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Perioperative Outcomes of Rural-Dwelling Patients Undergoing Lung and Colon Cancer Operation in Rural Facility. 农村居民在农村机构接受肺癌、结肠癌手术的围手术期疗效分析。
IF 3.4 2区 医学 Q1 SURGERY Pub Date : 2026-02-11 DOI: 10.1097/XCS.0000000000001781
Michael E Egger, Tyler Jones, Quinn Piamonte, Charlie H Zhang, Seyed Karimi, Bert B Little, Matthew P Fox, Sandra L Kavalukas, Kelly M McMasters, Maiying Kong

Background: Cancer patients in rural areas often encounter significant barriers to accessing cancer care. This study evaluated whether Medicare-aged patients can safely undergo lung and colon cancer surgery at their local rural hospital, limiting travel burden.

Study design: The SEER-Medicare files were used to identify patients with stage I-III colon and lung cancers. Patients residing in ZIP codes outside a metropolitan statistical area (MSA) were defined as rural; facilities were categorized similarly. Rural patients undergoing elective colon or lung cancer surgery at rural vs urban facilities were compared. Unadjusted and risk-adjusted complication and mortality rates were compared using multivariate logistic regression. Driving distances between patients' residences and surgery facilities were calculated based on ZIP codes.

Results: A total of 10,383 rural colon cancer patients and 6,006 rural lung cancer patients were identified. There were no clinically significant differences between rural and urban treatment in either colon or lung cohorts in terms of demographics or cancer stage; their comorbidity risks were similar. Mortality and complication rates were comparable across urban and rural facilities. Travel distance was significantly greater for patients treated at urban facilities compared with rural for both colon (49 vs 16 miles, p<0.001) and lung (61 vs 35 miles, p<0.001) patients.

Conclusions: Rural patients can achieve comparable short term surgical outcomes for lung and colon cancer when treated at local rural facilities, decreasing the travel burden of treatment at higher volume urban facilities.

背景:农村地区的癌症患者在获得癌症治疗方面经常遇到重大障碍。这项研究评估了老年医保患者是否可以安全地在当地农村医院接受肺癌和结肠癌手术,从而减少旅行负担。研究设计:SEER-Medicare档案用于识别I-III期结肠癌和肺癌患者。居住在大都市统计区(MSA)以外邮政编码地区的患者被定义为农村;设施的分类也类似。在农村和城市医院接受选择性结肠癌或肺癌手术的农村患者进行了比较。采用多因素logistic回归比较未调整和危险调整的并发症和死亡率。患者住所和手术设施之间的驾车距离是根据邮政编码计算的。结果:共发现农村结肠癌患者10383例,农村肺癌患者6006例。在人口统计学或癌症分期方面,农村和城市治疗在结肠或肺部队列中没有临床显著差异;他们的合并症风险相似。城市和农村设施的死亡率和并发症发生率具有可比性。与农村相比,在城市医院接受治疗的两种结肠癌患者的出行距离明显更大(49英里vs 16英里)。结论:在当地农村医院接受治疗的农村患者可以获得相当的肺癌和结肠癌的短期手术效果,减少了在更大容量的城市医院接受治疗的出行负担。
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引用次数: 0
Discussion of Predictors of Outcomes in 1441 Vascular Injuries: A 10-Year Experience in a Large Urban Trauma Center. 1441例血管损伤预后预测因素的讨论:一个大型城市创伤中心的10年经验。
IF 3.4 2区 医学 Q1 SURGERY Pub Date : 2026-02-10 DOI: 10.1097/XCS.0000000000001793
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引用次数: 0
Association Between Surgical Robotic Availability and Open Operation Rate: A Geographic Analysis. 外科机器人可用性与开放手术率之间的关系:地理分析。
IF 3.4 2区 医学 Q1 SURGERY Pub Date : 2026-02-09 DOI: 10.1097/XCS.0000000000001837
Zhi Ven Fong, Charles K Anderson, Elizabeth Wall-Wieler, Zahra A Fazal, Nikhil Sahai, Don Hoeler, Pamela C Lee, Brian Mitzman

Background: Despite the widespread adoption of minimally invasive surgery in the U.S., disparities in its use persist. One unexplored contributor is geographic access to robotic surgical systems. This study evaluates the geospatial association between: (i) social vulnerability index (SVI) and open surgery rates, (ii) availability of robotic systems and open surgery, and (iii) open surgery rates in demographically similar areas with differing robotic access.

