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Enhancing Cancer Care Through Quality Initiatives: The Uganda Cancer Institute Experience With the Quality Oncology Practice Initiative. 通过质量倡议加强癌症护理:乌干达癌症研究所的优质肿瘤学实践计划经验。
Naghib Bogere, Erick Were, Judith Asasira, Jackson Orem

Cancer care in low- and middle-income countries (LMICs) faces numerous challenges, such as limited resources, infrastructure constraints, and a shortage of specialized training. To address these challenges, innovative quality improvement (QI) approaches are required. The Quality Oncology Practice Initiative (QOPI) by the ASCO provides a framework for improving care quality through evidence-based standards. This article explores how QOPI has been adapted to the local context of the Uganda Cancer Institute (UCI) and highlights the importance of aligning international best practices with local health care realities to bridge disparities in care standards. The adaptation of the QOPI program at UCI commenced with a collaborative meeting with the ASCO-QOPI team in 2020. A tailored implementation plan was developed focusing on incorporating ASCO's QOPI measures and additional metrics relevant to the Ugandan context, engaging multidisciplinary teams, and optimizing resource use by leveraging existing resources for data collection and analysis. The execution of the plan relied heavily on staff training, participatory data collection, and continuous quality improvement processes that utilized data-driven methodologies. A retrospective analysis of QOPI data of UCI from 2020 to 2023 shows significant improvements in oncology care quality, highlighted by an upward trend in QOPI assessment scores across various metrics. These reflect the journey of UCI toward aligning its oncology care practices with international standards despite facing significant challenges. UCI's experience demonstrated the feasibility and impact of implementing international QI programs in LMICs. The success demonstrates that significant improvements in cancer care quality can be achieved in resource-constrained settings through adaptability, stakeholder engagement, and strategic resource optimization. UCI's journey is a model for other LMICs seeking to raise their cancer care standards, demonstrating that QI is necessary and attainable worldwide.

中低收入国家(LMICs)的癌症治疗面临诸多挑战,如资源有限、基础设施受限、专业培训短缺等。为了应对这些挑战,需要采用创新的质量改进(QI)方法。美国肿瘤学会(ASCO)提出的 "优质肿瘤学实践倡议"(QOPI)提供了一个通过循证标准提高医疗质量的框架。本文探讨了如何根据乌干达癌症研究所(UCI)的当地情况对 QOPI 进行调整,并强调了将国际最佳实践与当地医疗现实相结合以缩小医疗标准差距的重要性。乌干达癌症研究所对 QOPI 计划的调整始于 2020 年与 ASCO-QOPI 团队的一次合作会议。会议制定了量身定制的实施计划,重点是纳入 ASCO 的 QOPI 衡量标准以及与乌干达国情相关的其他衡量标准,让多学科团队参与其中,并通过利用现有资源进行数据收集和分析来优化资源利用。该计划的执行在很大程度上依赖于员工培训、参与式数据收集以及利用数据驱动方法的持续质量改进流程。对加州大学洛杉矶分校 2020 年至 2023 年 QOPI 数据的回顾性分析表明,该校的肿瘤治疗质量有了显著提高,各项指标的 QOPI 评估得分呈上升趋势。这反映出,尽管面临着巨大挑战,但加州大学洛杉矶分校的肿瘤治疗实践仍在向国际标准看齐。加州大学洛杉矶分校的经验证明了在低收入国家实施国际质量改进计划的可行性和影响力。它的成功表明,在资源有限的环境中,通过适应性、利益相关者的参与和战略资源优化,可以显著提高癌症护理质量。加州大学洛杉矶分校的历程为其他寻求提高癌症治疗标准的低收入国家和地区树立了典范,证明了质量创新在全球范围内是必要的,也是可以实现的。
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引用次数: 0
Emerging Novel Functional Imaging and Immunotherapy in Renal Cell Carcinoma and Current Treatment Sequencing Strategies After Immunotherapy. 肾细胞癌中新出现的新型功能成像和免疫疗法,以及免疫疗法后的现有治疗排序策略。
Muhammad Ali, Marc Eid, Renee Maria Saliby, Sharon Choi, Rana R McKay, Shankar Siva, David A Braun, Yu-Wei Chen

