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Genomic Alterations in DNA Mismatch Repair Genes Across Different Cancer Types. 不同癌症类型中 DNA 错配修复基因的基因组变化
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-11-01 Epub Date: 2024-11-22 DOI: 10.1200/PO-24-00419
Vijaykumar R Holla, Michael P Kahle, Sun-Hee Kim, Arash Ronaghy, Richard K Yang, Keyur P Patel, Mark J Routbort, Michael J Overman, Ecaterina E Dumbrava, Kenna R Mills Shaw, Daniel D Karp, Funda Meric-Bernstam

Purpose: PD-1 inhibition is effective in patients with mismatch repair deficient (dMMR) solid tumors in a tumor-agnostic fashion. However, dMMR testing by immunohistochemistry (IHC) is not routinely performed across tumor types. By contrast, next-generation sequencing (NGS) for somatic genomic alterations is frequently performed across tumor types. We hypothesized that NGS would identify patients with alterations in mismatch repair (MMR) genes and that these patients would have higher rates of MMR protein loss by IHC. This would support the utility of IHC reflex testing after NGS and potential matching to approved therapeutic options.

Methods: From January 2016 to December 2021, 15,701 patients with solid tumors received NGS covering the MMR genes, and 4,994 patients had both IHC and NGS. Sequencing results were analyzed for mutations in MMR genes, tumor type distribution, and concordance with IHC results when available.

Results: Six hundred and ninety-eight (4.4%) of 15,701 patients had mutations in one of the MMR genes. Mutations were found across tumor types. Three hundred and seventeen (6.3%) of 4,994 patients displayed IHC loss for at least one MMR protein. 33.8% patients (110/325) patients with MMR mutations had dMMR, compared with just 4.4% (207/4,669) patients without mutations (P < .001); dMMR rate varied by mutation type.

Conclusion: Mutations in MMR genes are found in multiple tumor types where IHC testing is not routine. Reflex IHC testing of patients carrying MMR gene mutations, especially those known or inferred to be inactivating, may identify more patients with dMMR and matched treatment options. However, dedicated IHC screening is needed to capture majority of the patients.

目的:PD-1抑制剂对错配修复缺陷(dMMR)实体瘤患者有效,并具有肿瘤诊断作用。然而,通过免疫组化(IHC)进行的 dMMR 检测并不是所有肿瘤类型的常规检测方法。相比之下,针对体细胞基因组改变的下一代测序(NGS)却经常在各种肿瘤类型中进行。我们假设,NGS 将发现错配修复(MMR)基因发生改变的患者,而这些患者的 IHC 检测结果显示 MMR 蛋白丢失率较高。这将支持 NGS 后 IHC 反射检测的实用性以及与已批准治疗方案的潜在匹配:从 2016 年 1 月到 2021 年 12 月,15701 名实体瘤患者接受了涵盖 MMR 基因的 NGS,4994 名患者同时接受了 IHC 和 NGS。对测序结果进行分析,以了解 MMR 基因突变、肿瘤类型分布以及与 IHC 结果的一致性(如有):结果:15701 名患者中有 698 名(4.4%)患者的一个 MMR 基因发生了突变。在不同类型的肿瘤中都发现了突变。在 4994 例患者中,有 317 例(6.3%)患者的至少一种 MMR 蛋白在 IHC 上缺失。33.8%的MMR基因突变患者(110/325)有dMMR,而无突变的患者仅为4.4%(207/4,669)(P < .001);dMMR率因突变类型而异:结论:MMR基因突变存在于多种肿瘤类型中,而IHC检测并不是常规检测方法。对携带 MMR 基因突变(尤其是已知或推断为失活基因突变)的患者进行反射性 IHC 检测,可能会发现更多的 dMMR 患者,并提供相匹配的治疗方案。然而,需要进行专门的 IHC 筛查才能发现大多数患者。
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引用次数: 0
Fully Automated Artificial Intelligence Solution for Human Epidermal Growth Factor Receptor 2 Immunohistochemistry Scoring in Breast Cancer: A Multireader Study. 乳腺癌中人类表皮生长因子受体 2 免疫组化评分的全自动人工智能解决方案:多阅读器研究。
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-10-01 Epub Date: 2024-10-11 DOI: 10.1200/PO.24.00353
Savitri Krishnamurthy, Stuart J Schnitt, Anne Vincent-Salomon, Rita Canas-Marques, Eugenia Colon, Kanchan Kantekure, Marina Maklakovski, Wilfrid Finck, Jeanne Thomassin, Yuval Globerson, Lilach Bien, Giuseppe Mallel, Maya Grinwald, Chaim Linhart, Judith Sandbank, Manuela Vecsler

Purpose: The proven efficacy of human epidermal growth factor receptor 2 (HER2) antibody-drug conjugate therapy for treating HER2-low breast cancers necessitates more accurate and reproducible HER2 immunohistochemistry (IHC) scoring. We aimed to validate performance and utility of a fully automated artificial intelligence (AI) solution for interpreting HER2 IHC in breast carcinoma.

Materials and methods: A two-arm multireader study of 120 HER2 IHC whole-slide images from four sites assessed HER2 scoring by four surgical pathologists without and with the aid of an AI HER2 solution. Both arms were compared with high-confidence ground truth (GT) established by agreement of at least four of five breast pathology subspecialists according to ASCO/College of American Pathologists (CAP) 2018/2023 guidelines.

Results: The mean interobserver agreement among GT pathologists across all HER2 scores was 72.4% (N = 120). The AI solution demonstrated high accuracy for HER2 scoring, with 92.1% agreement on slides with high confidence GT (n = 92). The use of the AI tool led to improved performance by readers, interobserver agreement increased from 75.0% for digital manual read to 83.7% for AI-assisted review, and scoring accuracy improved from 85.3% to 88.0%. For the distinction of HER2 0 from 1+ cases (n = 58), pathologists supported by AI showed significantly higher interobserver agreement (69.8% without AI v 87.4% with AI) and accuracy (81.9% without AI v 88.8% with AI).

