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The American Cancer Society National Lung Cancer Roundtable strategic plan: Introduction 美国癌症协会全国肺癌圆桌会议战略计划:导言
IF 6.1 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-20 DOI: 10.1002/cncr.35385
Ella A. Kazerooni MD, MS, Douglas E. Wood MD, Lauren S. Rosenthal MPH, Robert A. Smith PhD

Lung cancer is the leading cause of cancer death in the United States and across the world. The American Cancer Society National Lung Cancer Roundtable (ACS NLCRT) was established in 2017 as a consortium of public, private, and voluntary organizations with a mission to lower the impact of lung cancer via prevention, early detection, and optimal therapy. The ACS NLCRT supports a comprehensive scope of work that covers the lung cancer continuum, from risk reduction, tobacco prevention and control, and early detection (screening and incidental lung nodule management) to guideline-based staging, biomarker testing, treatment, and survivorship and overarching issues such as stigma and nihilism, health equity, and tactical approaches such as state coalition efforts and policy initiatives. Applying a multidimensional and multisector approach, over 220 public, private, and government agency member organizations and 250 volunteer experts, patients, and caregiver advocate representatives collaborate to address challenges across the lung cancer continuum by catalyzing action to conceive, build, and strengthen innovative solutions. The wide-ranging membership allows the ACS NLCRT to harness the collective power and expertise of the entire lung cancer community by connecting leaders, communities, and systems to improve equity and access. These national, state, and local relationships provide partnerships for the dissemination of ACS NLCRT–developed tools and resources. This article describes the ACS NLCRT and introduces the series of accompanying and future articles that together make up the ACS NLCRT strategic plan, which provides a roadmap for future research, investment, and collaboration to reduce lung cancer mortality and lung cancer–related stigma and enhance survivorship.

肺癌是美国乃至全球癌症死亡的主要原因。美国癌症协会全国肺癌圆桌会议(ACS NLCRT)成立于 2017 年,是一个由公共、私营和志愿组织组成的联盟,其使命是通过预防、早期检测和最佳治疗来降低肺癌的影响。ACS NLCRT 支持全面的工作范围,涵盖肺癌的连续性,从降低风险、烟草预防和控制、早期检测(筛查和偶发肺结节管理)到基于指南的分期、生物标志物检测、治疗和幸存者,以及污名化和虚无主义、健康公平等首要问题,以及州联盟努力和政策倡议等战术方法。通过采用多维度和多部门的方法,220 多个公共、私营和政府机构成员组织以及 250 名志愿专家、患者和护理人员倡导者代表通力合作,通过促进行动来构思、建立和加强创新解决方案,从而应对肺癌持续发展过程中的各种挑战。ACS NLCRT 拥有广泛的成员,能够通过将领导者、社区和系统联系起来,利用整个肺癌社区的集体力量和专业知识来改善公平性和可及性。这些国家、州和地方关系为传播 ACS NLCRT 开发的工具和资源提供了合作伙伴关系。本文介绍了 ACS NLCRT,并介绍了一系列随附文章和未来文章,这些文章共同构成了 ACS NLCRT 战略计划,该计划为未来的研究、投资和合作提供了路线图,以降低肺癌死亡率和肺癌相关的耻辱感,并提高生存率。
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引用次数: 0
Identification of HEPACAM2 as a novel and specific marker of small cell carcinoma. 将 HEPACAM2 鉴定为小细胞癌的新型特异性标记物。
IF 6.1 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-20 DOI: 10.1002/cncr.35557
Karen S McColl, Abhishek Ajay, Han Wang, Gary M Wildey, Suzy Yoon, Brandon Grubb, Shelby R Kopp, Peronne L Joseph, Michela Saviana, Giulia Romano, Patrick Nana-Sinkam, Craig D Peacock, Zixi Yun, Wadad Mneimneh, Minh Lam, Masaru Miyagi, Hung-Ying Kao, Afshin Dowlati

Background: Small cell lung cancer (SCLC) is the most aggressive neuroendocrine lung cancer, with a dismal 5-year survival rate. No reliable biomarkers or imaging are available for early SCLC detection. In a search for a specific marker of SCLC, this study identified that hepatocyte cell adhesion molecule 2 (HEPACAM2), a member of the immunoglobulin-like superfamily, is highly and specifically expressed in SCLC.

Methods: This study investigated HEPACAM2 expression in patients with SCLC via RNA sequencing and evaluated its relationship to progression-free survival (PFS) and overall survival (OS). Immunofluorescence microscopy was used to assess the cellular location of HEPACAM2 and to conduct in vitro and in vivo studies to understand its expression and functional significance. These findings were integrated with databases of patients with SCLC.