The management of renal cell carcinoma (RCC) has advanced significantly in the past two decades. Many promising functional imaging modalities such as radiolabeled tracer targeting carbonic anhydrase IX and prostate-specific membrane antigen are under development to detect primary kidney tumors, stage systemic disease, and assess treatment response in RCC. Immune checkpoint inhibitors targeting PD-1 and cytotoxic T-cell lymphocyte-4 have changed the treatment paradigm in advanced RCC. Trials investigating novel mechanisms such as LAG-3 immune checkpoint inhibition, chimeric antigen receptor T-cell therapies, and T-cell engagers targeting RCC-associated antigens are currently ongoing. With the rapidly changing treatment landscape of RCC, the treatment sequence strategies will continue to evolve. Familiarity with the toxicities associated with the therapeutic agents and how to manage them are essential to achieve optimal patient outcomes. This review summarizes the recent developments of functional imaging and immunotherapy strategies in RCC, and the evidence supports treatment sequencing.

过去二十年来,肾细胞癌(RCC)的治疗取得了重大进展。目前正在开发许多有前景的功能成像模式,如以碳酸酐酶IX和前列腺特异性膜抗原为靶点的放射性标记示踪剂,用于检测原发性肾肿瘤、分期全身性疾病和评估RCC的治疗反应。以 PD-1 和细胞毒性 T 细胞淋巴细胞-4 为靶点的免疫检查点抑制剂改变了晚期 RCC 的治疗模式。目前,研究 LAG-3 免疫检查点抑制剂、嵌合抗原受体 T 细胞疗法和针对 RCC 相关抗原的 T 细胞吞噬剂等新机制的试验正在进行中。随着 RCC 治疗形势的迅速变化,治疗顺序策略也将继续发展。熟悉与治疗药物相关的毒性以及如何处理这些毒性对于患者获得最佳治疗效果至关重要。本综述总结了 RCC 功能成像和免疫疗法策略的最新进展,以及支持治疗顺序的证据。
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引用次数: 0
Bispecific Antibody Use in Patients With Lymphoma and Multiple Myeloma. 在淋巴瘤和多发性骨髓瘤患者中使用双特异性抗体。
Adam Braun, Sushanth Gouni, Astrid Pulles, Paolo Strati, Monique C Minnema, Lihua E Budde

This article endeavors to navigate the clinical journey of bispecific antibodies (BsAbs), from elucidating common toxicities and management strategies to examining novel agents and broadening access in community health care. These drugs, commonly through T-cell activation, result in shared adverse events such as cytokine release syndrome and immune effector cell-associated neurotoxicity syndrome. Variations in target antigens and designs, however, might introduce unique toxicities for different BsAbs, warranting specific management approaches. Recent US Food and Drug Administration approvals of BsAbs targeting CD3+ T cells linked to CD20 for non-Hodgkin lymphoma and to B-cell maturation antigen or GPRC5D for multiple myeloma have transformed the treatment landscape for hematologic malignancies. Emerging new agents promise further enhancement and safety, exploring novel antigen targets, innovative structures such as trispecific antibodies, and the engagement of diverse immune cells. Simultaneously, the expansion of BsAbs into community practices is underway, demanding a multifaceted strategy that encompasses educational initiatives, operational adaptations, and collaborative frameworks. This ensures comprehensive treatment access, allowing every patient, irrespective of geographical or socioeconomic status, to benefit from these advancements in cancer therapy.