Conclusion: This study demonstrated utility of a fully automated AI solution to aid in scoring HER2 IHC accurately according to ASCO/CAP 2018/2023 guidelines. Pathologists supported by AI showed improvements in HER2 IHC scoring consistency and accuracy, especially for distinguishing HER2 0 from 1+ cases. This AI solution could be used by pathologists as a decision support tool for enhancing reproducibility and consistency of HER2 scoring and particularly for identifying HER2-low breast cancers.

目的:人类表皮生长因子受体 2 (HER2) 抗体-药物共轭疗法治疗 HER2 低水平乳腺癌的疗效已得到证实,因此有必要提高 HER2 免疫组织化学 (IHC) 评分的准确性和可重复性。我们的目的是验证全自动人工智能(AI)解决方案在解释乳腺癌HER2 IHC方面的性能和实用性:一项双臂多载体研究对来自四个地点的 120 张 HER2 IHC 全切片图像进行了评估,由四位外科病理学家在没有人工智能 HER2 解决方案的情况下和在该解决方案的帮助下进行 HER2 评分。根据 ASCO/College of American Pathologists (CAP) 2018/2023 指南,两组数据均与五位乳腺病理亚专科医生中至少四位达成一致所建立的高置信度地面实况(GT)进行了比较:在所有 HER2 评分中,GT 病理学家之间的平均观察者间一致性为 72.4%(N = 120)。人工智能解决方案显示出较高的HER2评分准确性,在高置信度GT(n = 92)切片上的一致性为92.1%。人工智能工具的使用提高了阅读者的工作效率,观察者之间的一致性从数字人工阅读的 75.0% 提高到人工智能辅助审查的 83.7%,评分准确性从 85.3% 提高到 88.0%。在区分 HER2 0 和 1+ 病例(n = 58)时,人工智能支持下的病理学家的观察者间一致性(无人工智能时为 69.8% ,有人工智能时为 87.4%)和准确性(无人工智能时为 81.9% ,有人工智能时为 88.8%)均显著提高:这项研究表明,全自动人工智能解决方案有助于根据 ASCO/CAP 2018/2023 指南对 HER2 IHC 进行准确评分。病理学家在人工智能的支持下提高了 HER2 IHC 评分的一致性和准确性,尤其是在区分 HER2 0 和 1+ 病例方面。病理学家可将该人工智能解决方案用作决策支持工具,以提高HER2评分的可重复性和一致性,尤其是在识别HER2低的乳腺癌方面。
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引用次数: 0
Characterization and Clinical Outcome of Philadelphia Chromosome-Positive AML in Thrombocytopenia-Absent Radius Syndrome. 血小板减少-缺失半径综合征中费城染色体阳性急性髓细胞白血病的特征和临床结果
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-10-01 Epub Date: 2024-10-11 DOI: 10.1200/PO-24-00411
Alejandro Villar-Prados, Arman Odabas, Joshua R Menke, Kerry Kingham, Gabriel N Mannis
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引用次数: 0
CD8+ Tumor-Infiltrating Lymphocytes in Head and Neck Cancer: A Review. 头颈癌中的 CD8+ 肿瘤浸润淋巴细胞:综述。
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-10-01 Epub Date: 2024-11-20 DOI: 10.1200/PO.24.00183
Kevin J Contrera, Matthew E Spector, Liron Pantanowitz, Ibrahim M Abukhiran, Lazar Vujanovic, Theresa L Whiteside, Yvonne M Mowery, Dan P Zandberg, Shaum S Sriharan, Seungwon Kim, Christopher Wilke, Heath D Skinner, Jose P Zevallos, Robert L Ferris

CD8+ tumor-infiltrating lymphocytes (TILs) are increasingly used in oncology as a prognostic and predictive tool to guide patient management. This review summarizes current literature on CD8+ TILs in head and neck squamous cell carcinoma (SCC). Published meta-analyses and clinical trials evaluating CD8+ TILs were analyzed. Consistent positive associations between elevated CD8+ TILs and overall survival have been observed across head and neck sites. CD8+ TILs have been found to predict response to treatment, most commonly immunotherapy, but also chemoradiation. Numerous trials have shown that increased CD8+ TIL frequencies in pretreatment biopsies could identify patients likely to respond to neoadjuvant therapies. CD8+ TIL infiltration has also been elevated in responders both during and after treatment. However, wider adoption of CD8+ TIL quantification as a biomarker has been limited by the need for clinical validation and universal measurement guidelines for head and neck SCC, as there are for other malignancies. Measurement variability includes which tumor compartment is sampled, how TILs are quantified, and which cutoffs are clinically relevant. For several head and neck SCC, measurement of CD8+ TILs in the central or intratumoral compartment, followed by the stromal compartment, has been most consistently associated with survival. Future studies are needed to evaluate subpopulations of CD8+ TILs and biomarker-based treatment selection.

CD8+肿瘤浸润淋巴细胞(TILs)在肿瘤学中越来越多地被用作指导患者管理的预后和预测工具。本综述总结了目前有关头颈部鳞状细胞癌(SCC)中 CD8+ TILs 的文献。对已发表的评估 CD8+ TILs 的荟萃分析和临床试验进行了分析。在头颈部各个部位都观察到了 CD8+ TILs 升高与总生存期之间一致的正相关关系。研究发现,CD8+ TILs可预测治疗反应,其中最常见的是免疫疗法,但也包括化疗。大量试验表明,治疗前活检中 CD8+ TIL 频率的增加可识别出可能对新辅助疗法产生反应的患者。在治疗期间和治疗后,CD8+ TIL浸润在应答者中也有所升高。然而,CD8+ TIL 定量作为一种生物标记物的广泛应用受到了限制,因为头颈部 SCC 与其他恶性肿瘤一样,需要临床验证和通用的测量指南。测量的可变性包括取样的肿瘤区块、TIL 的量化方式以及与临床相关的临界值。对于几种头颈部 SCC,CD8+ TILs 在中心区或瘤内区的测量结果与生存率的关系最为一致,其次是基质区。未来的研究需要评估 CD8+ TILs 的亚群以及基于生物标志物的治疗选择。
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引用次数: 0
Amplification of MYC and Its Enhancer Correlates With Genetic Ancestry in Lung Squamous Cell Carcinoma. 肺鳞状细胞癌中 MYC 及其增强子的扩增与遗传血统有关。
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-10-01 Epub Date: 2024-10-24 DOI: 10.1200/PO.24.00223
Sejal Jain, Xuechun Bai, Samyukta Mallick, Branden Kinghorn, Benjamin May, Alexandria G Yao, Diane Allen-Gipson, Xiaoyang Zhang, Brian S Henick, Fatemeh Momen-Heravi, Jian Carrot-Zhang, Alison M Taylor