Results: HEPACAM2 is highly expressed and specific to SCLC. HEPACAM2 levels are inversely correlated with PFS and OS in patients with SCLC and are expressed at all stages. Moreover, HEPACAM2 messenger RNA and its peptides can be detected in the secretomes in cell lines. Positively correlated with ASCL1 expression in SCLC tumors, HEPACAM2 is localized primarily to the plasma membrane and linked to extracellular matrix signaling and cellular migration. A loss of HEPACAM2 in SCLC cells attenuated ASCL1 and MYC expression. Consistent with clinical data, in vitro and in vivo studies suggested that HEPACAM2 promotes cancer cell growth.

Conclusions: With its remarkable specificity, high expression, presence in early disease, and extracellular secretion, HEPACAM2 could be a potential diagnostic cell surface biomarker for early SCLC detection. These findings warrant further investigation into its role in the pathobiology of SCLC.

背景:小细胞肺癌(SCLC)是侵袭性最强的神经内分泌肺癌,5 年生存率极低。目前尚无可靠的生物标志物或成像技术用于早期检测小细胞肺癌。为了寻找SCLC的特异性标志物,本研究发现肝细胞粘附分子2(HEPACAM2)是免疫球蛋白样超家族的成员,在SCLC中高度特异性表达:本研究通过RNA测序调查了HEPACAM2在SCLC患者中的表达情况,并评估了其与无进展生存期(PFS)和总生存期(OS)的关系。免疫荧光显微镜用于评估HEPACAM2的细胞位置,并进行体外和体内研究,以了解其表达和功能意义。这些研究结果与SCLC患者数据库进行了整合:结果:HEPACAM2在SCLC中高度表达且具有特异性。HEPACAM2水平与SCLC患者的PFS和OS成反比,并且在所有阶段均有表达。此外,HEPACAM2信使RNA及其多肽可在细胞系的分泌物中检测到。HEPACAM2与SCLC肿瘤中ASCL1的表达呈正相关,主要定位于质膜,与细胞外基质信号转导和细胞迁移有关。在SCLC细胞中缺失HEPACAM2会降低ASCL1和MYC的表达。体外和体内研究表明,HEPACAM2能促进癌细胞生长,这与临床数据一致:HEPACAM2具有明显的特异性、高表达、存在于早期疾病中以及细胞外分泌等特点,可作为早期SCLC检测的潜在细胞表面生物标志物。这些发现值得进一步研究其在 SCLC 病理生物学中的作用。
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引用次数: 0
The American Cancer Society National Lung Cancer Roundtable strategic plan: Lung cancer in women 美国癌症协会全国肺癌圆桌会议战略计划:女性肺癌。
IF 6.1 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-20 DOI: 10.1002/cncr.35083
Leah M. Backhus MD, MPH, Ching-Fei Chang MD, Lori C. Sakoda PhD, MPH, Shonta R. Chambers MSW, Louise M. Henderson PhD, MSPH, Claudia I. Henschke PhD, MD, Gina J. Hollenbeck RN, BSN, Francine L. Jacobson MD, MPH, Linda W. Martin MD, MPH, Elridge D. Proctor MPA, Joan H. Schiller MD, Jill M. Siegfried PhD, Juan P. Wisnivesky MD, DrPH, Andrea S. Wolf MD, MPH, Ahmedin Jemal DVM, PhD, Karen Kelly MD, Kim L. Sandler MD, Patricia N. Watkins BS, Robert A. Smith PhD, M. Patricia Rivera MD

Lung cancer in women is a modern epidemic and represents a global health crisis. Cigarette smoking remains the most important risk factor for lung cancer in all patients and, among women globally, rates of smoking continue to increase. Although some data exist supporting sex-based differences across the continuum of lung cancer, there is currently a dearth of research exploring the differences in risk, biology, and treatment outcomes in women. Consequently, the American Cancer Society National Lung Cancer Roundtable recognizes the urgent need to promote awareness and future research that will close the knowledge gaps regarding lung cancer in women. To this end, the American Cancer Society National Lung Cancer Roundtable Task Group on Lung Cancer in Women convened a summit undertaking the following to: (1) summarize existing evidence and identify knowledge gaps surrounding the epidemiology, risk factors, biologic differences, and outcomes of lung cancer in women; (2) develop and prioritize research topics and questions that address research gaps and advance knowledge to improve quality of care of lung cancer in women; and (3) propose strategies for future research.

Plain language summary

  • Lung cancer is the leading cause of cancer mortality in women, and, despite comparatively lower exposures to occupational and environmental carcinogens compared with men, disproportionately higher lung cancer rates in women who ever smoked and women who never smoked call for increased awareness and research that will close the knowledge gaps regarding lung cancer in women.

