patient management

患者管理
  • 文章类型: Case Reports
    孤立性促肾上腺皮质激素缺乏(IAD)是一种罕见的垂体疾病,可导致肾上腺功能不全。然而,由于其非特异性症状,它的诊断通常很困难,可能会延迟。IAD患者需要终身糖皮质激素(GC)替代疗法。相反,GC诱导的继发性肾上腺功能不全是一种可逆的疾病,当接受GC治疗的患者减少其GC剂量或停止治疗时出现。区分IAD和GC诱导的继发性肾上腺功能不全在临床上至关重要。我们报告了一个独特的案例,需要区分这两个条件。一名71岁的日本妇女在停止GC治疗嗜酸性粒细胞性食管炎后出现肾上腺功能不全的症状。我们进行了详细的访谈并重复了内分泌检查。我们得出结论,她的症状是由于IAD而不是GC引起的继发性肾上腺功能不全。她开始了终身的氢化可的松替代疗法。这个案例表明,当照顾接受GC治疗的患者时,如果在逐渐减少GC治疗期间出现肾上腺功能不全的迹象,重要的是要考虑并存IAD的可能性并安排内分泌检查。
    Isolated adrenocorticotropic hormone deficiency (IAD) is a rare pituitary disorder that can cause adrenal insufficiency. However, due to its nonspecific symptoms, its diagnosis is often difficult and may be delayed. Patients with IAD require lifelong glucocorticoid (GC) replacement therapy. Contrastingly, GC-induced secondary adrenal insufficiency is a reversible condition that arises when patients receiving GC therapy reduce their GC dosage or discontinue therapy. Differentiating between IAD and GC-induced secondary adrenal insufficiency is clinically crucial. We report a unique case that required differentiation between these two conditions. A 71-year-old Japanese woman presented with symptoms of adrenal insufficiency after discontinuation of GC therapy for eosinophilic esophagitis. We conducted detailed interviews and repeated the endocrinological examinations. We concluded that her symptoms were owing to IAD rather than GC-induced secondary adrenal insufficiency. She began a lifelong hydrocortisone replacement therapy. This case suggests that when caring for patients undergoing GC therapy, it is important to consider the possibility of coexisting IAD and arrange endocrinological examinations if signs of adrenal insufficiency arise during the gradual reduction of GC treatment.
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  • 文章类型: Journal Article
    眼部表现通常是潜在系统性疾病的关键指标,提供有价值的诊断和预后信息。这篇综合综述旨在阐明眼部症状和全身状况之间复杂的相互作用。强调早期识别和跨学科合作在患者管理中的重要性。该综述涵盖了各种系统性疾病,包括心血管,自身免疫,传染性,神经学,内分泌,血液学,遗传,皮肤病学,胃肠,肝,肾,和结缔组织疾病,突出他们的具体眼部表现。诊断方法,包括眼科检查技术,成像模式,和实验室测试,进行了讨论,以提高诊断准确性。此外,审查概述了当前的管理和治疗策略,强调需要多学科的护理方法。还探讨了新兴疗法和未来的研究方向,强调在这一领域不断创新的必要性。这篇综述旨在改善临床实践,促进综合医疗保健,并通过提供全身性疾病中眼部表现的详细概述,最终提高患者的预后。
    Ocular manifestations often serve as critical indicators of underlying systemic diseases, providing valuable diagnostic and prognostic information. This comprehensive review aims to elucidate the complex interplay between ocular symptoms and systemic conditions, emphasising the importance of early recognition and interdisciplinary collaboration in patient management. The review encompasses various systemic diseases, including cardiovascular, autoimmune, infectious, neurological, endocrine, hematologic, genetic, dermatologic, gastrointestinal, hepatic, renal, and connective tissue disorders, highlighting their specific ocular manifestations. Diagnostic approaches, including ophthalmologic examination techniques, imaging modalities, and laboratory tests, are discussed to enhance diagnostic accuracy. Furthermore, the review outlines current management and treatment strategies, emphasising the need for a multidisciplinary approach to care. Emerging therapies and future research directions are also explored, underscoring the necessity of continued innovation in this field. This review aims to improve clinical practices, promote integrative healthcare, and ultimately enhance patient outcomes by providing a detailed overview of ocular manifestations in systemic diseases.
