Persistent vegetative state

持续的植物状态
  • 文章类型: Journal Article
    背景:持续植物状态(PVS)的人的拔管具有挑战性,成功拔管的相关预测因素尚未确定。
    目的:本研究旨在探讨PVS患者气管切开拔管结果的预测因素,并建立列线图。
    方法:2022年,对872例PVS气管造口术患者进行了回顾性研究,他们的数据以7:3的比例随机分为训练集和验证集。对训练集进行单因素和多元回归分析,以探索脱管和列线图发展的影响因素。使用5倍交叉验证进行内部验证。使用受试者工作特征(ROC)曲线进行外部验证,校正曲线,以及对训练集和验证集的决策曲线分析(DCA)。
    结果:来自610至262个人的数据用于训练和验证集,分别。多因素回归分析发现气管切开置管时间≥30天(比值比[OR]0.216,95%CI0.151-0.310),肺部感染(OR0.528,95CI0.366-0.761),低蛋白血症(OR0.669,95%CI0.463-0.967),无被动站立训练(OR0.372,95%CI0.253-0.547),异常吞咽反射(OR0.276,95%CI0.116-0.656),机械通气(OR0.658,95%CI0.461-0.940),重症监护病房(ICU)持续时间>4周(OR0.517,95%CI0.332-0.805),气管内导管的持续时间(OR0.855,95%CI0.803-0.907),高龄(OR0.981,95%CI0.966-0.996)是拔管失败的危险因素.相反,经口喂养(OR1.684,95%CI1.178-2.406),被动站立训练≥60分钟(OR1.687,95%CI1.072-2.656),私人看护者(OR1.944,95%CI1.350-2.799)和ICU时间<2周(OR1.758,95%CI1.173-2.634)是有利于成功拔管的保护因素.5倍交叉验证显示曲线下平均面积为0.744。训练集和验证集的ROC曲线C指数分别为0.784和0.768,模型具有良好的稳定性和准确性。当风险阈值在0到0.4之间时,DCA显示出净收益。
    结论:列线图可以帮助调整治疗方法并减少拔管失败。
    背景:临床注册对于回顾性研究不是强制性的。
    BACKGROUND: Decannulation for people in a persistent vegetative state (PVS) is challenging and relevant predictors of successful decannulation have yet to be identified.
    OBJECTIVE: This study aimed to explore the predictors of tracheostomy decannulation outcomes in individuals in PVS and to develop a nomogram.
    METHODS: In 2022, 872 people with tracheostomy in PVS were retrospectively enrolled and their data was randomly divided into a training set and a validation set in a 7:3 ratio. Univariate and multivariate regression analyses were performed on the training set to explore the influencing factors for decannulation and nomogram development. Internal validation was performed using 5-fold cross-validation. External validation was performed using receiver operating characteristic (ROC) curves, calibration curves, and decision curve analysis (DCA) on both the training and validation sets.
    RESULTS: Data from 610 to 262 individuals were used for the training and validation sets, respectively. The multivariate regression analysis found that duration of tracheostomy tube placement≥30 days (Odds Ratio [OR] 0.216, 95 % CI 0.151-0.310), pulmonary infection (OR 0.528, 95 %CI 0.366-0.761), hypoproteinemia (OR 0.669, 95 % CI 0.463-0.967), no passive standing training (OR 0.372, 95 % CI 0.253-0.547), abnormal swallowing reflex (OR 0.276, 95 % CI 0.116-0.656), mechanical ventilation (OR 0.658, 95 % CI 0.461-0.940), intensive care unit (ICU) duration>4 weeks (OR 0.517, 95 % CI 0.332-0.805), duration of endotracheal tube (OR 0.855, 95 % CI 0.803-0.907), older age (OR 0.981, 95 % CI 0.966-0.996) were risk factors for decannulation failure. Conversely, peroral feeding (OR 1.684, 95 % CI 1.178-2.406), passive standing training≥60 min (OR 1.687, 95 % CI 1.072-2.656), private caregiver (OR 1.944, 95 % CI 1.350-2.799) and ICU duration<2 weeks (OR 1.758, 95 % CI 1.173-2.634) were protective factors conducive to successful decannulation. The 5-fold cross-validation revealed a mean area under the curve of 0.744. The ROC curve C-indexes for the training and validation sets were 0.784 and 0.768, respectively, and the model exhibited good stability and accuracy. The DCA revealed a net benefit when the risk threshold was between 0 and 0.4.
