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TabPFN-driven ternary classification of stage IA lung adenocarcinoma subtypes using AI-derived histogram features a retrospective multicenter cohort study. 使用ai直方图对tabpfn驱动的IA期肺腺癌亚型进行三级分类是一项回顾性多中心队列研究。
IF 10.1 2区 医学 Q1 SURGERY Pub Date : 2026-02-03 DOI: 10.1097/JS9.0000000000004585
Guotian Pei, Lei Liu, Dawei Wang, Kunkun Sun, Yingshun Yang, Wen Tang, Shuai Wang, Shushi Meng, Jun Liu, Yuqing Huang

Background: Preoperative differentiation of precursor glandular lesions (PGL), minimally invasive (MIA), and invasive adenocarcinoma (IAC) in stage IA lung adenocarcinoma (LUAD) is critical for surgical planning but remains challenging due to overlapping CT features and interobserver variability. While existing artificial intelligence (AI) models focus predominantly on binary classification with limited multicenter validation, this study developed and validated a ternary classification framework using pretrained TabPFN and traditional machine learning (ML) algorithms based on AI-derived histogram features, benchmarking against intraoperative frozen section analysis.

Materials and methods: This multicenter retrospective study utilized preoperative CT scans from three institutions between September 2014 and October 2023. Data were divided into training, internal validation, and external test sets. Histogram features (n = 26) were automatically extracted using a commercial AI system (InferRead CT Lung). TabPFN and five ML algorithms were trained with selected clinical and histogram features. Performance was evaluated by accuracy, macro-AUC, sensitivity, specificity, and Cohen's Kappa. Statistical comparisons included DeLong tests for AUC and chi-square for categorical variables.

Results: The cohort comprised 584 stage IA LUAD patients (mean age 57.9 ± 11.0 years; 386 female), divided into training/validation sets (n = 412, center 1) and external test sets (n = 114, center 2; n = 58, center 3). TabPFN achieved macro-AUC of 0.781-0.911 and accuracy of 67.2-78.9% across external test sets, outperforming other ML algorithms. Of note, TabPFN achieved an overall better prediction accuracy compared to frozen section analysis on all test sets (internal: 92.3% vs 84.6%, P = 0.503; external 1: 87.5% vs 75%, P = 1.000; external 2: 67.2% vs 43.1%, P < 0.001). Subgroup analysis revealed superior performance for mGGN lesions (85%) on both external test sets.

Conclusions: TabPFN enables robust, generalizable ternary classification of LUAD subtypes, surpassing conventional ML and frozen section analysis. Its integration with automated histogram analysis offers a scalable solution for preoperative stratification of early-stage lung cancer.

背景:术前鉴别IA期肺腺癌(LUAD)的前体腺病变(PGL)、微创(MIA)和侵袭性腺癌(IAC)对手术计划至关重要,但由于重叠的CT特征和观察者之间的可变性,仍然具有挑战性。虽然现有的人工智能(AI)模型主要集中在二元分类上,多中心验证有限,但本研究开发并验证了一个使用预训练的TabPFN和基于AI衍生直方图特征的传统机器学习(ML)算法的二元分类框架,并以术中冷冻切片分析为基准。材料和方法:本多中心回顾性研究利用了2014年9月至2023年10月三家机构的术前CT扫描。数据分为训练集、内部验证集和外部测试集。直方图特征(n = 26)使用商业AI系统(InferRead CT Lung)自动提取。TabPFN和5种ML算法根据选定的临床和直方图特征进行训练。通过准确性、宏观auc、敏感性、特异性和Cohen’s Kappa来评估效果。统计比较包括AUC的DeLong检验和分类变量的卡方检验。结果:该队列包括584例IA期LUAD患者(平均年龄57.9±11.0岁,女性386例),分为训练/验证组(n = 412,中心1)和外部测试组(n = 114,中心2;n = 58,中心3)。TabPFN在外部测试集上的宏观auc为0.781-0.911,准确率为67.2-78.9%,优于其他ML算法。值得注意的是,与冷冻切片分析相比,TabPFN在所有测试集上取得了更好的预测准确性(内部:92.3%对84.6%,P = 0.503;外部:87.5%对75%,P = 1.000;外部:67.2%对43.1%,P)。结论:TabPFN能够实现LUAD亚型的鲁棒性,可推广的三分类,超过传统的ML和冷冻切片分析。它与自动直方图分析的集成为早期肺癌的术前分层提供了可扩展的解决方案。
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引用次数: 0
Revisiting the obesity paradox: visceral fat distribution outperforms BMI in predicting mortality and cardiometabolic risk. 重新审视肥胖悖论:内脏脂肪分布在预测死亡率和心脏代谢风险方面优于BMI。
IF 10.1 2区 医学 Q1 SURGERY Pub Date : 2026-02-03 DOI: 10.1097/JS9.0000000000004912
Mingjian Zhao, Huimin Chen, Qi Zhang, Tingting Zhao, Changhong Xu, Bing Yin, Zhaoting Bu, Nuo Xu, Xiaoyue Liu, Hong Zhao, Wei Huang, Kan Pan, Xinying Chen, Li Deng, Hanping Shi

Background: The obesity paradox - where overweight and mild obesity appear associated with improved survival in some cardiometabolic conditions - challenges clinical risk stratification. The inability of body mass index (BMI) to discriminate lean mass from fat, or visceral from subcutaneous adipose tissue, may underlie this paradox.

