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Expert Consensus on Cytomegalovirus Management in Recipients of CAR-T Cell and Bispecific Antibody Therapies. CAR-T细胞和双特异性抗体治疗接受者巨细胞病毒管理的专家共识。
IF 3.5 2区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-01-14 DOI: 10.1111/jebm.70107
Wenyue Cao, Fankai Meng, Sizhou Feng, Mingfeng Zhao, Jianxin Song, Yuqian Sun, Weijie Cao, Weiwei Tian, Yongxian Hu, Fangyi Fan, Xiaowen Tang, Wenbin Qian, Yicheng Zhang, Jia Wei

Cytomegalovirus (CMV) is an increasingly recognized complication of chimeric antigen receptor T-cell (CAR-T) and bispecific antibody (BsAb) therapies for hematologic malignancies, driven by therapy-related immunosuppression and cumulative exposure to lymphodepleting or steroid regimens. Given China's high adult CMV IgG seroprevalence (>90%), baseline risk, interpretation of low-level DNAemia, and operational thresholds differ from low-seroprevalence settings, requiring context-specific guidance. This China-adapted, evidence-graded consensus was developed by a multidisciplinary panel from major centers using a modified Delphi process and Oxford Centre for Evidence-Based Medicine levels to translate international guidance into a high-seroprevalence setting. Recommendations prioritize early risk stratification and pragmatic surveillance. We advise routine CMV monitoring by real-time quantitative PCR during the first 30 days after therapy, with risk-adapted extension thereafter. Interpretation and treatment triggers are anchored to WHO-traceable IU/mL and specified by specimen matrix to support comparability across assays. Consideration of prophylaxis is proposed for well-defined high-risk subgroups, acknowledging the need for prospective validation. Syndrome-based diagnostic and treatment algorithms are provided for tissue-invasive disease, including CMV pneumonia and encephalitis, with guidance on antiviral induction, step-down, and monitoring for virologic response and drug toxicity. This consensus explicitly adapts international recommendations to China's epidemiology, assay practice, and drug accessibility. By standardizing prevention, surveillance, and management in CAR T-cell and BsAb recipients, this consensus aims to lower non-relapse mortality and improve long-term outcomes. Priority research needs include harmonized viral-load thresholds, validation of risk-adapted prophylaxis strategies, and studies that clarify the significance of low-level DNAemia in this population.

巨细胞病毒(CMV)是嵌合抗原受体t细胞(CAR-T)和双特异性抗体(BsAb)治疗血液系统恶性肿瘤的一种日益被认可的并发症,由治疗相关的免疫抑制和累积暴露于淋巴细胞消耗或类固醇治疗方案驱动。鉴于中国成人CMV IgG血清阳性率较高(约90%),基线风险、低水平dna血症的解释和操作阈值与低血清阳性率设置不同,需要根据具体情况进行指导。这一适应中国的证据分级共识是由来自主要中心的多学科小组采用改进的德尔菲过程和牛津循证医学水平中心制定的,以将国际指导转化为高血清患病率设置。建议优先考虑早期风险分层和实用监测。我们建议在治疗后的前30天内通过实时定量PCR进行常规巨细胞病毒监测,此后进行风险适应延长。解释和治疗触发因素以世卫组织可追踪的IU/mL为基准,并由标本基质指定,以支持各测定方法的可比性。建议对明确定义的高危亚群考虑预防,并承认需要进行前瞻性验证。为包括巨细胞病毒肺炎和脑炎在内的组织侵袭性疾病提供基于综合征的诊断和治疗算法,并指导抗病毒诱导、降压以及监测病毒学反应和药物毒性。这一共识明确适应了国际上针对中国流行病学、检测实践和药物可及性的建议。通过标准化CAR -t细胞和BsAb受体的预防、监测和管理,这一共识旨在降低非复发死亡率并改善长期预后。优先研究需求包括协调病毒载量阈值,验证适应风险的预防策略,以及澄清低水平dna血症在这一人群中的重要性的研究。
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引用次数: 0
Family Functioning and Academic Adjustment in Medical Students: Coping Styles as Mediators and Differences in At-Risk Students. 医学生的家庭功能与学业适应:应对方式在高危学生中的中介作用及其差异。
IF 3.5 2区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-01-08 DOI: 10.1111/jebm.70105
Huibing Guo, Danmei Liang, Yibei Wang, Shaohan Wang, Liang Zhou

