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Application of the Plan-Do-Check-Act Cycle in Reducing the Incidence of Dysphagia in Oral Cancer Patients After Radical Surgery. 计划-执行-检查-行动循环在减少口腔癌根治术后吞咽困难发生率中的应用。
IF 2.4 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-03-04 eCollection Date: 2026-01-01 DOI: 10.2147/JMDH.S581089
Ze-Ying Hu, Ling-Nv Xie, Guan-Mian Liang, Lan-Ying Qiu, Hang Gao, Jian-Wen Hou

Objective: The incidence of postoperative dysphagia in oral cancer patients is high, significantly impacting their quality of life. This study aimed to investigate the efficacy of a PDCA cycle in reducing the incidence of postoperative dysphagia in oral cancer patients.

Methods: A non-synchronous pre-post control design was employed. From January to June 2024, 120 patients undergoing radical surgery for oral cancer were assigned to the control group, receiving routine care. While 120 patients admitted between July and December 2024 formed the observation group, receiving multidisciplinary swallowing rehabilitation management based on the Plan-Do-Check-Act (PDCA) cycle. Primary outcomes comprised the incidence of moderate-to-severe dysphagia at 1, 2, and 4 weeks post-surgery. Secondary outcomes included length of hospital stay, hospital costs, and nasogastric tube retention duration.

Results: There were no statistically significant differences between the two groups in terms of demographic and clinical characteristics. The proportions of patients with moderate to severe dysphagia 12.5% and 10%, preoperatively (P > 0.05). The observation group exhibited significantly lower rates of moderate-to-severe dysphagia at 2 weeks (50% vs.72.5%) and 4 weeks (27.5% vs 60%) postoperatively compared to the control group (p < 0.05). The observation group exhibited significantly reduced hospital stays (15.73 ± 6.217 vs 20.63 ± 2.713), lower hospital costs (4.30± 1.930 vs 5.16 ± 1.889), and shorter nasogastric tube retention times (13.07 ± 1.465 vs 15.08 ± 1.612) (p < 0.05).

Conclusion: The PDCA cycle management model, through systematic and standardized multidisciplinary collaboration, effectively reduces the incidence of moderate-to-severe dysphagia in oral cancer patients postoperatively. It promotes recovery of swallowing function, shortens hospital stays, and reduces medical costs, thereby serving as an effective method for improving the quality of dysphagia management following oral cancer surgery.

目的:口腔癌患者术后吞咽困难的发生率较高,严重影响患者的生活质量。本研究旨在探讨PDCA循环对降低口腔癌患者术后吞咽困难发生率的疗效。方法:采用非同步前后对照设计。2024年1 - 6月,120例口腔癌根治性手术患者作为对照组,接受常规护理。2024年7月至12月入院的120例患者组成观察组,接受基于计划-执行-检查-行动(PDCA)循环的多学科吞咽康复管理。主要结局包括术后1、2和4周中重度吞咽困难的发生率。次要结局包括住院时间、住院费用和鼻胃管保留时间。结果:两组患者人口学及临床特征比较,差异均无统计学意义。中重度吞咽困难患者术前比例分别为12.5%和10% (P < 0.05)。观察组术后2周(50% vs.72.5%)和4周(27.5% vs. 60%)中重度吞咽困难发生率明显低于对照组(p < 0.05)。观察组患者住院时间(15.73±6.217 vs 20.63±2.713)、住院费用(4.30±1.930 vs 5.16±1.889)、鼻胃管留置时间(13.07±1.465 vs 15.08±1.612)均显著缩短(p < 0.05)。结论:PDCA循环管理模式通过系统化、规范化的多学科协作,可有效降低口腔癌患者术后中重度吞咽困难的发生率。促进吞咽功能恢复,缩短住院时间,降低医疗费用,是提高口腔癌术后吞咽困难处理质量的有效方法。
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引用次数: 0
Prevalence of Kinesiophobia in Patients with Inflammatory Bowel Disease: A Cross-Sectional Study. 炎症性肠病患者运动恐惧症的患病率:一项横断面研究
IF 2.4 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-03-03 eCollection Date: 2026-01-01 DOI: 10.2147/JMDH.S571142
Yue Yang, Min Dong, Yaping Xu, Rongrong Ma, Feifei Shi, Congyan Yang

Background: Inflammatory bowel disease (IBD) patients often exhibit low adherence to physical activity, potentially influenced by kinesiophobia. While kinesiophobia has been extensively studied in musculoskeletal and cardiovascular populations, its prevalence and patterns in IBD patients remain underexplored. This study aimed to explore the prevalence and distribution patterns of kinesiophobia in patients with IBD and identify factors associated with different kinesiophobia profiles.