Methods: To evaluate whether direct measures of abdominal fat distribution and metabolic health status more strongly associate with cardiometabolic morbidity and mortality than BMI alone, and whether they clarify the observed obesity paradox. This cross-sectional analysis with prospective mortality follow-up included 15 925 adults from the 2011-2018 U.S. National Health and Nutrition Examination Survey (NHANES), a nationally representative cohort. Data analysis was performed from July 2025 to October 2025.

Results: Among 15 925 participants, higher VFI and VFI/SFI ratio were consistently associated with increased mortality, whereas higher SFI was protective. After full adjustment, the highest quartile of VFI was associated with significantly increased risk of all-cause [hazard ratio (HR), 1.67; 95% CI, 1.19-2.33] and cardiometabolic mortality (HR, 2.92; 95% CI, 1.44-5.93). The VFI/SFI ratio showed similarly strong associations (all-cause mortality HR, 1.75; 95% CI, 1.19-2.58; cardiometabolic mortality HR, 2.90; 95% CI, 1.42-5.90). In contrast, overweight and obesity class I showed a lower risk of all-cause mortality compared to normal weight (overweight HR, 0.74; 95% CI, 0.56-0.99). Fat distribution indices demonstrated a strong association with CMD incidence in older adult (≥45 years). Metabolically unhealthy status was also a significant mortality risk factor, particularly in females.

Conclusions: In this cross-sectional study of U.S. adults, visceral fat accumulation and an unfavorable fat distribution ratio were more strongly associated with mortality and CMD risk than BMI alone. The apparent survival advantage of elevated BMI was attenuated after accounting for fat distribution and metabolic health. These findings suggest that clinical assessment of obesity-related risk should incorporate measures of fat distribution and metabolic phenotype beyond BMI.

背景:肥胖悖论——超重和轻度肥胖似乎与某些心脏代谢疾病的生存率提高有关——对临床风险分层提出了挑战。身体质量指数(BMI)无法区分瘦肉和脂肪,或内脏和皮下脂肪组织,这可能是这种悖论的基础。方法:评估腹部脂肪分布和代谢健康状况的直接测量与心脏代谢发病率和死亡率的相关性是否比单独的BMI更强,以及它们是否澄清了观察到的肥胖悖论。这项前瞻性死亡率随访的横断面分析包括来自2011-2018年美国国家健康与营养检查调查(NHANES)的15925名成年人,这是一个具有全国代表性的队列。数据分析时间为2025年7月至2025年10月。结果:在15925名参与者中,较高的VFI和VFI/SFI比率始终与死亡率增加相关,而较高的SFI具有保护作用。完全校正后,VFI最高四分位数与全因风险显著增加相关[风险比(HR), 1.67;(95% CI, 1.19-2.33)和心脏代谢死亡率(HR, 2.92; 95% CI, 1.44-5.93)。VFI/SFI比值同样显示出很强的相关性(全因死亡率HR, 1.75; 95% CI, 1.19-2.58;心脏代谢死亡率HR, 2.90; 95% CI, 1.42-5.90)。相比之下,与正常体重相比,超重和肥胖I级的全因死亡率风险较低(超重HR, 0.74; 95% CI, 0.56-0.99)。脂肪分布指数与老年人(≥45岁)的CMD发病率密切相关。代谢不健康状况也是一个重要的死亡风险因素,尤其是在女性中。结论:在这项针对美国成年人的横断面研究中,内脏脂肪积累和不利的脂肪分布比例与死亡率和CMD风险的相关性比单独的BMI更强。考虑到脂肪分布和代谢健康后,BMI升高的明显生存优势减弱。这些发现表明,肥胖相关风险的临床评估应纳入脂肪分布和代谢表型的测量,而不是BMI。
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引用次数: 0
Determining appropriate indications for the self-expanding, metallic stents in the treatment of ureteral strictures of different etiology - efficiency and safety analysis of 65 stents implantations: a single-center, retrospective cohort study. 确定自扩张金属支架治疗输尿管不同病因狭窄的适应证——一项单中心、回顾性队列研究:65例输尿管狭窄植入的有效性和安全性分析。
IF 10.1 2区 医学 Q1 SURGERY Pub Date : 2026-02-03 DOI: 10.1097/JS9.0000000000004909
Filip Kowalski, Błażej Kuffel, Michał Późniak, Pavel Lipowski, Wojciech Tomczak, Jacek Wilamowski, Adam Ostrowski, Jan Adamowicz, Tomasz Drewa

Background: Ureteral strictures constitute an important clinical problem due to the increasing number of cases. Endoscopy has an established but limited role in the treatment of ureteral strictures. Endoscopic treatment of other than single, short strictures results in a high recurrence rate and treatment failure. Promising tools are metallic stents available now on the urological market; however, there are no standardized indications for the treatment of ureteral strictures with the use of metallic stents. Study aim was to determine the features influencing the results of the self-expanding ureteral stents (SUS)-assisted endoscopic treatment. The secondary endpoint was to relate the etiology of the stricture to the effectiveness of the SUS-related endoscopic treatment.