    CONCLUSIONS: The nomogram can help adjust the treatment and reduce decannulation failure.
    BACKGROUND: Clinical registration is not mandatory for retrospective studies.
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  • 文章类型: Journal Article
    背景:关于儿童意识障碍的研究很少,包括不同且几乎没有可比性的参与者和评估工具,因此提供了有关该人群临床进展和恢复的不确定信息。这项研究回顾性调查了一组接受康复计划的儿童的神经行为进展和意识状态之间的转变迹象,这些儿童患有无反应的觉醒综合征(UWS)或处于最低意识状态(MCS)。
    方法:使用修订的昏迷恢复量表(CRS-R)进行系统的每周评估,直到MCS出现,放电,或死亡。
    结果:21个孩子,9人被UWS录取,12人被MCS录取,包括在研究中。四个患有UWS的孩子通过显示视觉追求过渡到CRS-R为10(9.2至12.2)的MCS,视觉固定,或定位到有害刺激。12名儿童从MCS中出现,CRS-R为20.5(19至21.7)。从MCS中出来的儿童在入院时受伤后的时间较短,CRS-R较高,与那些没有出现的人相比。
    结论:接受UWS的儿童中几乎有一半过渡到MCS,几乎所有被MCS录取的人都来自这个州。出现的儿童受伤后时间较短,入院时CRS-R得分较高,与那些没有出现的人相比。
    BACKGROUND: Research on disorders of consciousness in children is scarce and includes disparate and barely comparable participants and assessment instruments and therefore provides inconclusive information on the clinical progress and recovery in this population. This study retrospectively investigated the neurobehavioral progress and the signs of transition between states of consciousness in a group of children admitted to a rehabilitation program either with an unresponsive wakefulness syndrome (UWS) or in a minimally conscious state (MCS).
    METHODS: Systematic weekly assessments were conducted with the Coma Recovery Scale-Revised (CRS-R) until emergence from MCS, discharge, or death.
    RESULTS: Twenty-one children, nine admitted with a UWS and 12 admitted in an MCS, were included in the study. Four children with a UWS transitioned to an MCS with a CRS-R of 10 (9.2 to 12.2) by showing visual pursuit, visual fixation, or localization to noxious stimulation. Twelve children emerged from the MCS with a CRS-R of 20.5 (19 to 21.7). Children who emerged from the MCS had had a shorter time postinjury and higher CRS-R at admission, compared with those who did not emerge.
    CONCLUSIONS: Almost half of the children who were admitted with a UWS transitioned to an MCS, and almost all who were admitted in an MCS emerged from this state. Children who emerged had shorter times since injury and higher scores on the CRS-R at admission, compared with those who did not emerge.