从阐明常见毒性和管理策略,到研究新型制剂和扩大社区医疗的可及性,本文试图为双特异性抗体(BsAbs)的临床之路导航。这些药物通常通过激活 T 细胞导致共同的不良反应,如细胞因子释放综合征和免疫效应细胞相关神经毒性综合征。然而,靶抗原和设计的不同可能会给不同的 BsAbs 带来独特的毒性,因此需要采取特定的管理方法。最近,美国食品和药物管理局批准了针对与 CD20 相关的 CD3+ T 细胞的 BsAbs 用于治疗非霍奇金淋巴瘤,以及针对与 B 细胞成熟抗原或 GPRC5D 相关的 BsAbs 用于治疗多发性骨髓瘤,这改变了血液系统恶性肿瘤的治疗格局。新出现的药物有望进一步提高安全性,探索新的抗原靶点、创新结构(如三特异性抗体)以及多种免疫细胞的参与。与此同时,BsAbs 正在向社区实践扩展,这就要求采取多方面的策略,包括教育措施、操作调整和合作框架。这将确保全面的治疗机会,让每一位患者,无论其地理位置或社会经济地位如何,都能从这些癌症治疗的进步中受益。
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引用次数: 0
Geriatric Oncology: A 5-Year Strategic Plan. 老年肿瘤学:5 年战略计划。
Fernando C Diaz, Anahid Hamparsumian, Kah Poh Loh, Haydeé Verduzco-Aguirre, Maya Abdallah, Grant R Williams, Tina Hsu, Enrique Soto-Perez-de-Celis, Rawad Elias

The increasing rate of the older adult population across the world over the next 20 years along with significant developments in the treatment of oncology will require a more granular understanding of the older adult population with cancer. The ASCO Geriatric Oncology Community of Practice (COP) herein provides an outline for the field along three fundamental pillars: education, research, and implementation, inspired by ASCO's 5-Year Strategic Plan. Fundamental to improving the understanding of geriatric oncology is research that intentionally includes older adults with clinically meaningful data supported by grants across all career stages. The increased knowledge base that is developed should be conveyed among health care providers through core competencies for trainees and continuing education for practicing oncologists. ASCO's infrastructure can serve as a resource for fellowship programs interested in acquiring geriatric oncology content and provide recommendations on developing training pathways for fellows interested in pursuing formalized training in geriatrics. Incorporating geriatric oncology into everyday practice is challenging as each clinical setting has unique operational workflows with barriers that limit implementation of valuable geriatric tools such as Geriatric Assessment. Partnerships among experts in quality improvement from the ASCO Geriatric Oncology COP, the Cancer and Aging Research Group, and ASCO's Quality Training Program can provide one such venue for implementation of geriatric oncology through a structured support mechanism. The field of geriatric oncology must continue to find innovative strategies using existing resources and partnerships to address the pressing needs of the older adult population with cancer to improve patient outcomes.

未来 20 年,随着全球老年人口的不断增加以及肿瘤治疗的重大发展,我们需要对老年癌症患者有更深入的了解。受 ASCO 五年战略计划的启发,ASCO 老年肿瘤学实践社区 (COP) 在教育、研究和实施这三个基本支柱方面为该领域提供了一个纲要。要提高对老年肿瘤学的认识,最根本的是要开展研究,有意识地将老年人纳入研究范围,并在各个职业阶段提供有临床意义的数据。应通过对受训者的核心能力培训和对执业肿瘤学家的继续教育,在医疗服务提供者中传播所增加的知识基础。ASCO 的基础设施可为有意获取老年肿瘤学内容的研究员计划提供资源,并为有意接受正规老年病学培训的研究员提供有关开发培训途径的建议。将老年肿瘤学纳入日常实践具有挑战性,因为每个临床环境都有其独特的操作工作流程,这些障碍限制了老年评估等有价值的老年学工具的实施。来自 ASCO 老年肿瘤学委员会、癌症与老龄化研究小组以及 ASCO 质量培训计划的质量改进专家之间的合作可以通过结构化的支持机制为老年肿瘤学的实施提供一个这样的场所。老年肿瘤学领域必须继续利用现有资源和合作关系寻找创新战略,以满足老年癌症患者的迫切需求,从而改善患者的治疗效果。
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引用次数: 0
Personalizing Locoregional Therapy in Patients With Breast Cancer in 2024: Tailoring Axillary Surgery, Escalating Lymphatic Surgery, and Implementing Evidence-Based Hypofractionated Radiotherapy. 2024 年乳腺癌患者的个性化局部治疗:定制腋窝手术、升级淋巴手术并实施循证低分次放疗。
Walter Paul Weber, Summer E Hanson, Daniel E Wong, Martin Heidinger, Giacomo Montagna, Fay H Cafferty, Anna M Kirby, Charlotte E Coles