Study design: Data from six sources were linked at the ZIP Code Tract Area (ZCTA) level to identify hospitals and extract procedure modality, presence of robotic systems, and area characteristics. Regression analysis assessed the association between SVI and open surgery rates. Open rates were then compared between hospitals with and without robotic systems. Propensity score matching was used to compare open rates across matched ZCTAs by robotic access and SVI levels.

Results: Higher social vulnerability was associated with increased open surgery rates (estimate = 0.20; p < 0.01), with rates ranging from 18.3% in low-vulnerability areas to 32.7% in high-vulnerability areas. Among 3,446 eligible ZCTAs, 57% had at least one robotic system. ZCTAs without robotic systems had higher open surgery rates (42.9 vs. 19.4 per 100 procedures; relative rate = 2.21; p < 0.01). This association remained significant after matching (relative rate = 1.66; p < 0.01), for the low-mid- and high-SVI strata, and three of the five procedures examined.

Conclusion: When correcting for geographic variation, the availability of robotic surgery was associated with a decrease in open surgery rates.

背景:尽管在美国广泛采用微创手术,但其使用的差异仍然存在。一个尚未开发的因素是机器人手术系统的地理位置。本研究评估了以下三者之间的地理空间关联:(i)社会脆弱性指数(SVI)与开放手术率,(ii)机器人系统和开放手术的可用性,以及(iii)在人口统计学相似的地区,不同机器人进入的开放手术率。研究设计:来自六个来源的数据在邮政编码区域(ZCTA)级别进行链接,以确定医院和提取程序模式、机器人系统的存在和区域特征。回归分析评估SVI与开放手术率之间的关系。然后比较了有和没有机器人系统的医院的开诊率。倾向得分匹配通过机器人访问和SVI水平比较匹配zcta的打开率。结果:社会脆弱性越高,开放性手术率越高(估计值= 0.20;p < 0.01),低脆弱性地区开放性手术率为18.3%,高脆弱性地区开放性手术率为32.7%。在3446个符合条件的zcta中,57%至少有一个机器人系统。没有机器人系统的zcta有更高的开放手术率(42.9 vs. 19.4 / 100例;相对率= 2.21;p < 0.01)。在匹配后(相对比率= 1.66;p < 0.01),对于低、中、高svi地层,以及五种方法中的三种,这种关联仍然显著。结论:在校正地理差异后,机器人手术的可用性与开放手术率的降低有关。
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引用次数: 0
Implementation and Evaluation of the Commission on Cancer's Time to Surgery Quality Metric for Breast Cancer (re Yao 2025-1377). 癌症委员会乳腺癌手术时间质量指标的实施与评价(re Yao 2025-1377)。
IF 3.4 2区 医学 Q1 SURGERY Pub Date : 2026-02-06 DOI: 10.1097/XCS.0000000000001841
Natalie A Gaughan, Chandler S Cortina
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引用次数: 0
From Technique to System: What a National Idea, Development, Exploration, Assessment, and Long-Term IV Audit Teaches Us About Minimally Invasive Left Pancreatectomy. 从技术到系统:微创左胰切除术的国家理念、发展、探索、评估和长期静脉审计给我们的启示。
IF 3.4 2区 医学 Q1 SURGERY Pub Date : 2026-02-06 DOI: 10.1097/XCS.0000000000001838
Stephan Kersting
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引用次数: 0
The State of Female Surgeon-Scientists in Otolaryngology: Head and Neck Surgery. 耳鼻喉科女性外科科学家的现状:头颈外科。
IF 3.4 2区 医学 Q1 SURGERY Pub Date : 2026-02-05 DOI: 10.1097/XCS.0000000000001836
Nikitha Kosaraju, Donald P Keating, Yifei Ma, Grace S Kim, Konstantina M Stankovic, Lindsay S Moore

Objective: 1) Analyze National Institutes of Health grant disbursement to female otolaryngologists, 2) compare funding patterns to those of ophthalmology and neurosurgery, and 3) provide strategies to increase female surgeon-scientists.

Methods: The principal investigators of K, R, and U grants in each specialty were collected from the National Institutes of Health Research Portfolio Online Reporting Tools Expenditures and Results for 2000-2021. To factor in the number of females versus males, the number of female or male grant holders was divided by the respective number of female or male physicians in each field for proportional analysis. Conversion rates of K to R or U grants were calculated.