Methods: In a retrospective, single-center study, we present our experience in implantation of 65 SUS in the treatment of ureteral strictures of different etiology. The assessment of the efficacy and safety of the treatment was performed by the author's quality of life questionnaire, number of serious complications (Clavien-Dindo > 3a), patency of the SUS during stenting and the possibility of full recovery of the ureteral stricture with endoscopic methods assisted by the SUS. Uni- and multivariate regression models have been applied to define treatment failure predictors.

Results: Effective treatment of ureteral strictures with the SUS can be achieved in patients with a short ureteral stricture which usually occur after point injury of the ureter, without significant thermal damage. In long ureteral strictures typical of inflammatory diseases, complications after radiotherapy, and extensive thermal damage, the treatment failure rate with the use of the SUS is high.

Conclusions: Univariate analysis identified strictures longer than 2 cm, a dilatation diameter below 14 F and impaired stent patency during stenting as significant predictors of treatment failure, of which the possibility of an appropriately wide dilation and the patency of the SUS resulted from the length of the stricture.

背景:输尿管狭窄是一个重要的临床问题,由于越来越多的病例。内窥镜在输尿管狭窄的治疗中有一定的作用,但作用有限。除单一、短狭窄外,内镜治疗导致高复发率和治疗失败。泌尿外科市场上有前景的工具是金属支架;然而,金属支架治疗输尿管狭窄尚无标准化的指征。本研究旨在探讨影响自扩张输尿管支架(SUS)辅助内镜治疗效果的因素。次要终点是将狭窄的病因与超声内镜相关治疗的有效性联系起来。方法:通过回顾性、单中心研究,总结了65例不同病因输尿管狭窄植入SUS的经验。通过作者的生活质量问卷、严重并发症数量(Clavien-Dindo > 3a)、支架置入术中SUS的通畅程度以及内镜下SUS辅助输尿管狭窄完全恢复的可能性来评估治疗的有效性和安全性。单一和多元回归模型已被用于定义治疗失败的预测因子。结果:输尿管短段狭窄多发生在输尿管点损伤后,无明显的热损伤,应用SUS可有效治疗输尿管狭窄。对于以炎症性疾病、放疗后并发症和广泛热损伤为典型特征的输尿管长狭窄,使用SUS治疗失败率很高。结论:单因素分析发现,狭窄长度大于2cm,扩张直径小于14f,支架置入期间支架通畅受损是治疗失败的重要预测因素,其中适当宽度的扩张和SUS通畅的可能性与狭窄长度有关。
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引用次数: 0
Delayed anticoagulation is associated with lower mortality in sepsis-induced coagulopathy: a large-scale, propensity-score-matched cohort study from MIMIC-IV. 延迟抗凝与脓毒症引起的凝血病的低死亡率相关:来自MIMIC-IV的一项大规模、倾向评分匹配的队列研究。
IF 10.1 2区 医学 Q1 SURGERY Pub Date : 2026-02-03 DOI: 10.1097/JS9.0000000000004773
Tiantian Zhou, Huan Liu, Fengxia Qin, Jin Zhu, Haibin Ni, Xiaofei Huang, Lei Wang

Background: This study aimed to investigate the relationship between the timing of anticoagulation initiation and clinical outcomes in critically ill patients with sepsis-induced coagulopathy (SIC).

Methods: We conducted a retrospective cohort study using the MIMIC-IV database. Adult patients diagnosed with SIC (ISTH-SIC score ≥ 4) and receiving anticoagulation therapy during their ICU stay were included. Anticoagulation therapy was defined as administration of unfractionated heparin, low-molecular-weight heparin, vitamin K antagonists, or direct oral anticoagulants, as captured in medication records; additionally, a heparin-only analysis was performed given its predominant use in this population. Patients were stratified into early (≤ 48 hours post-ICU admission) or delayed (> 48 hours) anticoagulation groups. Baseline characteristics were balanced using propensity score matching (PSM). Primary outcomes included 28-day, 60-day, and 90-day mortality. Cox proportional hazard models were applied to assess survival differences across subgroups.

Results: Among 12 738 eligible patients, 10 689 received early anticoagulation and 2049 received delayed treatment. After PSM (n = 3986), delayed anticoagulation was associated with significantly lower 28-day mortality (15% vs 19%, P < 0.001), and similar reductions were observed at 60 and 90 days. Kaplan-Meier survival curves showed significantly better survival in the delayed group (P < 0.001). Subgroup analyses revealed that the survival benefit was more pronounced in patients aged >65 years, those without acute kidney injury (AKI), platelet count ≥ 100 × 109/L, Sequential Organ Failure Assessment score ≥ 6, and those treated with unfractionated heparin.