The management of axillary lymph nodes in breast cancer is continually evolving. Recent data now support omitting axillary lymph node dissection (ALND) in most patients with metastases in up to two sentinel lymph nodes (SLNs) during upfront surgery and those with residual isolated tumor cells after neoadjuvant chemotherapy (NACT). In the upfront surgery setting, ALND is still indicated, however, in patients with clinically node-positive breast cancer or more than two positive SLNs and, after NACT, in case of residual micrometastases and macrometastases. Omission of the sentinel lymph node biopsy (SLNB) can be considered in many postmenopausal patients with small luminal breast cancer, particularly when axillary ultrasound is negative. Several randomized controlled trials (RCTs) are currently aiming at eliminating the remaining indications for ALND and also establishing omission of SLNB in a broader patient population. The movement to deescalate axillary staging is in part because of the association between ALND and lymphedema, which is swelling of an extremity because of lymphatic damage and obstructed lymphatic drainage. To reduce the risk of developing this condition, patients undergoing ALND can undergo reverse mapping of the axilla and immediate reconstruction or bypass of the lymphatics from the involved extremity. Decongestion and compression are the foundation of conservative treatment for established lymphedema, while lymphovenous bypass and lymph node transfer are surgical procedures to address the physiologic dysfunction. Radiotherapy is an essential component of breast locoregional therapy: more than three decades of radiation research has optimized treatment according to patient's risk of local recurrence while substantially reducing the number of treatment visits. High-quality RCTs have shown the efficacy and safety of hypofractionation-more than 2Gy radiation dose per treatment (fraction)-significantly reducing the burden of radiotherapy treatment for many patients with breast cancer. In 2024, guidelines recommend no more than 15-16 fractions for whole-breast and nodal radiotherapy, with some recommending five fractions for whole-breast radiotherapy. In addition, simultaneous integrated boost (SIB) has been shown to be noninferior to sequential boost with regards to ipsilateral breast tumor recurrence with similar or reduced long-term side effects, also reducing overall treatment length. Further RCTs are underway investigating other indications for five fractions, including SIB and regional node irradiation, such that, in future, it may be possible for the majority of breast radiotherapy patients to be treated with a 1-week course. This manuscript serves to outline the latest updates on axillary surgical staging, lymphatic surgery, and evidence-based radiotherapy in the treatment of breast cancer.

乳腺癌腋窝淋巴结的治疗方法在不断发展。目前,最新数据支持大多数在前期手术中最多有两个前哨淋巴结(SLN)转移的患者以及在新辅助化疗(NACT)后有残留孤立肿瘤细胞的患者不进行腋窝淋巴结清扫(ALND)。不过,在前期手术中,ALND 仍适用于临床结节阳性或两个以上前哨淋巴结阳性的乳腺癌患者,以及新辅助化疗(NACT)后残留微转移灶和大转移灶的患者。许多绝经后小管腔乳腺癌患者,尤其是腋窝超声检查阴性的患者,可以考虑不进行前哨淋巴结活检(SLNB)。目前有几项随机对照试验(RCT)旨在消除ALND的其余适应症,并在更广泛的患者群体中确定不进行SLNB。降低腋窝分期的部分原因是 ALND 与淋巴水肿之间的关联,淋巴水肿是指由于淋巴损伤和淋巴引流受阻导致的肢体肿胀。为了降低出现这种情况的风险,接受腋窝淋巴结清扫术的患者可以进行腋窝反向映射,并立即重建或绕开受累肢体的淋巴管。消除充血和压迫是保守治疗已形成的淋巴水肿的基础,而淋巴管旁路和淋巴结转移则是解决生理功能障碍的外科手术。放射治疗是乳腺局部治疗的重要组成部分:三十多年的放射治疗研究已根据患者局部复发的风险优化了治疗方法,同时大大减少了治疗次数。高质量的 RCT 显示了低分次治疗的有效性和安全性--每次治疗(分次)的放射剂量超过 2Gy--大大减轻了许多乳腺癌患者的放疗负担。2024 年,指南建议全乳和结节放疗的分次剂量不超过 15-16 次,部分指南建议全乳放疗的分次剂量不超过 5 次。此外,在同侧乳腺肿瘤复发方面,同步综合增强疗法(SIB)已被证明不逊于顺序增强疗法,且长期副作用相似或更小,还能缩短总体治疗时间。目前正在进行更多的 RCT 研究,探讨五次分割的其他适应症,包括 SIB 和区域性结节照射,这样,将来大多数乳腺放疗患者都有可能接受为期一周的疗程。本手稿概述了乳腺癌治疗中腋窝手术分期、淋巴手术和循证放疗的最新进展。
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引用次数: 0
Big Decisions on Small Cell Lung Cancer: A Focus on Clinical Care Updates and Patient Perspectives. 小细胞肺癌的重大决策:关注临床护理更新和患者观点。
Xiao Wang, Anne C Chiang