Results: Otolaryngology had a 1.46 times higher rate of female K grant holders (p=0.02), and a trend of 1.27 times higher rate of female R and U grant holders than male grant holders (p=0.13). Neurosurgery had 2.23 times greater rate of female K grant holders (p<0.01), and 2.62 times greater rate of female R and U grant holders than otolaryngology (p<0.01). Ophthalmology trended to have a 0.25 times higher rate of female K grant holders (p=0.24), but a 0.19 times lower rate of R and U grant holders than otolaryngology (p=0.12). Female otolaryngology grant holders tended to convert at a 24.4% lower rate than males (p=0.13).

Conclusion: Female otolaryngology surgeon-scientists' success in obtaining funding reflects successful prior initiatives and holds promise for increased female representation in leadership. However, there are fewer female otolaryngology grant holders compared to neurosurgery, illuminating the need for continued efforts.

目的:1)分析美国国立卫生研究院对女性耳鼻喉科医生的资助情况,2)与眼科和神经外科医生的资助模式进行比较,3)提供增加女性外科科学家的策略。方法:从2000-2021年美国国立卫生研究院投资组合在线报告工具支出和结果中收集每个专业K、R和U拨款的主要研究者。为了考虑女性与男性的比例,将女性或男性资助持有人的数量除以每个领域的女性或男性医生的数量,进行比例分析。计算了K到R或U补助金的转化率。结果:耳鼻喉科女性K资助获得者比例为男性的1.46倍(p=0.02),女性R和U资助获得者比例为男性的1.27倍(p=0.13)。结论:女性耳鼻喉外科医生获得资金的成功反映了成功的前期倡议,并有望增加女性在领导中的代表性。然而,与神经外科相比,女性耳鼻喉科的资助持有人较少,这说明需要继续努力。
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引用次数: 0
Governance Framework for Safe and Ethical Implementation of Artificial Intelligence in Surgery: A Modified-Delphi Consensus. 人工智能在外科手术中安全和伦理实施的治理框架:修正的德尔菲共识。
IF 3.4 2区 医学 Q1 SURGERY Pub Date : 2026-02-05 DOI: 10.1097/XCS.0000000000001834
Abbas M Hassan, J Henk Coert, Mark W Clemens, Aladdin H Hassanein, Jennifer F Waljee, Jonas A Nelson, Babak J Mehrara, Jesse C Selber

Background: Artificial intelligence (AI)-enabled clinical decision support systems (CDSS) demonstrate performance comparable or superior to human experts in certain tasks. However, their integration into surgical practice faces a significant implementation gap, alongside ethical, privacy, and legal concerns. Clear governance frameworks are needed to guide their responsible adoption in surgery, to prevent inconsistent application, care quality variation, and exacerbation of algorithmic bias. Herein, we establish a systematic, evidence-based, and consensus-driven framework to guide the ethical, effective, and sustainable adoption of AI-enabled CDSS in surgery.

Methods: A systematic literature review was conducted of PubMed, Cochrane Library, Medline, and Embase databases until 2024 to identify key governance themes. The themes informed the generation of candidate items, which were then refined through a multi-round expert panel consensus process utilizing a modified Delphi approach to produce the final framework.

Results: Thematic analysis of 80 full-text articles meeting inclusion criteria identified four overarching themes for AI governance: (1) Technical Prerequisites and Model Design, (2) Clinical Implementation and Human Factors, (3) Ethics, Safety, and Trustworthiness, and (4) Bias, Fairness, and Equity. Panel consensus evaluation resulted in the development of a 19-item framework.

Conclusions: The consensus-driven framework presented herein provides foundational guidance essential for navigating the complexities of implementing AI-enabled CDSS safely and ethically in surgery. Addressing the considerations outlined across these four core themes can facilitate the responsible adoption of AI, accelerating the transition towards an advanced, data-driven surgical practice while mitigating potential risks.