Methods: This cross-sectional study recruited 222 IBD patients from a tertiary care hospital in China between January 2023 and September 2024. Kinesiophobia was assessed using the Tampa Scale of Kinesiophobia-11 (TSK-11). Latent profile analysis was conducted to identify kinesiophobia subgroups, with additional assessments of disease activity, self-management behavior, self-efficacy, and fatigue. Multinomial logistic regression identified factors associated with profile membership.

Results: Among 222 IBD patients, 27.5% exhibited moderate-to-high kinesiophobia (TSK-11 ≥29). Latent profile analysis identified three distinct groups: Low-level Kinesiophobia-Cognitive Adaptation (51.4%), Medium-level Kinesiophobia-Somatic Symptom (28.8%), and High-level Kinesiophobia-Comprehensive Distress (19.8%). Complication presence was associated with both medium-level (OR=6.22, 95% CI: 2.63-14.69) and high-level profile membership (OR=4.82, 95% CI: 1.37-16.98), while disease remission showed protective effects against elevated kinesiophobia (OR=0.15 and 0.06 for medium- and high-level profiles, respectively). Fatigue severity emerged as a strong predictor of both medium- (OR=1.45, 95% CI: 1.21-1.73) and high-level profiles (OR=2.40, 95% CI: 1.81-3.18). Enhanced self-management capacity demonstrated protective effects against high-level profile (OR=0.92, 95% CI: 0.86-0.98).

Conclusion: This study revealed that 27.5% of IBD patients exhibited moderate-to-high kinesiophobia and identified three distinct profiles. Disease remission was a protective factor, while complications and fatigue severity were associated with elevated kinesiophobia. Routine kinesiophobia screening and profile-based interventions should be integrated into IBD care to improve physical activity engagement.

背景:炎症性肠病(IBD)患者经常表现出对身体活动的低依从性,这可能受到运动恐惧症的影响。虽然运动恐惧症在肌肉骨骼和心血管人群中已被广泛研究,但其在IBD患者中的患病率和模式仍未得到充分探讨。本研究旨在探讨IBD患者运动恐惧症的患病率和分布模式,并确定与不同运动恐惧症相关的因素。方法:这项横断面研究于2023年1月至2024年9月在中国一家三级医院招募了222名IBD患者。运动恐惧症采用坦帕运动恐惧症量表-11 (TSK-11)进行评估。进行潜在剖面分析以确定运动恐惧症亚组,并对疾病活动性、自我管理行为、自我效能和疲劳进行额外评估。多项逻辑回归确定了与配置文件隶属度相关的因素。结果:222例IBD患者中,27.5%表现为中度至高度运动恐惧症(TSK-11≥29)。潜在剖面分析确定了三个不同的组:低水平运动恐惧症-认知适应(51.4%),中等水平运动恐惧症-躯体症状(28.8%)和高水平运动恐惧症-综合困扰(19.8%)。并发症的存在与中等水平(OR=6.22, 95% CI: 2.63-14.69)和高水平(OR=4.82, 95% CI: 1.37-16.98)相关,而疾病缓解显示出对运动恐惧症升高的保护作用(中等和高水平分别为OR=0.15和0.06)。疲劳严重程度是中(OR=1.45, 95% CI: 1.21-1.73)和高水平(OR=2.40, 95% CI: 1.81-3.18)的一个强有力的预测因子。增强的自我管理能力显示出对高层次档案的保护作用(OR=0.92, 95% CI: 0.86-0.98)。结论:本研究显示,27.5%的IBD患者表现出中度至高度的运动恐惧症,并确定了三种不同的特征。疾病缓解是一个保护因素,而并发症和疲劳严重程度与运动恐惧症升高有关。常规运动恐惧症筛查和基于档案的干预措施应纳入IBD护理,以改善身体活动参与。
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引用次数: 0
Multidisciplinary Formulation of a Walking Rehabilitation Nursing Protocol for Patients with Lower Extremity Arteriosclerosis Obliterans: A Delphi Study. 下肢动脉硬化闭塞患者步行康复护理方案的多学科制定:德尔菲研究。
IF 2.4 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-03-03 eCollection Date: 2026-01-01 DOI: 10.2147/JMDH.S583880
Qingmei Niu, Qian Zhang, Ying Yu, Yatian Jia, Xinru Li, Yihua Zhang

Objective: To develop a contextually tailored walking rehabilitation protocol for Chinese patients with lower extremity arteriosclerosis obliterans (ASO), providing evidence-based theoretical and practical guidance for clinical nursing.