Objective: Academic adjustment is essential for medical students facing rigorous academic demands. While individual and instructional factors have been well-studied, the role of family functioning remains underexplored. This study examined the association between family functioning and academic adjustment, explored the mediating role of coping styles, and compared these pathways between at-risk students (those who had failed at least one final examination) and controls.

Methods: A cross-sectional study was conducted using validated scales for assessment of academic adjustment, family functioning, and coping styles. Structural equation modeling and bootstrap analyses were used to test mediation effects.

Results: 1022 Chinese medical students (293 at-risk, 729 controls) were included. Family functioning was significantly and positively associated with academic adjustment (p < 0.001). Positive coping mediated this relationship in both groups (at-risk: β = 0.13, 95% confidence interval [CI] [0.068, 0.218]; controls: β = 0.21, 95% CI [0.182, 0.243]), while negative coping mediated the effect only in at-risk students (β = 0.12, 95% CI [0.090, 0.167]). At-risk students showed significantly lower academic adjustment (t = -6.56, p < 0.001, Cohen's d = -0.45) and relied on distinct coping mechanisms compared to controls.

Conclusions: This study reveals distinct mediating pathways of coping styles between at-risk and other students, deepening our understanding of family influences and providing practical guidance for targeted interventions in medical education.

目的:面对严格的学业要求,医学生必须进行学业调整。虽然个人因素和教育因素已得到充分研究,但家庭功能的作用仍未得到充分探讨。本研究考察了家庭功能与学业适应之间的关系,探索了应对方式的中介作用,并比较了高危学生(至少一次期末考试不及格的学生)和对照组之间的这些途径。方法:采用横断面研究,采用经验证的量表评估学业适应、家庭功能和应对方式。采用结构方程模型和自举分析对中介效应进行检验。结果:共纳入1022名中国医学生(高危293人,对照组729人)。家庭功能与学业适应显著正相关(p < 0.001)。积极应对在两组中都起中介作用(高危组:β = 0.13, 95%可信区间[CI][0.068, 0.218];对照组:β = 0.21, 95% CI[0.182, 0.243]),而消极应对仅在高危组中起中介作用(β = 0.12, 95% CI[0.090, 0.167])。与对照组相比,高危学生表现出显著较低的学业适应(t = -6.56, p < 0.001, Cohen’s d = -0.45),并且依赖于不同的应对机制。结论:本研究揭示了高危学生与其他学生应对方式的不同中介途径,加深了我们对家庭影响的认识,为医学教育的针对性干预提供了实践指导。
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引用次数: 0
Construction of a Lung Cancer Screening Risk Prediction Model Based on Machine Learning Algorithms. 基于机器学习算法的肺癌筛查风险预测模型构建
IF 3.5 2区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-01-07 DOI: 10.1111/jebm.70104
Tiantian Zhang, Yexin Chen, Pei Wang, Yuting Gu, Jie Jiang, Jianxing He, Wenhua Liang

Objective: Utilizing lung cancer risk prediction models at the screening stage can enhance the accuracy of identifying high-risk individuals eligible for lung cancer screening. However, there is a relative lack of research on such prediction models in China, particularly regarding machine learning algorithms.

Methods: A stratified random sampling method was employed to randomly divide the dataset into a training set (70%) and a validation set (30%). Key variables were screened using LASSO regression. Then logistic regression and XGBoost algorithm were utilized to construct a lung cancer risk prediction model in the training set and validate it in the validation set, respectively.