背景:人工智能(AI)支持的临床决策支持系统(CDSS)在某些任务中表现出与人类专家相当或更好的性能。然而,将它们整合到外科实践中面临着重大的实施差距,以及伦理、隐私和法律问题。需要明确的治理框架来指导它们在手术中负责任的采用,以防止应用不一致、护理质量变化和算法偏见加剧。在此,我们建立了一个系统的、循证的、共识驱动的框架,以指导在手术中采用人工智能支持的CDSS的伦理、有效和可持续。方法:对PubMed、Cochrane Library、Medline和Embase数据库进行系统文献综述,直至2024年确定关键治理主题。这些主题为候选项目的生成提供了信息,然后通过使用改进的德尔菲方法的多轮专家小组共识过程对候选项目进行细化,以产生最终框架。结果:对80篇符合纳入标准的全文文章进行专题分析,确定了人工智能治理的四个总体主题:(1)技术先决条件和模型设计,(2)临床实施和人为因素,(3)伦理、安全和可信赖性,以及(4)偏见、公平和公平。小组协商一致评价的结果是制定了一个包含19个项目的框架。结论:本文提出的共识驱动框架为在手术中安全和道德地实施人工智能支持的CDSS的复杂性提供了必要的基础指导。解决这四个核心主题中概述的考虑因素可以促进负责任地采用人工智能,加速向先进的、数据驱动的外科实践过渡,同时降低潜在风险。
{"title":"Governance Framework for Safe and Ethical Implementation of Artificial Intelligence in Surgery: A Modified-Delphi Consensus.","authors":"Abbas M Hassan, J Henk Coert, Mark W Clemens, Aladdin H Hassanein, Jennifer F Waljee, Jonas A Nelson, Babak J Mehrara, Jesse C Selber","doi":"10.1097/XCS.0000000000001834","DOIUrl":"https://doi.org/10.1097/XCS.0000000000001834","url":null,"abstract":"<p><strong>Background: </strong>Artificial intelligence (AI)-enabled clinical decision support systems (CDSS) demonstrate performance comparable or superior to human experts in certain tasks. However, their integration into surgical practice faces a significant implementation gap, alongside ethical, privacy, and legal concerns. Clear governance frameworks are needed to guide their responsible adoption in surgery, to prevent inconsistent application, care quality variation, and exacerbation of algorithmic bias. Herein, we establish a systematic, evidence-based, and consensus-driven framework to guide the ethical, effective, and sustainable adoption of AI-enabled CDSS in surgery.</p><p><strong>Methods: </strong>A systematic literature review was conducted of PubMed, Cochrane Library, Medline, and Embase databases until 2024 to identify key governance themes. The themes informed the generation of candidate items, which were then refined through a multi-round expert panel consensus process utilizing a modified Delphi approach to produce the final framework.</p><p><strong>Results: </strong>Thematic analysis of 80 full-text articles meeting inclusion criteria identified four overarching themes for AI governance: (1) Technical Prerequisites and Model Design, (2) Clinical Implementation and Human Factors, (3) Ethics, Safety, and Trustworthiness, and (4) Bias, Fairness, and Equity. Panel consensus evaluation resulted in the development of a 19-item framework.</p><p><strong>Conclusions: </strong>The consensus-driven framework presented herein provides foundational guidance essential for navigating the complexities of implementing AI-enabled CDSS safely and ethically in surgery. Addressing the considerations outlined across these four core themes can facilitate the responsible adoption of AI, accelerating the transition towards an advanced, data-driven surgical practice while mitigating potential risks.</p>","PeriodicalId":17140,"journal":{"name":"Journal of the American College of Surgeons","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2026-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146125403","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
Surgical and Oncologic Outcomes After Pancreatectomy for Pancreatic Neuroendocrine Tumor in Multiple Endocrine Neoplasia Type 1 and von Hippel-Lindau Syndrome: A Large, Multi-Institutional, Cohort Study. 1型多发性内分泌瘤和von Hippel-Lindau综合征胰腺神经内分泌肿瘤切除术后的手术和肿瘤预后:一项大型、多机构、队列研究。
IF 3.4 2区 医学 Q1 SURGERY Pub Date : 2026-02-03 DOI: 10.1097/XCS.0000000000001829
Liti Zhang, Marco Ventin, Shahrzad Arya, Alexandra Gangi, Andrew E Hendifar, Nicholas N Nissen, Alice C Wei, Amer H Zureikat, Jin He, Cristina R Ferrone

Background: Pancreatic neuroendocrine tumors (PNETs) are associated with multiple endocrine neoplasia type 1 (MEN1) and von Hippel-Lindau syndrome (VHL) yet data regarding surgical outcomes in these patients is lacking. This study compared outcomes after pancreatectomy across a large cohort of sporadic, MEN1-, and VHL-PNET patients.