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  • 文章类型: Review
    对意识状态的评估,特别是区分最低意识状态(MCS)和无反应的觉醒状态(UWS),在临床治疗中具有举足轻重的作用。尽管已经提出了许多意识的神经特征,临床意识评估中此类特征的有效性和可靠性仍存在激烈争论.通过对文献的全面回顾,关于不同神经信号的有效性,观察到不一致的发现。值得注意的是,大多数现有研究已经评估了有限数量的受试者(通常低于30)的神经特征,这可能会导致不确定的结论,由于数据偏差小。这项研究提出了一个系统的评估神经特征与大规模的临床静息状态脑电图(EEG)信号包含99UWS,129MCS,36从最低意识状态中出现,在3年内收集了32名健康受试者(共296名)。总共380个基于脑电图的意识检测指标,包括频谱特征,非线性度量,功能连接,和基于图形的度量,进行了总结和评估。为了进一步减轻数据偏差的影响,评估是用自举抽样进行的,以便获得可靠的措施。这项研究的结果表明,α和δ的相对功率可以作为意识的可靠指标。有了MCS组,与UWS组相比,相位滞后指数相关的连通性测量值显著增加,脑区之间的功能连通性增强.特征的组合使得能够开发有意识状态的自动检测器。
    The assessment of consciousness states, especially distinguishing minimally conscious states (MCS) from unresponsive wakefulness states (UWS), constitutes a pivotal role in clinical therapies. Despite that numerous neural signatures of consciousness have been proposed, the effectiveness and reliability of such signatures for clinical consciousness assessment still remains an intense debate. Through a comprehensive review of the literature, inconsistent findings are observed about the effectiveness of diverse neural signatures. Notably, the majority of existing studies have evaluated neural signatures on a limited number of subjects (usually below 30), which may result in uncertain conclusions due to small data bias. This study presents a systematic evaluation of neural signatures with large-scale clinical resting-state electroencephalography (EEG) signals containing 99 UWS, 129 MCS, 36 emergence from the minimally conscious state, and 32 healthy subjects (296 total) collected over 3 years. A total of 380 EEG-based metrics for consciousness detection, including spectrum features, nonlinear measures, functional connectivity, and graph-based measures, are summarized and evaluated. To further mitigate the effect of data bias, the evaluation is performed with bootstrap sampling so that reliable measures can be obtained. The results of this study suggest that relative power in alpha and delta serve as dependable indicators of consciousness. With the MCS group, there is a notable increase in the phase lag index-related connectivity measures and enhanced functional connectivity between brain regions in comparison to the UWS group. A combination of features enables the development of an automatic detector of conscious states.
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  • 文章类型: Journal Article
    目的:最低意识状态(MCS)是一种长时间的意识障碍(pDoC),是获得性脑损伤最严重的结果之一。患病率数据很少。这项研究的目的是在荷兰建立全国范围内MCS住院患者的流行率。
    方法:这是一项描述性的横断面研究,其中所有86家荷兰医院,所有五个专业的pDoC康复设施,所有274家的疗养院都被问及他们是否在2021年9月15日的流行日期治疗pDoC患者。每位患者的法定代表人都提供了知情同意书。患者意识水平使用昏迷恢复量表修订(CRS-R)在有经验的医生在居住设施中进行的单个评估会话中进行验证。患者人口统计数据,病因学,意识水平,居住设施,和临床状态由治疗医师从问卷中收集。计算了每100,000名荷兰人口中MCS制度化的患病率,根据实际的人口普查数据。
    结果:据报道有70例患者患有pDoC,其中6人被排除在外。对49例患者的意识水平进行了验证,而15则无法核实。在被证实的病人中,38有一个pDoC,其中32人在MCS中(平均年龄44.8岁,68.8%男性)。MCS中住院患者的患病率为0.2-0.3/100,000荷兰居民。这些患者中有21/32(65.6%)存在创伤性脑损伤。17/32(53%)的患者接受了专业的pDoC康复治疗,其余的人被送进疗养院。CRS-R上最常见的意识迹象是视觉追求,可重复的运动到命令,和自动马达响应。
    结论:这项全国性的研究显示,在荷兰,MCS住院患者的患病率较低。这些发现现在被用来组织这个国家的pDoC护理。
    The minimally conscious state (MCS) is a prolonged disorder of consciousness (pDoC) and one of the most severe outcomes of acquired brain injury. Prevalence data are scarce. The aim of this study was to establish the nationwide point prevalence of institutionalized patients in MCS in the Netherlands.
    This was a descriptive cross-sectional study in which all 86 Dutch hospitals, all 5 specialized pDoC rehabilitation facilities, and all 274 nursing homes were asked whether they were treating patients with a pDoC on the point prevalence date of September 15, 2021. Each patient\'s legal representative provided informed consent for their inclusion. Patient level of consciousness was verified using the Coma Recovery Scale-Revised (CRS-R) in a single assessment session performed in the facility of residence by an experienced physician. Data on patient demographics, etiology, level of consciousness, facility of residence, and clinical status were collected from a questionnaire by the treating physician. The prevalence of institutionalized patients in MCS of per 100,000 members of the Dutch population was calculated, based on actual census data.