女性肺癌是一种现代流行病,代表着全球健康危机。吸烟仍然是所有患者罹患肺癌的最重要风险因素,而在全球范围内,女性吸烟率仍在持续上升。虽然有一些数据支持肺癌的性别差异,但目前探索女性在风险、生物学和治疗效果方面差异的研究还很缺乏。因此,美国癌症协会全国肺癌圆桌会议认识到,迫切需要提高对女性肺癌的认识,并促进未来的研究,以填补有关女性肺癌的知识空白。为此,美国癌症协会全国肺癌圆桌会议女性肺癌工作组召开了一次峰会,以开展以下工作:(1) 总结现有证据并确定有关女性肺癌流行病学、风险因素、生物学差异和预后的知识差距;(2) 制定并优先考虑研究课题和问题,以解决研究差距并增进知识,从而提高女性肺癌的治疗质量;(3) 提出未来研究战略。白话摘要:肺癌是女性癌症死亡的主要原因,尽管与男性相比,女性暴露于职业和环境致癌物质的程度相对较低,但曾经吸烟的女性和从不吸烟的女性患肺癌的比例却高得不成比例,这就要求我们提高对女性肺癌的认识,并开展相关研究,以缩小在女性肺癌方面的知识差距。
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引用次数: 0
Combination of immune checkpoint inhibitors and radiotherapy in locally advanced esophagogastric junction adenocarcinoma: A review 局部晚期食管胃交界处腺癌的免疫检查点抑制剂与放疗联合疗法:综述
IF 6.1 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-19 DOI: 10.1002/cncr.35561
Romina Abyaneh MD, Reza Ghalehtaki MD, Nina N. Sanford MD

Esophagogastric adenocarcinoma (EGJ-AC) poses a significant global health burden, characterized by high incidence rates and poor prognosis. Despite advancements in treatment modalities, including surgery, chemotherapy, and radiation therapy (RT), locally advanced EGJ-AC management remains challenging. Various preclinical and clinical studies have provided insights into the synergistic effects of combining immune checkpoint inhibitors (ICIs) with RT, further supporting the combination therapy in EGJ-AC. Immunotherapy, particularly ICIs, has emerged as a promising therapeutic approach in various malignancies, including EGJ-AC. This narrative review aims to critically examine the rationale behind combining ICIs with standard treatment modalities, including RT or chemoradiotherapy, in the preoperative setting for locally advanced EGJ-AC. A comprehensive literature search identified eight phase 2 randomized clinical trials evaluating the safety profile and oncologic outcomes of adding ICI agents to neoadjuvant chemoradiotherapy in this population. The results of enrolled trials show that the combination of ICIs with standard treatment modalities is a promising approach for improving survival and pathological response in patients with locally advanced EGJ-AC. This combination treatment was associated with mostly grade 1–2 immune-related toxicities, indicating its safety and tolerability. There were higher rates of complete or major pathologic responses compared to historical controls. Further studies, including large-scale randomized controlled trials, are needed to address remaining questions regarding the efficacy, safety, and long-term outcomes of combination therapy in this population.

食管胃腺癌(EGJ-AC)的发病率高、预后差,给全球健康带来沉重负担。尽管手术、化疗和放疗(RT)等治疗方式取得了进步,但局部晚期食管胃腺癌的治疗仍然充满挑战。各种临床前和临床研究深入揭示了免疫检查点抑制剂(ICIs)与 RT 联合治疗的协同效应,进一步支持了 EGJ-AC 的联合治疗。免疫疗法,尤其是 ICIs,已成为包括 EGJ-AC 在内的各种恶性肿瘤中一种前景广阔的治疗方法。这篇叙述性综述旨在批判性地研究在局部晚期EGJ-AC的术前治疗中将ICIs与标准治疗方式(包括RT或化学放疗)相结合的理由。通过全面的文献检索发现了八项二期随机临床试验,这些试验评估了在新辅助化放疗中加入 ICI 药物的安全性和肿瘤治疗效果。入选试验的结果表明,将 ICIs 与标准治疗模式相结合是一种很有前景的方法,可提高局部晚期 EGJ-AC 患者的生存率和病理反应。这种联合疗法大多伴有 1-2 级免疫相关毒性反应,表明其安全性和耐受性良好。与历史对照组相比,完全或主要病理反应率更高。还需要进一步的研究,包括大规模随机对照试验,以解决该人群中有关联合疗法的疗效、安全性和长期疗效的其余问题。
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引用次数: 0
Focus on fertility in female adolescents and young adults with cancer 关注女性青少年和青年癌症患者的生育问题
IF 6.1 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-15 DOI: 10.1002/cncr.35562
Shiyi Huang MMed, Hangyu Liu MMed
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引用次数: 0
Tailoring language for genitourinary function in patients with newly diagnosed prostate cancer to facilitate discussions in diverse populations and overcome health literacy barriers 为新诊断前列腺癌患者的泌尿生殖功能定制语言,以促进不同人群的讨论并克服健康知识障碍
IF 6.1 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-10 DOI: 10.1002/cncr.35498
Kerry L. Kilbridge MD, MSc, Dattatraya Patil MBBS, MPH, Christopher Paul Filson MD, MS, Joseph W. Shelton MD, Sierra Williams Thomson BS, Cecilia H. Rosenbaum MD, Emily C. Rothmann BA, William Martin-Doyle MD, Quoc-Dien Trinh MD, MBA, Vikram M. Narayan MD, Viraj A. Master MD, PhD