Purpose: In lung squamous cell carcinoma (LUSC), Black patients show significantly higher incidence and lower overall survival than White patients. Although socioeconomic factors likely contribute to this survival disparity, genomic factors have yet to be elucidated in LUSC.

Methods: Using 416 LUSC tumor samples in the Cancer Genome Atlas (TCGA), we assessed genomic and transcriptomic profiles by ancestry. We replicated our analyses in pan-cancer data from TCGA, the American Association of Cancer Research (AACR) Genomics Evidence Neoplasia Information Exchange (GENIE), and Columbia University Medical Center.

Results: We found increased MYC amplification, LUSC-specific MYC enhancer amplification, and chromosome arm 8q (chr8q) gain to be significantly associated with genetic AFR (African) ancestry in LUSC in TCGA. Furthermore, expression of MYC target genes was significantly enriched in AFR samples. Local ancestry analysis identified correlation of chr8q gain with AFR ancestry at the MYC locus in TCGA. We also found a significant correlation between chr8q and AFR ancestry in multiple cancer types and pan-cancer in TCGA. Similarly, in a pan-cancer subset of AACR GENIE data, we found a significant correlation between chr8q gain and race.

Conclusion: Together, our data suggest that ancestry may influence amplification of not only MYC but also its enhancer in LUSC. They also suggest a role for genetic ancestry in chr8q aneuploidy in cancer. These studies further define and expand patients who may benefit from future anti-MYC therapeutic approaches.

目的:在肺鳞状细胞癌(LUSC)中,黑人患者的发病率明显高于白人患者,但总体生存率却低于白人患者。虽然社会经济因素可能是造成这种生存差异的原因之一,但肺鳞状细胞癌的基因组因素尚未得到阐明:我们利用癌症基因组图谱(TCGA)中的416个LUSC肿瘤样本,评估了不同血统的基因组和转录组特征。我们在TCGA、美国癌症研究协会(AACR)基因组学证据肿瘤信息交换中心(GENIE)和哥伦比亚大学医学中心的泛癌症数据中重复了我们的分析:结果:我们发现,在TCGA中,MYC扩增增加、LUSC特异性MYC增强子扩增和染色体臂8q(chr8q)增益与LUSC的遗传AFR(非洲)血统显著相关。此外,MYC靶基因的表达在非洲裔样本中明显富集。本地祖先分析发现,在 TCGA 的 MYC 基因座上,chr8q 增益与非洲裔祖先相关。我们还发现,在 TCGA 的多种癌症类型和泛癌症中,chr8q 与 AFR 祖先之间存在明显的相关性。同样,在 AACR GENIE 数据的泛癌症子集中,我们也发现了 chr8q 增益与种族之间的显著相关性:总之,我们的数据表明,祖先不仅可能影响 MYC 的扩增,还可能影响其在 LUSC 中的增强子。这些数据还表明,遗传血统在癌症的 chr8q 非整倍体中起着一定的作用。这些研究进一步确定并扩大了未来抗 MYC 治疗方法的受益患者范围。
{"title":"Amplification of <i>MYC</i> and Its Enhancer Correlates With Genetic Ancestry in Lung Squamous Cell Carcinoma.","authors":"Sejal Jain, Xuechun Bai, Samyukta Mallick, Branden Kinghorn, Benjamin May, Alexandria G Yao, Diane Allen-Gipson, Xiaoyang Zhang, Brian S Henick, Fatemeh Momen-Heravi, Jian Carrot-Zhang, Alison M Taylor","doi":"10.1200/PO.24.00223","DOIUrl":"10.1200/PO.24.00223","url":null,"abstract":"<p><strong>Purpose: </strong>In lung squamous cell carcinoma (LUSC), Black patients show significantly higher incidence and lower overall survival than White patients. Although socioeconomic factors likely contribute to this survival disparity, genomic factors have yet to be elucidated in LUSC.</p><p><strong>Methods: </strong>Using 416 LUSC tumor samples in the Cancer Genome Atlas (TCGA), we assessed genomic and transcriptomic profiles by ancestry. We replicated our analyses in pan-cancer data from TCGA, the American Association of Cancer Research (AACR) Genomics Evidence Neoplasia Information Exchange (GENIE), and Columbia University Medical Center.</p><p><strong>Results: </strong>We found increased <i>MYC</i> amplification, LUSC-specific <i>MYC</i> enhancer amplification, and chromosome arm 8q (chr8q) gain to be significantly associated with genetic AFR (African) ancestry in LUSC in TCGA. Furthermore, expression of <i>MYC</i> target genes was significantly enriched in AFR samples. Local ancestry analysis identified correlation of chr8q gain with AFR ancestry at the <i>MYC</i> locus in TCGA. We also found a significant correlation between chr8q and AFR ancestry in multiple cancer types and pan-cancer in TCGA. Similarly, in a pan-cancer subset of AACR GENIE data, we found a significant correlation between chr8q gain and race.</p><p><strong>Conclusion: </strong>Together, our data suggest that ancestry may influence amplification of not only <i>MYC</i> but also its enhancer in LUSC. They also suggest a role for genetic ancestry in chr8q aneuploidy in cancer. These studies further define and expand patients who may benefit from future anti-<i>MYC</i> therapeutic approaches.</p>","PeriodicalId":14797,"journal":{"name":"JCO precision oncology","volume":"8 ","pages":"e2400223"},"PeriodicalIF":5.3,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11520345/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142500780","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multiomic Characterization and Molecular Profiling of Nuclear Protein in Testis Carcinoma. 睾丸癌核蛋白的多组学特征和分子谱分析
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-10-01 Epub Date: 2024-10-24 DOI: 10.1200/PO.24.00334
Gianna Kroening, Jia Luo, Mark G Evans, Tolulope Adeyelu, Sai-Hong Ignatius Ou, Zhaohui L Arter, Trisha M Wise-Draper, Ammar Sukari, Asfar S Azmi, David R Braxton, Andrew Elliott, David A Bryant, Matthew J Oberley, Chul Kim, Geoffrey I Shapiro, Christopher A French, Misako Nagasaka