Background: Lower extremity ASO is a prevalent chronic vascular disease with rising incidence, high morbidity, and mortality. Exercise interventions effectively improve patients' walking ability, and supervised walking programs are promising, yet standardized clinical guidelines remain lacking.

Methods: An evidence-based protocol was developed via systematic review of domestic and international literature. A preliminary draft was refined through two rounds of Delphi consultations with 20 multidisciplinary experts (vascular surgery, nursing, rehabilitation). Statistical analysis of expert agreement finalized the standardized protocol.

Results: Both rounds achieved a 100% response rate. Expert authority coefficients were 0.918 (Round 1) and 0.945 (Round 2). Coefficients of variation ranged 0.00-0.21 (Round 1) and 0.00-0.10 (Round 2). Kendall's concordance coefficients were 0.131 and 0.339 (p<0.05), indicating significant consensus. The final protocol includes 5 primary, 13 secondary, and 40 tertiary indicators.

Conclusion: This Delphi-derived standardized walking rehabilitation protocol addresses gaps in current guidelines and provides an evidence-based foundation for standardized Lower extremity ASO interventions.

目的:为我国下肢动脉硬化闭塞症(ASO)患者制定符合国情的步行康复方案,为临床护理提供循证理论和实践指导。背景:下肢ASO是一种发病率高、发病率高、死亡率高的慢性血管病。运动干预有效地提高了患者的步行能力,有监督的步行计划是有希望的,但标准化的临床指南仍然缺乏。方法:通过系统回顾国内外文献,制定循证方案。通过与20名多学科专家(血管外科、护理、康复)进行两轮德尔菲磋商,完善了初步草案。经统计分析专家意见一致,最终确定标准化方案。结果:两轮均达到100%的应答率。专家权威系数分别为0.918(第1轮)和0.945(第2轮)。变异系数为0.00-0.21(第1轮)和0.00-0.10(第2轮)。结论:该delphi衍生的标准化步行康复方案弥补了现有指南的不足,为标准化下肢ASO干预提供了循证基础。
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引用次数: 0
Knowledge, Attitudes, and Practices of Acupuncture Physicians and Medical Students Regarding Bloodborne Occupational Exposure: A Multi-Center Cross-Sectional Study. 关于血源性职业暴露的针灸医师和医学生的知识、态度和实践:一项多中心横断面研究。
IF 2.4 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-02-28 eCollection Date: 2026-01-01 DOI: 10.2147/JMDH.S574604
Yingjue Wu, Xinyue Wang, Zhaoyang Li, Tong Yin, Hao Fang, Hang Fu, Mei Zhang

Background: Bloodborne occupational exposure poses a significant risk to acupuncture physicians and medical students, yet evidence regarding their knowledge, attitudes, and practices (KAP) remains limited.

Methods: This multicenter cross-sectional study analyzed data from 224 participants recruited from hospitals in Guangzhou, Dongguan, and Shenzhen. Structural equation modeling (SEM) and logistic regression were applied to examine the associations among training, attitudes, and practice behaviors related to bloodborne occupational exposure.

Results: More than half of participants (51.4%) were healthcare providers, and most (78.6%) had received relevant training. The average scores indicated generally adequate knowledge, positive attitudes, and proactive practices. SEM demonstrated that training exerted both direct effects on practice and indirect effects mediated through attitudes, highlighting the central role of attitudes and training rather than knowledge alone in shaping safe behaviors. Gender and training were significantly associated with practice outcomes, with male participants demonstrating higher practice scores than female participants.

Conclusion: Acupuncture physicians and medical students exhibited adequate knowledge and positive attitudes toward bloodborne occupational exposure, while attitudes and training were strongly associated with proactive practice behaviors. Knowledge alone, without adequate training, was insufficient to promote safe practices. These findings underscore the importance of targeted and structured training programs to enhance proactive practices by fostering favorable attitudes and safe behaviors in clinical settings.