Background

Poor comprehension of prostate cancer (PCa) medical terms can create barriers to PCa treatment discussions. The authors measured comprehension of PCa terms and its relationship to health literacy in a group of Black men who were newly diagnosed with PCa. They examined whether tailoring communication with alternative colloquial words would be helpful and acceptable.

Methods

Patients were recruited from urology clinics (N = 152). After they met with their providers to discuss PCa treatment options, they participated in an educational supplement delivered as a structured interview. The supplement tailored PCa treatment information by allowing men to choose between colloquial and medical terms for genitourinary (GU) function. Health literacy was measured using the Rapid Estimate of Adult Literacy in Medicine, and comprehension of common PCa terms was assessed using published methods. Pearson correlation was used to estimate the association between health literacy and comprehension of PCa terms. Spearman rank correlation (r) was used to assess the relation between the total number of medical terms preferred (range, 0–10) and Rapid Estimate of Adult Literacy in Medicine scores (range, 0–66).

Results

Most patients (62%) had low health literacy, which was strongly correlated with their understanding of PCa terms (r = 0.526; p < .001). Poor comprehension of many PCa terms established the need to use alternative language for GU function (only 20% knew the word incontinence). There was a statistically significant positive association between the number of medical terms preferred and health literacy (r = 0.358; p < .001). A majority of patients (91%) preferred a mixture of medical and colloquial terms.

Conclusions

Tailoring communications with colloquial terms for GU function was preferred by most patients regardless of health literacy.

背景对前列腺癌(PCa)医学术语的理解能力较差会对讨论 PCa 治疗造成障碍。作者测量了一组新诊断出患有 PCa 的黑人男性对 PCa 术语的理解能力及其与健康素养的关系。他们研究了使用替代性口语词汇进行有针对性的交流是否会有所帮助并为人们所接受。他们与医生会面讨论 PCa 治疗方案后,参加了以结构化访谈形式提供的教育补充材料。该补充材料允许男性在泌尿生殖系统(GU)功能的口语和医学术语之间进行选择,从而为他们量身定制了 PCa 治疗信息。健康素养采用成人医学素养快速评估法进行测量,常见 PCa 术语的理解能力采用已公布的方法进行评估。Pearson相关性用于估算健康素养与PCa术语理解力之间的关系。结果大多数患者(62%)的健康素养较低,这与他们对 PCa 术语的理解能力密切相关(r = 0.526; p <.001)。由于对许多 PCa 术语的理解能力较差,因此有必要使用其他语言来描述 GU 功能(只有 20% 的患者知道大小便失禁一词)。在统计学上,首选医学术语的数量与健康素养之间存在明显的正相关(r = 0.358; p <.001)。大多数患者(91%)倾向于混合使用医学术语和口语化术语。
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引用次数: 0
Genitourinary cancer and family: The reverberating psychological and cardiovascular effects of a genitourinary cancer diagnosis on first-degree relatives and spouses 泌尿生殖系统癌症与家庭:泌尿生殖系统癌症诊断对一级亲属和配偶的心理和心血管影响。
IF 6.1 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-09 DOI: 10.1002/cncr.35486
Mouneeb M. Choudry MD, Nicole Murray MD, Kassandra Dindinger-Hill BS, Jacob Ambrose MS, Trevor C. Hunt MD, Joshua Horns PhD, Christopher Martin MD, Benjamin Haaland PhD, William Lowrance MD, Heidi A. Hanson PhD, Richard Matern MD, Patrick C. Cartwright MD, Brock O’Neil MD

Background

The psychological and cardiovascular health impacts on family members of patients who have been diagnosed with cancer have not been well characterized. The purpose of this study is to determine whether a family member’s cancer diagnosis influences the risk of psychological illness and cardiovascular disease in first-degree relatives and spouses of patients affected by cancer.