Study design: Retrospective analysis of pancreatectomies for PNETs performed at five institutions in the United States between 2000-2023 as part of the PAncreatic Neuroendocrine Disease Alliance (PANDA). All adult patients with MEN1- and VHL-associated PNETs were included. Adult sporadic PNET patients with overall survival and tumor grade data were included.

Results: Of 1,527 patients, 73 had MEN1, 26 had VHL, and 1,428 had sporadic PNETs. Majority were male (54%) with median age of 59 years (IQR 50-68). Median follow-up was 53 months. MEN1 and VHL patients were significantly younger and had more pancreatic head and multifocal disease compared to sporadic patients. MEN1 patients had more functional tumors (19.2% vs 10.9% sporadic vs 3.8% VHL, p=0.045). Formal resection was most common while enucleation occurred in 9.4%, 6.8%, and 3.8% of sporadic, MEN1-, and VHL-PNETs respectively. Tumors were predominantly Grade 1/2 (97%) but larger in MEN1 (2.8cm vs 2.3cm sporadic vs 2.5cm VHL, p=0.03). R2 resection occurred in 2.6% of sporadic, 9.6% of MEN1-, and 3.8% of VHL-PNETs. Rates of lymphadenectomy (86-92%), positive lymph nodes (24-31%), and Clavien-Dindo grade ≥3 complications were similar across groups. Progression-free survival (PFS) and overall survival (OS) among groups were not significantly different.

Conclusion: Despite significant differences in age, tumor size, R status, and surgical approach, outcomes including postoperative complications, PFS and OS after surgery are similar between sporadic, MEN1-, and VHL-associated PNET patients at 5-year follow-up.