背景:血源性职业暴露对针灸医生和医学生构成重大风险,然而关于他们的知识、态度和实践(KAP)的证据仍然有限。方法:本多中心横断面研究分析了从广州、东莞和深圳医院招募的224名参与者的数据。运用结构方程模型(SEM)和逻辑回归分析血源性职业暴露相关训练、态度和实践行为之间的关系。结果:超过一半(51.4%)的参与者是医疗保健提供者,大多数(78.6%)接受过相关培训。平均分表明知识普遍充足,态度积极,积极主动。扫描电子模型表明,训练既对实践产生直接影响,也通过态度产生间接影响,强调了态度和训练在塑造安全行为方面的核心作用,而不仅仅是知识。性别和训练与练习结果显著相关,男性参与者比女性参与者表现出更高的练习分数。结论:针刺医师和医学生对血源性职业暴露有充分的认识和积极的态度,态度和培训与主动执业行为密切相关。只有知识,没有适当的培训,是不足以促进安全做法的。这些发现强调了有针对性和有组织的培训计划的重要性,通过在临床环境中培养良好的态度和安全的行为来加强积极的实践。
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引用次数: 0
Breast Cancer-Related Lymphedema: Nursing-Led Strategies - A Narrative Review. 乳腺癌相关淋巴水肿:护理主导的策略-叙述回顾。
IF 2.4 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-02-27 eCollection Date: 2026-01-01 DOI: 10.2147/JMDH.S581311
Meilan Zhou, Zhiying Li, Runfang Yu, Xiaolin Li, Chunyan Chen, Chunmin Yang

Breast cancer-related lymphedema (BCRL) is a prevalent and chronic complication that significantly impairs the quality of life of breast cancer survivors. As survivorship increases, the role of nursing in BCRL management has become increasingly critical. This review synthesizes current evidence on nursing-led strategies across the continuum of care, including early symptom recognition, risk stratification, perioperative prevention, conservative and surgical interventions, psychosocial support, patient education, and interdisciplinary collaboration. Special attention is given to the integration of novel technologies such as bioimpedance spectroscopy and wearable devices. Despite progress, gaps remain in standardized protocols, high-quality randomized controlled trials (RCTs), and patient-reported outcome research. In summary, nursing plays a central role in the management of BCRL, encompassing risk assessment, intervention implementation, and patient support. It is a key force in improving treatment outcomes and enhancing patients' quality of life.

乳腺癌相关淋巴水肿(BCRL)是一种常见的慢性并发症,严重影响乳腺癌幸存者的生活质量。随着生存率的增加,护理在BCRL管理中的作用变得越来越重要。这篇综述综合了目前关于护理主导的护理策略的证据,包括早期症状识别、风险分层、围手术期预防、保守和手术干预、社会心理支持、患者教育和跨学科合作。特别关注的是新技术的整合,如生物阻抗谱和可穿戴设备。尽管取得了进展,但在标准化方案、高质量随机对照试验(rct)和患者报告结果研究方面仍存在差距。总之,护理在BCRL的管理中起着核心作用,包括风险评估、干预实施和患者支持。它是改善治疗效果和提高患者生活质量的关键力量。
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引用次数: 0
Effects of Intestinal Stoma Odor and Pouch Ballooning on Quality of Life and Associated Intervention Strategies. 肠口气味和袋囊膨胀对生活质量的影响及相关干预策略。
IF 2.4 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-02-27 eCollection Date: 2026-01-01 DOI: 10.2147/JMDH.S581315
Cui-Ping Xiu, Hai-Yan Jin, Xiao-Qing Xu, Peng Chen

Intestinal stoma surgery is a prevalent treatment for conditions such as colorectal cancer; however, postoperative complications such as intestinal stoma odor and pouch ballooning are frequent, contributing to anxiety, depression, social limitations, and reduced quality of life for patients. In this article, the impact of intestinal stoma odor and pouch ballooning problems on patients' quality of life and related intervention strategies are reviewed. Relevant literature from the past decade was collected through searches in databases, including PubMed, Web of Science, and China National Knowledge Infrastructure (CNKI), and analyzed. It can be inferred from the review findings that intestinal stoma odor problems primarily result from the release of intestinal gas and feces, while pouch ballooning is influenced by factors such as dietary habits and intestinal dysbiosis. Identified interventions include dietary modifications, appropriate selection of ostomy products, and psychological support, as well as novel approaches such as improved ostomy pouch designs. The aim of this review is to serve as a clinical reference for optimizing the management of intestinal stoma odor and pouch ballooning to better improve the quality of life for patients with intestinal stoma.

