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Artificial Intelligence Hybrid Survival Assessment System for Robot-Assisted Proctectomy: A Retrospective Cohort Study. 机器人辅助直肠切除术的人工智能混合生存评估系统:回顾性队列研究
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-10-01 Epub Date: 2024-10-21 DOI: 10.1200/PO.24.00089
Shiqian Zhang, Ge Zhang, Ming Wang, Song-Bin Guo, Fuqi Wang, Yun Li, Kaisaierjiang Kadier, Zhaokai Zhou, Pengpeng Zhang, Hao Chi, Chuchu Zhang, Quanbo Zhou, Pin Lyu, Shuaiya Zhao, Shuaixi Yang, Weitang Yuan

Purpose: Robotic-assisted proctectomy (RAP) has emerged as the predominant surgical approach for patients with rectal cancer in recent years; although good postoperative patient recovery with accurate prediction is a guarantee of adaptive surveillance management, there is still a lack of easy-to-use prognostic tools and risk scores designed specifically for those patients undergoing RAP.

Methods: This study used the electronic health records of 506 RAP participants, including a National Specialist Center for da Vinci Robotic Colorectal Surgery (NSCVRCS) meta cohort, and an independent external validation Sun Yat-sen Memorial Hospital cohort. In the NSCVRCS meta cohort, patients were divided into a discovery cohort (70%, n = 268), where the best-fit model was applied to model our prediction system, RAP-AIscore. Subsequently, an internal validation process for RAP-AIscore was conducted using a replication cohort (30%, n = 116). The study designed and implemented a large-scale artificial intelligence (AI) hybrid framework to identify the best strategy for building a survival assessment system, the RAP-AIscore, from 132 potential modeling scenarios through a combination of iterative cross-validation, Monte Carlo cross-validation, and bootstrap resampling. The 10 variables most relevant to clinical interpretability were identified on the basis of the AI hybrid optimal model values, which helps provide reliable prognostic survival guidance for new patients.

Results: The consistent evaluation of discrimination, calibration, generalization, and prognostic value across cohorts reaffirmed the accuracy and robust extrapolation capability of this system. The 10 feature variables most associated with clinical interpretability on the basis of Shapley values were identified, facilitating reliable prognostic survival guidance for new patients.

Conclusion: This study introduces a promising and informative tool, the RAP-AIscore, which can be explained through nomograms for interpreting clinical outcomes. It facilitates postoperative risk stratification management and enhances clinical management of prognosis for RAP patients.

目的近年来,机器人辅助直肠切除术(RAP)已成为直肠癌患者的主要手术方式;虽然术后患者恢复良好且预测准确是适应性监测管理的保证,但目前仍缺乏专为RAP患者设计的易于使用的预后工具和风险评分:本研究使用了506名RAP参与者的电子病历,包括国家达芬奇机器人结直肠手术专科中心(NSCVRCS)的元队列和独立外部验证的中山大学孙逸仙纪念医院队列。在NSCVRCS元队列中,患者被分为发现队列(70%,n = 268),其中最佳拟合模型被用于建立我们的预测系统RAP-AIscore。随后,利用复制队列(30%,n = 116)对 RAP-AIscore 进行了内部验证。该研究设计并实施了一个大规模人工智能(AI)混合框架,通过迭代交叉验证、蒙特卡罗交叉验证和引导重采样相结合的方法,从 132 种潜在建模方案中找出建立生存评估系统 RAP-AIscore 的最佳策略。在人工智能混合最佳模型值的基础上,确定了与临床可解释性最相关的 10 个变量,这有助于为新患者提供可靠的预后生存指导:结果:对不同队列的区分度、校准、泛化和预后价值的一致评估再次证明了该系统的准确性和强大的外推能力。根据沙普利值确定了与临床可解释性最相关的 10 个特征变量,从而为新患者提供了可靠的预后生存指导:本研究介绍了一种前景广阔、信息丰富的工具--RAP-AIscore,它可以通过提名图来解释临床结果。它有助于术后风险分层管理,加强对 RAP 患者预后的临床管理。
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引用次数: 0
Erratum: Pharmacodynamic Activity of [18F]-Fluorthanatrace Poly(ADP-ribose) Polymerase Positron Emission Tomography in Patients With BRCA1/2-Mutated Breast Cancer Receiving Talazoparib. 勘误:接受他唑帕尼治疗的 BRCA1/2 基因突变乳腺癌患者体内 [18F]-Fluorthanatrace 多聚(ADP-核糖)聚合酶正电子发射断层扫描的药效学活性。
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-10-01 Epub Date: 2024-10-16 DOI: 10.1200/PO-24-00676
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引用次数: 0
Clinical Utility of Molecular Tumor Board Review for Identification of Possible Germline Pathogenic Variants on Tumor Next-Generation Sequencing Reports. 分子肿瘤委员会审查对识别肿瘤下一代测序报告中可能的种系致病变异的临床实用性。
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1200/PO.24.00301
Taylor A Rives, James Collard, Ning Li, Donglin Yan, Charles S Dietrich, Rachel W Miller, Frederick R Ueland, Justine Pickarski, Jill M Kolesar