    Seventy patients were reported to have a pDoC, of whom 6 were excluded. The level of consciousness was verified for 49 patients while for 15, it could not be verified. Of the patients verified, 38 had a pDoC, of whom 32 were in MCS (mean age 44.8 years, 68.8% male). The prevalence of institutionalized patients in MCS is 0.2-0.3 per 100,000 Dutch inhabitants. Traumatic brain injury was present in 21 of 32 patients (65.6%). Specialized pDoC rehabilitation was received by 17 of 32 patients (53%), with the rest admitted to nursing homes. The most frequent signs of consciousness on the CRS-R were visual pursuit, reproducible movement to command, and automatic motor response.
    This nationwide study revealed a low prevalence of institutionalized patients in MCS in the Netherlands. These findings are now being used to organize pDoC care in this country.
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  • 文章类型: Randomized Controlled Trial
    目的:经颅直流电刺激(tDCS)已被证明可以改善意识障碍(DoC)患者的意识体征。然而,没有多中心研究证实其在康复期间应用时的有效性。在这项随机对照双盲研究中,在组水平上并根据患者的诊断和病因对患者康复期间tDCS的影响进行了测试,以更好地针对可能接受tDCS的DoC患者。
    方法:患者接受2mAtDCS或在左前额叶皮层上应用假手术4周。每周进行行为评估,随访3个月。根据诊断(最低意识状态[MCS]和反应迟钝的觉醒综合征)和病因(创伤性或非创伤性)在组和亚组水平进行分析。中期分析计划继续或停止试验。
    结果:当来自10个中心的62名患者入组时,该试验因无效而停止(44±14年,受伤后37±24.5周,18个女人,32MCS,39非创伤性)。同时,在集团层面,没有发现治疗效果,随访3个月时的亚组分析显示,MCS患者和外伤性病因患者有显著改善.
    结论:康复期间的经颅直流电刺激似乎不能促进患者的康复。然而,诊断和病因似乎是导致治疗反应的重要因素。这些发现为DoC患者可能的皮质可塑性变化带来了新的见解,根据患者的亚组给出了这些差异结果。
    Transcranial direct current stimulation (tDCS) has been shown to improve signs of consciousness in a subset of patients with disorders of consciousness (DoC). However, no multicentre study confirmed its efficacy when applied during rehabilitation. In this randomized controlled double-blind study, the effects of tDCS whilst patients were in rehabilitation were tested at the group level and according to their diagnosis and aetiology to better target DoC patients who might repond to tDCS.
    Patients received 2 mA tDCS or sham applied over the left prefrontal cortex for 4 weeks. Behavioural assessments were performed weekly and up to 3 months\' follow-up. Analyses were conducted at the group and subgroup levels based on the diagnosis (minimally conscious state [MCS] and unresponsive wakefulness syndrome) and the aetiology (traumatic or non-traumatic). Interim analyses were planned to continue or stop the trial.
    The trial was stopped for futility when 62 patients from 10 centres were enrolled (44 ± 14 years, 37 ± 24.5 weeks post-injury, 18 women, 32 MCS, 39 non-traumatic). Whilst, at the group level, no treatment effect was found, the subgroup analyses at 3 months\' follow-up revealed a significant improvement for patients in MCS and with traumatic aetiology.
    Transcranial direct current stimulation during rehabilitation does not seem to enhance patients\' recovery. However, diagnosis and aetiology appear to be important factors leading to a response to the treatment. These findings bring novel insights into possible cortical plasticity changes in DoC patients given these differential results according to the subgroups of patients.