肠造口手术是结肠直肠癌等疾病的普遍治疗方法;然而,术后并发症如肠造口气味和眼袋膨胀是常见的,导致患者焦虑、抑郁、社交限制和生活质量下降。本文就肠造口气味和肠袋膨胀问题对患者生活质量的影响及相关干预策略进行综述。通过检索PubMed、Web of Science和中国知网(CNKI)等数据库,收集近十年的相关文献并进行分析。从综述结果可以推断,肠道气孔气味问题主要是由于肠道气体和粪便的释放,而袋囊膨胀受饮食习惯和肠道生态失调等因素的影响。确定的干预措施包括饮食调整,适当选择造口产品,心理支持,以及改进造口袋设计等新方法。本文旨在为优化肠造口气味和囊袋膨胀的处理提供临床参考,以更好地提高肠造口患者的生活质量。
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引用次数: 0
Effects of Different STN-DBS Programming Strategies on Non-Motor Symptoms in Parkinson's Disease: A Retrospective Controlled Study. 不同STN-DBS规划策略对帕金森病非运动症状的影响:一项回顾性对照研究
IF 2.4 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-02-26 eCollection Date: 2026-01-01 DOI: 10.2147/JMDH.S577912
Chang Liu, Jin Xu, Shuangfa Mao, Pengjie Li, Fangfang Lai

Background: Subthalamic nucleus deep brain stimulation (STN-DBS) effectively treats motor symptoms in Parkinson's disease (PD), but optimal programming strategies for non-motor symptom management remain unclear. This study compared the effects of high-frequency versus low-frequency stimulation on sleep disorders, cognitive function, and mood disturbances.

Methods: We conducted a retrospective controlled study of 80 PD patients who underwent bilateral STN-DBS between September 2023 and May 2025. Patients were divided into high-frequency (130-185 Hz, n=40) and low-frequency (60-80 Hz, n=40) groups based on their programming parameters. Sleep quality (Parkinson's Disease Sleep Scale, PDSS), cognitive function (Montreal Cognitive Assessment, MoCA), anxiety (Hamilton Anxiety Scale, HAMA), and depression (Hamilton Depression Scale, HAMD) were assessed at baseline and at 3, 6, and 12 months post-surgery. Linear mixed-effects models analyzed longitudinal changes.

Results: Both groups showed significant motor improvement (UPDRS-III reduction >50%, p<0.001). The low-frequency group demonstrated superior improvements in PDSS scores compared to high-frequency stimulation (mean difference at 12 months: 4.82 points, 95% CI: 2.15-7.49, p<0.001). HAMA scores improved more in the low-frequency group (mean difference: 2.34 points, 95% CI: 0.87-3.81, p=0.002). MoCA scores remained stable in both groups with no significant between-group differences (p=0.421). HAMD improvements were comparable between groups (p=0.156).

Conclusion: Low-frequency STN-DBS (60-80 Hz) provided superior benefits for sleep quality and anxiety compared to conventional high-frequency stimulation while maintaining equivalent motor and cognitive outcomes. These findings support personalized programming strategies targeting specific non-motor symptoms in PD patients.

背景:丘脑下核深部脑刺激(STN-DBS)有效治疗帕金森病(PD)的运动症状,但非运动症状管理的最佳规划策略尚不清楚。这项研究比较了高频和低频刺激对睡眠障碍、认知功能和情绪障碍的影响。方法:我们对2023年9月至2025年5月期间接受双侧STN-DBS治疗的80例PD患者进行了回顾性对照研究。根据编程参数将患者分为高频组(130 ~ 185hz, n=40)和低频组(60 ~ 80hz, n=40)。在基线和术后3、6、12个月对睡眠质量(帕金森病睡眠量表,PDSS)、认知功能(蒙特利尔认知评估,MoCA)、焦虑(汉密尔顿焦虑量表,HAMA)和抑郁(汉密尔顿抑郁量表,HAMD)进行评估。线性混合效应模型分析纵向变化。结果:两组均表现出显著的运动改善(UPDRS-III减少了50%)。结论:与常规高频刺激相比,低频STN-DBS (60-80 Hz)在保持相同的运动和认知结果的同时,对睡眠质量和焦虑有更大的好处。这些发现支持针对PD患者特定非运动症状的个性化规划策略。
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引用次数: 0
Artificial Intelligence-Enabled Multi-Omics for Predicting Immune Checkpoint Inhibitor Response and Resistance. 人工智能支持的多组学预测免疫检查点抑制剂反应和耐药性。
IF 2.4 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-02-26 eCollection Date: 2026-01-01 DOI: 10.2147/JMDH.S572089
Xiaodong Wang, Jing He, Gouping Ding, Yixuan Tang, Qianqian Wang