Small cell lung cancer (SCLC) is an uncommon, aggressive high-grade neuroendocrine carcinoma, associated with tobacco use. It is a highly chemosensitive disease that initially responds quickly to systemic therapy, although patients with SCLC tend to develop relapse. Although the landscape of SCLC treatment has remained stagnant for many decades, the field has seen notable advances in the past few years, including the use of immunotherapy, the development of further lines of systemic therapy, the refinement of thoracic and intracranial radiotherapy, and-most recently-the promise of more targeted therapies. Patients with SCLC also must face unique psychosocial burdens in their experience with their cancer, distinct from patients with other lung cancer. In this article, we review the latest literature and future directions in the management and investigation of SCLC, as well as the critical decisions that providers and patients must navigate in the current landscape. We also present the perspectives of several patients with SCLC in conjunction with this summary, to spotlight their individual journeys in the context of this challenging disease.

小细胞肺癌(SCLC)是一种不常见的侵袭性高级别神经内分泌癌,与吸烟有关。它是一种高度化疗敏感性疾病,最初对全身治疗反应迅速,但小细胞肺癌患者往往会复发。虽然数十年来SCLC的治疗一直停滞不前,但过去几年中该领域取得了显著进展,包括免疫疗法的使用、更多全身治疗方法的开发、胸部和颅内放疗的改进,以及最近有望出现的更多靶向疗法。与其他肺癌患者不同,SCLC 患者还必须面对独特的社会心理负担。在本文中,我们回顾了有关 SCLC 管理和研究的最新文献和未来方向,以及医疗机构和患者在当前形势下必须做出的关键决定。在总结的同时,我们还介绍了几位SCLC患者的观点,以突出他们在这种具有挑战性的疾病中的个人历程。
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引用次数: 0
State of the Art in Low-Grade Glioma Management: Insights From Isocitrate Dehydrogenase and Beyond. 低级别胶质瘤管理的最新技术:异柠檬酸脱氢酶及其他方面的启示。
Lauren R Schaff, Maria Ioannou, Marjolein Geurts, Martin J van den Bent, Ingo K Mellinghoff, Karisa C Schreck

Low-grade gliomas present a formidable challenge in neuro-oncology because of the challenges imposed by the blood-brain barrier, predilection for the young adult population, and propensity for recurrence. In the past two decades, the systematic examination of genomic alterations in adults and children with primary brain tumors has uncovered profound new insights into the pathogenesis of these tumors, resulting in more accurate tumor classification and prognostication. It also identified several common recurrent genomic alterations that now define specific brain tumor subtypes and have provided a new opportunity for molecularly targeted therapeutic intervention. Adult-type diffuse low-grade gliomas are frequently associated with mutations in isocitrate dehydrogenase 1 and 2 (IDH1/2), resulting in production of 2-hydroxyglutarate, an oncometabolite important for tumorigenesis. Recent studies of IDH inhibitors have yielded promising results in patients at early stages of disease with prolonged progression-free survival (PFS) and delayed time to radiation and chemotherapy. Pediatric-type gliomas have high rates of alterations in BRAF, including BRAF V600E point mutations or BRAF-KIAA1549 rearrangements. BRAF inhibitors, often combined with MEK inhibitors, have resulted in radiographic response and improved PFS in these patients. This article reviews emerging approaches to the treatment of low-grade gliomas, including a discussion of targeted therapies and how they integrate with the current treatment modalities of surgical resection, chemotherapy, and radiation.