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  • 文章类型: Journal Article
    复发性或转移性头颈部鳞状细胞癌(R/MHNSCC)是一种具有挑战性的疾病,需要多学科团队的个性化管理。这项回顾性多中心研究的目的是描述诊断后第一年葡萄牙R/MHNSCC的现实世界医疗保健资源使用和患者护理。共包括377名不符合治愈性治疗条件的患者,主要是男性(92.8%),50-69岁(74.5%),酗酒(72.7%)或吸烟习惯(89.3%)。口咽(33.2%)和口腔(28.7%)是原发肿瘤部位,以肺转移最为常见(61.4%)。符合条件的姑息意图全身治疗的患者(80.6%)接受了多达四个治疗线,不同的方案。以铂为基础的联合化疗在一线治疗中占主导地位(>70%),而单药化疗和抗PD1免疫疗法在后来的生产线中很普遍.治疗方法在疾病阶段和原发性肿瘤位置之间是一致的,但在地理上有所不同。与不合格的患者相比,接受治疗的患者获得了更多的多学科支持。这项研究提供了葡萄牙对R/MHNSCC患者特征的第一个真实描述,治疗模式,诊断后一年的支持性护理,突出人群异质性,旨在改善患者管理。
    Recurrent or metastatic head and neck squamous cell carcinoma (R/M HNSCC) is a challenging disease, requiring personalized management by a multidisciplinary team. The aim of this retrospective multicentric study was to characterize real-world healthcare resource use and patient care for R/M HNSCC in Portugal during the first year after diagnosis. A total of 377 patients ineligible for curative treatment were included, mostly male (92.8%), aged 50-69 years (74.5%), with heavy alcohol (72.7%) or smoking habits (89.3%). Oropharynx (33.2%) and oral cavity (28.7%) were primary tumor locations, with lung metastases being the most common (61.4%). Eligible patients for systemic treatment with palliative intent (80.6%) received up to four treatment lines, with varied regimens. Platinum-based combination chemotherapy dominated first-line treatment (>70%), while single-agent chemotherapy and anti-PD1 immunotherapy were prevalent in later lines. Treatment approaches were uniform across disease stages and primary tumor locations but varied geographically. Treated patients received more multidisciplinary support than those who were ineligible. This study provides the first Portuguese real-world description of R/M HNSCC patient characteristics, treatment patterns, and supportive care during the year after diagnosis, highlighting population heterogeneity and aiming to improve patient management.
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  • 文章类型: Journal Article
    背景:越来越多的针对肌萎缩蛋白病的新治疗策略的临床试验正在进行中或正在考虑中。关于这种情况的自然进展的详细数据对于评估新药的有效性至关重要。然而,缺乏有关自然过程的长期数据以及在中国如何管理的数据。在这项研究中,我们提供临床和分子研究的全面概述,以及中国人群的治疗结果。
    方法:回顾性分析了2011年8月至2021年8月所有肌营养不良病患者的机构数据。数据包括地理分布,诊断时的年龄,分子发现,和治疗选择,比如皮质类固醇,心脏干预,和临床结果。
    结果:总计,2097例肌营养不良症患者,包括1703例Duchenne型肌营养不良(DMD),311例Becker肌营养不良(BMD),中间型肌营养不良(IMD)46例,和37例归类为“未决”(表型未确定的个体),2011年8月至2021年8月在复旦大学附属儿童医院的肌营养不良病数据库中注册。鉴定的变异包括外显子缺失(66.6%),外显子重复(10.7%),无义变体(10.3%),剪接位点变异体(4.5%),小缺失(3.5%),小插入/重复(1.8%),和错义变体(0.9%)。鉴定了四个深内含子变体和两个倒位变体。关于治疗,54.4%的DMD患者和39.1%的IMD患者接受了糖皮质激素治疗.在接受糖皮质激素治疗的DMD患者中,步行失败的中位年龄为2.5年后。总的来说,至少为7.4%的DMD患者开了一种心脏药物,8.3%的IMD患者,2.6%的BMD患者。此外,4名DMD患者需要呼吸机支持.在55.3%的DMD患者中发现了外显子跳跃治疗的资格,12.9%,10%,这些患者中有9.6%分别符合跳过外显子51、53和45的条件。
    结论:这是评估中国肌萎缩蛋白病自然史的最大研究之一,这特别有利于招募符合条件的患者进行临床试验,并提供真实世界的数据以支持药物开发。
    BACKGROUND: An increasing number of clinical trials for new therapeutic strategies are underway or being considered for dystrophinopathy. Having detailed data on the natural progression of this condition is crucial for assessing the effectiveness of new drugs. However, there\'s a lack of data regarding the long-term data on the natural course and how it\'s managed in China. In this study, we offer a comprehensive overview of clinical and molecular findings, as well as treatment outcomes in the Chinese population.