Purpose: Nuclear protein in testis carcinoma (NC) is an underdiagnosed and aggressive squamous/poorly differentiated cancer characterized by rearrangement of the gene NUTM1 on chromosome 15q14. Co-occurring alternations have not been fully characterized.

Methods: We analyzed the genomic and immune landscape of 54 cases of NC that underwent DNA- and RNA-based NGS sequencing (Caris).

Results: While NC is driven by NUTM1 fusion oncoproteins, co-occurring DNA mutations in epigenetic or cell cycle pathways were observed in 26% of cases. There was no significant difference between the fusion partner of NUTM1 and co-occurring gene mutations. RNA sequencing analysis showed increased MYC pathway activity in NC compared with head and neck squamous cell carcinoma (HNSCC) and lung squamous cell carcinoma (LUSC), which is consistent with the known pathophysiology of NC. Characterization of the NC tumor microenvironment using RNA sequencing revealed significantly lower immune cell infiltration compared with HNSCC and LUSC. NC was 10× higher in patients with HNSCC and LUSC younger than 50 years than in those older than 70 years.

Conclusion: To our knowledge, this is the first series of NC profiled broadly at the DNA and RNA level. We observed fewer intratumoral immune cells by RNA sequencing, which may be associated with anecdotal data of lack of immunotherapy benefit in NC. High MYC pathway activity in NC supports ongoing trials targeting MYC suppression. The incidence of NC among patients younger than 50 years with LUSC/HNSCC supports testing for NC in these patients. The prognosis of NCs remains dismal, and future studies should focus on improving the response to immunotherapy and targeting MYC.

目的:睾丸癌核蛋白(NC)是一种诊断率低、侵袭性强的鳞状癌/分化差的癌症,其特征是染色体 15q14 上的 NUTM1 基因发生重排。方法:我们分析了基因组和免疫系统:我们分析了 54 例接受 DNA 和 RNA NGS 测序(Caris)的 NC 的基因组和免疫图谱:结果:虽然NC是由NUTM1融合肿瘤蛋白驱动的,但在26%的病例中观察到表观遗传或细胞周期通路中同时存在DNA突变。NUTM1的融合伙伴与共存基因突变之间没有明显差异。RNA测序分析表明,与头颈部鳞状细胞癌(HNSCC)和肺鳞状细胞癌(LUSC)相比,NC的MYC通路活性增加,这与已知的NC病理生理学相一致。利用 RNA 测序分析 NC 肿瘤微环境的特征发现,与 HNSCC 和 LUSC 相比,免疫细胞浸润明显较低。在50岁以下的HNSCC和LUSC患者中,NC的发病率是70岁以上患者的10倍:据我们所知,这是第一例在DNA和RNA水平上对NC进行广泛分析的系列研究。通过RNA测序,我们观察到瘤内免疫细胞较少,这可能与NC缺乏免疫疗法获益的传闻有关。NC中MYC通路的高活性为正在进行的以抑制MYC为目标的试验提供了支持。在 50 岁以下的 LUSC/HNSCC 患者中,NC 的发病率较高,这支持对这些患者进行 NC 检测。NC的预后仍然不容乐观,未来的研究应侧重于改善对免疫疗法和靶向MYC的反应。
{"title":"Multiomic Characterization and Molecular Profiling of Nuclear Protein in Testis Carcinoma.","authors":"Gianna Kroening, Jia Luo, Mark G Evans, Tolulope Adeyelu, Sai-Hong Ignatius Ou, Zhaohui L Arter, Trisha M Wise-Draper, Ammar Sukari, Asfar S Azmi, David R Braxton, Andrew Elliott, David A Bryant, Matthew J Oberley, Chul Kim, Geoffrey I Shapiro, Christopher A French, Misako Nagasaka","doi":"10.1200/PO.24.00334","DOIUrl":"10.1200/PO.24.00334","url":null,"abstract":"<p><strong>Purpose: </strong>Nuclear protein in testis carcinoma (NC) is an underdiagnosed and aggressive squamous/poorly differentiated cancer characterized by rearrangement of the gene <i>NUTM1</i> on chromosome 15q14. Co-occurring alternations have not been fully characterized.</p><p><strong>Methods: </strong>We analyzed the genomic and immune landscape of 54 cases of NC that underwent DNA- and RNA-based NGS sequencing (Caris).</p><p><strong>Results: </strong>While NC is driven by <i>NUTM1</i> fusion oncoproteins, co-occurring DNA mutations in epigenetic or cell cycle pathways were observed in 26% of cases. There was no significant difference between the fusion partner of <i>NUTM1</i> and co-occurring gene mutations. RNA sequencing analysis showed increased <i>MYC</i> pathway activity in NC compared with head and neck squamous cell carcinoma (HNSCC) and lung squamous cell carcinoma (LUSC), which is consistent with the known pathophysiology of NC. Characterization of the NC tumor microenvironment using RNA sequencing revealed significantly lower immune cell infiltration compared with HNSCC and LUSC. NC was 10× higher in patients with HNSCC and LUSC younger than 50 years than in those older than 70 years.</p><p><strong>Conclusion: </strong>To our knowledge, this is the first series of NC profiled broadly at the DNA and RNA level. We observed fewer intratumoral immune cells by RNA sequencing, which may be associated with anecdotal data of lack of immunotherapy benefit in NC. High <i>MYC</i> pathway activity in NC supports ongoing trials targeting <i>MYC</i> suppression. The incidence of NC among patients younger than 50 years with LUSC/HNSCC supports testing for NC in these patients. The prognosis of NCs remains dismal, and future studies should focus on improving the response to immunotherapy and targeting MYC.</p>","PeriodicalId":14797,"journal":{"name":"JCO precision oncology","volume":"8 ","pages":"e2400334"},"PeriodicalIF":5.3,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11520346/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142500782","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Using Artificial Intelligence to Support Informed Decision-Making on BRAF Mutation Testing. 利用人工智能支持 BRAF 基因突变检测的知情决策。
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-10-01 Epub Date: 2024-10-30 DOI: 10.1200/PO.23.00685
Jennifer Webster, Jennifer Ghith, Orion Penner, Christopher H Lieu, Bob J A Schijvenaars

