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Mitochondrial dysfunction in myasthenia gravis: Exploring directions for future immunotherapy? A review. 重症肌无力中的线粒体功能障碍:探索未来免疫疗法的方向?综述。
0 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-01-14 DOI: 10.17305/bb.2024.11197
Jianan Chen, Jing Lu, ZhiGuo Lv, Baitong Wang, Shanshan Zhang, Peng Xu, Jian Wang

Myasthenia gravis (MG) is an acquired autoimmune disease characterized by impaired transmission at the neuromuscular junction, primarily manifesting as fluctuating muscle weakness, fatigability, and partial paralysis. Due to its long disease course, treatment resistance, and frequent relapses, it places a significant burden on patients and their families. In recent years, advances in molecular biology have provided growing evidence that mitochondrial dysfunction impairs muscle function and affects immune cell proliferation and differentiation in patients. Mitochondria, as the cell's energy source, play a critical role in various pathological processes in MG, including oxidative stress, dynamic abnormalities, mitophagy, and mitochondrial metabolism. The role of mitochondrial dysfunction in the pathogenesis of MG has garnered increasing attention. This manuscript primarily explores mitochondrial function and abnormal morphological changes in MG, as well as mitochondrial quality control, metabolic reprogramming, and their potential mechanisms in the pathological changes of the disease. It also reviews the current status of drug therapies aimed at improving mitochondrial function. The goal is to provide novel perspectives and strategies for future mitochondrial-targeted therapies in MG.

重症肌无力(MG)是一种获得性自身免疫性疾病,其特征是神经肌肉接头处的传导受损,主要表现为波动性肌无力、易疲劳和部分瘫痪。由于该病病程长、抗药性强、复发频繁,给患者及其家庭带来了沉重的负担。近年来,分子生物学的发展提供了越来越多的证据,证明线粒体功能障碍会损害患者的肌肉功能,并影响免疫细胞的增殖和分化。线粒体作为细胞的能量来源,在 MG 的各种病理过程中发挥着关键作用,包括氧化应激、动态异常、有丝分裂和线粒体代谢。线粒体功能障碍在 MG 发病机制中的作用日益受到关注。本手稿主要探讨了 MG 的线粒体功能和异常形态变化,以及线粒体质量控制、代谢重编程及其在疾病病理变化中的潜在机制。报告还回顾了旨在改善线粒体功能的药物疗法的现状。其目的是为未来针对 MG 的线粒体疗法提供新的视角和策略。
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引用次数: 0
Prognostic evaluation in gallbladder carcinoma: Introducing a composite risk model integrating nutritional and immune markers. 胆囊癌的预后评估:引入营养和免疫标记的复合风险模型。
0 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-01-14 DOI: 10.17305/bb.2024.10673
Si-Qi Yang, Rui-Qi Zou, Yu-Shi Dai, Hai-Jie Hu, Fu-Yu Li

The importance of evaluating the nutritional status and immune condition prior to surgery has gained significant attention in predicting the prognosis of cancer patients in recent years. The objective of this study is to establish a risk model for predicting the prognosis of gallbladder carcinoma (GBC) patients. Data from GBC patients who underwent radical resection at West China Hospital of Sichuan University (China) from 2014 to 2021 were retrospectively collected. A novel risk model was created by incorporating the prognostic nutritional index and glucose-to-lymphocyte ratio, and each patient was assigned a risk score. The patients were then divided into low- and high-risk cohorts, and comparisons were made between the two groups in terms of clinicopathological features and prognosis. Propensity score matching was conducted to reduce potential bias. A total of 300 GBC patients receiving radical surgery were identified and included in this study. Patients in the high-risk group were older, had higher levels of serum carcinoembryonic antigen (CEA), cancer antigen 125 (CA125), and cancer antigen 19-9 (CA19-9), were more likely to experience postoperative complications, and had more aggressive tumor characteristics, such as poor differentiation, lymph node metastasis, and advanced tumor stage. They also had lower overall survival (OS) rates (5-year OS rate: 11.2% vs. 37.4%) and disease-free survival (DFS) rates (5-year DFS rate: 5.1% vs. 18.2%). After propensity score matching, the high-risk population still experienced poorer prognosis (5-year OS rate: 12.7% vs 20.5%; 5-year DFS rate: 3.2% vs 8.2%). The risk model combining prognostic nutritional index and glucose-to-lymphocyte ratio can serve as a standalone predictor for the prognosis and assist in optimizing the treatment approach for GBC patients.