Results: A lung cancer risk prediction model was constructed using 11,708 participants enrolled in a prospective cohort, the Guangzhou Lung-Care Project Program. In the constructed lung cancer risk prediction models, the AUC of the logistic regression model in the validation set was 0.647 (95% CI: 0.574-0.720); in contrast, the AUC of the XGBoost model based on the machine learning algorithm in the validation set was 0.658 (95% CI: 0.589-0.727), demonstrating slightly better discriminative ability compared to the logistic regression model. In addition, this study found the important effect of childhood exposure to cooking fuels on the risk of lung cancer, which has been rarely considered in previous research.

Conclusion: The lung cancer risk prediction model constructed based on the XGBoost algorithm is better than the logistic regression algorithm in terms of prediction accuracy and robustness, aiding in the risk assessment of individuals undergoing screening.

目的:在筛查阶段利用肺癌风险预测模型,可提高筛查高危人群的准确性。然而,国内对此类预测模型的研究相对缺乏,特别是在机器学习算法方面的研究。方法:采用分层随机抽样的方法,将数据集随机分为训练集(70%)和验证集(30%)。采用LASSO回归筛选关键变量。然后利用logistic回归和XGBoost算法分别在训练集中构建肺癌风险预测模型,并在验证集中进行验证。结果:在广州肺部护理项目中,11708名参与者被纳入前瞻性队列,构建了肺癌风险预测模型。在构建的肺癌风险预测模型中,验证集中logistic回归模型的AUC为0.647 (95% CI: 0.574 ~ 0.720);相比之下,基于机器学习算法的XGBoost模型在验证集中的AUC为0.658 (95% CI: 0.589-0.727),判别能力略好于逻辑回归模型。此外,这项研究还发现了儿童时期接触烹饪燃料对肺癌风险的重要影响,这在以前的研究中很少被考虑到。结论:基于XGBoost算法构建的肺癌风险预测模型在预测精度和稳健性方面均优于logistic回归算法,有助于筛查个体的风险评估。
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引用次数: 0
Expert Consensus on the Clinical Application of Artificial Iris. 人工虹膜临床应用的专家共识。
IF 3.5 2区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2026-01-04 DOI: 10.1111/jebm.70101
Hua Yan, Wei Chen, Zhenquan Zhao, Tao Guo, Jun Li, Yinghong Ji, Jin Yang, Xuan Xiao, Yanming Huang, Michael Snyder, Christian Mayer, Thierry Derveaux, Peter Szurman, Rainer Guthoff, Xile Li, Vladimir Pfeifer, Gangolf Sauder, Mingxin Ao, Siyue Chen, Haokun Zhang, Mengyu Liao, Yi Lei

Objective: To establish evidence-based guidance to standardize the clinical application of artificial iris implantation in patients with iris defects.

Methods: A systematic literature search was performed following evidence-based consensus development standards. Eighteen international experts participated in a Delphi process to define six core clinical issues. Evidence was screened, extracted, evaluated and integrated. Recommendations were formulated through iterative expert review.

Results: We established six key clinical issues related to artificial iris implantation and evidence-based recommendations to address critical gaps in clinical practice. Key outcomes included standardized criteria for indications, contraindications, and type of artificial iris selection, key aspects of surgeon-patient communication, surgical management principles and critical techniques, comprehensive perioperative care protocols, and strategies for managing long-term postoperative complications associated with artificial iris implantation.

Conclusions: This consensus standardizes artificial iris implantation through six evidence-based recommendations. It provides a standardized protocol for safe clinical implementation to restore visual function and cosmetic integrity in patients with iris defect.