Purpose: Precision oncology relies on accurate and interpretable reporting of testing and mutation rates. Focusing on the BRAFV600 mutations in advanced colorectal carcinoma, non-small-cell lung carcinoma, and cutaneous melanoma, we developed a platform displaying testing and mutation rates reported in the literature, which we annotated using an artificial intelligence (AI) and natural language processing (NLP) pipeline.

Methods: Using AI, we identified publications that likely reported a testing or mutation rate, filtered publications for cancer type, and identified sentences that likely reported rates. Rates and covariates were subsequently manually curated by three experts. The AI performance was evaluated using precision and recall metrics. We used an interactive platform to explore and present the annotated testing and mutation rates by certain study characteristics.

Results: The interactive dashboard, accessible at the BRAF dimensions website, enables users to filter mutation and testing rates with relevant options (eg, country of study, study type, mutation type) and to visualize annotated rates. The AI pipeline demonstrated excellent filtering performance (>90% precision and recall for all target cancer types) and moderate performance for sentence classification (53%-99% precision; ≥75% recall). The manual annotation of testing and mutation rates revealed inter-rater disagreement (testing rate, 19%; mutation rate, 70%), indicating unclear or nonstandard reporting of rates in some publications.

Conclusion: Our AI-driven NLP pipeline demonstrated the potential for annotating biomarker testing and mutation rates. The difficulties we encountered highlight the need for more advanced AI-powered literature searching and data extraction, and more consistent reporting of testing rates. These improvements would reduce the risk of misinterpretation or misunderstanding of testing and mutation rates by AI-based technologies and the health care community, with beneficial impacts on clinical decision-making, research, and trial design.

目的:精准肿瘤学依赖于准确且可解释的检测和突变率报告。我们以晚期结直肠癌、非小细胞肺癌和皮肤黑色素瘤中的 BRAFV600 突变为重点,开发了一个显示文献中报告的检测率和突变率的平台,并使用人工智能(AI)和自然语言处理(NLP)管道对其进行了注释:利用人工智能,我们确定了可能报告了检测率或突变率的出版物,根据癌症类型过滤了出版物,并确定了可能报告了检测率或突变率的句子。随后,由三位专家对比率和协变量进行人工筛选。人工智能的性能使用精确度和召回率指标进行评估。我们使用了一个交互式平台,按照某些研究特征来探索和展示注释的检测率和突变率:用户可以在 BRAF dimensions 网站上访问交互式仪表板,通过相关选项(如研究国家、研究类型、突变类型)筛选突变率和检测率,并直观显示注释率。人工智能管道显示出卓越的过滤性能(所有目标癌症类型的精确度和召回率均大于 90%)和中等的句子分类性能(精确度为 53%-99%;召回率≥75%)。对测试率和突变率的人工标注显示出评分者之间的意见分歧(测试率为19%;突变率为70%),这表明某些出版物中对比率的报告不明确或不标准:我们的人工智能驱动 NLP 管道展示了注释生物标记物检测率和突变率的潜力。我们遇到的困难突出表明,需要更先进的人工智能驱动的文献搜索和数据提取,以及更一致的检测率报告。这些改进将降低人工智能技术和医疗界对检测和突变率的误读或误解的风险,从而对临床决策、研究和试验设计产生有益的影响。
{"title":"Using Artificial Intelligence to Support Informed Decision-Making on <i>BRAF</i> Mutation Testing.","authors":"Jennifer Webster, Jennifer Ghith, Orion Penner, Christopher H Lieu, Bob J A Schijvenaars","doi":"10.1200/PO.23.00685","DOIUrl":"10.1200/PO.23.00685","url":null,"abstract":"<p><strong>Purpose: </strong>Precision oncology relies on accurate and interpretable reporting of testing and mutation rates. Focusing on the <i>BRAFV600</i> mutations in advanced colorectal carcinoma, non-small-cell lung carcinoma, and cutaneous melanoma, we developed a platform displaying testing and mutation rates reported in the literature, which we annotated using an artificial intelligence (AI) and natural language processing (NLP) pipeline.</p><p><strong>Methods: </strong>Using AI, we identified publications that likely reported a testing or mutation rate, filtered publications for cancer type, and identified sentences that likely reported rates. Rates and covariates were subsequently manually curated by three experts. The AI performance was evaluated using precision and recall metrics. We used an interactive platform to explore and present the annotated testing and mutation rates by certain study characteristics.</p><p><strong>Results: </strong>The interactive dashboard, accessible at the BRAF dimensions website, enables users to filter mutation and testing rates with relevant options (eg, country of study, study type, mutation type) and to visualize annotated rates. The AI pipeline demonstrated excellent filtering performance (>90% precision and recall for all target cancer types) and moderate performance for sentence classification (53%-99% precision; ≥75% recall). The manual annotation of testing and mutation rates revealed inter-rater disagreement (testing rate, 19%; mutation rate, 70%), indicating unclear or nonstandard reporting of rates in some publications.</p><p><strong>Conclusion: </strong>Our AI-driven NLP pipeline demonstrated the potential for annotating biomarker testing and mutation rates. The difficulties we encountered highlight the need for more advanced AI-powered literature searching and data extraction, and more consistent reporting of testing rates. These improvements would reduce the risk of misinterpretation or misunderstanding of testing and mutation rates by AI-based technologies and the health care community, with beneficial impacts on clinical decision-making, research, and trial design.</p>","PeriodicalId":14797,"journal":{"name":"JCO precision oncology","volume":"8 ","pages":"e2300685"},"PeriodicalIF":5.3,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142545622","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
5-Hydroxymethylated Biomarkers in Cell-Free DNA Predict Occult Colorectal Cancer up to 36 Months Before Diagnosis in the Prostate, Lung, Colorectal, and Ovarian Cancer Screening Trial. 前列腺癌、肺癌、结直肠癌和卵巢癌筛查试验中细胞游离 DNA 中的 5-羟甲基化生物标志物可预测诊断前 36 个月的隐匿性结直肠癌。
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-10-01 Epub Date: 2024-10-11 DOI: 10.1200/PO.24.00277
Diana C West-Szymanski, Zhou Zhang, Xiao-Long Cui, Krissana Kowitwanich, Lu Gao, Zifeng Deng, Urszula Dougherty, Craig Williams, Shannon Merkle, Chuan He, Wei Zhang, Marc Bissonnette