Conclusions: Among critically ill patients with SIC, delayed initiation of anticoagulation was independently associated with improved short- and medium-term survival. These findings support a phenotype-guided, time-stratified approach to anticoagulation in sepsis and highlight the need for prospective trials to validate optimal timing strategies.

背景:本研究旨在探讨脓毒症诱导凝血病(SIC)危重患者抗凝起始时间与临床结局的关系。方法:采用MIMIC-IV数据库进行回顾性队列研究。纳入诊断为SIC (ISTH-SIC评分≥4)且在ICU住院期间接受抗凝治疗的成年患者。抗凝治疗被定义为给予未分离肝素、低分子肝素、维生素K拮抗剂或直接口服抗凝剂,如药物记录所述;此外,考虑到肝素在这一人群中的主要使用,进行了仅肝素分析。将患者分为早期(入院后≤48小时)和延迟(入院后≤48小时)抗凝组。使用倾向评分匹配(PSM)平衡基线特征。主要结局包括28天、60天和90天死亡率。应用Cox比例风险模型评估亚组间的生存差异。结果:在12 738例符合条件的患者中,10 689例接受了早期抗凝治疗,2049例接受了延迟治疗。在PSM (n = 3986)后,延迟抗凝治疗与28天死亡率显著降低相关(15% vs 19%, P < 0.001),并且在60天和90天观察到类似的降低。Kaplan-Meier生存曲线显示延迟组生存率显著提高(P < 0.001)。亚组分析显示,年龄在bb0 ~ 65岁、无急性肾损伤(AKI)、血小板计数≥100 × 109/L、序贯器官衰竭评估评分≥6分、接受肝素治疗的患者的生存获益更为明显。结论:在危重SIC患者中,延迟抗凝治疗与改善中短期生存率独立相关。这些发现支持一种以表型为导向、时间分层的方法来治疗败血症,并强调需要前瞻性试验来验证最佳的时间策略。
{"title":"Delayed anticoagulation is associated with lower mortality in sepsis-induced coagulopathy: a large-scale, propensity-score-matched cohort study from MIMIC-IV.","authors":"Tiantian Zhou, Huan Liu, Fengxia Qin, Jin Zhu, Haibin Ni, Xiaofei Huang, Lei Wang","doi":"10.1097/JS9.0000000000004773","DOIUrl":"https://doi.org/10.1097/JS9.0000000000004773","url":null,"abstract":"<p><strong>Background: </strong>This study aimed to investigate the relationship between the timing of anticoagulation initiation and clinical outcomes in critically ill patients with sepsis-induced coagulopathy (SIC).</p><p><strong>Methods: </strong>We conducted a retrospective cohort study using the MIMIC-IV database. Adult patients diagnosed with SIC (ISTH-SIC score ≥ 4) and receiving anticoagulation therapy during their ICU stay were included. Anticoagulation therapy was defined as administration of unfractionated heparin, low-molecular-weight heparin, vitamin K antagonists, or direct oral anticoagulants, as captured in medication records; additionally, a heparin-only analysis was performed given its predominant use in this population. Patients were stratified into early (≤ 48 hours post-ICU admission) or delayed (> 48 hours) anticoagulation groups. Baseline characteristics were balanced using propensity score matching (PSM). Primary outcomes included 28-day, 60-day, and 90-day mortality. Cox proportional hazard models were applied to assess survival differences across subgroups.</p><p><strong>Results: </strong>Among 12 738 eligible patients, 10 689 received early anticoagulation and 2049 received delayed treatment. After PSM (n = 3986), delayed anticoagulation was associated with significantly lower 28-day mortality (15% vs 19%, P < 0.001), and similar reductions were observed at 60 and 90 days. Kaplan-Meier survival curves showed significantly better survival in the delayed group (P < 0.001). Subgroup analyses revealed that the survival benefit was more pronounced in patients aged >65 years, those without acute kidney injury (AKI), platelet count ≥ 100 × 109/L, Sequential Organ Failure Assessment score ≥ 6, and those treated with unfractionated heparin.</p><p><strong>Conclusions: </strong>Among critically ill patients with SIC, delayed initiation of anticoagulation was independently associated with improved short- and medium-term survival. These findings support a phenotype-guided, time-stratified approach to anticoagulation in sepsis and highlight the need for prospective trials to validate optimal timing strategies.</p>","PeriodicalId":14401,"journal":{"name":"International journal of surgery","volume":" ","pages":""},"PeriodicalIF":10.1,"publicationDate":"2026-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146112983","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
The Influence of Parkinson's disease on the incidence of venous thromboembolic events and surgical outcomes of old patients: analysis based on current observational studies. 帕金森病对老年患者静脉血栓栓塞事件发生率和手术结果的影响:基于当前观察性研究的分析
IF 10.1 2区 医学 Q1 SURGERY Pub Date : 2026-02-03 DOI: 10.1097/JS9.0000000000004233
Jianping Wang, Yamin Zhang

Background and aims: Recently, increasing studies have reported that Parkinson's disease (PD) may experience an increased incidence of venous thromboembolic events and complications for patients who undergo surgery. We aimed to explore the actual prevalence and risk factors of venous thromboembolism (VTE) for patients with PD as well as its influence on the operative outcomes.