近年来,手术前营养状况和免疫状况评估在预测癌症患者预后方面的重要性受到了广泛关注。本研究旨在建立预测胆囊癌(GBC)患者预后的风险模型。研究人员回顾性收集了2014年至2021年在四川大学华西医院接受根治性切除术的胆囊癌患者的数据。结合预后营养指数和血糖淋巴细胞比值,建立了一个新的风险模型,并为每位患者分配了一个风险评分。然后将患者分为低风险和高风险两组,并对两组患者的临床病理特征和预后进行比较。为减少潜在偏差,进行了倾向评分匹配。本研究共确定并纳入了300名接受根治性手术的GBC患者。高危组中的患者年龄较大,血清癌胚抗原(CEA)、癌抗原125(CA125)和癌抗原19-9(CA19-9)水平较高,更有可能出现术后并发症,肿瘤分化差、淋巴结转移和肿瘤分期较晚等侵袭性更强的肿瘤特征。他们的总生存(OS)率(5 年 OS 率:11.2% 对 37.4%)和无病生存(DFS)率(5 年 DFS 率:5.1% 对 18.2%)也更低。倾向得分匹配后,高风险人群的预后仍然较差(5 年 OS 率:12.7% 对 20.5%;5 年 DFS 率:3.2% 对 8.2%)。结合预后营养指数和血糖淋巴细胞比值的风险模型可作为独立的预后预测指标,有助于优化 GBC 患者的治疗方法。
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引用次数: 0
Stress-induced hyperglycemia and mortality in patients with traumatic brain injury without preexisting diabetes: A meta-analysis. 压力诱发的高血糖与无糖尿病的脑外伤患者的死亡率:荟萃分析。
0 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-01-14 DOI: 10.17305/bb.2024.10865
Shizhen Cui, Daiqi Xu, Han Xiong, Yimin Zhuang, Zhaohui He

Stress-induced hyperglycemia (SIH) is common in patients with traumatic brain injury (TBI) and has been suggested to influence mortality rates. This meta-analysis aims to evaluate the impact of SIH on mortality in TBI patients without preexisting diabetes mellitus (DM). A comprehensive search was performed in Medline, Web of Science, Embase, Wanfang, and China National Knowledge Infrastructure (CNKI) databases up to May 15, 2024, to retrieve relevant studies. Observational studies reporting the incidence of all-cause mortality among TBI patients without preexisting DM, comparing those with and without SIH, were included. The association between SIH and all-cause mortality was analyzed using risk ratios (RR) and 95% confidence intervals (CI) with a random-effects model. Twelve cohort studies comprising 15 datasets with 16,387 TBI patients were included. The pooled analysis showed that SIH was associated with a higher risk of all-cause mortality (RR: 2.00, 95% CI: 1.72-2.33, P < 0.001), with mild heterogeneity (I² = 25%). Sensitivity analysis confirmed the robustness of these findings. Subgroup analyses indicated no significant differences based on study design, patient age, gender proportion, SIH definition, or follow-up duration. However, the association was slightly weaker but still significant in studies using multivariate analyses (RR: 1.76) compared to univariate analyses (RR: 2.69). In conclusion, SIH was associated with a higher risk of all-cause mortality in TBI patients without preexisting DM. Further research should explore the underlying mechanisms and optimal management strategies for SIH in this population.