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  • 文章类型: Journal Article
    治疗长期意识障碍(pDoC)具有挑战性。因此,pDoC患者残余意识的准确评估对患者的管理和恢复具有重要意义。功能近红外光谱(fNIRS)可用于通过氧合血红蛋白/脱氧血红蛋白(HbO/HbR)浓度变化来检测大脑活动,并且最近因其在评估残余意识方面的潜在应用而受到越来越多的关注。然而,评估pDoC患者残余知晓率的fNIRS研究数量仍然有限.在这项研究中,fNIRS用于评估18例pDoC患者的脑功能,包括14种植物状态(VS)和4种最低意识状态(MCS),和15个健康对照(HC)。所有参与者都接受了两种类型的外部刺激,即,主动刺激(运动想象,MI)和被动刺激(受试者自己的名字,SON).结果表明,被动刺激时HC前额叶皮层HbO/HbR的平均浓度明显低于主动刺激,拟合坡度很高。然而,pDoC患者的血流动力学反应与HC相反。此外,在被动刺激期间,随着意识水平的降低,HbO/HbR的平均浓度增加。我们的发现表明,可以通过使用fNIRS测量大脑对不同刺激的反应来评估pDoC患者的意识残留水平。本研究进一步证明了fNIRS评估pDoC患者残余意识的可行性和可靠性。为其扩大临床应用提供依据。
    Treating prolonged disorders of consciousness (pDoC) is challenging. Thus, accurate assessment of residual consciousness in patients with pDoC is important for the management and recovery of patients. Functional near-infrared spectroscopy (fNIRS) can be used to detect brain activity through changes of oxygenated hemoglobin/deoxygenated hemoglobin (HbO/HbR) concentrations changes and has recently gained increasing attention for its potential applications in assessing residual consciousness. However, the number of fNIRS studies assessing residual awareness in patients with pDoC is still limited. In this study, fNIRS was used to evaluate the brain function in 18 patients with pDoC, including 14 vegetative states (VS) and 4 minimally conscious states (MCS), and 15 healthy controls (HC). All participants accepted two types of external stimuli, i.e., active stimulation (motor imagery, MI) and passive stimulation (subject\'s own name, SON). The results showed that the mean concentrations of HbO/HbR in the prefrontal cortex of the HC during the passive stimulation were significantly lower than those of the active stimulation, and the fitting slope was high. However, the hemodynamic responses of the patients with pDoC were opposite to those of the HC. Additionally, the mean concentrations of HbO/HbR increased as the level of consciousness decreased during passive stimulation. Our findings suggest that the residual level of consciousness in pDoC patients can be assessed by measuring brain responses to different stimulations using fNIRS. The present study further demonstrates the feasibility and reliability of fNIRS in assessing residual consciousness in patients with pDoC, providing a basis for its expanded clinical application.
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  • 文章类型: Meta-Analysis
    背景:缺氧脑损伤导致的长期(发病后28天至3个月)意识障碍(pDoC)的预后不确定。本研究旨在评估缺氧后pDoC的长期结果,并确定人口统计学和临床信息的可能预测价值。
    方法:系统评价和荟萃分析。我们评估了死亡率,临床诊断的任何改进,并在严重缺氧脑损伤后至少6个月恢复完全意识。横断面方法搜索幸存者和非幸存者之间基线人口统计学和临床特征的差异,患者改善vs.没有改善,和恢复完全意识的患者没有恢复。
    结果:我们确定了27项研究。汇总死亡率,任何临床改善,完全意识的恢复率为26%,26%,17%,分别。年龄更小,最低意识状态的基线诊断与植物人状态/反应迟钝的觉醒综合征,更高的昏迷恢复量表-修订后的总分,早期入住强化康复病房与生存率和临床改善的可能性显著升高相关.这些相同的变量,除了接受康复治疗的时间,也与完全意识的恢复有关。
    结论:缺氧性pDoC患者可能会随着时间的推移而改善直至意识完全恢复,一些临床特征可以帮助预测临床改善。这些新见解可以为临床医生和护理人员在患者管理方面的决策提供支持。
    The prognosis of prolonged (28 days to 3 months post-onset) disorders of consciousness (pDoC) due to anoxic brain injury is uncertain. The present study aimed to evaluate the long-term outcome of post-anoxic pDoC and identify the possible predictive value of demographic and clinical information.
    This is a systematic review and meta-analysis. The rates of mortality, any improvement in clinical diagnosis, and recovery of full consciousness at least 6 months after severe anoxic brain injury were evaluated. A cross-sectional approach searched for differences in baseline demographic and clinical characteristics between survivors and non-survivors, patients improved versus not improved, and patients who recovered full consciousness versus not recovered.