    METHODS: Institutional data on all patients with dystrophinopathy from August 2011 to August 2021 were retrospectively reviewed. The data included geographic distribution, age at diagnosis, molecular findings, and treatment options, such as corticosteroids, cardiac interventions, and clinical outcomes.
    RESULTS: In total, 2097 patients with dystrophinopathy, including 1703 cases of Duchenne muscular dystrophy (DMD), 311 cases of Becker muscular dystrophy (BMD), 46 cases of intermediate muscular dystrophy (IMD), and 37 cases categorized as \"pending\" (individuals with an undetermined phenotype), were registered in the Children\'s Hospital of Fudan University database for dystrophinopathy from August 2011 to August 2021. The spectrum of identified variants included exonic deletions (66.6%), exonic duplications (10.7%), nonsense variants (10.3%), splice-site variants (4.5%), small deletions (3.5%), small insertions/duplications (1.8%), and missense variants (0.9%). Four deep intronic variants and two inversion variants were identified. Regarding treatment, glucocorticoids were administered to 54.4% of DMD patients and 39.1% of IMD patients. The median age at loss of ambulation was 2.5 years later in DMD patients who received glucocorticoid treatment. Overall, one cardiac medicine at least was prescribed to 7.4% of DMD patients, 8.3% of IMD patients, and 2.6% of BMD patients. Additionally, ventilator support was required by four DMD patients. Eligibility for exon skipping therapy was found in 55.3% of DMD patients, with 12.9%, 10%, and 9.6% of these patients being eligible for skipping exons 51, 53, and 45, respectively.
    CONCLUSIONS: This is one of the largest studies to have evaluated the natural history of dystrophinopathy in China, which is particularly conducive to the recruitment of eligible patients for clinical trials and the provision of real-world data to support drug development.
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  • 文章类型: Journal Article
    目的:左心室辅助装置(LVAD)越来越多地植入晚期心力衰竭患者体内。目前,LVAD护理主要集中在专门的三级护理医院。植入中心日益增加的工作量和后勤负担对偏远地区的个体患者获得护理提出了重大挑战。LVAD患者管理的一种新兴方法是使用共享护理模式(SCM),这允许植入中心与当地非植入医院合作。本范围审查探讨和综合了当前有关在LVAD护理管理中使用SCM的科学证据。
    方法:在EMBASE中确定了合格的研究,PubmedMEDLINE,WebofScience,科克伦,谷歌学者。PRISMA-ScR方法用于系统地综合研究结果。
    结果:在筛选的950条记录中,五篇文章符合纳入标准。四篇评论文章重点介绍了使用SCM的拟议好处和挑战。主要益处包括提高患者满意度和护理连续性。重要的挑战是非植入中心工作人员的初步教育和保持能力。一项前瞻性研究表明,缺乏LVAD特异性治疗与生存率受损以及泵血栓形成和LVAD相关感染的发生率较高有关。
    结论:在LVAD患者的长期管理中,使用SCM是一种有希望的方法。然而,目前缺乏足够的证据证明SCM对患者和医疗保健系统的影响。需要基于前瞻性研究的标准化方案来为LVAD患者开发安全有效的共享护理。
    Left ventricular assist devices (LVADs) are increasingly implanted in patients with advanced heart failure. Currently, LVAD care is predominantly concentrated at specialized tertiary care hospitals. However, the increasing workload and logistical burden for implanting centres pose significant challenges to accessing care for individual patients in remote areas. An emerging approach to LVAD patient management is the use of a shared care model (SCM), which facilitates collaboration between implanting centres and local non-implanting hospitals. This scoping review explores and synthesizes the current scientific evidence on the use of SCMs in LVAD care management. Eligible studies were identified in EMBASE, PubMed MEDLINE, Web of Science, Cochrane and Google Scholar. Findings were synthesized in accordance with PRISMA-ScR guidelines. Of the 950 records screened, five articles met the inclusion criteria. Four review articles focused on the proposed benefits and challenges of using SCMs. Main benefits included improved patient satisfaction and continuity of care. Important challenges were initial education of non-implanting centre staff and maintaining competency. One prospective study showed that absence of LVAD-specific care was associated with impaired survival and higher rates of pump thrombosis and LVAD-related infections. The use of SCMs is a promising approach in the long-term management of LVAD patients. However, sufficient evidence about the impact of SCMs on patients and the healthcare system is not currently available. Standardized protocols based on prospective studies are needed to develop safe and effective shared care for LVAD patients.