应激性高血糖(SIH)在创伤性脑损伤(TBI)患者中很常见,并被认为会影响死亡率。本荟萃分析旨在评估 SIH 对无糖尿病(DM)的创伤性脑损伤患者死亡率的影响。截至 2024 年 5 月 15 日,我们在 Medline、Web of Science、Embase、万方和 CNKI 数据库中进行了全面检索,以检索相关研究。纳入的观察性研究报告了未患有糖尿病的创伤性脑损伤患者的全因死亡率,并对患有和未患有 SIH 的患者进行了比较。采用随机效应模型,使用风险比 (RR) 和 95% 置信区间 (CI) 分析 SIH 与全因死亡率之间的关系。共纳入了 12 项队列研究,包括 15 个数据集,涉及 16,387 名创伤性脑损伤患者。汇总分析表明,SIH 与较高的全因死亡风险相关(RR:2.00,95% CI:1.72-2.33,p <0.001),异质性轻微(I² = 25%)。敏感性分析证实了这些结果的稳健性。亚组分析表明,研究设计、患者年龄、性别比例、SIH 定义或随访时间均无显著差异。然而,与单变量分析(RR:2.69)相比,采用多变量分析(RR:1.76)的研究中的相关性稍弱,但仍具有显著性。总之,SIH 与无糖尿病的创伤性脑损伤患者较高的全因死亡风险有关。进一步的研究应探讨这一人群中SIH的潜在机制和最佳管理策略。
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引用次数: 0
Triglyceride-glucose index and the prognosis of patients with heart failure: A meta-analysis. 甘油三酯-葡萄糖指数与心力衰竭患者的预后:荟萃分析
0 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-01-14 DOI: 10.17305/bb.2024.10559
Zhaoxia Yu, Wei Liu, Bo Li, Yutang Chen, Jian Li

The triglyceride-glucose index (TyGI) is a novel indicator of insulin resistance, which has been associated with an increased risk of cardiovascular diseases. The aim of this meta-analysis was to determine the association between TyGI and the prognosis of patients with heart failure (HF). Cohort studies relevant to the aim of the meta-analysis were retrieved by searching electronic databases, including PubMed, Web of Science, and Embase. A random-effects model was used to combine the data, incorporating the influence of between-study heterogeneity. Twelve studies involving 20,639 patients with HF were included. Pooled results showed that compared to patients with the lowest category of TyGI at baseline, those with the highest TyGI index were associated with a higher risk of all-cause mortality during follow-up (relative risk [RR] 1.71, 95% confidence interval [CI] 1.46 - 2.00; P < 0.001; I² = 55%). Sensitivity analyses limited to studies after adjustment for confounding factors showed similar results (RR 1.89, 95% CI 1.67 - 2.21; P < 0.001; I² = 13%). Subsequent meta-analyses also showed that a high TyGI at baseline was related to the incidence of cardiovascular death (RR 1.87, 95% CI 1.42 - 2.47; P < 0.001; I² = 57%), HF rehospitalization (RR 1.33, 95% CI 1.04 - 1.69; P < 0.02; I² = 46%), and major adverse cardiovascular events (RR 1.69, 95% CI 1.39 - 2.06; P < 0.001; I² = 17%) during follow-up. In conclusion, a high TyGI may be associated with a poor clinical prognosis for patients with HF.

甘油三酯-葡萄糖指数(TyGI)是胰岛素抵抗的一个新指标,胰岛素抵抗与心血管疾病风险的增加有关。本荟萃分析旨在确定TyGI与心力衰竭(HF)患者预后之间的关系。通过搜索电子数据库,包括PubMed、Web of Science和Embase,检索了与荟萃分析目的相关的队列研究。采用随机效应模型合并数据,并考虑了研究间异质性的影响。共纳入了12项研究,涉及20639名心房颤动患者。汇总结果显示,与基线TyGI指数最低的患者相比,TyGI指数最高的患者在随访期间全因死亡的风险更高(相对风险[RR] 1.71,95% 置信区间[CI] 1.46 - 2.00;P < 0.001;I² = 55%)。仅限于对混杂因素进行调整后的研究的敏感性分析显示了类似的结果(RR 1.89,95% CI 1.67 - 2.21;P < 0.001;I² = 13%)。随后的荟萃分析还显示,基线时的高 TyGI 与心血管死亡发生率有关(RR 1.87,95% CI 1.42 - 2.47;P < 0.001; I² = 57%)、HF 再住院(RR 1.33, 95% CI 1.04 - 1.69; P < 0.02; I² = 46%)和随访期间主要不良心血管事件(RR 1.69, 95% CI 1.39 - 2.06; P < 0.001; I² = 17%)的发生率有关。总之,高TyGI可能与心房颤动患者不良的临床预后有关。
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引用次数: 0
Neuromodulation guide for the non-neuromodulator clinician: What it is and how it can benefit patients? 非神经调节临床医生神经调节指南:神经调控是什么,如何造福患者?
0 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-01-14 DOI: 10.17305/bb.2024.10967
Chelsey Hoffmann, Jinlan Wang, Rushna P Ali, Ryan S D'Souza