    Twenty-seven studies were identified. The pooled rates of mortality, any clinical improvement and recovery of full consciousness were 26%, 26% and 17%, respectively. Younger age, baseline diagnosis of minimally conscious state versus vegetative state/unresponsive wakefulness syndrome, higher Coma Recovery Scale Revised total score, and earlier admission to intensive rehabilitation units were associated with a significantly higher likelihood of survival and clinical improvement. These same variables, except time of admission to rehabilitation, were also associated with recovery of full consciousness.
    Patients with anoxic pDoC might improve over time up to full recovery of consciousness and some clinical characteristics can help predict clinical improvement. These new insights could support clinicians and caregivers in the decision-making on patient management.
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  • 文章类型: Randomized Controlled Trial
    背景:三叉神经刺激(TNS)已被提出作为昏迷觉醒的有希望的干预措施。然而,TNS对长期意识障碍(pDoC)患者的影响尚不清楚。
    目的:本研究旨在探讨TNS对卒中引起的pDoC的治疗作用。创伤,和缺氧。
    方法:将60名年龄在18岁以上的处于植物人状态或最低意识状态的患者(男性=25,女性=35)随机分配到TNS组(N=30)或假TNS组(N=30)。干预4周,随访8周。在基线和第2、4、8和12周评估作为主要结果的格拉斯哥昏迷量表(GCS)和昏迷恢复量表修订(CRS-R)评分。
    结果:TNS组CRS-R的评分随时间的变化(2周:平均差=0.9,95%CI=[0.3,1.5],P=0.006;4周:1.6,95%CI=[0.8,2.5],P<0.001;8周:平均差=2.4,95%CI=[1.3,3.5],P<0.001;12周:平均差=2.3,95%CI=[1.1,3.4],P<0.001)和GCS(4周:平均差=0.7,95%CI=[0.3,1.2],P=0.002;8周:平均差=1.1,95%CI=[0.6,1.7],P<0.001;12周:1.1,95%CI=[0.5,1.7],P=0.003)高于假手术组。FDG-PET显示右侧海马旁皮质的代谢,右前叶,TNS组双侧中扣带皮质明显增多。
    结论:这项研究的结果表明,TNS可以增加长期意识障碍患者的局部脑代谢,并可能促进功能恢复。
    注册中心名称:中国临床试验注册中心。
    背景:ChiCTR1900025573。研究提交给注册表的日期:2019-09-01。首例患者入组日期为2021-01-20。
    Trigeminal nerve stimulation (TNS) has been proposed as a promising intervention for coma awakening. However, the effect of TNS on patients with prolonged disorders of consciousness (pDoC) is still unclear.
    This study aimed to investigate the therapeutic effects of TNS in pDoC caused by stroke, trauma, and anoxia.
    A total of 60 patients (male =25, female =35) aged over 18 who were in a vegetative state or minimally conscious state were randomly assigned to the TNS (N = 30) or sham TNS (N = 30) groups. 4 weeks of intervention and a followed up for 8 weeks were performed. The Glasgow Coma Scale (GCS) and Coma Recovery Scale-Revised (CRS-R) scores as primary outcomes were assessed at baseline and at 2, 4, 8, and 12 weeks.
    The score changes in the TNS group over time for CRS-R (2-week: mean difference = 0.9, 95% CI = [0.3, 1.5], P = 0.006; 4-week: 1.6, 95% CI = [0.8, 2.5], P < 0.001; 8-week: mean difference = 2.4, 95% CI = [1.3, 3.5], P < 0.001; 12-week: mean difference = 2.3, 95% CI = [1.1, 3.4], P < 0.001) and GCS (4-week: mean difference = 0.7, 95% CI = [0.3, 1.2], P = 0.002; 8-week: mean difference = 1.1, 95% CI = [0.6, 1.7], P < 0.001; 12-week: 1.1, 95% CI = [0.5, 1.7], P = 0.003) were higher than those in the sham group. 18-Fluorodeoxyglucose Positron Emission Tomography (FDG-PET) revealed that the metabolism of the right parahippocampal cortex, right precuneus, and bilateral middle cingulate cortex was significantly increased in TNS group.