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  • 文章类型: Journal Article
    背景:机器学习(ML)风险预测模型,尽管比传统的统计方法准确得多,由于其不透明和需要大量输入变量,因此在临床实践中使用不便。
    目标:我们旨在开发一种精确的,可以解释,和灵活的ML模型来预测ST段抬高型心肌梗死(STEMI)患者的院内死亡风险。
    方法:本研究招募了2013年中国急性心肌梗死(CAMI)注册的18,744例患者和中国以患者为中心的心脏事件评估(PEACE)-回顾性急性心肌梗死研究的12,018例患者。ExtremeGradientBoosting(XGBoost)模型来自CAMI注册中心的9616名患者(2014年,89个变量),并进行了5倍交叉验证,并在CAMI注册中心的9125名患者(89个变量)和独立的中国PEACE队列(10个变量)上进行了验证。Shapley加法解释(SHAP)方法被用来解释嵌入在所提出的模型中的复杂关系。
    结果:在预测全因住院死亡率的XGBoost模型中,前8名最重要分数的变量是年龄,左心室射血分数,基利普班,心率,肌酐,血糖,白细胞计数,以及使用血管紧张素转换酶抑制剂(ACEI)和血管紧张素II受体阻滞剂(ARB)。CAMI验证集上的曲线下面积(AUC)为0.896(95%CI0.884-0.909),明显高于以前的模型。全球急性冠状动脉事件注册(GRACE)模型的AUC为0.809(95%CI0.790-0.828),对于TIMI模型,为0.782(95%CI0.763-0.800)。尽管中国和平验证集只有10个可用变量,AUC达到0.840(0.829-0.852),显示GRACE(0.762,95%CI0.748-0.776)和TIMI(0.789,95%CI0.776-0.803)评分有显著改善。在患者特征与住院死亡率之间发现了几种新颖的非线性关系,包括高密度脂蛋白胆固醇(HDL-C)的U形模式。
    结论:所提出的ML风险预测模型在预测住院死亡率方面非常准确。其灵活和可解释的特点使该模型便于在临床实践中使用,并有助于指导患者管理。
    背景:ClinicalTrials.govNCT01874691;https://clinicaltrials.gov/study/NCT01874691。
    BACKGROUND: Machine learning (ML) risk prediction models, although much more accurate than traditional statistical methods, are inconvenient to use in clinical practice due to their nontransparency and requirement of a large number of input variables.
    OBJECTIVE: We aimed to develop a precise, explainable, and flexible ML model to predict the risk of in-hospital mortality in patients with ST-segment elevation myocardial infarction (STEMI).
    METHODS: This study recruited 18,744 patients enrolled in the 2013 China Acute Myocardial Infarction (CAMI) registry and 12,018 patients from the China Patient-Centered Evaluative Assessment of Cardiac Events (PEACE)-Retrospective Acute Myocardial Infarction Study. The Extreme Gradient Boosting (XGBoost) model was derived from 9616 patients in the CAMI registry (2014, 89 variables) with 5-fold cross-validation and validated on both the 9125 patients in the CAMI registry (89 variables) and the independent China PEACE cohort (10 variables). The Shapley Additive Explanations (SHAP) approach was employed to interpret the complex relationships embedded in the proposed model.
    RESULTS: In the XGBoost model for predicting all-cause in-hospital mortality, the variables with the top 8 most important scores were age, left ventricular ejection fraction, Killip class, heart rate, creatinine, blood glucose, white blood cell count, and use of angiotensin-converting enzyme inhibitors (ACEIs) and angiotensin II receptor blockers (ARBs). The area under the curve (AUC) on the CAMI validation set was 0.896 (95% CI 0.884-0.909), significantly higher than the previous models. The AUC for the Global Registry of Acute Coronary Events (GRACE) model was 0.809 (95% CI 0.790-0.828), and for the TIMI model, it was 0.782 (95% CI 0.763-0.800). Despite the China PEACE validation set only having 10 available variables, the AUC reached 0.840 (0.829-0.852), showing a substantial improvement to the GRACE (0.762, 95% CI 0.748-0.776) and TIMI (0.789, 95% CI 0.776-0.803) scores. Several novel and nonlinear relationships were discovered between patients\' characteristics and in-hospital mortality, including a U-shape pattern of high-density lipoprotein cholesterol (HDL-C).