Neuromodulation is being utilized across a variety of medical subspecialties to treat both painful and non-painful medical conditions. However, publications on neuromodulation topics infrequently occur in journals targeting generalists and medical specialties outside of pain medicine and neurosurgery. This study reviewed implantable neuromodulation devices, their respective Food and Drug Administration-approved indications for use, as well as off-label usage, and the associated potential risks and benefits for each device. PubMed and Medline databases were queried for systematic reviews with or without meta-analyses and randomized controlled trials of implantable neuromodulation devices. The literature review resulted in 106 studies eligible for inclusion, and 67 were included in the final review. In conclusion, as the clinical volume of neuromodulation continues to grow, supporting and educating medical professionals who care for patients that receive implanted neuromodulation devices is paramount. It is likely the use of neuromodulation will continue to expand across all medical subspecialties, and as such, every clinician should have a baseline understanding of this treatment.

神经调控技术被广泛应用于各种医学亚专科,以治疗疼痛和非疼痛性疾病。然而,在针对疼痛科和神经外科以外的普通医生和医学专业的期刊中,有关神经调控主题的文章却很少出现。本研究综述了植入式神经调控设备、其各自的食品和药物管理局批准的使用适应症、标示外使用以及每种设备的相关潜在风险和益处。我们在 PubMed 和 Medline 数据库中查询了关于植入式神经调控设备的系统性综述(含或不含荟萃分析)和随机对照试验。通过文献综述,有 106 项研究符合纳入条件,其中 67 项被纳入最终综述。总之,随着神经调控临床应用的不断增加,对护理接受植入式神经调控设备患者的医疗专业人员进行支持和教育至关重要。神经调控的使用范围很可能会继续扩大到所有医学亚专科,因此,每位临床医生都应该对这种治疗方法有基本的了解。
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引用次数: 0
Transesophageal echocardiography: Revolutionizing perioperative cardiac care. 经食道超声心动图:彻底改变围手术期心脏护理。
0 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-01-14 DOI: 10.17305/bb.2024.10847
Jiuqing Liang, Xiaoyu Ma, Genqiang Liang

Cardiovascular diseases (CVDs) are a major challenge in global health. Despite significant advances in treatment and management, the incidence and mortality rates of CVDs have been rising in recent years, particularly in the United States. With continuous advancements in medical technology, perioperative transesophageal echocardiography (TEE) has become a key technology in cardiac surgery, enhancing surgical success rates and patient safety. The application of TEE spans preoperative planning, intraoperative monitoring, and postoperative evaluation, especially in complex procedures such as mitral valve repair and aortic valve replacement, where it plays an indispensable role. Simultaneously, the introduction of artificial intelligence (AI) brings new prospects for TEE image analysis and diagnostic support, significantly improving diagnostic accuracy and real-time decision-making capabilities. However, the application of TEE technology faces challenges such as high costs, uneven technological diffusion, and the high skill requirements for medical personnel. Therefore, establishing standardized training protocols and strengthening multidisciplinary collaboration are crucial. This paper reviews the application of TEE in cardiac surgery and its path toward educational and practical standardization from a global perspective, emphasizing its importance in improving the postoperative quality of life for patients and exploring future directions in technological innovation and educational optimization.