目的:为规范虹膜缺损患者人工虹膜植入术的临床应用提供循证指导。方法:按照循证共识发展标准进行系统文献检索。18位国际专家参与了德尔菲过程,以确定六个核心临床问题。对证据进行了筛选、提取、评估和整合。建议是通过反复的专家审查制定的。结果:我们建立了与人工虹膜植入相关的六个关键临床问题和循证建议,以解决临床实践中的关键空白。主要结果包括适应证、禁忌症和人工虹膜选择类型的标准化标准、手术与患者沟通的关键方面、手术管理原则和关键技术、综合围手术期护理方案以及人工虹膜植入术后长期并发症的处理策略。结论:本共识通过6项循证建议规范人工虹膜植入术。它为虹膜缺损患者恢复视觉功能和美容完整性的安全临床实施提供了一个标准化的方案。
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引用次数: 0
The Necessity and Feasibility Assessment Tool of the Clinical Prediction Model for Individual Prognosis Before Its Startup: A Multi-Sectoral Delphi Consensus Study. 个体预后临床预测模型启动前的必要性和可行性评估工具:多部门德尔菲共识研究
IF 3.5 2区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-12-29 DOI: 10.1111/jebm.70106
Xiaohang Liu, Yaguang Peng, Nan Li, Xun Tang, Siyu Cai, Ruohua Yan, Chao Zhang, Guanmin Chen, Yaolong Chen, Lihong Huang, Lina Jin, Jun Lyu, Sheyu Li, Qing Liu, Shusen Liu, Xiaochen Shu, Jing Tan, Zhirui Zhou, Xiaoxia Peng

Objective: The overwhelming majority of prediction models have not been applied. An evidence-based review is needed to show that the new research is justified. This study aimed to develop an assessment tool for researchers and peer reviewers to conduct a rapid and comprehensive evaluation on the necessity and feasibility of planning clinical prediction model before its startup.

Methods: The framework for developing quality assessment tools was followed to develop the necessity and Feasibility Assessment Tool of CLInical Prediction models for individual prognosis (FATCLIP). Firstly, the scope, framework, and item pool of the FATCLIP was identified by a steering group comprising 15 experts through a web-based meeting. Then, an iterative Delphi process was conducted to refine the FATCLIP, in which the Delphi group enrolled 34 experts from multidiscipline, including epidemiologists, statisticians, clinicians, evidence-based medicine specialists, health care administrators and academic journal editors.

Results: Through twice steering group meetings and 2 rounds of the Delphi process, the framework of FATCLIP was determined based on expert consensus, including 6 domains and 31 signaling questions. The six domains were as follows: prediction outcome, review of existing models, candidate predictors, data, development and validation, and application and extension. At the same time, the usage manual of FATCLIP was also presented.

Conclusions: The FATCILP aims to assist researchers and peer reviewers to detect potential challenges during the development and application of the clinical prediction model for individual prognosis before its start-up, so that the research of clinical prediction models could be efficient and avoid research waste.

