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Initial CT-based radiomics nomogram for predicting in-hospital mortality in patients with traumatic brain injury: a multicenter development and validation study. Neurol Sci 2022; 43:4363-4372. [DOI: 10.1007/s10072-022-05954-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Accepted: 02/15/2022] [Indexed: 12/09/2022]
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Tang Z, Yang R, Zhang J, Huang Q, Zhou X, Wei W, Jiang Q. Outcomes of Traumatic Brain-Injured Patients With Glasgow Coma Scale < 5 and Bilateral Dilated Pupils Undergoing Decompressive Craniectomy. Front Neurol 2021; 12:656369. [PMID: 34113309 PMCID: PMC8185205 DOI: 10.3389/fneur.2021.656369] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2021] [Accepted: 03/23/2021] [Indexed: 11/13/2022] Open
Abstract
Objective: Decompressive craniectomy (DC) plays an important role in the treatment of patients with severe traumatic brain injury (sTBI) with mass lesions and intractably elevated intracranial hypertension (ICP). However, whether DC should be performed in patients with bilateral dilated pupils and a low Glasgow Coma Scale (GCS) score is still controversial. This retrospective study explored the clinical outcomes and risk factors for an unfavorable prognosis in sTBI patients undergoing emergency DC with bilateral dilated pupils and a GCS score <5. Methods: The authors reviewed the data from patients who underwent emergency DC from January 2012 to March 2019 in a medical center in China. All data, such as patient demographics, radiological findings, clinical parameters, and preoperative laboratory variables, were extracted. Multivariate logistic regression analysis was performed to determine the factors associated with 30-day mortality and 6-month negative neurological outcome {defined as death or vegetative state [Glasgow Outcome Scale (GOS) score 1-2]}. Results: A total of 94 sTBI patients with bilateral dilated pupils and a GCS score lower than five who underwent emergency DC were enrolled. In total, 74 patients (78.7%) died within 30 days, and 84 (89.4%) had a poor 6-month outcome (GOS 1-2). In multivariate analysis, advanced age (OR: 7.741, CI: 2.288-26.189), prolonged preoperative activated partial thromboplastin time (aPTT) (OR: 7.263, CI: 1.323-39.890), and low GCS (OR: 6.162, CI: 1.478-25.684) were associated with a higher risk of 30-day mortality, while advanced age (OR: 8.812, CI: 1.817-42.729) was the only independent predictor of a poor 6-month prognosis in patients undergoing DC with preoperative bilateral dilated pupils and a GCS score <5. Conclusions: The mortality and disability rates are extremely high in severe TBI patients undergoing emergency DC with bilateral fixed pupils and a GCS score <5. DC is more valuable for younger patients.
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Affiliation(s)
- Zhiji Tang
- Department of Neurosurgery, Ganzhou People's Hospital, Ganzhou, China
| | - Ruijin Yang
- Department of Neurosurgery, Ganzhou People's Hospital, Ganzhou, China
| | - Jinshi Zhang
- Department of Neurosurgery, Ganzhou People's Hospital, Ganzhou, China
| | - Qianliang Huang
- Department of Neurosurgery, Ganzhou People's Hospital, Ganzhou, China
| | - Xiaoping Zhou
- Department of Neurosurgery, Ganzhou People's Hospital, Ganzhou, China
| | - Wenjin Wei
- Department of Neurosurgery, Ganzhou People's Hospital, Ganzhou, China
| | - Qiuhua Jiang
- Department of Neurosurgery, Ganzhou People's Hospital, Ganzhou, China
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Cui W, Ge S, Shi Y, Wu X, Luo J, Lui H, Zhu G, Guo H, Feng D, Qu Y. Death after discharge: prognostic model of 1-year mortality in traumatic brain injury patients undergoing decompressive craniectomy. Chin Neurosurg J 2021; 7:24. [PMID: 33879254 PMCID: PMC8058982 DOI: 10.1186/s41016-021-00242-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2020] [Accepted: 03/31/2021] [Indexed: 11/21/2022] Open
Abstract
Background Despite advances in decompressive craniectomy (DC) for the treatment of traumatic brain injury (TBI), these patients are at risk of having a poor long-term prognosis. The aim of this study was to predict 1-year mortality in TBI patients undergoing DC using logistic regression and random tree models. Methods This was a retrospective analysis of TBI patients undergoing DC from January 1, 2015, to April 25, 2019. Patient demographic characteristics, biochemical tests, and intraoperative factors were collected. One-year mortality prognostic models were developed using multivariate logistic regression and random tree algorithms. The overall accuracy, sensitivity, specificity, and area under the receiver operating characteristic curves (AUCs) were used to evaluate model performance. Results Of the 230 patients, 70 (30.4%) died within 1 year. Older age (OR, 1.066; 95% CI, 1.045–1.087; P < 0.001), higher Glasgow Coma Score (GCS) (OR, 0.737; 95% CI, 0.660–0.824; P < 0.001), higher d-dimer (OR, 1.005; 95% CI, 1.001–1.009; P = 0.015), coagulopathy (OR, 2.965; 95% CI, 1.808–4.864; P < 0.001), hypotension (OR, 3.862; 95% CI, 2.176–6.855; P < 0.001), and completely effaced basal cisterns (OR, 3.766; 95% CI, 2.255–6.290; P < 0.001) were independent predictors of 1-year mortality. Random forest demonstrated better performance for 1-year mortality prediction, which achieved an overall accuracy of 0.810, sensitivity of 0.833, specificity of 0.800, and AUC of 0.830 on the testing data compared to the logistic regression model. Conclusions The random forest model showed relatively good predictive performance for 1-year mortality in TBI patients undergoing DC. Further external tests are required to verify our prognostic model.