心血管疾病(CVDs)是全球健康面临的一大挑战。尽管在治疗和管理方面取得了重大进展,但近年来心血管疾病的发病率和死亡率一直在上升,尤其是在美国。随着医疗技术的不断进步,围手术期经食道超声心动图(TEE)已成为心脏手术的一项关键技术,可提高手术成功率和患者安全性。TEE 的应用涵盖术前计划、术中监测和术后评估,尤其是在二尖瓣修复和主动脉瓣置换等复杂手术中发挥着不可或缺的作用。同时,人工智能(AI)的引入为 TEE 图像分析和诊断支持带来了新的前景,大大提高了诊断准确性和实时决策能力。然而,TEE 技术的应用面临着成本高、技术推广不均衡、对医务人员技能要求高等挑战。因此,建立标准化培训方案和加强多学科协作至关重要。本文从全球视角回顾了 TEE 在心脏手术中的应用及其实现教育和实践标准化的途径,强调了其在提高患者术后生活质量方面的重要性,并探讨了技术创新和教育优化的未来方向。
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引用次数: 0
Fetal heart quantification technique improves the prenatal prediction of coarctation of the aorta: A retrospective analysis. 胎儿心脏定量技术提高了主动脉粥样硬化的产前预测能力:一项回顾性分析。
0 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-01-14 DOI: 10.17305/bb.2024.10988
Xiaoxi Lu, Bowen Zhao, Mei Pan, Lijian Huang, Xiaomin Zhang, Xiaohui Peng, Ran Chen, Xiangdong Zhang

Coarctation of the aorta (CoA) ranks among the most prevalent congenital heart defects and poses a life-threatening risk if left undiagnosed. Herein, we utilized fetal heart quantification (HQ) technology to improve the prenatal prediction of CoA. A retrospective analysis was conducted on 64 fetal cases with suspected aortic arch constriction, identified through prenatal ultrasound findings between November 2020 and March 2022 at the Department of Ultrasound, Sir Run Run Shaw Hospital, Zhejiang University. According to the follow-up results, these cases were divided into two groups: 35 cases confirmed as CoA by postpartum surgery or induction, and 29 cases initially suspected of CoA prenatally but subsequently ruled out postnatally. Additionally, 88 cases of normal fetuses were randomly selected as the control group. Both conventional M-mode ultrasound techniques and Fetal HQ software were utilized for fetal analysis across all groups. Parameters related to the heart were measured, including fetal 4-CV length, width, Global Spherical Index (GSI), Mitral Annular Plane Systolic Excursion (MAPSE), areas and ratios of the left and right ventricles, as well as lengths and ratios of the left and right ventricles. Functional measurements of the left and right ventricles included ejection fraction (EF), fractional area change (FAC), global longitudinal strain (GLS), fractional shortening (FS), end-diastolic diameter (ED), and sphericity index (SI). Left ventricular (LV)-GLS, LV-FAC, LV-EF, and LV-EF Z-score could potentially differentiate between true CoA and false CoA or normal groups and serve as potential indicators for the clinical diagnosis of CoA. The receiver operating characteristic (ROC) curves indicated that LV-GLS and LV-EF Z-score have the greatest predictive power for CoA diagnosis. The segments 6-12 of FS in the confirmed CoA group were significantly lower than those in the false CoA and normal groups. Fetal HQ technology, by assessing changes in the size and shape of the heart, can provide relatively reliable parameter support for the prenatal diagnosis of fetal aortic coarctation.