Purpose: Using the prostate, lung, colorectal, and ovarian (PLCO) Cancer Screening Trial samples, we identified cell-free DNA (cfDNA) candidate biomarkers bearing the epigenetic mark 5-hydroxymethylcytosine (5hmC) that detected occult colorectal cancer (CRC) up to 36 months before clinical diagnosis.

Materials and methods: We performed the 5hmC-seal assay and sequencing on ≤8 ng cfDNA extracted from PLCO study participant plasma samples, including n = 201 cases (diagnosed with CRC within 36 months of blood collection) and n = 401 controls (no cancer diagnosis on follow-up). We conducted association studies and machine learning modeling to analyze the genome-wide 5hmC profiles within training and validation groups that were randomly selected at a 2:1 ratio.

Results: We successfully obtained 5hmC profiles from these decades-old samples. A weighted Cox model of 32 5hmC-modified gene bodies showed a predictive detection value for CRC as early as 36 months before overt tumor diagnosis (training set AUC, 77.1% [95% CI, 72.2 to 81.9] and validation set AUC, 72.8% [95% CI, 65.8 to 79.7]). Notably, the 5hmC-based predictive model showed comparable performance regardless of sex and race/ethnicity, and significantly outperformed risk factors such as age and obesity (assessed as BMI). Finally, when splitting cases at median weighted prediction scores, Kaplan-Meier analyses showed significant risk stratification for CRC occurrence in both the training set (hazard ratio, [HR], 3.3 [95% CI, 2.6 to 5.8]) and validation set (HR, 3.1 [95% CI, 1.8 to 5.8]).

Conclusion: Candidate 5hmC biomarkers and a scoring algorithm have the potential to predict CRC occurrence despite the absence of clinical symptoms and effective predictors. Developing a minimally invasive clinical assay that detects 5hmC-modified biomarkers holds promise for improving early CRC detection and ultimately patient outcomes.