Immune checkpoint inhibitors (ICIs) have reshaped oncology, yet overall response rates remain modest and resistance is common, driven by tumor heterogeneity and evolving tumor-immune crosstalk. Established biomarkers (PD-L1, tumor mutational burden, microsatellite instability) provide incomplete prediction. Multi-omics profiling across genomic, transcriptomic, proteomic, epigenomic, metabolomic and microbiomic layers offers a systems-level view of malignant and immune states, uncovering determinants of ICI efficacy such as lineage plasticity, stromal remodeling, immunometabolic reprogramming and microbiome-associated immune modulation. Artificial intelligence (AI) is uniquely positioned to fuse these heterogeneous data, learn non-linear cross-layer signatures, and enable interpretable predictions using approaches such as SHAP and Grad-CAM. Representative models link routine histology or imaging to molecular phenotypes, stratify patients beyond single biomarkers, and may nominate rational combinations that target oncogenic pathways, lactate-driven immune suppression, or the gut microbiome. In this narrative review, we synthesize recent AI-multi-omics advances for response modeling, immune-relevant tumor subtyping, and clinical translation, including radiomics/pathomics integration and liquid-biopsy-based monitoring, as well as emerging applications in toxicity risk prediction. We also discuss barriers to implementation-platform heterogeneity, limited prospective validation, bias, interpretability and cost-and outline future directions, including single-cell and spatial multi-omics integration, federated learning and generative modeling to improve robustness and equity of precision immunotherapy.

免疫检查点抑制剂(ICIs)已经重塑了肿瘤学,但由于肿瘤异质性和不断发展的肿瘤免疫串扰,总体反应率仍然适中,耐药性很常见。已建立的生物标志物(PD-L1、肿瘤突变负担、微卫星不稳定性)提供了不完整的预测。跨基因组学、转录组学、蛋白质组学、表观基因组学、代谢组学和微生物组学的多组学分析提供了恶性和免疫状态的系统水平视图,揭示了ICI疗效的决定因素,如谱系可塑性、基质重塑、免疫代谢重编程和微生物组相关的免疫调节。人工智能(AI)具有独特的定位,可以融合这些异构数据,学习非线性跨层特征,并使用SHAP和Grad-CAM等方法实现可解释的预测。代表性模型将常规组织学或影像学与分子表型联系起来,将患者分层,超越单一生物标志物,并可能提名针对致癌途径、乳酸驱动的免疫抑制或肠道微生物组的合理组合。在这篇叙述性综述中,我们综合了最近人工智能多组学在反应建模、免疫相关肿瘤亚型和临床转化方面的进展,包括放射组学/病理整合和基于液体活检的监测,以及在毒性风险预测方面的新应用。我们还讨论了实现的障碍-平台异质性,有限的前瞻性验证,偏倚,可解释性和成本-并概述了未来的方向,包括单细胞和空间多组学集成,联邦学习和生成建模,以提高精确免疫治疗的稳健性和公平性。
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引用次数: 0
Explainable Machine Learning for Prediction of Early Postoperative Nausea and Vomiting After General Anesthesia. 可解释的机器学习预测全麻术后早期恶心和呕吐。
IF 2.4 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-02-26 eCollection Date: 2026-01-01 DOI: 10.2147/JMDH.S572550
Hsiao-Cheng Chang, Li-Yun Chen, Yu-Shiang Lin

Purpose: Postoperative nausea and vomiting (PONV) remains one of the most common adverse effects associated with anesthesia care. This study aimed to explore the feasibility of applying machine learning models trained exclusively on routinely available non-invasive clinical indicators to predict early PONV risk. Explainable artificial intelligence techniques were also employed to identify the most influential predictors of early PONV.

Patients and methods: A retrospective dataset from Cathay General Hospital, including 927 patient cases and 16 non-invasive clinical indicators, was used to investigate early PONV risk prediction. This study evaluated the predictive performance of several traditional machine learning models, deep learning architectures, and ensemble learning methods to compare their classification capabilities.