Methods: We searched PubMed, Embase, and Cochrane library up to 1 May 2025 for observational studies exploring the risk factors of venous thromboembolic events or comparing the frequency of venous thromboembolic events and complications in PD and non-PD patients. The primary outcomes were the risk factors for and incidence of venous thromboembolic events in patients with PD. The secondary outcome was comparing the complications or adverse events between PD and non-PD patients. Two reviewers screened the titles and abstracts of searched records for qualified reports according to the including and excluding criteria and extracted the data independently.

Results: Finally, we totally identified 17 observational studies involving 760 380 patients for the present analysis. Our pooled results indicated that when compared to patients without PD, patients with PD had significantly higher incidence of venous thromboembolic events, including VTE (OR 1.35, 95% CI 1.11-1.65), deep vein thrombosis (DVT; OR 1.56, 95% CI 1.24-1.96) and pulmonary embolism (PE; OR 1.54, 95% CI 1.20-1.96), respectively. In addition, when comparing DVT (+) and DVT (-) in patients with PD, female patients with PD had a higher frequency of DVT (OR 2.45, 95% CI 1.47-4.06), patients with lower Barthel index [mean difference (MD) -11.5, 95% CI -20.85-2.15] and those with smaller abdominal circumference (MD -7.13 cm, 95% CI -9.99 to -4.26), respectively. When compared to PD patients without DVT, PD patients with DVT had significantly higher average real variability of systolic blood pressure (MD 3.2 mmHg, 95% CI 0.75-5.65), lower heart rate at admission (MD -3.32 bpm, 95% CI -6.58 to -0.06), higher D-dimer (MD 2.14 µg/mL, 95% CI 1.20-3.08), and longer duration of illness (MD 22.68 months, 95% CI 6.77-38.58), respectively. Our pooled analysis also indicated that PD increased complications and adverse events of patients receiving operation.

Conclusions: Patients with PD were more prone to venous thromboembolic events and had an increased incidence of intra- and post-operative complications. Though several risk factors of DVT were identified for Parkinson's patients, they need further demonstration with specific researches in the future. Greater vigilance should be exercised to make an informed decision regarding patient care and preferred healthcare setup for patients with PD.

背景和目的:最近,越来越多的研究报道帕金森病(PD)患者接受手术后静脉血栓栓塞事件和并发症的发生率可能增加。我们旨在探讨PD患者静脉血栓栓塞(venous thromboembolism, VTE)的实际患病率、危险因素及其对手术结果的影响。方法:我们检索PubMed、Embase和Cochrane文库,检索截至2025年5月1日的观察性研究,以探讨静脉血栓栓塞事件的危险因素,或比较PD和非PD患者静脉血栓栓塞事件和并发症的频率。主要结局是PD患者静脉血栓栓塞事件的危险因素和发生率。次要结局是比较PD和非PD患者之间的并发症或不良事件。两位审稿人根据纳入和排除标准对检索记录的标题和摘要进行筛选,筛选出符合条件的报告,并独立提取数据。结果:最后,我们共确定了17项观察性研究,涉及760380例患者。我们的汇总结果显示,与没有PD的患者相比,PD患者的静脉血栓栓塞事件发生率明显更高,包括VTE (OR 1.35, 95% CI 1.11-1.65)、深静脉血栓形成(OR 1.56, 95% CI 1.24-1.96)和肺栓塞(PE; OR 1.54, 95% CI 1.20-1.96)。此外,对比PD患者的DVT(+)和DVT(-),女性PD患者DVT发生率更高(OR 2.45, 95% CI 1.47 ~ 4.06), Barthel指数较低的患者[平均差值(MD) -11.5, 95% CI -20.85 ~ 2.15],腹围较小的患者(MD -7.13 cm, 95% CI -9.99 ~ -4.26)。与无DVT的PD患者相比,伴有DVT的PD患者收缩压的平均真实变异性明显更高(MD为3.2 mmHg, 95% CI为0.75-5.65),入院时心率较低(MD为-3.32 bpm, 95% CI为-6.58至-0.06),d -二聚体较高(MD为2.14µg/mL, 95% CI为1.20-3.08),病程较长(MD为22.68个月,95% CI为6.77-38.58)。我们的综合分析还表明,PD增加了手术患者的并发症和不良事件。结论:PD患者更容易发生静脉血栓栓塞事件,且术中术后并发症发生率增加。虽然已经确定了帕金森患者DVT的几个危险因素,但需要在未来的具体研究中进一步论证。应该提高警惕,对PD患者的患者护理和首选医疗保健设置做出明智的决定。
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引用次数: 0
Response to commentary on predictive modeling for cervical lymph node metastasis in esophageal squamous cell carcinoma. 食管鳞状细胞癌颈部淋巴结转移预测模型研究进展。
IF 10.1 2区 医学 Q1 SURGERY Pub Date : 2026-02-03 DOI: 10.1097/JS9.0000000000004815
Yike Li, Yiliang Zhang
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引用次数: 0
Comparison on the predictive value of four preoperative nutritional assessment tools for acute kidney injury after major surgery: a retrospective cohort study. 四种术前营养评估工具对大手术后急性肾损伤的预测价值比较:回顾性队列研究。
IF 10.1 2区 医学 Q1 SURGERY Pub Date : 2026-02-03 DOI: 10.1097/JS9.0000000000004928
Qingqing Zhou, Xiaoying Lu, Jinwei Wang, Youlu Zhao, Linger Tang, Lingyi Xu, Damin Xu, Li Yang, Xizi Zheng