目的:绝大多数预测模型尚未得到应用。需要一项基于证据的审查来证明这项新研究是合理的。本研究旨在开发一种评估工具,供科研人员和同行评审人员在规划临床预测模型启动前对其必要性和可行性进行快速、全面的评估。方法:遵循质量评估工具开发框架,开发个体预后临床预测模型必要性和可行性评估工具(FATCLIP)。首先,由15名专家组成的指导小组通过网络会议确定了FATCLIP的范围、框架和项目库。然后,通过反复的德尔菲过程来完善FATCLIP,德尔菲小组招募了34名来自多学科的专家,包括流行病学家、统计学家、临床医生、循证医学专家、卫生保健管理人员和学术期刊编辑。结果:通过两次指导小组会议和2轮德尔菲过程,在专家共识的基础上确定了FATCLIP的框架,包括6个领域和31个信号问题。这六个领域是:预测结果、现有模型的回顾、候选预测因子、数据、开发和验证、应用和扩展。同时,还介绍了FATCLIP的使用说明书。结论:FATCILP旨在帮助研究者和同行评审人员在个体预后临床预测模型启动前发现其在开发和应用过程中可能存在的挑战,从而提高临床预测模型的研究效率,避免研究浪费。
{"title":"The Necessity and Feasibility Assessment Tool of the Clinical Prediction Model for Individual Prognosis Before Its Startup: A Multi-Sectoral Delphi Consensus Study.","authors":"Xiaohang Liu, Yaguang Peng, Nan Li, Xun Tang, Siyu Cai, Ruohua Yan, Chao Zhang, Guanmin Chen, Yaolong Chen, Lihong Huang, Lina Jin, Jun Lyu, Sheyu Li, Qing Liu, Shusen Liu, Xiaochen Shu, Jing Tan, Zhirui Zhou, Xiaoxia Peng","doi":"10.1111/jebm.70106","DOIUrl":"https://doi.org/10.1111/jebm.70106","url":null,"abstract":"<p><strong>Objective: </strong>The overwhelming majority of prediction models have not been applied. An evidence-based review is needed to show that the new research is justified. This study aimed to develop an assessment tool for researchers and peer reviewers to conduct a rapid and comprehensive evaluation on the necessity and feasibility of planning clinical prediction model before its startup.</p><p><strong>Methods: </strong>The framework for developing quality assessment tools was followed to develop the necessity and Feasibility Assessment Tool of CLInical Prediction models for individual prognosis (FATCLIP). Firstly, the scope, framework, and item pool of the FATCLIP was identified by a steering group comprising 15 experts through a web-based meeting. Then, an iterative Delphi process was conducted to refine the FATCLIP, in which the Delphi group enrolled 34 experts from multidiscipline, including epidemiologists, statisticians, clinicians, evidence-based medicine specialists, health care administrators and academic journal editors.</p><p><strong>Results: </strong>Through twice steering group meetings and 2 rounds of the Delphi process, the framework of FATCLIP was determined based on expert consensus, including 6 domains and 31 signaling questions. The six domains were as follows: prediction outcome, review of existing models, candidate predictors, data, development and validation, and application and extension. At the same time, the usage manual of FATCLIP was also presented.</p><p><strong>Conclusions: </strong>The FATCILP aims to assist researchers and peer reviewers to detect potential challenges during the development and application of the clinical prediction model for individual prognosis before its start-up, so that the research of clinical prediction models could be efficient and avoid research waste.</p>","PeriodicalId":16090,"journal":{"name":"Journal of Evidence‐Based Medicine","volume":" ","pages":"e70106"},"PeriodicalIF":3.5,"publicationDate":"2025-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145857013","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Final Model Reporting in Oncology Prediction Model Studies. 肿瘤预测模型研究的最终模型报告。
IF 3.5 2区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-12-26 DOI: 10.1111/jebm.70102
Yinyan Gao, Meihua Wu, Hang Yi, Boya Xu, Ting Gan, Irene Xinyin Wu
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引用次数: 0
Should the Workload of Combining Clinical Practice With Data Collection be Considered: A Survey of Physicians With Data Collection Experience. 是否应该考虑临床实践与数据收集相结合的工作量:对具有数据收集经验的医生的调查。
IF 3.5 2区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-12-01 Epub Date: 2025-12-16 DOI: 10.1111/jebm.70095
Xinyi Zhang, Yin Jiang, Zhiyue Guan, Mengzhu Zhao, Mingzhi Hu, Qianqian Xu, Wenhui Wang, Wulin Gao, Ruijin Qiu, Min Li, Baolin Yang, Li Zhou, Zhengqi Liu, Zhengsheng Li, Yongjing Xiang, Jiyang Zhao, Zaijian Wang, Xien Lou, Shengjun Guo, Guohua Dai, Zhaoxiang Bian, Hongwu Wang, Chen Zhao, Hongcai Shang

Aim: To survey the physician's attention to the workload of combining clinical practice with Traditional Chinese Medicine (TCM) data collection.

Background: With the development of artificial intelligence technology in the medical field, the task of collecting diverse clinical data in TCM has increased. Based on the TCM's diagnostic and treatment principles, the collection of research data accompanying clinical practice is inevitable, which may have an impact on TCM clinical practice.

Method: A previous research was conducted to collect diverse instant TCM diagnostic and treatment data, and physicians and research designers proposed many suggestions focusing on the workload of combining clinical practice with TCM data collection. In this study, A 54-item questionnaire was developed based on the suggestions. Forty-eight participants with data-collection experience participated in a questionnaire survey, and they needed to grade each item, which reflected their attention to the workload of combining clinical practice with TCM data collection.