Methods

This retrospective cohort analysis evaluated the risk of psychological illness and cardiovascular disease in first-degree relatives and spouses of patients diagnosed with a genitourinary cancer between 1990 and 2015 compared to relatives of those not diagnosed with a genitourinary cancer. The Utah Population Database was used and familial linkage was determined. Follow-up included 1-, 3-, and 5-year intervals. Patients residing outside of Utah and first-degree relatives and spouses with psychological or cardiovascular disease diagnosed before a family member’s cancer diagnosis were excluded.

Results

A total of 49,284 patients with a genitourinary cancer were identified with 77,938 first-degree relatives and spouses. A matched control group included 246,775 patients with 81,022 first-degree relatives and spouses. Via Cox proportional hazards models, a 10% increased risk of developing a psychological illness (hazard ratio [HR], 1.10; 95% CI, 1.00–1.20) and a 28% increased risk of developing cardiovascular disease (HR, 1.28; 95% CI, 1.17–1.41) at 1 year after a family member’s cancer diagnosis were found.

Conclusions

This study provides population-level evidence to support the hypothesis that cancer diagnoses will lead to adverse health outcomes for family members of patients with cancer. Increased clinical attention and support are needed to reduce the harm to families caused by cancer.

背景:被诊断为癌症患者的家庭成员对其心理和心血管健康的影响尚未得到很好的描述。本研究旨在确定家庭成员的癌症诊断是否会影响癌症患者一级亲属和配偶患心理疾病和心血管疾病的风险:这项回顾性队列分析评估了 1990 年至 2015 年间确诊为泌尿生殖系统癌症患者的一级亲属和配偶与未确诊为泌尿生殖系统癌症患者的亲属相比患心理疾病和心血管疾病的风险。研究使用了犹他州人口数据库,并确定了家族联系。随访包括 1 年、3 年和 5 年间隔。不包括居住在犹他州以外的患者以及在家庭成员确诊癌症前患有心理或心血管疾病的一级亲属和配偶:结果:共发现 49,284 名泌尿生殖系统癌症患者和 77,938 名一级亲属及配偶。匹配对照组包括 246775 名患者和 81022 名一级亲属及配偶。通过 Cox 比例危险模型发现,在家庭成员确诊癌症 1 年后,患心理疾病的风险增加了 10%(危险比 [HR],1.10;95% CI,1.00-1.20),患心血管疾病的风险增加了 28%(HR,1.28;95% CI,1.17-1.41):本研究提供了人群水平的证据,支持癌症诊断将导致癌症患者家庭成员的不良健康后果这一假设。需要加强临床关注和支持,以减少癌症对家庭造成的伤害。
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引用次数: 0
Clinicopathologic and prognostic characteristics of tumor budding-like in giant cell tumor of bone 骨巨细胞瘤中肿瘤萌芽样的临床病理和预后特征。
IF 6.1 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-06 DOI: 10.1002/cncr.35551
Bo-Wen Zheng MD, PhD, Bo-Yv Zheng MS, Zhen Yang MD, PhD, Hua-Qing Niu MS, Guo-Qiang Zhu MD, PhD, Ming-Xiang Zou MD, PhD, Fu-Sheng Liu MD, PhD, Chao Xia MD, PhD

Background

Currently, tumor budding (TB) is defined as an important factor for a poor prognosis in various types of cancers. The authors identified a significant presence of TB-like structures at the tumor invasive front in giant cell tumor of bone (GCTB), which may have the same biologic function as TB. The objective of this report was to describe the distribution of TB in GCTB and investigate its correlation with clinicopathologic characteristics, the immune microenvironment, survival prognosis, and response to denosumab treatment.

Methods

This multicenter cohort study included 426 patients with GCTB who received treatment between 2012 and 2021 at four centers. Two independent pathologists performed visual assessments of TBL structures in hematoxylin-and-eosin–stained tumor sections. Immunohistochemistry was used to evaluate tumor-infiltrating lymphocyte subtypes (CD3-positive, CD4-positive, CD8-positive, CD20-positive, programmed cell death protein-1–positive, programmed cell death-ligand 1positive, and FoxP3-positive) as well as Ki-67 expression levels in 426 tissue samples. These parameters were then analyzed for associations with patient outcomes (local recurrence-free survival [LRFS] and overall survival [OS]), clinicopathologic characteristics, and response to denosumab treatment.

Results

High-grade TB was associated with poorer LRFS and OS in both patient groups. In addition, TB was correlated with various clinicopathologic features, tumor-infiltrating lymphocyte expression, and response to denosumab treatment. TB outperformed the traditional Enneking and Campanacci staging systems in predicting patient LRFS and OS.

Conclusions

The current data support the assessment of TBL structures as a reliable prognostic tool in GCTB, potentially aiding in the development of personalized treatment strategies for patients.