Purpose: Tumor next-generation sequencing (NGS) testing identifies possible germline pathogenic variants (PGPVs), creating a dilemma for appropriate recognition, triage, and management. The objective of this study was to determine the clinical utility of an institutional molecular tumor board (MTB) in assessing tumor NGS reports for PGPVs.

Methods: Our institutional MTB reviews all NGS reports to provide treatment and further testing recommendations, including genetic counseling referral and consideration of genetic testing (GC/GT). We studied the patients reviewed by the MTB who were recommended for GC/GT to determine the frequency of referral to a GC, germline test completion, rate of pathogenic germline variants (PGVs), factors related to PGVs, and germline conversion rate (GCR).

Results: Of the 2,355 patients reviewed by the MTB during the study period, 609 (25.9%) had a recommendation for GC/GT. Of the 609 with a GC/GT recommendation, only 181 (29.7%) were referred for GC/GT by their treating physicians, and only 107 (17.6%) completed GT. Of the 107 patients completing GT, 29 (26%) had a confirmed PGV. The only factors significantly associated with PGVs were testing due to a PGPV and higher mean variant allele fraction on the tumor NGS. Only 40 patients with a GC/GT recommendation (14.3%) due to a PGPV completed GT; however, the GCR was 42.5% (n = 17/40).

Conclusion: The MTB review of PGPV is clinically valuable, identifying PGPV in 12% of patients undergoing tumor NGS and a GCR of 42.5%. Rates of GC/GT completion were relatively low due to under-referral by treating physicians. Given the high GCR, the authors encourage institutional algorithms to help increase GC/GT rates for patients found to have PGPV following tumor NGS testing.