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Affiliation(s)
- Wenxing Cui
- Department of Neurosurgery, Tangdu Hospital, No. 569 Xin Si Road, Xi'an, 710038, Shaanxi Province, China
| | - Shunnan Ge
- Department of Neurosurgery, Tangdu Hospital, No. 569 Xin Si Road, Xi'an, 710038, Shaanxi Province, China
| | - Yingwu Shi
- Department of Neurosurgery, Tangdu Hospital, No. 569 Xin Si Road, Xi'an, 710038, Shaanxi Province, China
| | - Xun Wu
- Department of Neurosurgery, Tangdu Hospital, No. 569 Xin Si Road, Xi'an, 710038, Shaanxi Province, China
| | - Jianing Luo
- Department of Neurosurgery, Tangdu Hospital, No. 569 Xin Si Road, Xi'an, 710038, Shaanxi Province, China
| | - Haixiao Lui
- Department of Neurosurgery, Tangdu Hospital, No. 569 Xin Si Road, Xi'an, 710038, Shaanxi Province, China
| | - Gang Zhu
- Department of Neurosurgery, Tangdu Hospital, No. 569 Xin Si Road, Xi'an, 710038, Shaanxi Province, China
| | - Hao Guo
- Department of Neurosurgery, Tangdu Hospital, No. 569 Xin Si Road, Xi'an, 710038, Shaanxi Province, China
| | - Dayun Feng
- Department of Neurosurgery, Tangdu Hospital, No. 569 Xin Si Road, Xi'an, 710038, Shaanxi Province, China
| | - Yan Qu
- Department of Neurosurgery, Tangdu Hospital, No. 569 Xin Si Road, Xi'an, 710038, Shaanxi Province, China.
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Pinheiro HM, da Costa RM. Pupillary light reflex as a diagnostic aid from computational viewpoint: A systematic literature review. J Biomed Inform 2021; 117:103757. [PMID: 33826949 DOI: 10.1016/j.jbi.2021.103757] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2020] [Revised: 03/12/2021] [Accepted: 03/13/2021] [Indexed: 01/06/2023]
Abstract
This work presents a detailed and complete review of publications on pupillary light reflex (PLR) used to aid diagnoses. These are computational techniques used in the evaluation of pupillometry, as well as their application in computer-aided diagnoses (CAD) of pathologies or physiological conditions that can be studied by observing the movements of miosis and mydriasis of the human pupil. A careful survey was carried out of all studies published over the last 10 years which investigated, electronic devices, recording protocols, image treatment, computational algorithms and the pathologies related to PLR. We present the frontier of existing knowledge regarding methods and techniques used in this field of knowledge, which has been expanding due to the possibility of performing diagnoses with high precision, at a low cost and with a non-invasive method.