    The results of this study indicate that TNS could increase local brain metabolism and may promote functional recovery in patients with prolonged disorders of consciousness.
    Name of the registry: Chinese Clinical Trial Registry.
    ChiCTR1900025573. The date that the study was submitted to a registry: 2019-09-01. The date when the first patient was enrolled was 2021-01-20.
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  • 文章类型: Journal Article
    本文对重复经颅磁刺激(rTMS)是否可以通过调节肠道菌群和代谢产物来调节持续性植物状态(PVS)患者的营养状况(主要终点)进行了初步研究,它们之间的相关性也进行了调查。选择
    76例PVS患者,采用随机数字分组法分为观察组(n=38)和对照组(n=38)。检查所有受试者的粪便样品的代谢物并分析短链脂肪酸(SCFA)含量。所有受试者的血清白蛋白,前白蛋白,在治疗前后测量血红蛋白水平。在治疗前后以及随访的第30天和第90天对所有受试者进行营养风险筛查2002。
    (1)肠道菌群结构:Chao指数,Ace指数,观察组和对照组的Shannon指数明显高于对照组(p<0.05),而辛普森指数在治疗后显著降低(p<0.05)。(2)肠道菌群代谢产物:观察组的乙酸水平明显高于对照组,丁酸,和戊酸(p<0.05),以及治疗后较低水平的丙酸(p<0.05)。(3)营养状况(主要终点):治疗后,两组血清营养指标均显著高于对照组(p<0.05),观察组各项指标明显高于对照组(p<0.05)。
    rTMS方法可能通过调节肠道菌群的结构并通过微生物群-肠-脑轴影响SCFA的水平来改善PVS患者的营养状况。可能的机制涉及高频rTMS如何引起大脑右侧额叶的兴奋,从而调节5-羟色胺和去甲肾上腺素的水平。
    UNASSIGNED: This paper presents a preliminary study on whether repetitive transcranial magnetic stimulation (rTMS) can modulate the nutritional status of persistent vegetative state (PVS) patients (the primary endpoint) by regulating the intestinal flora and the metabolites, with the correlation between them also investigated.
    UNASSIGNED: Seventy-six patients with PVS were selected and divided into the observation group (n = 38) and the control group (n = 38) by random numerical grouping. All subjects\' stool samples were examined for metabolites and analyzed regarding the short-chain fatty acids (SCFAs) content. All subjects\' serum albumin, prealbumin, and hemoglobin levels were measured before and after the treatment. Nutrition risk screening 2002 was performed on all the subjects before and after the treatment and on the 30th and 90th days of the follow-up.
    UNASSIGNED: (1) Intestinal flora structure: the Chao index, Ace index, and Shannon index of the observation group and the control group were significantly higher (p < 0.05), while the Simpson index was significantly lower (p < 0.05) following the treatment. (2) Metabolites of the intestinal flora: the observation group had significantly higher levels of acetic acid, butyric acid, and valeric acid (p < 0.05), as well as lower levels of propionic acid (p < 0.05) following the treatment. (3) Nutritional status (the primary endpoint): following the treatment, the above serum nutritional indices were significantly higher in both groups (p < 0.05), while the indices of the observation group were significantly higher than those of the control group (p < 0.05).
    UNASSIGNED: The rTMS method may improve the nutritional status of patients with PVS by regulating the structure of the intestinal flora and affecting the level of SCFAs through the microbiota-gut-brain axis. The possible mechanism involves how high-frequency rTMS can cause increased excitation in the frontal lobe of the right side of the brain, thus regulating the 5-hydroxytryptamine and norepinephrine levels.