目的:肿瘤下一代测序(NGS)检测发现了可能的种系致病变异(PGPVs),为适当的识别、分诊和管理带来了难题。本研究旨在确定机构分子肿瘤委员会(MTB)在评估肿瘤 NGS 报告中 PGPVs 的临床实用性:我们机构的 MTB 审查所有 NGS 报告,提供治疗和进一步检测建议,包括遗传咨询转诊和考虑进行基因检测 (GC/GT)。我们对经 MTB 审查并建议进行 GC/GT 的患者进行了研究,以确定转诊至 GC 的频率、种系检测完成率、致病性种系变异(PGV)率、与 PGV 相关的因素以及种系转换率(GCR):在研究期间,MTB 对 2355 名患者进行了复查,其中 609 人(25.9%)被建议进行 GC/GT。在这 609 名有 GC/GT 建议的患者中,只有 181 人(29.7%)被主治医生转诊为 GC/GT,只有 107 人(17.6%)完成了 GT。在完成 GT 的 107 名患者中,有 29 人(26%)确诊为 PGV。与 PGV 明显相关的唯一因素是 PGPV 导致的检测和肿瘤 NGS 平均变异等位基因比例较高。只有 40 名因 PGPV 而被建议进行 GC/GT 的患者(14.3%)完成了 GT;但 GCR 为 42.5%(n = 17/40):结论:MTB 对 PGPV 的审查具有临床价值,在接受肿瘤 NGS 的患者中有 12% 发现了 PGPV,GCR 为 42.5%。由于主治医生转诊不足,GC/GT 完成率相对较低。鉴于 GCR 较高,作者鼓励采用机构算法,帮助提高肿瘤 NGS 检测后发现 PGPV 患者的 GC/GT 率。
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引用次数: 0
Response to Imatinib in a Patient With Gastric Adenocarcinoma With KIT Q556_K558 In-Frame Deletion: A Case Report. KIT Q556_K558 框内缺失的胃腺癌患者对伊马替尼的反应:病例报告。
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1200/PO.24.00228
Kiichiro Ninomiya, Daisuke Ennishi, Kunio Okamoto, Midori Ando, Satoko Nakamura, Shuta Tomida, Yoshiyuki Ayada, Go Makimoto, Eiki Ichihara, Natsuko Okita, Shinichi Toyooka, Yoshinobu Maeda, Masahiro Tabata

Imatinib may be a useful targeted agent for patients with advanced gastric adenocarcinoma who have KIT mutations.

伊马替尼可能是一种有效的靶向药物,可用于KIT突变的晚期胃腺癌患者。
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引用次数: 0
Personalized Therapy Selection by Integration of Molecular Cancer Classification by the 92-Gene Assay and Tumor Profiling in Patients With Cancer of Unknown Primary. 通过整合 92 基因检测的癌症分子分类和肿瘤图谱,为不明原发性癌症患者提供个性化治疗选择。
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1200/PO.24.00191
Harry E Fuentes Bayne, Pashtoon M Kasi, Li Ma, Lowell L Hart, Jenna Wong, David R Spigel, Catherine A Schnabel, James A Reeves, Thorvardur R Halfdanarson, Kai Treuner, F Anthony Greco

Purpose: Cancer of unknown primary (CUP) is a syndrome comprising metastatic cancers without a clinically identified primary site. Although patients with CUP have an unfavorable prognosis, treatment with site-specific therapies guided by clinical features, standard pathology, and molecular assays can improve overall survival. The 92-gene assay (CancerTYPE ID) is a gene expression-based classifier that helps identify the tissue of origin for metastatic cancers with unknown or uncertain diagnoses. This study reports the frequency of selected molecular aberrations of oncogenes, including KRAS, IDH1/2, BRCA1/2, and BRAF, in patients with CUP in the MOSAIC database to highlight potential treatment options.

Methods: MOSAIC is a database of patients with CUP submitted for CancerTYPE ID testing and NeoTYPE biomarker testing. Tumor biopsy samples were analyzed by CancerTYPE ID for tumor type identification and further tested for molecular aberrations of oncogenes, including KRAS, IDH1/2, BRCA1/2, and BRAF.

Results: CancerTYPE ID identified a specific tumor type in 92.5% (2,929 of 3,168) of CUP cases in the MOSAIC database. The most commonly identified histological type was adenocarcinoma (75.4%), with pancreaticobiliary being the most common molecularly diagnosed cancer (24.9%). Aberrations in KRAS, IDH1/2, BRCA, and BRAF genes were identified in 18.8% (n = 597) of biopsies. A cancer-specific US Food and Drug Administration (FDA)-approved or investigational targeted therapy was potentially available for 24.6% (n = 147) of these patients.

Conclusion: This retrospective analysis supports incorporating CancerTYPE ID into the evaluation for patients with CUP to help determine the tissue of origin and identify actionable genetic alterations. This approach may allow more patients with CUP to benefit from site-specific FDA-approved targeted therapies or enrollment into clinical trials.