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Mazhar K, Olson DM, Atem FD, Stutzman SE, Moreno J, Venkatachalam A, Aiyagari V. Supratentorial intracerebral hemorrhage volume and other CT variables predict the neurological pupil index. Clin Neurol Neurosurg 2020; 200:106410. [PMID: 33341651 DOI: 10.1016/j.clineuro.2020.106410] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 11/12/2020] [Accepted: 11/24/2020] [Indexed: 10/22/2022]
Abstract
OBJECTIVES There is growing interest in the ability of automated infrared pupillometry to assess severity of neurological illness. We studied the correlation between computed tomography (CT) indicators of intracerebral hemorrhage (ICH) severity with objective measures of the pupillary light reflex (PLR), and hypothesized that hemorrhage volume would predict the Neurological Pupil index™ (NPi™), an indicator of pupillary reactivity. METHODS This study examined data from patients with supratentorial ICH who underwent serial pupillometer evaluations. CT images were examined to determine the location and laterality of the hemorrhage, along with hematoma volume (using the simplified ABC/2 method), midline shift, hydrocephalus score, and modified Graeb score (indicating interventricular hemorrhage). Demographics were examined with standard measures of central tendency, hypotheses with logistic regression, categorical data with Fisher's Exact X2, and multivariate modeling with constructed MAX-R models. RESULTS Data were gathered from 44 subjects. ICH volume exhibited the strongest correlation with NPi (ipsilateral [r2 = 0.48, p < 0.0001, contralateral [(r2 = 0.39, p < 0.0001]). Horizontal midline shift of the septum pellucidum also correlated with NPi (ipsilateral [r2 = 0.25, p = 0.0006], contralateral [r2 = 0.15, p = 0.0106]), as did shift of the pineal gland (ipsilateral [r2 = 0.21, p = 0.0017], contralateral[r2 = 0.11, p = 0.0328]). ICH volume was the most predictive of abnormal NPi (AUC = 0.85 for ipsilateral and 0.88 for contralateral NPi), and multivariate modeling identified additional independent predictors of NPi. CONCLUSION ICH volume and shift of midline structures correlate with NPi, and abnormalities in NPi can be predicted by hematoma volume and other CT indicators of ICH severity. Future studies should explore the role of NPi in detecting early hematoma expansion and worsening midline shift.
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Affiliation(s)
- Khadijah Mazhar
- UT Southwestern Medical School, UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX, 75390, United States
| | - DaiWai M Olson
- Department of Neurology, UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX, 75390, United States; Department of Neurological Surgery, UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX, 75390, United States
| | - Folefac D Atem
- Department of Biostatistics & Data Sciences, University of Texas Health Science Center, 5161 Harry Hines Blvd. CS5.106 Dallas, TX, 75390, United States
| | - Sonja E Stutzman
- Department of Neurology, UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX, 75390, United States
| | - James Moreno
- Department of Neurology, UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX, 75390, United States
| | - Aardhra Venkatachalam
- Department of Neurology, UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX, 75390, United States
| | - Venkatesh Aiyagari
- Department of Neurology, UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX, 75390, United States; Department of Neurological Surgery, UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX, 75390, United States.
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Yu Z, Zheng J, Liu X, Wen D, Guo R, Li M, You C, Li H, Ma L, Yang M. Prognostic factors for adult patients with hemorrhagic moyamoya disease in the acute stage. Clin Neurol Neurosurg 2019; 184:105409. [PMID: 31302379 DOI: 10.1016/j.clineuro.2019.105409] [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: 12/27/2018] [Revised: 06/28/2019] [Accepted: 06/30/2019] [Indexed: 02/05/2023]
Abstract
OBJECTIVES Hemorrhagic moyamoya disease (MMD) is one common subtype in adult patients. However, the study about outcome of hemorrhagic MMD patients in the acute stage is still lacking. This study is aimed to explore the short-term prognostic factors for adult patients with hemorrhagic MMD in the acute stage. PATIENTS AND METHODS Adult hemorrhagic MMD patients in the acute stage awere retrospectively analyzed. Both clinical and imaging data were collected. Unfavorable functional outcome at discharge was considered when modified Rankin Scale score ≥3. Multivariate logistic regression was used to investigate the prognostic factors in patients with hemorrhagic MMD in the acute stage. RESULTS A total of 107 patients were included in this study. Among these patients, 17 died and 59 had unfavorable functional outcome at 9.6 ± 7.8 days. In multivariate logistic regression, admission blood glucose (odds ratio (OR) = 1.457, 95% confidence interval (CI) 1.156-1.836, P = 0.001), midline shift >5 mm (OR = 24.268, 95%CI 4.324-136.191, P < 0.001), and subarachnoid hemorrhage (OR = 13.067, 95%CI 2.020-84.512, P = 0.007) were independently associated with death at discharge. Moreover, admission Glasgow Coma Scale (GCS) score (OR = 0.420, 95%CI 0.296-0.598, P < 0.001), midline shift >5 mm (OR = 6.685, 95%CI 1.226-36.455, P = 0.028), and intraparenchymal hemorrhage (OR = 4.790, 95%CI 1.184-19.381, P = 0.028) were independently associated with unfavorable functional outcome at discharge. CONCLUSION This study shows that admission blood glucose, midline shift >5 mm, and subarachnoid hemorrhage are independent predictors of short-term mortality in hemorrhagic MMD in the acute stage. In addition, admission GCS score, midline shift >5 mm, and intraparenchymal hemorrhage are independent predictors of short-term unfavorable functional outcome in hemorrhagic MMD in the acute stage.
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Affiliation(s)
- Zhiyuan Yu
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Jun Zheng
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Xuyang Liu
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Dingke Wen
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Rui Guo
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Mou Li
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Chao You
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Hao Li
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Lu Ma
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China.
| | - Mu Yang
- Radiation Oncology Key Laboratory of Sichuan Province, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China.
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