    CONCLUSIONS: The proposed ML risk prediction model was highly accurate in predicting in-hospital mortality. Its flexible and explainable characteristics make the model convenient to use in clinical practice and could help guide patient management.
    BACKGROUND: ClinicalTrials.gov NCT01874691; https://clinicaltrials.gov/study/NCT01874691.
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  • 文章类型: Journal Article
    背景:华法林抗凝管理不善可能导致患者入院,住院时间延长,甚至因抗凝相关不良事件而死亡。传统的非网络门诊很难为患者提供理想的抗凝管理服务,有必要探索更安全的,更有效,更便捷的华法林管理模式。
    目的:本研究旨在比较基于网络的管理模式(通过智能手机应用)和传统的非基于网络的门诊管理模式在抗凝管理质量和临床不良事件方面的差异。
    方法:本研究是一项前瞻性队列研究,包括多个国家中心。符合最低点标准的患者被分为使用Alfalfa应用程序的基于网络的管理组,或使用传统门诊管理的非基于网络的管理组,然后对他们进行为期6个月的随访,以收集凝血测试结果和临床事件.2种管理模式的有效性和安全性通过以下指标进行评估:在治疗范围内的时间(TTR),出血事件,血栓栓塞事件,全因死亡事件,累积事件发生率,以及国际标准化比率(INR)的分布。
    结果:这项国家多中心队列研究在2019年6月至2021年5月期间招募了522名患者,其中519名(99%)患者达到了随访终点,包括非基于Web的管理组中的260个(50%)和基于Web的管理组中的259个(50%)。两组患者的基线特征无明显差异。基于Web的管理组的TTR明显高于非基于Web的管理组(82.4%vs71.6%,P<.001),接受有效抗凝治疗的患者比例更高(81.2%vs63.5%,P<.001)。非网络管理组轻微出血事件发生率明显高于网络管理组(12.1%vs6.6%,P=.048)。在两组之间,严重出血,血栓栓塞和全因死亡事件的发生率无统计学差异.此外,与非基于网络的管理组相比,基于网络的管理组在极端亚治疗范围(17.6%比21.3%)和严重超治疗范围(0%比0.8%)中INR的比例较低,在治疗范围中比例较高(50.4%比43.1%),具有统计学意义。
    结论:与传统的非网络门诊管理相比,通过苜蓿应用程序进行基于网络的管理可能更有益,因为它可以提高患者的抗凝管理质量,降低小出血事件的频率,并改善INR分布。
    BACKGROUND: Poor anticoagulation management of warfarin may lead to patient admission, prolonged hospital stays, and even death due to anticoagulation-related adverse events. Traditional non-web-based outpatient clinics struggle to provide ideal anticoagulation management services for patients, and there is a need to explore a safer, more effective, and more convenient mode of warfarin management.
    OBJECTIVE: This study aimed to compare differences in the quality of anticoagulation management and clinical adverse events between a web-based management model (via a smartphone app) and the conventional non-web-based outpatient management model.
    METHODS: This study is a prospective cohort research that includes multiple national centers. Patients meeting the nadir criteria were split into a web-based management group using the Alfalfa app or a non-web-based management group with traditional outpatient management, and they were then monitored for a 6-month follow-up period to collect coagulation test results and clinical events. The effectiveness and safety of the 2 management models were assessed by the following indicators: time in therapeutic range (TTR), bleeding events, thromboembolic events, all-cause mortality events, cumulative event rates, and the distribution of the international normalized ratio (INR).