背景:胰腺神经内分泌肿瘤(PNETs)与多发性内分泌肿瘤1型(MEN1)和von Hippel-Lindau综合征(VHL)相关,但缺乏有关这些患者手术结果的数据。本研究比较了散发性、MEN1-和VHL-PNET患者胰腺切除术后的结果。研究设计:作为胰腺神经内分泌疾病联盟(PANDA)的一部分,回顾性分析2000-2023年间在美国五家机构进行的PNETs胰腺切除术。所有MEN1和vhl相关PNETs的成年患者均被纳入研究。纳入了具有总生存期和肿瘤分级数据的成人散发性PNET患者。结果:1527例患者中,73例为MEN1, 26例为VHL, 1428例为散发性PNETs。多数为男性(54%),中位年龄59岁(IQR 50-68)。中位随访时间为53个月。与散发性患者相比,MEN1和VHL患者明显更年轻,有更多的胰头和多灶性疾病。MEN1患者有更多功能性肿瘤(19.2% vs 10.9% vs 3.8% VHL, p=0.045)。在散发性、MEN1-型和VHL-PNETs中,正规切除最为常见,而去核的发生率分别为9.4%、6.8%和3.8%。肿瘤主要为1/2级(97%),但MEN1更大(2.8cm vs 2.3cm散发性vs 2.5cm VHL, p=0.03)。散发性、MEN1-和VHL-PNETs的R2切除率分别为2.6%、9.6%和3.8%。各组淋巴结切除术(86-92%)、淋巴结阳性(24-31%)和Clavien-Dindo分级≥3级并发症发生率相似。各组间无进展生存期(PFS)和总生存期(OS)无显著差异。结论:尽管年龄、肿瘤大小、R状态和手术方式存在显著差异,但在5年随访中,散发性、MEN1-和vhl相关PNET患者的术后并发症、术后PFS和OS等结果相似。
{"title":"Surgical and Oncologic Outcomes After Pancreatectomy for Pancreatic Neuroendocrine Tumor in Multiple Endocrine Neoplasia Type 1 and von Hippel-Lindau Syndrome: A Large, Multi-Institutional, Cohort Study.","authors":"Liti Zhang, Marco Ventin, Shahrzad Arya, Alexandra Gangi, Andrew E Hendifar, Nicholas N Nissen, Alice C Wei, Amer H Zureikat, Jin He, Cristina R Ferrone","doi":"10.1097/XCS.0000000000001829","DOIUrl":"https://doi.org/10.1097/XCS.0000000000001829","url":null,"abstract":"<p><strong>Background: </strong>Pancreatic neuroendocrine tumors (PNETs) are associated with multiple endocrine neoplasia type 1 (MEN1) and von Hippel-Lindau syndrome (VHL) yet data regarding surgical outcomes in these patients is lacking. This study compared outcomes after pancreatectomy across a large cohort of sporadic, MEN1-, and VHL-PNET patients.</p><p><strong>Study design: </strong>Retrospective analysis of pancreatectomies for PNETs performed at five institutions in the United States between 2000-2023 as part of the PAncreatic Neuroendocrine Disease Alliance (PANDA). All adult patients with MEN1- and VHL-associated PNETs were included. Adult sporadic PNET patients with overall survival and tumor grade data were included.</p><p><strong>Results: </strong>Of 1,527 patients, 73 had MEN1, 26 had VHL, and 1,428 had sporadic PNETs. Majority were male (54%) with median age of 59 years (IQR 50-68). Median follow-up was 53 months. MEN1 and VHL patients were significantly younger and had more pancreatic head and multifocal disease compared to sporadic patients. MEN1 patients had more functional tumors (19.2% vs 10.9% sporadic vs 3.8% VHL, p=0.045). Formal resection was most common while enucleation occurred in 9.4%, 6.8%, and 3.8% of sporadic, MEN1-, and VHL-PNETs respectively. Tumors were predominantly Grade 1/2 (97%) but larger in MEN1 (2.8cm vs 2.3cm sporadic vs 2.5cm VHL, p=0.03). R2 resection occurred in 2.6% of sporadic, 9.6% of MEN1-, and 3.8% of VHL-PNETs. Rates of lymphadenectomy (86-92%), positive lymph nodes (24-31%), and Clavien-Dindo grade ≥3 complications were similar across groups. Progression-free survival (PFS) and overall survival (OS) among groups were not significantly different.</p><p><strong>Conclusion: </strong>Despite significant differences in age, tumor size, R status, and surgical approach, outcomes including postoperative complications, PFS and OS after surgery are similar between sporadic, MEN1-, and VHL-associated PNET patients at 5-year follow-up.</p>","PeriodicalId":17140,"journal":{"name":"Journal of the American College of Surgeons","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2026-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146125411","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
Predictive Model for Mild Autonomous Cortisol Secretion in Patients Evaluated in Artificial Intelligence-Driven Adrenal Incidentaloma Clinic. 人工智能驱动肾上腺偶发瘤临床评估患者轻度自主皮质醇分泌的预测模型。
IF 3.4 2区 医学 Q1 SURGERY Pub Date : 2026-02-03 DOI: 10.1097/XCS.0000000000001827
Mehmet Kostek, Chandler McLeod, Julia Kasmirski, Haleigh Negrete, Srini Tridandapani, Micah Cochran, John D Osborne, Andrea Gillis, Herbert Chen, Brenessa Lindeman

Background: Mild Autonomous Cortisol Secretion(MACS) is present in approximately 20-50% of adrenal incidentalomas. These patients do not exhibit the clinical manifestations of overt Cushing's syndrome, and differentiation from Nonfunctional Adrenal Incidentalomas(NFAI) is typically made following a low-dose dexamethasone suppression test. The objective of this study was to develop predictive models to distinguish MACS from NFAI using clinical and radiological parameters.

Study design: This retrospective study included patients evaluated in an Adrenal Incidentaloma Clinic between February 2022 and August 2024 who were diagnosed with either NFAI or MACS. Demographic characteristics, medical and medication history, and radiological features were collected. Patients were randomly divided into training and test cohorts in a 3:1 ratio. Predictive models for MACS were developed using LASSO regression and random forest (RF) algorithms.

Results: A total of 397 patients were included, with 297 allocated to the training set and the remaining 100 to the test set. The mean age was 62.3 years, and 55% (n = 220) of participants were female. MACS was present in 34% (n = 136) of the study population. The most influential predictive factors of MACS were Body Mass Index(BMI), Posterior Adiposity Index, and the number of antihypertensive medications. The LASSO and RF models achieved discrimination with area under the curve(AUC) values of 0.686 and 0.736. At Youden Index thresholds balancing sensitivity and selectivity, LASSO model had 58.8% sensitivity, 75.8% specificity, and 70% accuracy while the RF model had 64.7% sensitivity, 75.8% specificity, and 72% accuracy.

Conclusion: Predictive models incorporating clinical and radiological characteristics offer a promising approach for distinguishing MACS from NFAI in patients with adrenal incidentalomas.