主动脉粥样硬化(CoA)是最常见的先天性心脏缺陷之一,如果不及时诊断,会有危及生命的风险。在此,我们利用胎儿心脏定量(HQ)技术来改善对 CoA 的产前预测。我们对浙江大学附属邵逸夫医院超声科在2020年11月至2022年3月期间通过产前超声检查发现的64例疑似主动脉弓缩窄的胎儿病例进行了回顾性分析。根据随访结果,这些病例被分为两组:35 例经产后手术或引产证实为 CoA,29 例产前初步怀疑为 CoA 但产后排除。此外,还随机抽取了 88 例正常胎儿作为对照组。所有组别均采用传统M型超声技术和Fetal HQ软件进行胎儿分析。测量与心脏有关的参数,包括胎儿 4-CV 长度、宽度、球形指数(GSI)、二尖瓣环平面收缩偏移(MAPSE)、左心室和右心室的面积和比例,以及左心室和右心室的长度和比例。左心室和右心室的功能测量包括射血分数(EF)、分数面积变化(FAC)、整体纵向应变(GLS)、分数缩短(FS)、舒张末期直径(ED)和球形指数(SI)。左心室(LV)-GLS、左心室-FAC、左心室-EF 和左心室-EF Z 评分可区分真性 CoA 和假性 CoA 或正常组,是临床诊断 CoA 的潜在指标。接受者操作特征曲线(ROC)显示,LV-GLS 和 LV-EF Z 评分对 CoA 诊断的预测能力最强。确诊 CoA 组中 FS 的 6-12 段明显低于假性 CoA 组和正常组。胎儿 HQ 技术通过评估心脏大小和形状的变化,可为胎儿主动脉瓣狭窄的产前诊断提供相对可靠的参数支持。
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引用次数: 0
Artificial intelligence driven innovations in biochemistry: A review of emerging research frontiers. 人工智能驱动的生物化学创新:新兴研究前沿综述。
0 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-01-14 DOI: 10.17305/bb.2024.11537
Mohammed Abdul Lateef Junaid

Artificial intelligence (AI) has become a powerful tool in biochemistry, greatly enhancing research capabilities by enabling the analysis of complex datasets, predicting molecular interactions, and accelerating drug discovery. As AI continues to evolve, its applications in biochemistry are poised to expand, revolutionizing both theoretical and applied research. This review explores current and potential AI applications in biochemistry, with a focus on data analysis, molecular modeling, enzyme engineering...

人工智能(AI)已经成为生物化学领域的强大工具,通过分析复杂数据集、预测分子相互作用和加速药物发现,极大地提高了研究能力。随着人工智能的不断发展,其在生物化学中的应用有望扩大,给理论和应用研究带来革命性的变化。本文综述了人工智能在生物化学中的应用现状和潜力,重点介绍了人工智能在数据分析、分子建模、酶工程等方面的应用。
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引用次数: 0
Research and clinical implications of emerging evidence regarding patterns of postoperative opioid-induced respiratory depression. 关于术后阿片类药物引起的呼吸抑制模式的新证据的研究和临床意义。
0 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-01-14 DOI: 10.17305/bb.2024.11123
Toby N Weingarten, Atousa Deljou, Juraj Sprung

The wider availability of continuous respiratory monitors and advanced data abstraction techniques has led to a substantial increase in understanding of postoperative opioid-induced respiratory depression (OIRD), particularly regarding its incidence, presentation, temporal distribution, and risk factors. Self-limited episodes of OIRD are relatively common, typically presenting as repetitive apneas beginning in the postoperative period and continuing through the first night after surgery. In contrast, life-threatening episodes of OIRD are rare and usually occur on the day of surgery. Traditional monitoring of patient vital signs may be insensitive in detecting OIRD, while healthcare staff may be more adept at recognizing the concurrent development of somnolence. Although obstructive sleep apnea (OSA) is a known risk factor for OIRD, a more comprehensive phenotype is emerging-elderly patients with debility and substantial comorbidity. These advances have significant implications for managing postoperative OIRD. This review will focus on how these new insights into OIRD have highlighted knowledge gaps and created opportunities for future research and practice initiatives.