    RESULTS: This national multicenter cohort study enrolled 522 patients between June 2019 and May 2021, with 519 (99%) patients reaching the follow-up end point, including 260 (50%) in the non-web-based management group and 259 (50%) in the web-based management group. There were no observable differences in baseline characteristics between the 2 patient groups. The web-based management group had a significantly higher TTR than the non-web-based management group (82.4% vs 71.6%, P<.001), and a higher proportion of patients received effective anticoagulation management (81.2% vs 63.5%, P<.001). The incidence of minor bleeding events in the non-web-based management group was significantly higher than that in the web-based management group (12.1% vs 6.6%, P=.048). Between the 2 groups, there was no statistically significant difference in the incidence of severe bleeding and thromboembolic and all-cause death events. In addition, compared with the non-web-based management group, the web-based management group had a lower proportion of INR in the extreme subtreatment range (17.6% vs 21.3%) and severe supertreatment range (0% vs 0.8%) and a higher proportion in the treatment range (50.4% vs 43.1%), with statistical significance.
    CONCLUSIONS: Compared with traditional non-web-based outpatient management, web-based management via the Alfalfa app may be more beneficial because it can enhance patient anticoagulation management quality, lower the frequency of small bleeding events, and improve INR distribution.
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  • 文章类型: Case Reports
    背景:原发性宫颈恶性黑色素瘤(PMMC)是一种极为罕见的疾病,起源于原发性宫颈恶性黑色素瘤,由于临床和组织学表现不明,经常对疾病诊断提出挑战,尤其是那些没有黑色素的。
    方法:这里,我们报告了一例无张力的PMMC,有乳腺癌和甲状腺癌病史。患者最终通过免疫组织化学染色诊断,并根据国际妇产科联合会参考国家综合癌症网络指南分期为IB2,并接受了根治性子宫切除术。双侧输卵管卵巢切除术和盆腔淋巴结清扫术。然后,她接受了联合治疗,包括tislelizumab和射频热疗的免疫治疗。她已经一年多没有疾病了。
    结论:鉴别诊断过程再次强调了免疫组织化学染色是诊断无色素性PMMC最可靠的方法。由于缺乏既定的治疗指南,来自有限的现有研究的经验信息不能为治疗决策提供依据。通过整合“组学”技术和患者衍生的异种移植物或微型患者衍生的异种移植物模型,这将有助于识别选择性治疗窗口并筛选靶向治疗的适当治疗方法。有效和精确的免疫检查点阻断或联合治疗策略将最终提高患者的生存率。
    BACKGROUND: Primary malignant melanoma of the cervix (PMMC) is an extremely rare disease that originates from primary cervical malignant melanoma and frequently represents a challenge in disease diagnosis due to unclarified clinical and histological presentations, particularly those without melanin.
    METHODS: Here, we report a case of amelanotic PMMC, with a history of breast cancer and thyroid carcinoma. The patient was finally diagnosed by immunohistochemical staining and staged as IB2 based on the International Federation of Gynecology and Obstetrics with reference to National Comprehensive Cancer Network guidelines and was treated with radical hysterectomy, bilateral salpingo-oophorectomy and pelvic lymphadenectomy. She then received combination therapy consisting of immunotherapy with tislelizumab and radiofrequency hyperthermia. She has remained free of disease for more than 1 year.
    CONCLUSIONS: The differential diagnosis process reenforced the notion that immunohistochemical staining is the most reliable approach for amelanotic PMMC diagnosis. Due to the lack of established therapeutic guidelines, empirical information from limited available studies does not provide the rationale for treatment-decision making. By integrating \'omics\' technologies and patient-derived xenografts or mini-patient-derived xenograft models this will help to identify selective therapeutic window(s) and screen the appropriate therapeutics for targeted therapies, immune checkpoint blockade or combination therapy strategies effectively and precisely that will ultimately improve patient survival.
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  • 文章类型: Journal Article
    背景:急性冠状动脉综合征(ACS)是一种严重的心血管疾病,在全球范围内发病率和死亡率都在上升。传统的风险评估工具被广泛使用,但由于数据的复杂性而受到限制。
    方法:本研究引入了一种门控变压器模型,该模型利用机器学习来分析电子健康记录(EHRs),以增强ACS患者的主要不良心血管事件(MACE)的预测能力。使用曲线下面积(AUC)、精确召回率(PR),和F1分数。此外,我们开发了一个患者管理平台,以促进个性化治疗策略.
    结果:采用门控机制大大改善了Transformer模型的性能,尤其是识别真阳性病例。TabTransformer+Gate模型的AUC为0.836,平均精度(AP)提高了14%,准确度提高了6.2%,显著优于其他深度学习方法。患者管理平台使医疗保健专业人员能够有效评估患者风险并定制治疗方案。改善患者预后和生活质量。
    结论:在Transformer模型中整合门控机制显着提高了ACS患者MACE风险预测的准确性,优化个性化治疗,并提出了一种推进临床实践和研究的新方法。
    BACKGROUND: Acute coronary syndrome (ACS) is a severe cardiovascular disease with globally rising incidence and mortality rates. Traditional risk assessment tools are widely used but are limited due to the complexity of the data.