背景:目前,肿瘤出芽(TB)被定义为各类癌症预后不良的重要因素。作者发现骨巨细胞瘤(GCTB)的肿瘤侵袭前沿存在大量 TB 样结构,可能与 TB 具有相同的生物学功能。本报告旨在描述 TB 在 GCTB 中的分布,并研究其与临床病理特征、免疫微环境、生存预后以及对地诺单抗治疗的反应的相关性:这项多中心队列研究纳入了2012年至2021年间在四个中心接受治疗的426例GCTB患者。两名独立病理学家对苏木精-伊红染色的肿瘤切片中的TBL结构进行目测评估。免疫组化技术用于评估426份组织样本中的肿瘤浸润淋巴细胞亚型(CD3阳性、CD4阳性、CD8阳性、CD20阳性、程序性细胞死亡蛋白-1阳性、程序性细胞死亡配体1阳性和FoxP3阳性)以及Ki-67表达水平。然后分析了这些参数与患者预后(无局部复发生存率[LRFS]和总生存率[OS])、临床病理特征以及对地诺单抗治疗的反应之间的关系:结果:在两组患者中,高级别结核均与较差的无局部复发生存期(LRFS)和总生存期(OS)相关。此外,TB与各种临床病理特征、肿瘤浸润淋巴细胞表达以及对地诺单抗治疗的反应相关。TB在预测患者的LRFS和OS方面优于传统的Enneking和Campanacci分期系统:目前的数据支持将TBL结构评估作为GCTB的可靠预后工具,这可能有助于为患者制定个性化治疗策略。
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引用次数: 0
Imatinib adherence prediction using machine learning approach in patients with gastrointestinal stromal tumor. 利用机器学习方法预测胃肠道间质瘤患者的伊马替尼依从性
IF 6.1 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-06 DOI: 10.1002/cncr.35548
Li Liu, Ze Yu, Hefen Chen, Zhujun Gong, Xiao Huang, Linhua Chen, Ziying Fan, Jinyuan Zhang, Jiannan Yan, Hongkun Tian, Xiangyu Zeng, Zhiliang Chen, Peng Zhang, Hong Zhou

Background: Nonadherence to imatinib is common in patients with gastrointestinal stromal tumor (GIST), which is associated with poor prognosis and financial burden. The primary aim of this study was to investigate the adherence rate in patients with GIST and subsequently develop a model based on machine learning (ML) and deep learning (DL) techniques to identify the associated factors and predict the risk of imatinib nonadherence.

Methods: All eligible patients completed four sections of questionnaires. After the data set was preprocessed, statistically significance variables were identified and further processed to modeling. Six ML and four DL algorithms were applied for modeling, including eXtreme gradient boosting, light gradient boosting machine (LGBM), categorical boosting, random forest, support vector machine, artificial neural network, multilayer perceptron, NaiveBayes, TabNet, and Wide&Deep. The optimal ML model was used to identify potential factors for predicting adherence.

Results: A total of 397 GIST patients were recruited. Nonadherence was observed in 185 patients (53.4%). LGBM exhibited superior performance, achieving a mean f1_score of 0.65 and standard deviation of 0.12. The predominant indicators for nonadherent prediction of imatinib were cognitive functioning, whether to perform therapeutic drug monitoring (if_TDM), global health status score, social support, and gender.

Conclusions: This study represents the first real-world investigation using ML techniques to predict risk factors associated with imatinib nonadherence in patients with GIST. By highlighting the potential factors and identifying high-risk patients, the multidisciplinary medical team can devise targeted strategies to effectively address the daily challenges of treatment adherence.