Background: Acute kidney injury (AKI) is a frequent yet severe complication following major surgery. Although malnutrition is an established risk factor for postoperative AKI, the comparative predictive value of different objective nutritional assessment tools remains poorly defined.

Materials and methods: This retrospective cohort study consecutively included adult patients undergoing major surgery from two independent sources: a single academic hospital (derivation: 2018-2020; internal validation: 2021) and the MIMIC-IV database (external validation). Preoperative nutritional status was assessed using four objective tools, including the prognostic nutritional index (PNI), the geriatric nutritional risk index (GNRI), the controlling nutritional status (CONUT), and serum albumin. The primary outcome was postoperative AKI, defined as AKI occurring within 7 days after major surgery.

Results: The derivation, internal validation and external validation cohorts comprised 16 761 (1.9% AKI), 6243 (1.5% AKI), and 422 (36.3%AKI) patients, respectively. Malnutrition prevalence varied substantially by tool: PNI (2.0-19.9%), GNRI (18.5-28.1%), CONUT (49.3-69.4%), and serum albumin (4.9-28.4%). In the derivation cohort, all four nutritional assessment tools as continuous variables were independently associated with postoperative AKI after fully adjustment; when analyzed as categorial variables, only serum albumin showed independent associations for both mild and moderate-to-severe malnutrition. Serum albumin also demonstrated superior predictive performance (AUC: 0.697) and the highest incremental value for postoperative AKI, with this superiority maintained across both internal and external validation cohorts. Notably, serum albumin showed more pronounced inverse association with postoperative AKI in diabetics (aOR: 0.888, 95% CI: 0.832-0.948) than non-diabetics (aOR: 0.962, 95% CI: 0.923-1.003; P for interaction = 0.026).

Conclusion: Malnutrition prevalence in surgical patients varies across nutritional assessment tools. Serum albumin demonstrated superior and consistent predictive value for postoperative AKI compared to nutritional indices (PNI, GNRI, and CONUT), with particularly enhanced performance in diabetic patients.

背景:急性肾损伤(AKI)是大手术后常见但严重的并发症。虽然营养不良是术后AKI的一个确定的危险因素,但不同客观营养评估工具的比较预测价值仍然不明确。材料和方法:本回顾性队列研究连续纳入来自两个独立来源的接受大手术的成年患者:单一学术医院(推导:2018-2020;内部验证:2021)和MIMIC-IV数据库(外部验证)。术前营养状况评估采用4种客观工具,包括预后营养指数(PNI)、老年营养风险指数(GNRI)、对照营养状况(CONUT)和血清白蛋白。主要终点为术后AKI,定义为大手术后7天内发生的AKI。结果:衍生、内部验证和外部验证队列分别包括16761例(1.9% AKI)、6243例(1.5% AKI)和422例(36.3%AKI)患者。不同工具的营养不良患病率差异很大:PNI(2.0-19.9%)、GNRI(18.5-28.1%)、CONUT(49.3-69.4%)和血清白蛋白(4.9-28.4%)。在衍生队列中,经过完全调整后,所有四种营养评估工具作为连续变量与术后AKI独立相关;当作为分类变量进行分析时,只有血清白蛋白显示出与轻度和中度至重度营养不良的独立关联。血清白蛋白也显示出优越的预测性能(AUC: 0.697)和术后AKI的最高增量值,这种优势在内部和外部验证队列中都保持不变。值得注意的是,血清白蛋白与糖尿病患者术后AKI的负相关(aOR: 0.888, 95% CI: 0.832-0.948)明显高于非糖尿病患者(aOR: 0.962, 95% CI: 0.923-1.003;相互作用P = 0.026)。结论:不同的营养评估工具对手术患者的营养不良发生率有不同的影响。与营养指标(PNI、GNRI和CONUT)相比,血清白蛋白对术后AKI的预测价值更优且一致,尤其是在糖尿病患者中。
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引用次数: 0
Digital twin-assisted surgery: technological architecture, integration across surgical phases, implementation challenges and future directions. 数字孪生辅助手术:技术架构,跨手术阶段集成,实施挑战和未来方向。
IF 10.1 2区 医学 Q1 SURGERY Pub Date : 2026-02-03 DOI: 10.1097/JS9.0000000000004921
Zahra Batool, Qihang Wu, Jiakun Li, Guobin Weng, Bairong Shen