    METHODS: This study introduces a gated Transformer model utilizing machine learning to analyze electronic health records (EHRs) for an enhanced prediction of major adverse cardiovascular events (MACEs) in ACS patients. The model\'s efficacy was evaluated using metrics such as area under the curve (AUC), precision-recall (PR), and F1-scores. Additionally, a patient management platform was developed to facilitate personalized treatment strategies.
    RESULTS: Incorporating a gating mechanism substantially improved the Transformer model\'s performance, especially in identifying true-positive cases. The TabTransformer+Gate model demonstrated an AUC of 0.836, a 14% increase in average precision (AP), and a 6.2% enhancement in accuracy, significantly outperforming other deep learning approaches. The patient management platform enabled healthcare professionals to effectively assess patient risks and tailor treatments, improving patient outcomes and quality of life.
    CONCLUSIONS: The integration of a gating mechanism within the Transformer model markedly increases the accuracy of MACE risk predictions in ACS patients, optimizes personalized treatment, and presents a novel approach for advancing clinical practice and research.
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  • 文章类型: Journal Article
    背景技术乳腺癌患者经常经历与疾病或其治疗相关的并发症。随着平均寿命的提高,年龄在这种情况下决定治疗的因素越来越少。本研究旨在评估转诊至医院物理医学和康复(PMR)部门的不同年龄段患者在乳腺癌并发症方面的差异。方法对2019年11月至2021年3月在PMR部门评估的所有乳腺癌患者进行回顾性研究。数据收集自患者临床档案。SPSS®版本24(IBMCorp.,Armonk,NY,美国)用于数据分析。结果我们评估了85名平均年龄为56岁的患者,发现肩痛是转诊的主要原因,85.9%的患者报告,32%的病例其次是淋巴水肿。与66至75岁的患者相比,56-65岁的患者表现出更大的肩关节活动度缺陷。以及与其他年龄组相比更大的功能限制。大多数患者报告术后症状,PMR咨询平均延迟24个月。尽管如此,几乎所有患者(89.3%)都报告了干预后的临床改善.结论我们发现,56-65岁年龄组的个体更容易出现功能和肩关节活动受限。尽管协商延迟,大多数患者经历了临床改善,强调PMR干预措施的干预有效性。这些发现表明,仅年龄可能不是报告的乳腺癌后遗症的决定因素,暗示其他影响因素对患者管理的影响。需要进一步的研究来阐明导致在不同年龄段观察到的疾病后遗症的不同负担的潜在机制,并设计量身定制的干预措施。
    Background Breast cancer patients often experience complications related to the disease or its treatment. With the rising average life expectancy, age is becoming less of a factor in treatment decisions for this condition. This study aims to evaluate differences in breast cancer complications among various age groups in patients referred to a hospital\'s physical medicine and rehabilitation (PMR) department. Methodology A retrospective study was conducted among all breast cancer patients evaluated in a PMR department between November 2019 and March 2021. Data were collected from patients\' clinical files. SPSS® version 24 (IBM Corp., Armonk, NY, USA) was used for data analysis. Results We assessed 85 patients with a mean age of 56 years, finding that shoulder pain was the primary referral reason, reported by 85.9% of patients, followed by lymphedema in 32% of cases. Patients aged 56-65 years exhibited greater deficits in shoulder mobility compared to those between 66 and 75 years old, as well as greater functional limitations compared to other age groups. Most patients reported symptoms post-surgery, with an average delay of 24 months in PMR consultation. Despite this, nearly all patients (89.3%) reported clinical improvement following interventions. Conclusions We found that individuals in the 56-65-year age group were more prone to develop functional and shoulder mobility limitations. Despite delayed consultation, the majority of patients experienced clinical improvement, highlighting the intervention effectiveness of PMR interventions. These findings suggest that age alone may not be a determining factor in the reported breast cancer sequelae, implying the influence of other contributing factors in patient management. Further research is needed to elucidate the underlying mechanisms contributing to the diverse burden of disease sequelae observed across different age groups and to devise tailored interventions.
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