背景:大约20-50%的肾上腺偶发瘤存在轻度自主皮质醇分泌(MACS)。这些患者没有明显的库欣综合征的临床表现,通常通过低剂量地塞米松抑制试验与非功能性肾上腺偶发瘤(NFAI)鉴别。本研究的目的是建立预测模型,利用临床和放射学参数区分MACS和NFAI。研究设计:这项回顾性研究纳入了2022年2月至2024年8月期间在肾上腺偶发瘤诊所评估的被诊断为NFAI或MACS的患者。收集患者的人口统计学特征、用药史和放射学特征。患者按3:1的比例随机分为训练组和测试组。使用LASSO回归和随机森林(RF)算法建立了MACS的预测模型。结果:共纳入397例患者,其中297例分配到训练集,其余100例分配到测试集。平均年龄为62.3岁,55% (n = 220)的参与者为女性。34% (n = 136)的研究人群存在MACS。对MACS影响最大的预测因素是体重指数(BMI)、后臀肥胖指数(Posterior adifat Index)和降压药数量。LASSO和RF模型的曲线下面积(AUC)分别为0.686和0.736。在平衡敏感性和选择性的约登指数阈值下,LASSO模型的敏感性为58.8%,特异性为75.8%,准确性为70%,而RF模型的敏感性为64.7%,特异性为75.8%,准确性为72%。结论:结合临床和放射学特征的预测模型为区分肾上腺偶发瘤患者的MACS和NFAI提供了一种有希望的方法。
{"title":"Predictive Model for Mild Autonomous Cortisol Secretion in Patients Evaluated in Artificial Intelligence-Driven Adrenal Incidentaloma Clinic.","authors":"Mehmet Kostek, Chandler McLeod, Julia Kasmirski, Haleigh Negrete, Srini Tridandapani, Micah Cochran, John D Osborne, Andrea Gillis, Herbert Chen, Brenessa Lindeman","doi":"10.1097/XCS.0000000000001827","DOIUrl":"https://doi.org/10.1097/XCS.0000000000001827","url":null,"abstract":"<p><strong>Background: </strong>Mild Autonomous Cortisol Secretion(MACS) is present in approximately 20-50% of adrenal incidentalomas. These patients do not exhibit the clinical manifestations of overt Cushing's syndrome, and differentiation from Nonfunctional Adrenal Incidentalomas(NFAI) is typically made following a low-dose dexamethasone suppression test. The objective of this study was to develop predictive models to distinguish MACS from NFAI using clinical and radiological parameters.</p><p><strong>Study design: </strong>This retrospective study included patients evaluated in an Adrenal Incidentaloma Clinic between February 2022 and August 2024 who were diagnosed with either NFAI or MACS. Demographic characteristics, medical and medication history, and radiological features were collected. Patients were randomly divided into training and test cohorts in a 3:1 ratio. Predictive models for MACS were developed using LASSO regression and random forest (RF) algorithms.</p><p><strong>Results: </strong>A total of 397 patients were included, with 297 allocated to the training set and the remaining 100 to the test set. The mean age was 62.3 years, and 55% (n = 220) of participants were female. MACS was present in 34% (n = 136) of the study population. The most influential predictive factors of MACS were Body Mass Index(BMI), Posterior Adiposity Index, and the number of antihypertensive medications. The LASSO and RF models achieved discrimination with area under the curve(AUC) values of 0.686 and 0.736. At Youden Index thresholds balancing sensitivity and selectivity, LASSO model had 58.8% sensitivity, 75.8% specificity, and 70% accuracy while the RF model had 64.7% sensitivity, 75.8% specificity, and 72% accuracy.</p><p><strong>Conclusion: </strong>Predictive models incorporating clinical and radiological characteristics offer a promising approach for distinguishing MACS from NFAI in patients with adrenal incidentalomas.</p>","PeriodicalId":17140,"journal":{"name":"Journal of the American College of Surgeons","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2026-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146125380","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
Personal Statements in the Age of Artificial Intelligence: The Problem of Bias. 人工智能时代的个人陈述:偏见问题。
IF 3.4 2区 医学 Q1 SURGERY Pub Date : 2026-02-03 DOI: 10.1097/XCS.0000000000001832
Brian C Kellogg, Matthew J Vaccaro, Angelo A Leto Barone
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引用次数: 0
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Journal of the American College of Surgeons
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