Results: The survey received 40 valid questionnaires, with 49 items scoring 4 or above. Three items in the content dimension (Q9, Q10, Q11) and two items in the spatial dimension (Q31, Q48) are scored lower. Additionally, 25 supplementary suggestions were collected during the study.

Conclusion: The workload of combining clinical practice with TCM data collection needs to be considered. The items in this survey could be regarded as a basis for developing a tool to consider the relationship between clinical practice and data collection.

目的:了解医师对临床与中医资料收集结合工作的重视程度。背景:随着人工智能技术在医学领域的发展,中医收集各种临床数据的任务增加了。基于中医的诊疗原则,伴随临床实践的研究数据收集是不可避免的,这可能会对中医临床实践产生影响。方法:通过前期研究,收集多种即时中医诊疗数据,医生和研究设计者针对临床实践与中医数据收集相结合的工作量提出了许多建议。本研究根据这些建议编制了一份54项问卷。48名具有数据收集经验的参与者参与了问卷调查,他们需要对每个项目进行评分,这反映了他们对临床实践与中医数据收集相结合的工作量的关注。结果:本次调查共收到有效问卷40份,得分在4分及以上的项目49项。内容维度的3个项目(Q9、Q10、Q11)和空间维度的2个项目(Q31、Q48)得分较低。此外,在研究过程中收集了25条补充建议。结论:中医资料收集与临床实践相结合的工作量需要考虑。本调查中的项目可被视为开发一种工具的基础,以考虑临床实践与数据收集之间的关系。
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引用次数: 0
Percutaneous Tract Embolization Versus Conventional Drainage Following Percutaneous Transhepatic Cholangioscopy for Biliary Stones. 经皮经肝胆道镜后经皮胆道栓塞与常规引流治疗胆结石。
IF 3.5 2区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-12-01 Epub Date: 2025-11-25 DOI: 10.1111/jebm.70090
Mengying Zhao, Jie Zhang, Jingyi Zhang, Rongxing Zhou

Background: Percutaneous transhepatic cholangioscopy (PTCS) is a minimally invasive treatment for biliary diseases; however, postoperative biliary drainage can impair quality of life and cause complications. We developed a biodegradable blockage (BB) for tract embolization to replace drainage; this is the first study investigating this approach after PTCS.

Methods: In this prospective study, 10 patients with bile duct stones underwent PTCS with BB embolization (June-August 2024). Outcomes and complications were recorded over 3 months. A 1:1 propensity-matched control group from historical PTCS patients with standard drainage was established for comparison of hemoglobin levels and complications.

Results: BB placement was successful in all patients with no procedure-related deaths. No significant differences were found between the embolization and drainage groups in operative time, hemoglobin changes, or complication rates, though the small sample size warrants caution. One patient in the embolization group had a Grade II complication, versus three complications (two Grade I, one Grade II) in the drainage group. The embolization group had no serious adverse events during follow-up.

Conclusion: Tract embolization with BB appears to be a safe and feasible alternative to conventional drainage after PTCS. Larger randomized trials are needed for validation.

背景:经皮经肝胆道镜(PTCS)是胆道疾病的一种微创治疗方法;然而,术后胆道引流会影响生活质量并引起并发症。我们开发了一种可生物降解的堵塞物(BB)用于管道栓塞以取代引流;这是PTCS之后的第一个研究。方法:在这项前瞻性研究中,10例胆管结石患者于2024年6月至8月接受PTCS合并BB栓塞治疗。记录3个月的预后和并发症。以标准引流的既往PTCS患者为对照,建立1:1倾向匹配的对照组,比较血红蛋白水平和并发症。结果:所有患者的BB放置均成功,无手术相关死亡。栓塞组和引流组在手术时间、血红蛋白变化或并发症发生率方面没有发现显著差异,但样本量小值得注意。栓塞组有1例患者出现II级并发症,而引流组有3例并发症(2例I级,1例II级)。栓塞组随访无严重不良事件发生。结论:与传统的PTCS引流相比,BB栓塞是一种安全可行的方法。需要更大规模的随机试验来验证。
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引用次数: 0
A Hybrid Approach for Exploring Real-World Linear Causality Under Multicollinearity Based on Ischemic Post-Stroke Case Series Treated With Integrated Traditional Chinese and Modern Medicine Therapies. 基于中西医结合治疗缺血性脑卒中病例系列的多重共线性下真实世界线性因果关系探索的混合方法
IF 3.5 2区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-12-01 Epub Date: 2025-10-12 DOI: 10.1111/jebm.70070
Zixin Han, Jianxin Chen, Cheng Yu, Chunyu Wang, Xinlin Li, Weici Zheng, Ziyan Gu, Juanjuan Sun, Shuangshuang Hou, Wentao Zhu