Digital twin-assisted surgery referred to the use of a dynamic, patient specific virtual model that mirrored physical patient in real time to enhance surgical planning, guidance, and outcomes. This emerging approach integrated data from robotic manipulators, intelligent implants, biosensors, and imaging systems to create a continuously updated digital representation that responded to physiological and procedural changes. This review provided a comprehensive analysis of the conceptual foundations and technological architecture that enabled digital twin functionality in surgical environments along with associated implementation challenges. It further explored real-world integration of digital twins across preoperative, intraoperative, and postoperative phases, highlighting their role in predictive modeling, real-time decision support, and personalized surgical recovery. Moreover, this review critically evaluated key implementation challenges, including technical hurdles (data interoperability, sensor accuracy, real-time processing), practical barriers (economic costs, infrastructure, and training), and broader concerns (regulatory standards, ethics, and global equity). To address these challenges, the review proposes targeted future directions including leveraging AI and edge computing to overcome technical hurdles like real-time processing, developing secure, standardized data frameworks to ensure interoperability and meet regulatory standards and, moreover, fostering public-private partnerships to solve economic, infrastructural, and training barriers while promoting global equity. As the field evolved, digital twin-assisted surgery is poised to become a cornerstone of precision surgical care.

数字孪生辅助手术是指使用动态的、患者特定的虚拟模型,实时反映物理患者,以增强手术计划、指导和结果。这种新兴的方法集成了来自机器人操纵器、智能植入物、生物传感器和成像系统的数据,以创建一个不断更新的数字表示,以响应生理和程序变化。这篇综述全面分析了在外科环境中实现数字孪生功能的概念基础和技术架构,以及相关的实施挑战。它进一步探索了数字双胞胎在术前、术中和术后阶段的现实世界整合,突出了它们在预测建模、实时决策支持和个性化手术恢复中的作用。此外,本综述批判性地评估了关键的实施挑战,包括技术障碍(数据互操作性、传感器准确性、实时处理)、实际障碍(经济成本、基础设施和培训)和更广泛的问题(监管标准、道德和全球公平)。为了应对这些挑战,报告提出了有针对性的未来发展方向,包括利用人工智能和边缘计算来克服实时处理等技术障碍,开发安全、标准化的数据框架以确保互操作性并符合监管标准,此外,在促进全球公平的同时,促进公私伙伴关系以解决经济、基础设施和培训障碍。随着该领域的发展,数字双胞胎辅助手术将成为精确外科护理的基石。
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引用次数: 0
Insights into the mechanisms of drug resistance in renal cell carcinoma: from multi-omics perspective. 从多组学角度探讨肾细胞癌耐药机制。
IF 10.1 2区 医学 Q1 SURGERY Pub Date : 2026-02-03 DOI: 10.1097/JS9.0000000000004600
Jinxin Li, Jiatao Hu, Yiren Yang, Hanzhong Zhang, Ying Liu, Yu Fang, Le Qu, Anqi Lin, Peng Luo, Aimin Jiang, Linhui Wang

Renal cell carcinoma (RCC) is a prevalent malignancy of the urinary system. Despite significant advances achieved through targeted therapies and immunotherapies, therapeutic resistance remains a major obstacle to sustained clinical efficacy. This review comprehensively examines the molecular mechanisms driving resistance to both targeted therapy and immunotherapy in RCC from a multi-omics perspective. By integrating findings across diverse omics layers, we underscore the pivotal role of multi-level regulatory networks in mediating drug resistance and immune evasion. Our objective is to provide an in-depth understanding of these resistance mechanisms and to establish a theoretical framework for developing innovative therapeutic strategies aimed at overcoming resistance, thereby facilitating the advancement of precision oncology in RCC.

肾细胞癌(RCC)是泌尿系统常见的恶性肿瘤。尽管通过靶向治疗和免疫治疗取得了重大进展,但治疗耐药性仍然是维持临床疗效的主要障碍。本文从多组学的角度全面探讨了RCC对靶向治疗和免疫治疗耐药的分子机制。通过整合不同组学层的研究结果,我们强调了多层次调节网络在介导耐药和免疫逃避中的关键作用。我们的目标是提供对这些耐药机制的深入了解,并为开发旨在克服耐药的创新治疗策略建立理论框架,从而促进RCC精准肿瘤学的发展。
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引用次数: 0
Integrated multicenter single-cell atlas of bladder cancer reveals tumor heterogeneity associated with immunotherapy. 膀胱癌的综合多中心单细胞图谱揭示了与免疫治疗相关的肿瘤异质性。
IF 10.1 2区 医学 Q1 SURGERY Pub Date : 2026-02-03 DOI: 10.1097/JS9.0000000000003830
Ziwei Wang, Wei He, Maoyu Wang, Meimian Hua, Yidie Ying, Chen Zhang, Qing Chen, Yue Wang, Xufeng Yu, Yi Wang, Huiqing Wang, Zhensheng Zhang, Shuxiong Zeng, Chuanliang Xu

Background: Molecular subtyping of bladder cancer (BCa) using bulk transcriptomic data is hindered by tumor microenvironment (TME) contamination and intra-tumoral heterogeneity. These factors also contribute to variable responses to immune checkpoint inhibitor (ICI) therapy. Single-cell RNA sequencing offers a high-resolution approach to overcome these limitations by enabling tumor-specific analysis and improving therapeutic target identification.