随着连续呼吸监测仪和先进数据摘要技术的广泛应用,人们对术后阿片类药物诱发的呼吸抑制(OIRD)的认识有了很大提高,尤其是对其发病率、表现形式、时间分布和风险因素的认识。自限性 OIRD 发作比较常见,通常表现为术后开始的重复性呼吸暂停,并持续到术后第一夜。相比之下,危及生命的 OIRD 很少发生,通常发生在手术当天。传统的患者生命体征监测可能无法敏感地检测出 OIRD,而医护人员可能更善于识别同时出现的嗜睡。虽然阻塞性睡眠呼吸暂停是导致 OIRD 的一个已知风险因素,但一种更全面的表型正在出现--体弱多病的老年患者。这些进展对术后 OIRD 的管理具有重要意义。本综述将重点讨论这些对 OIRD 的新认识如何突出了知识差距,并为未来的研究和实践活动创造了机会。
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引用次数: 0
Development and evaluation of interpretable machine learning regressors for predicting femoral neck bone mineral density in elderly men using NHANES data. 利用 NHANES 数据开发和评估用于预测老年男性股骨颈骨矿物质密度的可解释机器学习回归因子。
0 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-01-14 DOI: 10.17305/bb.2024.10725
Wen He, Song Chen, Xianghong Fu, Licong Xu, Jun Xie, Jinxing Wan

Osteoporotic femoral neck fractures (OFNFs) pose a significant orthopedic challenge in the elderly population, accounting for up to 40% of all osteoporotic fractures and leading to considerable health deterioration and increased mortality. In addressing the critical need for early identification of osteoporosis through routine screening of femoral neck bone mineral density (FNBMD), this study developed a user-friendly prediction model aimed at men aged 50 years and older, a demographic often overlooked in osteoporosis screening. Utilizing data from the National Health and Nutrition Examination Survey (NHANES), the study involved outlier detection and handling, missing value imputation via the K nearest neighbor (KNN) algorithm, and data normalization and encoding. The dataset was split into training and test sets with a 7:3 ratio, followed by feature screening through the least absolute shrinkage and selection operator (LASSO) and the Boruta algorithm. Eight different machine learning algorithms were then employed to construct predictive models, with their performance evaluated through a comprehensive metric suite. The random forest regressor (RFR) emerged as the most effective model, characterized by key predictors such as age, body mass index (BMI), poverty income ratio (PIR), serum calcium, and race, achieving a coefficient of determination (R²) of 0.218 and maintaining robustness in sensitivity analyses. Notably, excluding race from the model resulted in sustained high performance, underscoring the model's adaptability. Interpretations using Shapley additive explanations (SHAP) highlighted the influence of each feature on FNBMD. These findings indicate that our predictive model effectively aids in the early detection of osteoporosis, potentially reducing the incidence of OFNFs in this high-risk population.

骨质疏松性股骨颈骨折(OFNFs)对老年人群的骨科治疗构成了巨大挑战,在所有骨质疏松性骨折中占比高达 40%,并导致严重的健康恶化和死亡率上升。为了满足通过股骨颈骨密度(FNBMD)常规筛查早期识别骨质疏松症的迫切需求,本研究针对骨质疏松症筛查中经常被忽视的 50 岁及以上男性人群开发了一个用户友好型预测模型。这项研究利用了美国国家健康与营养调查(NHANES)的数据,包括离群值的检测和处理、通过 K 近邻(KNN)算法对缺失值进行估算,以及数据归一化和编码。数据集以 7:3 的比例分成训练集和测试集,然后通过最小绝对收缩和选择算子(LASSO)和 Boruta 算法进行特征筛选。然后采用八种不同的机器学习算法构建预测模型,并通过一套综合指标对其性能进行评估。随机森林回归模型(RFR)是最有效的模型,它以年龄、体重指数(BMI)、贫困收入比(PIR)、血清钙和种族等关键预测因子为特征,决定系数(R²)达到 0.218,并在敏感性分析中保持稳健性。值得注意的是,将种族排除在模型之外也能保持较高的性能,这凸显了模型的适应性。使用夏普利加法解释(SHAP)进行的解释强调了每个特征对全骨畸形的影响。这些研究结果表明,我们的预测模型可以有效地帮助早期检测骨质疏松症,从而降低高危人群中 OFNF 的发病率。
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Biomolecules & biomedicine
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