Objective: Integration of traditional Chinese and modern medicine (TCM-MM) aids rehabilitation of muscle strength among ischemic stroke (IS) survivors. However, it faces statistical challenges (e.g., multicollinearity, small sample) in the real-world setting. This study tried to provide an analytical framework for investigating linear causality with a retrospective small-sample case series.

Methods: Original data was sourced from hospital information system and processed by many means. Wilcoxon signed-rank test was utilized to execute a self-controlled before-and-after comparison, before multiple linear regression (MLR) models were established for exploring prognostic factors of muscle strength improvement. Afterward, Bayesian networks (BN), mediation analysis and between-subjects effects tests were undertaken the detection of underlying multicollinearity sources progressively. Both clinical interpretability and model performance, containing R2 and mean squared error (MSE), served as the indices for modelling comparison.

Results: Muscle strength was significantly improved among 112 post-IS patients after accepting TCM-MM therapies (p < 0.01). Initially, MLR analysis with 11 explanatory variables (EVs) (MLR_1) revealed a probable multicollinearity-driven bias, resulting in reduced interpretability. Consequently, we traced collinearity among EVs using a BN structure that provided clues to mediating and mutual effects for establishing MLR with interactions embracing 11 EVs (MLR_2). Eventually, MLR_2 demonstrated superior model performance (ΔR2 = 0.097, ΔMSE = -0.004), and better clinical interpretability. Whereas, we cannot deny a 1/3 probability of diminished statistical efficacy due to the small sample size.

Conclusion: Our study proposed a practically hybrid approach for exploring linear causality under multicollinearity using real-world small-sample data, which suggested that balancing model performance with clinical interpretability can resolve statistical trade-offs in modelling optimization.

目的:中西医结合对缺血性脑卒中(IS)患者肌力康复的帮助。然而,在现实世界中,它面临着统计方面的挑战(例如,多重共线性,小样本)。本研究试图提供一个分析框架,通过回顾性的小样本案例系列来调查线性因果关系。方法:原始资料来源于医院信息系统,经多种手段处理。采用Wilcoxon sign -rank检验进行自我对照前后比较,然后建立多元线性回归(MLR)模型探讨肌力改善的预后因素。随后,通过贝叶斯网络(BN)、中介分析和被试间效应检验逐步检测潜在多重共线性源。临床可解释性和模型性能,包含R2和均方误差(MSE)作为建模比较的指标。结果:112例is后患者经中西医结合治疗后肌力明显改善(p < 0.01)。最初,包含11个解释变量(ev)的MLR分析(MLR_1)显示可能存在多重共线性驱动的偏差,导致可解释性降低。因此,我们利用BN结构追踪了ev之间的共线性,为建立包含11个ev (MLR_2)的相互作用的MLR提供了中介和相互作用的线索。最终,MLR_2表现出更好的模型性能(ΔR2 = 0.097, ΔMSE = -0.004)和更好的临床可解释性。然而,我们不能否认由于样本量小而导致统计有效性降低的概率为1/3。结论:我们的研究提出了一种实际的混合方法来探索多重共线性下的线性因果关系,使用现实世界的小样本数据,这表明平衡模型性能和临床可解释性可以解决模型优化中的统计权衡。
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引用次数: 0
Causal Associations Between Immune Cell Phenotypes and Oral Lichen Planus: A Large-Scale Mendelian Randomization Study. 免疫细胞表型与口腔扁平苔藓之间的因果关系:一项大规模孟德尔随机研究。
IF 3.5 2区 医学 Q1 MEDICINE, GENERAL & INTERNAL Pub Date : 2025-12-01 Epub Date: 2025-12-15 DOI: 10.1111/jebm.70096
Zirui Meng, Lin Zhao, Jianshu Tan, Xinyan Huang, Lunwei Kang, Hongyu Xie, Biao Ren, Ga Liao