Materials and methods: We constructed a large multicenter single-cell atlas of BCa by integrating nine cohorts comprising 123 samples and 842 127 cells. Tumor epithelial cells (n = 265 962) were identified via copy number variation (CNV) analysis using inferCNV. Pseudobulk RNA profiles were generated to simulate conventional bulk samples (Pseudobulkall) and purified tumor profiles (Pseudobulktumor), enabling systematic evaluation of bulk-based classifiers. Inter-tumoral and intra-tumoral heterogeneity programs were defined based on transcriptional profiles and validated through in vitro and in vivo experiments. Additionally, we cross-analyzed five immunotherapy datasets encompassing 13 immune response phenotypes to identify molecular features associated with therapeutic resistance and sensitivity.

Results: Unsupervised clustering identified 11 major cell types and 55 non-epithelial subtypes, with TME heterogeneity driven by tissue origin and malignancy status. Existing molecular classifiers UNC (University of North Carolina at Chapel Hill) showed compromised concordance between Pseudobulkall and Pseudobulktumor, particularly in stroma-rich samples. We defined three inter-tumoral (GEinter2-4) subtypes with distinct CNV and transcription factor signatures that remained stable even at low tumor purity. Seven intra-tumoral (GEintra) programs captured key biological states, including an EMT/Stem-like module associated with immunosuppression and ICI resistance. Mechanistically, TGF-β1 induced expression of EMT/Stem-like genes (e.g., PTHLH), while Pthlh knockdown synergized with anti-PD-L1 therapy in murine models by enhancing T cell cytotoxicity without altering T cell infiltration.

Conclusions: This study provides a robust single-cell framework for resolving inter- and intra-tumoral heterogeneity in BCa, overcoming limitations of bulk-based subtyping. The TGF-β1-PTHLH axis contributes to ICI resistance, positioning PTHLH as a promising therapeutic target. These findings offer new insights for improving immunotherapeutic strategies in BCa.

背景:利用大量转录组学数据进行膀胱癌(BCa)分子分型受到肿瘤微环境(TME)污染和肿瘤内异质性的阻碍。这些因素也有助于对免疫检查点抑制剂(ICI)治疗的不同反应。单细胞RNA测序提供了一种高分辨率的方法,通过实现肿瘤特异性分析和改进治疗靶点识别来克服这些限制。材料和方法:我们整合了9个队列,包括123个样本和842 127个细胞,构建了一个大型的BCa多中心单细胞图谱。肿瘤上皮细胞(n = 265 962)通过使用intercnv进行拷贝数变异(CNV)分析鉴定。生成伪大体积RNA谱来模拟常规大体积样本(Pseudobulkall)和纯化肿瘤谱(Pseudobulktumor),从而能够对基于大体积的分类器进行系统评估。肿瘤间和肿瘤内异质性方案是根据转录谱定义的,并通过体外和体内实验进行验证。此外,我们交叉分析了包含13种免疫反应表型的5个免疫治疗数据集,以确定与治疗耐药性和敏感性相关的分子特征。结果:无监督聚类鉴定出11种主要细胞类型和55种非上皮亚型,TME异质性受组织来源和恶性状态驱动。现有的分子分类器UNC(北卡罗来纳大学教堂山分校)显示假bulkall和假bulktumor之间的一致性受损,特别是在基质丰富的样本中。我们定义了三种肿瘤间(GEinter2-4)亚型,它们具有不同的CNV和转录因子特征,即使在低肿瘤纯度下也保持稳定。七个肿瘤内(GEintra)程序捕获关键的生物学状态,包括与免疫抑制和ICI抗性相关的EMT/ stem样模块。在机制上,TGF-β1诱导EMT/ stem样基因(如PTHLH)的表达,而在小鼠模型中,PTHLH敲低通过增强T细胞的细胞毒性而不改变T细胞的浸润,从而与抗pd - l1治疗协同作用。结论:该研究为解决BCa肿瘤间和肿瘤内异质性提供了一个强大的单细胞框架,克服了基于体积的亚型的局限性。TGF-β1-PTHLH轴参与ICI耐药,使PTHLH成为一个有前景的治疗靶点。这些发现为改进BCa的免疫治疗策略提供了新的见解。
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引用次数: 0
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International journal of surgery
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