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  • 文章类型: Multicenter Study
    难以准确识别将从有希望的治疗中受益的患者,这使得证明新型治疗方法对创伤性脑损伤(TBI)的有效性具有挑战性。尽管机器学习越来越多地应用于这项任务,现有的二元结果预测模型不足以对TBI患者进行有效分层。这项研究的目的是开发一个准确的3类结果预测模型,以实现适当的患者分层。为此,自2018年1月起在日本6家医院接受治疗的1200例钝性TBI患者的回顾性平衡数据(各机构连续200例)用于模型训练和验证.我们纳入了急诊科获得的21个预测因子,包括年龄,性别,六个临床发现,四个实验室参数,八个计算机断层扫描结果,和紧急开颅手术.我们开发了两种机器学习模型(XGBoost和密集神经网络)和逻辑回归模型,以根据出院时的格拉斯哥结果扩展量表(GOSE)预测3类结果。使用n=1000的训练数据集开发了预测模型,并使用Bootstrap方法在验证数据集(n=80)和测试数据集(n=120)上的两轮验证中评估了其预测性能。在总共1200名患者中,患者年龄中位数为71岁,199(16.7%)表现出严重的TBI,对104例患者(8.7%)进行了紧急开颅手术。中位住院时间为13.0天。3级结果为709例患者恢复良好/中度残疾(59.1%),严重残疾/植物人状态416例(34.7%),75例患者死亡(6.2%)。XGBoost模型表现良好,灵敏度为69.5%,精度82.5%,在最终验证中,接收器工作特性曲线下的面积为0.901。在接收机工作特性曲线分析方面,XGBoost的性能略高于基于神经网络和逻辑回归模型。特别是,XGBoost在预测严重残疾/植物状态方面明显优于逻辑回归模型。尽管每个模型都准确地预测了有利的结果,他们往往错过了死亡率预测。所提出的机器学习模型被证明能够准确预测TBI后的住院结局。即使有三个基于GOSE的类别。因此,在未来的TBI研究中,与传统的二元预后模型相比,该模型有望对制定适当的患者分层方法产生更大的影响.Further,仅基于从急诊科获得的临床数据预测结局.然而,开发一个在不同场景下性能一致的稳健模型仍然具有挑战性,需要进一步努力来提高泛化性能。
    The difficulty of accurately identifying patients who would benefit from promising treatments makes it challenging to prove the efficacy of novel treatments for traumatic brain injury (TBI). Although machine learning is being increasingly applied to this task, existing binary outcome prediction models are insufficient for the effective stratification of TBI patients. The aim of this study was to develop an accurate 3-class outcome prediction model to enable appropriate patient stratification. To this end, retrospective balanced data of 1200 blunt TBI patients admitted to six Japanese hospitals from January 2018 onwards (200 consecutive cases at each institution) were used for model training and validation. We incorporated 21 predictors obtained in the emergency department, including age, sex, six clinical findings, four laboratory parameters, eight computed tomography findings, and an emergency craniotomy. We developed two machine learning models (XGBoost and dense neural network) and logistic regression models to predict 3-class outcomes based on the Glasgow Outcome Scale-Extended (GOSE) at discharge. The prediction models were developed using a training dataset with n = 1000, and their prediction performances were evaluated over two validation rounds on a validation dataset (n = 80) and a test dataset (n = 120) using the bootstrap method. Of the 1200 patients in aggregate, the median patient age was 71 years, 199 (16.7%) exhibited severe TBI, and emergency craniotomy was performed on 104 patients (8.7%). The median length of stay was 13.0 days. The 3-class outcomes were good recovery/moderate disability for 709 patients (59.1%), severe disability/vegetative state in 416 patients (34.7%), and death in 75 patients (6.2%). XGBoost model performed well with 69.5% sensitivity, 82.5% accuracy, and an area under the receiver operating characteristic curve of 0.901 in the final validation. In terms of the receiver operating characteristic curve analysis, the XGBoost outperformed the neural network-based and logistic regression models slightly. In particular, XGBoost outperformed the logistic regression model significantly in predicting severe disability/vegetative state. Although each model predicted favorable outcomes accurately, they tended to miss the mortality prediction. The proposed machine learning model was demonstrated to be capable of accurate prediction of in-hospital outcomes following TBI, even with the three GOSE-based categories. As a result, it is expected to be more impactful in the development of appropriate patient stratification methods in future TBI studies than conventional binary prognostic models. Further, outcomes were predicted based on only clinical data obtained from the emergency department. However, developing a robust model with consistent performance in diverse scenarios remains challenging, and further efforts are needed to improve generalization performance.
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