Objective: To systematically identify immune cell phenotypes causally associated with oral lichen planus (OLP) susceptibility using Mendelian randomization (MR).

Methods: This two-sample MR study evaluated causal relationships between 731 immune cell phenotypes and OLP risk. Single nucleotide polymorphisms (SNPs) were linkage disequilibrium-clumped (r2 < 0.001, 10,000 kb), filtered by F-statistic (>10), and harmonized across datasets (palindromic SNPs with intermediate allele frequencies removed). Inverse variance weighting was the primary method, complemented by MR-Egger, weighted median, and mode-based estimations. Heterogeneity (Cochran's Q), horizontal pleiotropy (MR-Egger intercept, MR pleiotropy residual sum, and outlier), and leave-one-out analyses were used for sensitivity checks. Associations passing multiple-testing correction were interpreted.

Results: Twenty-eight immune phenotypes demonstrated significant causal associations: 19 protective and 9 risk-increasing. Five of six regulatory T-cell (Treg) phenotypes showed protective effects, with odds ratios (ORs) ranging from 0.916 to 0.958, and CD3 on CD4 Tregs showing the strongest effect (OR = 0.916). CD8-bright leukocytes showed the strongest risk association (OR = 1.487). Eight B cell phenotypes conferred protection, particularly human leukocyte antigen DR (HLA DR) on B cells (OR = 0.889). Monocyte phenotypes exhibited divergent effects: Myeloid-derived suppressor cells were protective (OR = 0.840), whereas HLA DR-expressing monocytes increased risk (OR range: 1.276-1.281).

Conclusions: This study provides genetic evidence that OLP pathogenesis involves immunoregulatory imbalance between protective regulatory mechanisms and pathogenic effector responses. Findings support precision therapeutic strategies targeting specific immune pathways and offer insights for other oral autoimmune diseases.

目的:采用孟德尔随机化(MR)方法系统地鉴定与口腔扁平苔藓(OLP)易感性相关的免疫细胞表型。方法:这项双样本MR研究评估了731种免疫细胞表型与OLP风险之间的因果关系。单核苷酸多态性(SNPs)是连锁不平衡-团块(r2 10),并且在数据集之间是协调的(去除中间等位基因频率的回文snp)。方差逆加权是主要方法,辅以MR-Egger、加权中位数和基于模型的估计。异质性(Cochran’s Q)、水平多效性(MR- egger截距、MR多效性残差和异常值)和留一分析用于敏感性检查。通过多重检验校正的关联进行解释。结果:28种免疫表型表现出显著的因果关系:19种具有保护性,9种具有危险性。6种调节性t细胞(Treg)表型中有5种具有保护作用,比值比(OR)在0.916 ~ 0.958之间,其中CD3对CD4 Treg的作用最强(OR = 0.916)。cd8 -亮白细胞的风险相关性最强(OR = 1.487)。8种B细胞表型具有保护作用,特别是人白细胞抗原DR (HLA DR)对B细胞具有保护作用(OR = 0.889)。单核细胞表型表现出不同的作用:髓源性抑制细胞具有保护作用(OR = 0.840),而表达HLA dr的单核细胞增加了风险(OR范围:1.276-1.281)。结论:本研究提供了OLP发病机制涉及保护性调节机制和致病效应反应之间的免疫调节失衡的遗传学证据。研究结果支持针对特定免疫途径的精确治疗策略,并为其他口腔自身免疫性疾病提供见解。
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Journal of Evidence‐Based Medicine
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