目的:利用前列腺癌、肺癌、结直肠癌和卵巢癌(PLCO)筛查试验样本,我们确定了带有表观遗传标记5-羟甲基胞嘧啶(5hmC)的无细胞DNA(cfDNA)候选生物标记物,这些标记物可在临床诊断前36个月检测出隐匿性结直肠癌(CRC):我们对从PLCO研究参与者血浆样本中提取的≤8 ng cfDNA进行了5hmC-seal检测和测序,其中包括n = 201例病例(采血后36个月内诊断为CRC)和n = 401例对照(随访期间未诊断为癌症)。我们进行了关联研究和机器学习建模,以分析按 2:1 比例随机抽取的训练组和验证组的全基因组 5hmC 图谱:我们成功地从这些几十年前的样本中获得了5hmC图谱。32 个 5hmC 修饰基因体的加权 Cox 模型显示,早在肿瘤确诊前 36 个月,CRC 就具有预测检测价值(训练集 AUC,77.1% [95% CI,72.2-81.9];验证集 AUC,72.8% [95% CI,65.8-79.7])。值得注意的是,无论性别和种族/族裔如何,基于 5hmC 的预测模型都显示出相当的性能,并且明显优于年龄和肥胖(以体重指数评估)等风险因素。最后,当按加权预测得分中位数分割病例时,Kaplan-Meier 分析显示,在训练集(危险比,[HR],3.3 [95% CI,2.6 至 5.8])和验证集(HR,3.1 [95% CI,1.8 至 5.8])中,CRC 发生率的风险分层都很显著:尽管没有临床症状和有效的预测指标,候选的 5hmC 生物标志物和评分算法仍有可能预测 CRC 的发生。开发一种可检测 5hmC 修饰生物标志物的微创临床检测方法有望改善早期 CRC 检测并最终改善患者预后。
{"title":"5-Hydroxymethylated Biomarkers in Cell-Free DNA Predict Occult Colorectal Cancer up to 36 Months Before Diagnosis in the Prostate, Lung, Colorectal, and Ovarian Cancer Screening Trial.","authors":"Diana C West-Szymanski, Zhou Zhang, Xiao-Long Cui, Krissana Kowitwanich, Lu Gao, Zifeng Deng, Urszula Dougherty, Craig Williams, Shannon Merkle, Chuan He, Wei Zhang, Marc Bissonnette","doi":"10.1200/PO.24.00277","DOIUrl":"10.1200/PO.24.00277","url":null,"abstract":"<p><strong>Purpose: </strong>Using the prostate, lung, colorectal, and ovarian (PLCO) Cancer Screening Trial samples, we identified cell-free DNA (cfDNA) candidate biomarkers bearing the epigenetic mark 5-hydroxymethylcytosine (5hmC) that detected occult colorectal cancer (CRC) up to 36 months before clinical diagnosis.</p><p><strong>Materials and methods: </strong>We performed the 5hmC-seal assay and sequencing on ≤8 ng cfDNA extracted from PLCO study participant plasma samples, including n = 201 cases (diagnosed with CRC within 36 months of blood collection) and n = 401 controls (no cancer diagnosis on follow-up). We conducted association studies and machine learning modeling to analyze the genome-wide 5hmC profiles within training and validation groups that were randomly selected at a 2:1 ratio.</p><p><strong>Results: </strong>We successfully obtained 5hmC profiles from these decades-old samples. A weighted Cox model of 32 5hmC-modified gene bodies showed a predictive detection value for CRC as early as 36 months before overt tumor diagnosis (training set AUC, 77.1% [95% CI, 72.2 to 81.9] and validation set AUC, 72.8% [95% CI, 65.8 to 79.7]). Notably, the 5hmC-based predictive model showed comparable performance regardless of sex and race/ethnicity, and significantly outperformed risk factors such as age and obesity (assessed as BMI). Finally, when splitting cases at median weighted prediction scores, Kaplan-Meier analyses showed significant risk stratification for CRC occurrence in both the training set (hazard ratio, [HR], 3.3 [95% CI, 2.6 to 5.8]) and validation set (HR, 3.1 [95% CI, 1.8 to 5.8]).</p><p><strong>Conclusion: </strong>Candidate 5hmC biomarkers and a scoring algorithm have the potential to predict CRC occurrence despite the absence of clinical symptoms and effective predictors. Developing a minimally invasive clinical assay that detects 5hmC-modified biomarkers holds promise for improving early CRC detection and ultimately patient outcomes.</p>","PeriodicalId":14797,"journal":{"name":"JCO precision oncology","volume":"8 ","pages":"e2400277"},"PeriodicalIF":5.3,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11729496/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142406406","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis of Concordance Between Next-Generation Sequencing Assessment of Microsatellite Instability and Immunohistochemistry-Mismatch Repair From Solid Tumors. 实体瘤微卫星不稳定性的下一代测序评估与免疫组化-错配修复的一致性分析
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-10-01 Epub Date: 2024-11-20 DOI: 10.1200/PO.23.00648
Rouba Ali-Fehmi, Harris Benjamin Krause, Robert T Morris, John J Wallbillich, Logan Corey, Sudeshna Bandyopadhyay, Mira Kheil, Leana Elbashir, Fadi Zaiem, M Ruhul Quddus, Evi Abada, Thomas Herzog, Anthony N Karnezis, Emmanuel S Antonarakis, Pashtoon Murtaza Kasi, Shuanzeng Wei, Jeffrey Swensen, Andrew Elliott, Joanne Xiu, Jaclyn Hechtman, David Spetzler, Jim Abraham, Milan Radovich, George Sledge, Matthew J Oberley, David Bryant

Purpose: The new CAP guideline published in August 2022 recommends using immunohistochemistry (IHC) to test for mismatch repair defects in gastroesophageal (GE), small bowel (SB), or endometrial carcinoma (EC) cancers over next-generation sequencing assessment of microsatellite instability (NGS-MSI) for immune checkpoint inhibitor (ICI) therapy eligibility and states there is a preference to use IHC over NGS-MSI in colorectal carcinoma (CRC).

Methods: We assessed the concordance of NGS-MSI and IHC-MMR from a very large cohort across the spectrum of solid tumors.

Results: Of the over 190,000 samples with both NGS-MSI and IHC-MMR about 1,160 were initially flagged as discordant. Of those samples initially flagged as discordant, 50.9% remained discordant after being reviewed by an additional pathologist. This resulted in a final discordance rate of 0.31% (590/191,767). Among CRC, GE, SB and EC, 55.4% of mismatch repair proficient/MSI high (MMRp/MSI-H) tumors had at least one somatic pathogenic mutation in an MMR gene or POLE. Mismatch repair deficient/microsatellite stable (MMRd/MSS) tumors had a significantly lower rate of high tumor mutational burden than MMRp/MSI-H tumors. Across all solid tumors, MMRd/MSI-H tumors had significantly longer overall survival (OS; hazard ratio [HR], 1.47, P < .001) and post-ICI survival (HR, 1.82, P < .001) as compared with MMRp/MSS tumors. The OS for the MMRd/MSS group was slightly worse compared to the MMRp/MSI-H tumors, but this difference was not statistically significant (HR, 0.73, P = .058), with a similar pattern when looking at post-ICI survival (HR, 0.43, P = .155).

Conclusion: This study demonstrates that NGS-MSI is noninferior to IHC-MMR and can identify MSI-H tumors that IHC-MMR is unable to detect and conversely IHC-MMR can identify MMRd tumors that NGS-MSI misses.