背景:胃肠道间质瘤(GIST)患者不坚持服用伊马替尼的情况很常见,这与预后不良和经济负担有关。本研究的主要目的是调查 GIST 患者的依从率,随后开发一个基于机器学习(ML)和深度学习(DL)技术的模型,以识别相关因素并预测伊马替尼不依从的风险:所有符合条件的患者均填写了四部分问卷。方法:所有符合条件的患者都填写了四部分问卷,在对数据集进行预处理后,确定了具有统计学意义的变量,并进一步进行建模处理。在建模过程中应用了六种 ML 算法和四种 DL 算法,包括极梯度提升算法(eXtreme gradient boosting)、轻梯度提升算法(light gradient boosting machine,LGBM)、分类提升算法(categorical boosting)、随机森林算法、支持向量机算法、人工神经网络算法、多层感知器算法、NaiveBayes 算法、TabNet 算法和 Wide&Deep 算法。最优的 ML 模型用于确定预测依从性的潜在因素:共招募了 397 名 GIST 患者。185名患者(53.4%)未坚持治疗。LGBM 表现优异,平均 f1_score 为 0.65,标准偏差为 0.12。预测伊马替尼非依从性的主要指标是认知功能、是否进行治疗药物监测(if_TDM)、总体健康状况评分、社会支持和性别:本研究是首次使用 ML 技术预测与 GIST 患者不依从伊马替尼相关的风险因素的真实世界调查。通过强调潜在因素和识别高风险患者,多学科医疗团队可以制定有针对性的策略,有效应对坚持治疗的日常挑战。
{"title":"Imatinib adherence prediction using machine learning approach in patients with gastrointestinal stromal tumor.","authors":"Li Liu, Ze Yu, Hefen Chen, Zhujun Gong, Xiao Huang, Linhua Chen, Ziying Fan, Jinyuan Zhang, Jiannan Yan, Hongkun Tian, Xiangyu Zeng, Zhiliang Chen, Peng Zhang, Hong Zhou","doi":"10.1002/cncr.35548","DOIUrl":"https://doi.org/10.1002/cncr.35548","url":null,"abstract":"<p><strong>Background: </strong>Nonadherence to imatinib is common in patients with gastrointestinal stromal tumor (GIST), which is associated with poor prognosis and financial burden. The primary aim of this study was to investigate the adherence rate in patients with GIST and subsequently develop a model based on machine learning (ML) and deep learning (DL) techniques to identify the associated factors and predict the risk of imatinib nonadherence.</p><p><strong>Methods: </strong>All eligible patients completed four sections of questionnaires. After the data set was preprocessed, statistically significance variables were identified and further processed to modeling. Six ML and four DL algorithms were applied for modeling, including eXtreme gradient boosting, light gradient boosting machine (LGBM), categorical boosting, random forest, support vector machine, artificial neural network, multilayer perceptron, NaiveBayes, TabNet, and Wide&Deep. The optimal ML model was used to identify potential factors for predicting adherence.</p><p><strong>Results: </strong>A total of 397 GIST patients were recruited. Nonadherence was observed in 185 patients (53.4%). LGBM exhibited superior performance, achieving a mean f1_score of 0.65 and standard deviation of 0.12. The predominant indicators for nonadherent prediction of imatinib were cognitive functioning, whether to perform therapeutic drug monitoring (if_TDM), global health status score, social support, and gender.</p><p><strong>Conclusions: </strong>This study represents the first real-world investigation using ML techniques to predict risk factors associated with imatinib nonadherence in patients with GIST. By highlighting the potential factors and identifying high-risk patients, the multidisciplinary medical team can devise targeted strategies to effectively address the daily challenges of treatment adherence.</p>","PeriodicalId":138,"journal":{"name":"Cancer","volume":" ","pages":""},"PeriodicalIF":6.1,"publicationDate":"2024-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142138759","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
Outcomes of radiofrequency ablation for hepatocellular carcinoma with concurrent steatotic liver disease. 射频消融治疗合并脂肪肝的肝细胞癌的疗效。
IF 6.1 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-06 DOI: 10.1002/cncr.35541
Feng-Pai Tsai, Tung-Hung Su, Shang-Chin Huang, Tai-Chung Tseng, Shih-Jer Hsu, Sih-Han Liao, Chun-Ming Hong, Chen-Hua Liu, Hung-Chih Yang, Chun-Jen Liu, Pei-Jer Chen, Jia-Horng Kao

Background: Steatotic liver disease (SLD) is an emerging liver disease that has been associated with an increased risk for hepatocellular carcinoma (HCC). The impact of concurrent SLD on the prognosis of HCC remains unknown. This study investigates how concurrent SLD affects the outcomes of patients with HCC undergoing curative radiofrequency ablation (RFA) therapy.

Methods: A retrospective analysis of patients with early-stage HCC receiving curative RFA at a tertiary medical center was conducted. Laboratory data and HCC characteristics were recorded and analyzed by a Cox proportional hazards regression model to predict recurrence and all-cause mortality after RFA.

Results: A total of 598 patients with HCC were included between 2005 and 2015, with 139 and 459 classified in SLD and non-SLD groups, respectively. The SLD group exhibited a significantly better liver reserve and a lower cumulative incidence of HCC recurrence and liver-related and all-cause mortality after a median follow-up of 51 months. After adjusting for metabolic dysfunction, liver reserve, and HCC characteristics, the presence of SLD reduced all-cause mortality (adjusted hazard ratio [aHR], 0.67; 95% confidence interval [CI], 0.45-0.996; p = .048), which was supported by inverse probability weighting analysis (aHR, 0.65; 95% CI, 0.42-1.00; p = .049). Poor liver functional reserve (high albumin-bilirubin grades) increased all-cause mortality dose dependently. Barcelona Clinic Liver Cancer staging and a higher Fibrosis-4 index were predictors for HCC recurrence, whereas SLD was not.