Results: Overall, the models demonstrated moderate discriminative performance. The random forest model achieved an accuracy of 83.5% with balanced precision (80.81%) and recall (83.5%), while the logistic regression model attained an AUC of 0.6905. Analysis of positive SHAP values identified the top 7 most influential predictors of early PONV. These included pharmacologic interventions (eg, neostigmine), pre-existing comorbidities (eg, history of nausea and vomiting, history of cardiovascular disease), demographic characteristics (eg, gender), postoperative pain, and anesthetic and surgical factors (eg, type of surgery and duration of anesthesia). Moreover, SHAP analysis revealed that the use of dexamethasone was negatively associated with the predicted risk in the model, suggesting its potential protective role in the prevention of early PONV.

Conclusion: By generating explainable outputs, this study bridges the gap between algorithmic prediction and clinical decision-making, allowing anesthesiologists to better recognize underlying risk factors and make informed, evidence-based decisions in perioperative management.

目的:术后恶心和呕吐(PONV)仍然是麻醉护理中最常见的不良反应之一。本研究旨在探讨应用机器学习模型专门训练常规可用的非侵入性临床指标来预测早期PONV风险的可行性。可解释的人工智能技术也被用来确定早期PONV最具影响力的预测因素。患者和方法:采用国泰总医院927例患者和16项无创临床指标的回顾性数据,探讨早期PONV风险预测。本研究评估了几种传统机器学习模型、深度学习架构和集成学习方法的预测性能,以比较它们的分类能力。结果:总体而言,模型表现出中等的判别性能。随机森林模型的准确率为83.5%,平衡精度(80.81%)和召回率(83.5%),逻辑回归模型的AUC为0.6905。SHAP阳性值的分析确定了早期PONV的7个最具影响力的预测因素。这些因素包括药物干预(如新斯的明)、既往合并症(如恶心和呕吐史、心血管疾病史)、人口统计学特征(如性别)、术后疼痛以及麻醉和手术因素(如手术类型和麻醉持续时间)。此外,SHAP分析显示,地塞米松的使用与模型中预测的风险呈负相关,表明其在预防早期PONV方面具有潜在的保护作用。结论:通过产生可解释的输出,本研究弥合了算法预测与临床决策之间的差距,使麻醉医师能够更好地识别潜在的危险因素,并在围手术期管理中做出明智的、循证的决策。
{"title":"Explainable Machine Learning for Prediction of Early Postoperative Nausea and Vomiting After General Anesthesia.","authors":"Hsiao-Cheng Chang, Li-Yun Chen, Yu-Shiang Lin","doi":"10.2147/JMDH.S572550","DOIUrl":"https://doi.org/10.2147/JMDH.S572550","url":null,"abstract":"<p><strong>Purpose: </strong>Postoperative nausea and vomiting (PONV) remains one of the most common adverse effects associated with anesthesia care. This study aimed to explore the feasibility of applying machine learning models trained exclusively on routinely available non-invasive clinical indicators to predict early PONV risk. Explainable artificial intelligence techniques were also employed to identify the most influential predictors of early PONV.</p><p><strong>Patients and methods: </strong>A retrospective dataset from Cathay General Hospital, including 927 patient cases and 16 non-invasive clinical indicators, was used to investigate early PONV risk prediction. This study evaluated the predictive performance of several traditional machine learning models, deep learning architectures, and ensemble learning methods to compare their classification capabilities.</p><p><strong>Results: </strong>Overall, the models demonstrated moderate discriminative performance. The random forest model achieved an accuracy of 83.5% with balanced precision (80.81%) and recall (83.5%), while the logistic regression model attained an AUC of 0.6905. Analysis of positive SHAP values identified the top 7 most influential predictors of early PONV. These included pharmacologic interventions (eg, neostigmine), pre-existing comorbidities (eg, history of nausea and vomiting, history of cardiovascular disease), demographic characteristics (eg, gender), postoperative pain, and anesthetic and surgical factors (eg, type of surgery and duration of anesthesia). Moreover, SHAP analysis revealed that the use of dexamethasone was negatively associated with the predicted risk in the model, suggesting its potential protective role in the prevention of early PONV.</p><p><strong>Conclusion: </strong>By generating explainable outputs, this study bridges the gap between algorithmic prediction and clinical decision-making, allowing anesthesiologists to better recognize underlying risk factors and make informed, evidence-based decisions in perioperative management.</p>","PeriodicalId":16357,"journal":{"name":"Journal of Multidisciplinary Healthcare","volume":"19 ","pages":"572550"},"PeriodicalIF":2.4,"publicationDate":"2026-02-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12953029/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147355345","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Connotation and Mechanism of Family Support for Patients with Chronic Diseases Under the Perspective of Health Promotion-A Scoping Review of Reviews. 健康促进视角下慢性病患者家庭支持的内涵与机制——综述综述综述
IF 2.4 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-02-24 eCollection Date: 2026-01-01 DOI: 10.2147/JMDH.S575094
Jinjin Li, Lili Cheng, Liping Tu, Xiaoqin Wang, Yangyang Wei, Fulai Shen, Jiani Wang, Bihua Chen