低级别胶质瘤给神经肿瘤学带来了严峻的挑战,因为它具有血脑屏障、偏爱青壮年人群以及易复发等特点。在过去的二十年里,对成人和儿童原发性脑肿瘤基因组改变的系统研究为这些肿瘤的发病机制揭示了新的深刻见解,从而使肿瘤的分类和预后更加准确。它还发现了几种常见的复发性基因组改变,这些改变现在定义了特定的脑肿瘤亚型,并为分子靶向治疗干预提供了新的机会。成人型弥漫性低级别胶质瘤经常与异柠檬酸脱氢酶 1 和 2(IDH1/2)的突变有关,导致产生 2-羟基戊二酸,这是一种对肿瘤发生很重要的副代谢产物。最近对 IDH 抑制剂的研究取得了可喜的成果,早期患者的无进展生存期(PFS)延长,接受放疗和化疗的时间推迟。小儿型胶质瘤的BRAF改变率很高,包括BRAF V600E点突变或BRAF-KIAA1549重排。BRAF抑制剂通常与MEK抑制剂联合使用,可使这些患者获得放射学反应并改善PFS。本文回顾了治疗低级别胶质瘤的新方法,包括对靶向疗法及其如何与目前的手术切除、化疗和放疗等治疗方式相结合的讨论。
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引用次数: 0
Current Advances in the Management of Nonurothelial Subtypes of Bladder Cancer. 非神经上皮亚型膀胱癌治疗的最新进展》(Current Advances in the Management of Non-urothelial Subtypes of Bladder Cancer)。
Evangelia Vlachou, Burles Avner Johnson, Ezra Baraban, Rosa Nadal, Jean Hoffman-Censits

Urothelial cancer (UC) is the most common histology seen in bladder tumors. The 2022 WHO classification of urinary tract tumors includes a list of less common subtypes (formerly known as variants) for invasive UC which are considered high-grade tumors. This review summarizes the most recent advances in the management of selected nonurothelial subtypes of bladder cancer: squamous cell carcinoma, small cell carcinoma, sarcomatoid urothelial carcinoma, micropapillary carcinoma, plasmacytoid carcinoma, adenocarcinoma, and urachal carcinoma. The role of neoadjuvant and adjuvant chemotherapy has not been well characterized for most of these histologies, and prospective data are extremely limited. Participation in clinical trials is recommended in advanced disease.

尿路上皮癌(UC)是膀胱肿瘤中最常见的组织学类型。2022 年世卫组织泌尿系统肿瘤分类中列出了较少见的浸润性 UC 亚型(以前称为变异型),这些亚型被认为是高级别肿瘤。本综述总结了治疗部分非尿路上皮亚型膀胱癌的最新进展:鳞状细胞癌、小细胞癌、肉瘤样尿路上皮癌、微乳头状癌、浆细胞癌、腺癌和尿道癌。新辅助化疗和辅助化疗在大多数组织学中的作用尚不明确,前瞻性数据也极为有限。建议晚期患者参加临床试验。
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引用次数: 0
Promise and Perils of Precision Oncology for Patients With Pediatric and Young Adult Sarcomas. 精准肿瘤学对小儿和青少年肉瘤患者的希望与危险。
Alanna J Church, Claire E Wakefield, Kate Hetherington, Jack F Shern

The completion of multiple national pediatric precision oncology platform trials and the incorporation of standardized molecular profiling into the diagnostic care of pediatric and young adult patients with sarcomas have proven the feasibility and potential of the approach. In this work, we explore the current state of the art of precision oncology for pediatric and young adults with sarcoma. We highlight important lessons learned and the challenges that should be addressed in the next generation of trials. The chapter outlines current efforts to improve standardization of molecular assays, harmonization of data collection, and novel molecular tools such as cell-free DNA analyses. Finally, we discuss the impacts and psychosocial outcomes experienced by patients and communication strategies for providers.

