatic model and a volumetric model.The Trondheim TAI-MRI grading, in severe TBI, reflects patient outcome better than today’s standard grading of TAI and the prognostic importance of volumetric models in all severities of TBI is promising for future use of AI.
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