Objective: A scoping review was conducted to explore the connotation and mechanism of action of family support for patients with chronic diseases under the perspective of health promotion.

Methods: English databases of PubMed, Medline, Embase, Web of Science, and Google Scholar were searched, as well as China Knowledge Network (CNKI), Wan Fang Database, and Wipu (China Science and technology Journal). Database). The literature search timeframe was from the time of database construction to May 2024, and the literature was screened according to the inclusion and exclusion criteria to extract the information of the included studies.

Results: A total of 34 papers were included. Key findings from these reviews indicate that family support-encompassing specific, emotional, counseling, and esteem support-exerts a significant positive impact on chronic disease patients' health promotion via family dynamics and psychological-behavioral mechanisms, with its effectiveness shaped by ecological, psychological, and methodological factors.

Conclusion: This study constructed the connotation and mechanism of action of family support for chronic disease patients under the perspective of health promotion. It provides a basis for the future development of family chronic disease management, family support intervention, and family health promotion.

目的:对健康促进视角下慢性病患者家庭支持的内涵及作用机制进行综述。方法:检索PubMed、Medline、Embase、Web of Science、谷歌Scholar等英文数据库,以及中国知网(CNKI)、万方数据库、中国科技期刊网(Wipu)。数据库)。文献检索时间范围为建库时至2024年5月,按照纳入和排除标准对文献进行筛选,提取纳入研究的信息。结果:共纳入34篇论文。这些综述的主要发现表明,家庭支持——包括具体支持、情感支持、咨询支持和尊重支持——通过家庭动态和心理行为机制对慢性疾病患者的健康促进产生显著的积极影响,其有效性受生态、心理和方法因素的影响。结论:本研究构建了健康促进视角下家庭支持对慢性病患者的内涵和作用机制。为今后开展家庭慢性病管理、家庭支持干预、家庭健康促进等工作提供依据。
{"title":"Connotation and Mechanism of Family Support for Patients with Chronic Diseases Under the Perspective of Health Promotion-A Scoping Review of Reviews.","authors":"Jinjin Li, Lili Cheng, Liping Tu, Xiaoqin Wang, Yangyang Wei, Fulai Shen, Jiani Wang, Bihua Chen","doi":"10.2147/JMDH.S575094","DOIUrl":"https://doi.org/10.2147/JMDH.S575094","url":null,"abstract":"<p><strong>Objective: </strong>A scoping review was conducted to explore the connotation and mechanism of action of family support for patients with chronic diseases under the perspective of health promotion.</p><p><strong>Methods: </strong>English databases of PubMed, Medline, Embase, Web of Science, and Google Scholar were searched, as well as China Knowledge Network (CNKI), Wan Fang Database, and Wipu (China Science and technology Journal). Database). The literature search timeframe was from the time of database construction to May 2024, and the literature was screened according to the inclusion and exclusion criteria to extract the information of the included studies.</p><p><strong>Results: </strong>A total of 34 papers were included. Key findings from these reviews indicate that family support-encompassing specific, emotional, counseling, and esteem support-exerts a significant positive impact on chronic disease patients' health promotion via family dynamics and psychological-behavioral mechanisms, with its effectiveness shaped by ecological, psychological, and methodological factors.</p><p><strong>Conclusion: </strong>This study constructed the connotation and mechanism of action of family support for chronic disease patients under the perspective of health promotion. It provides a basis for the future development of family chronic disease management, family support intervention, and family health promotion.</p>","PeriodicalId":16357,"journal":{"name":"Journal of Multidisciplinary Healthcare","volume":"19 ","pages":"575094"},"PeriodicalIF":2.4,"publicationDate":"2026-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12949839/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147343639","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Journal of Multidisciplinary Healthcare
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