多项国家级儿科精准肿瘤学平台试验的完成,以及将标准化分子谱分析纳入儿科和年轻成人肉瘤患者的诊断治疗,证明了这一方法的可行性和潜力。在这项研究中,我们探讨了精准肿瘤学在儿科和年轻成人肉瘤患者中的应用现状。我们强调了重要的经验教训以及下一代试验中应解决的挑战。本章概述了目前为提高分子检测标准化、统一数据收集和新型分子工具(如无细胞 DNA 分析)所做的努力。最后,我们讨论了患者所经历的影响和社会心理结果,以及医疗服务提供者的沟通策略。
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引用次数: 0
Applications of Artificial Intelligence in Prostate Cancer Care: A Path to Enhanced Efficiency and Outcomes. 人工智能在前列腺癌治疗中的应用:提高效率和成果的途径。
Irbaz Bin Riaz, Stephanie Harmon, Zhijun Chen, Syed Arsalan Ahmed Naqvi, Liang Cheng

The landscape of prostate cancer care has rapidly evolved. We have transitioned from the use of conventional imaging, radical surgeries, and single-agent androgen deprivation therapy to an era of advanced imaging, precision diagnostics, genomics, and targeted treatment options. Concurrently, the emergence of large language models (LLMs) has dramatically transformed the paradigm for artificial intelligence (AI). This convergence of advancements in prostate cancer management and AI provides a compelling rationale to comprehensively review the current state of AI applications in prostate cancer care. Here, we review the advancements in AI-driven applications across the continuum of the journey of a patient with prostate cancer from early interception to survivorship care. We subsequently discuss the role of AI in prostate cancer drug discovery, clinical trials, and clinical practice guidelines. In the localized disease setting, deep learning models demonstrated impressive performance in detecting and grading prostate cancer using imaging and pathology data. For biochemically recurrent diseases, machine learning approaches are being tested for improved risk stratification and treatment decisions. In advanced prostate cancer, deep learning can potentially improve prognostication and assist in clinical decision making. Furthermore, LLMs are poised to revolutionize information summarization and extraction, clinical trial design and operations, drug development, evidence synthesis, and clinical practice guidelines. Synergistic integration of multimodal data integration and human-AI integration are emerging as a key strategy to unlock the full potential of AI in prostate cancer care.

前列腺癌治疗领域的发展日新月异。我们已经从传统的成像、根治性手术和单药雄激素剥夺疗法过渡到了先进成像、精准诊断、基因组学和靶向治疗的时代。与此同时,大型语言模型(LLM)的出现也极大地改变了人工智能(AI)的模式。前列腺癌治疗与人工智能的融合为全面回顾人工智能在前列腺癌治疗中的应用现状提供了令人信服的理由。在此,我们将回顾人工智能在前列腺癌患者从早期发现到生存期护理的整个过程中的应用进展。随后,我们将讨论人工智能在前列腺癌药物研发、临床试验和临床实践指南中的作用。在局部疾病环境中,深度学习模型在利用成像和病理数据检测和分级前列腺癌方面表现出色。对于生化复发性疾病,正在对机器学习方法进行测试,以改进风险分层和治疗决策。对于晚期前列腺癌,深度学习有可能改善预后并协助临床决策。此外,LLM 还将彻底改变信息总结和提取、临床试验设计和操作、药物开发、证据综合和临床实践指南。多模态数据整合与人类-人工智能整合的协同集成正在成为释放人工智能在前列腺癌治疗中的全部潜力的关键策略。
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American Society of Clinical Oncology educational book / ASCO. American Society of Clinical Oncology. Meeting
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