Conclusions: Among patients with HCC undergoing curative RFA, those with concurrent SLD had a lower risk of all-cause mortality compared to those with poor liver functional reserve.

Plain language summary: The present research demonstrated that patients with both liver cancer and steatotic liver disease who received curative radiofrequency ablation for liver cancer survived longer compared to those without steatotic liver disease. Maintaining good liver function is an important prognostic factor for survival.

背景:脂肪性肝病(SLD)是一种新出现的肝病,与肝细胞癌(HCC)风险增加有关。并发 SLD 对 HCC 预后的影响尚不清楚。本研究探讨了并发 SLD 如何影响接受根治性射频消融(RFA)治疗的 HCC 患者的预后:方法:本研究对一家三级医疗中心接受根治性射频消融治疗的早期 HCC 患者进行了回顾性分析。结果:共有598例HCC患者接受了RFA治疗:结果:2005年至2015年间共纳入598例HCC患者,其中SLD组和非SLD组分别为139例和459例。在中位随访51个月后,SLD组的肝脏储备能力明显更强,HCC复发、肝脏相关死亡率和全因死亡率的累积发生率更低。在对代谢功能障碍、肝脏储备和HCC特征进行调整后,SLD的存在降低了全因死亡率(调整后危险比[aHR],0.67;95%置信区间[CI],0.45-0.996;p = .048),反向概率加权分析也支持这一结果(aHR,0.65;95% CI,0.42-1.00;p = .049)。肝功能储备不良(白蛋白-胆红素分级高)会增加全因死亡率的剂量依赖性。巴塞罗那临床肝癌分期和较高的纤维化-4指数是预测HCC复发的因素,而SLD则不是:在接受根治性射频消融术的HCC患者中,与肝功能储备较差的患者相比,同时患有SLD的患者全因死亡风险较低。保持良好的肝功能是生存期的重要预后因素。
{"title":"Outcomes of radiofrequency ablation for hepatocellular carcinoma with concurrent steatotic liver disease.","authors":"Feng-Pai Tsai, Tung-Hung Su, Shang-Chin Huang, Tai-Chung Tseng, Shih-Jer Hsu, Sih-Han Liao, Chun-Ming Hong, Chen-Hua Liu, Hung-Chih Yang, Chun-Jen Liu, Pei-Jer Chen, Jia-Horng Kao","doi":"10.1002/cncr.35541","DOIUrl":"https://doi.org/10.1002/cncr.35541","url":null,"abstract":"<p><strong>Background: </strong>Steatotic liver disease (SLD) is an emerging liver disease that has been associated with an increased risk for hepatocellular carcinoma (HCC). The impact of concurrent SLD on the prognosis of HCC remains unknown. This study investigates how concurrent SLD affects the outcomes of patients with HCC undergoing curative radiofrequency ablation (RFA) therapy.</p><p><strong>Methods: </strong>A retrospective analysis of patients with early-stage HCC receiving curative RFA at a tertiary medical center was conducted. Laboratory data and HCC characteristics were recorded and analyzed by a Cox proportional hazards regression model to predict recurrence and all-cause mortality after RFA.</p><p><strong>Results: </strong>A total of 598 patients with HCC were included between 2005 and 2015, with 139 and 459 classified in SLD and non-SLD groups, respectively. The SLD group exhibited a significantly better liver reserve and a lower cumulative incidence of HCC recurrence and liver-related and all-cause mortality after a median follow-up of 51 months. After adjusting for metabolic dysfunction, liver reserve, and HCC characteristics, the presence of SLD reduced all-cause mortality (adjusted hazard ratio [aHR], 0.67; 95% confidence interval [CI], 0.45-0.996; p = .048), which was supported by inverse probability weighting analysis (aHR, 0.65; 95% CI, 0.42-1.00; p = .049). Poor liver functional reserve (high albumin-bilirubin grades) increased all-cause mortality dose dependently. Barcelona Clinic Liver Cancer staging and a higher Fibrosis-4 index were predictors for HCC recurrence, whereas SLD was not.</p><p><strong>Conclusions: </strong>Among patients with HCC undergoing curative RFA, those with concurrent SLD had a lower risk of all-cause mortality compared to those with poor liver functional reserve.</p><p><strong>Plain language summary: </strong>The present research demonstrated that patients with both liver cancer and steatotic liver disease who received curative radiofrequency ablation for liver cancer survived longer compared to those without steatotic liver disease. Maintaining good liver function is an important prognostic factor for survival.</p>","PeriodicalId":138,"journal":{"name":"Cancer","volume":" ","pages":""},"PeriodicalIF":6.1,"publicationDate":"2024-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142138760","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
期刊
Cancer
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