目的:原发性不明癌症(CUP)是一种由转移性癌症组成的综合征,临床上无法确定其原发部位。虽然 CUP 患者预后不良,但在临床特征、标准病理学和分子检测的指导下采用特定部位疗法可提高总生存率。92 个基因检测(CancerTYPE ID)是一种基于基因表达的分类器,有助于确定诊断不明或不确定的转移性癌症的原发组织。本研究报告了MOSAIC数据库中CUP患者的部分癌基因分子畸变频率,包括KRAS、IDH1/2、BRCA1/2和BRAF,以突出潜在的治疗方案:MOSAIC是一个CUP患者数据库,这些患者已提交CancerTYPE ID检测和NeoTYPE生物标记物检测。通过CancerTYPE ID分析肿瘤活检样本以确定肿瘤类型,并进一步检测KRAS、IDH1/2、BRCA1/2和BRAF等癌基因的分子畸变:CancerTYPE ID 在 MOSAIC 数据库中 92.5% 的 CUP 病例(3168 例中的 2929 例)中识别出了特定的肿瘤类型。最常见的组织学类型是腺癌(75.4%),胰胆管癌是最常见的分子诊断癌症(24.9%)。在18.8%(n = 597)的活检中发现了KRAS、IDH1/2、BRCA和BRAF基因的畸变。这些患者中有 24.6%(n = 147)可能接受了美国食品药品管理局(FDA)批准的癌症特异性靶向治疗或研究性靶向治疗:这项回顾性分析支持将 CancerTYPE ID 纳入 CUP 患者的评估中,以帮助确定原发组织并识别可操作的基因改变。这种方法可以让更多的 CUP 患者从 FDA 批准的特定部位靶向疗法或临床试验中获益。
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引用次数: 0
A Decreased Appetite for Prophylactic Total Gastrectomy. 对预防性全胃切除术的胃口下降。
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-01 Epub Date: 2024-09-30 DOI: 10.1200/PO-24-00434
Jeremy L Davis, Amber F Gallanis

Total gastrectomy should be performed less often in germline CDH1 variant carriers based on mounting clinical evidence.

根据越来越多的临床证据,应减少对 CDH1 基因变异携带者实施全胃切除术。
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引用次数: 0
Detection of Maternal Malignancy After Abnormal Noninvasive Prenatal Testing: A Single-Center Case Series. 无创产前检测异常后母体恶性肿瘤的检测:单中心病例系列。
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1200/PO.24.00058
Mwanasha H Merrill, Sophie R Cahill, Hannah W Pepprock, Robert Redd, Huma Q Rana, Katherine E Economy, Judy E Garber, Ann S LaCasce
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引用次数: 0
Progress and Promise for Multicancer Early Detection Testing in Prostate Cancer. 前列腺癌多癌早期检测的进展与前景。
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1200/PO-24-00565
Ann Ayzman, Russell K Pachynski, Melissa A Reimers
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引用次数: 0
Accounting for Socioeconomic Factors and Selection Bias That Affect Survival for Patients With Early-Stage Melanoma. 考虑影响早期黑色素瘤患者生存的社会经济因素和选择偏差。
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-01 Epub Date: 2024-09-30 DOI: 10.1200/PO.24.00280
Hailey Seibert, Hanna Kakish, Jeremy S Bordeaux, Luke D Rothermel, Richard S Hoehn

Socioeconomic factors influence the survival of patients with early stage melanoma and thus should be accounted for in prognostication tools.

社会经济因素会影响早期黑色素瘤患者的存活率,因此应在预后工具中加以考虑。
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引用次数: 0
Reply to H. Seibert et al. 对 H. Seibert 等人的答复
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-09-01 Epub Date: 2024-09-30 DOI: 10.1200/PO-24-00405
Christine N Bailey, Brian J Martin, Valentina I Petkov
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引用次数: 0
期刊
JCO precision oncology
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