目的:2022年8月发布的新版CAP指南建议,在检测胃食管癌(GE)、小肠癌(SB)或子宫内膜癌(EC)的错配修复缺陷时,使用免疫组化(IHC)而非下一代测序评估微卫星不稳定性(NGS-MSI)来确定免疫检查点抑制剂(ICI)的治疗资格,并指出在检测结直肠癌(CRC)的错配修复缺陷时,优先使用IHC而非NGS-MSI:方法: 我们评估了来自实体瘤领域的一个庞大队列的 NGS-MSI 和 IHC-MMR 的一致性:结果:在同时具有 NGS-MSI 和 IHC-MMR 的 190,000 多个样本中,约有 1,160 个样本最初被标记为不一致。在这些最初被标记为不一致的样本中,50.9% 的样本在由另一位病理学家复查后仍不一致。因此,最终的不一致率为 0.31%(590/191,767)。在CRC、GE、SB和EC中,55.4%的错配修复能力强/MSI高(MMRp/MSI-H)肿瘤至少有一个MMR基因或POLE的体细胞致病突变。错配修复缺陷/微卫星稳定(MMRd/MSS)肿瘤的高肿瘤突变负荷率明显低于MMRp/MSI-H肿瘤。在所有实体瘤中,与 MMRp/MSS 肿瘤相比,MMRd/MSI-H 肿瘤的总生存期(OS;危险比 [HR],1.47,P < .001)和 ICI 后生存期(HR,1.82,P < .001)明显更长。与MMRp/MSI-H肿瘤相比,MMRd/MSS组的OS稍差,但差异无统计学意义(HR,0.73,P = .058),ICI后生存率的情况也类似(HR,0.43,P = .155):这项研究表明,NGS-MSI 的效果并不亚于 IHC-MMR,它能发现 IHC-MMR 无法检测到的 MSI-H 型肿瘤,反之,IHC-MMR 也能发现 NGS-MSI 遗漏的 MMRd 型肿瘤。
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引用次数: 0
Palbociclib in Patients With Head and Neck Cancer and Other Tumors With CDKN2A Alterations: Results From the Targeted Agent and Profiling Utilization Registry Study. 帕博西尼(Palbociclib)治疗头颈癌及其他CDKN2A基因改变的肿瘤患者:靶向药物和剖析利用登记研究的结果。
IF 5.3 2区 医学 Q1 ONCOLOGY Pub Date : 2024-10-01 Epub Date: 2024-10-16 DOI: 10.1200/PO-24-00477
Francis P Worden, Evan Pisick, Michael Rothe, Pam K Mangat, Elizabeth Garrett-Mayer, Maged F Khalil, Daniel R Carrizosa, Jessica R Bauman, Rom S Leidner, Herbert L Duvivier, Siqing Fu, Min S Park, Kathleen J Yost, Carmen J Calfa, Alissa S Marr, Ani S Balmanoukian, Deepti Behl, Timothy L Cannon, Lisle Nabell, Steven Francis Powell, Ramya Thota, Dominique C Hinshaw, Abigail Gregory, Gina N Grantham, Susan Halabi, Richard L Schilsky

Purpose: Targeted Agent and Profiling Utilization Registry is a phase II basket trial evaluating the antitumor activity of commercially available targeted agents in patients with advanced cancer and targetable genomic alterations. Two cohorts of patients with cyclin-dependent kinase inhibitor 2A (CDKN2A)-mutated tumors treated with palbociclib are reported: one with head and neck cancer (HNC) with both squamous and nonsquamous cell histologies, and one with histology-pooled (HP) cancers.

Methods: Eligible patients had measurable disease, Eastern Cooperative Oncology Group performance status 0-2, adequate organ function, and no standard treatment options. The primary end point was disease control (DC), defined as objective response (OR) or stable disease (SD) of at least 16+ weeks duration. For the HNC cohort, Simon's two-stage design with a null DC rate of 15% versus 35% (power = 0.85; α = .10) was used. For the HP cohort, the null hypothesis of a DC rate of 15% was rejected if the lower limit of a one-sided 90% CI was >15%. Secondary end points included OR, safety, progression-free survival, overall survival, duration of response, and duration of SD.

Results: Seventy patients with HNC (N = 28) or HP cancers (N = 42) were treated with palbociclib. For the HNC cohort, DC and OR rates were 40% (one-sided 90% CI, 27 to 100) and 4% (95% CI, <1 to 18), respectively. The null hypothesis was rejected (P = .002). For the HP cohort, DC and OR rates were 13% (one-sided 90% CI, 6 to 100) and 5% (95% CI, <1 to 17), respectively. The null hypothesis was not rejected. Thirty-one of 70 patients experienced treatment-related grade 3 to 4 adverse events (AEs) or serious AEs, the most common including neutropenia, thrombocytopenia, and leukopenia.

Conclusion: Palbociclib met prespecified criteria to declare a signal of activity in patients with HNC with CDKN2A alterations, but not in the HP cohort.

目的:靶向药物和剖析利用注册是一项II期篮子试验,评估市售靶向药物在晚期癌症和可靶向基因组改变患者中的抗肿瘤活性。本文报告了两组接受帕博西尼(palbociclib)治疗的细胞周期蛋白依赖性激酶抑制剂2A(CDKN2A)突变肿瘤患者:一组是鳞状细胞和非鳞状细胞组织学的头颈癌(HNC)患者,另一组是组织学汇集(HP)癌症患者:符合条件的患者均患有可测量的疾病、东部合作肿瘤学组(Eastern Cooperative Oncology Group)表现为 0-2 级、器官功能正常且无标准治疗方案。主要终点是疾病控制(DC),即至少持续 16 周以上的客观反应(OR)或疾病稳定(SD)。对于HNC队列,采用西蒙两阶段设计,疾病控制率为15%对35%(功率=0.85;α=0.10)。对于HP队列,如果单侧90% CI的下限>15%,则拒绝直流电率为15%的零假设。次要终点包括OR、安全性、无进展生存期、总生存期、反应持续时间和SD持续时间:70例HNC(28例)或HP癌(42例)患者接受了palbociclib治疗。在HNC队列中,DC和OR率分别为40%(单侧90% CI,27至100)和4%(95% CI,P = .002)。HP队列中,DC和OR率分别为13%(单侧90% CI,6至100)和5%(95% CI,P = .002):Palbociclib在CDKN2A改变的HNC患者中符合宣布活性信号的预设标准,但在HP队列中不符合标准。
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引用次数: 0
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JCO precision oncology
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