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Gene-Specific Machine Learning Models to Classify Driver Mutations in Clonal Hematopoiesis. 利用基因特异性机器学习模型对克隆性造血中的驱动突变进行分类
IF 29.7 1区 医学 Q1 ONCOLOGY Pub Date : 2024-09-04 DOI: 10.1158/2159-8290.CD-24-0751
Christopher M Arends, Siddhartha Jaiswal

There is no general consensus on the set of mutations capable of driving the age-related clonal expansions in hematopoietic stem cells known as clonal hematopoiesis, and current variant classifications typically rely on rules derived from expert knowledge. In this issue of Cancer Discovery, Damajo and colleagues trained and validated machine learning models without prior knowledge of clonal hematopoiesis driver mutations to classify somatic mutations in blood for 12 genes in a purely data-driven way. See related article by Demajo et al., p. 1717 (9).

对于能够驱动被称为克隆性造血的造血干细胞中与年龄相关的克隆扩增的突变集,目前还没有达成普遍共识,目前的变异分类通常依赖于从专家知识中得出的规则。在本期的《癌症发现》(Cancer Discovery)杂志上,Damajo及其同事训练并验证了机器学习模型,无需事先了解克隆性造血驱动突变的知识,就能以纯数据驱动的方式对血液中12个基因的体细胞突变进行分类。请参见 Demajo 等人的相关文章,第 1717 页(9)。
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引用次数: 0
Tuning Responses to Polatuzumab Vedotin in B-cell Lymphoma. 调整 B 细胞淋巴瘤患者对 Polatuzumab Vedotin 的反应
IF 29.7 1区 医学 Q1 ONCOLOGY Pub Date : 2024-09-04 DOI: 10.1158/2159-8290.CD-24-0644
Etienne Leveille, Shalin Kothari, Kadriye N Cosgun, Coraline Mlynarczyk, Markus Müschen

Polatuzumab vedotin, an antibody-drug conjugate targeting CD79B, is the first new drug approved for first-line therapy of diffuse large B-cell lymphoma in more than two decades, although factors determining treatment responses to polatuzumab vedotin remain unknown. Two new studies identified central mechanisms of lower sensitivity, namely reduced accessibility of the CD79B epitope through N-linked glycosylation of CD79B and lower CD79B surface expression levels due to the activity of the KLHL6 E3 ligase. See related article by Corcoran et al., p. 1653 (6) See related article by Meriranta et al. (7).

Polatuzumab vedotin是一种靶向CD79B的抗体药物共轭物,是二十多年来首个获准用于弥漫大B细胞淋巴瘤一线治疗的新药,但决定对polatuzumab vedotin治疗反应的因素仍不清楚。两项新研究确定了降低敏感性的核心机制,即通过CD79B的N-连接糖基化降低CD79B表位的可及性,以及由于KLHL6 E3连接酶的活性降低CD79B表面表达水平。见 Corcoran 等人的相关文章,第 1653 页 (6) 见 Meriranta 等人的相关文章 (7)。
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引用次数: 0
Correction: Acetyl-CoA Metabolism Supports Multistep Pancreatic Tumorigenesis. 更正:乙酰-CoA 代谢支持多步骤胰腺肿瘤发生。
IF 29.7 1区 医学 Q1 ONCOLOGY Pub Date : 2024-09-04 DOI: 10.1158/2159-8290.CD-24-0865
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引用次数: 0
Correction: Ultrasensitive Detection of Circulating LINE-1 ORF1p as a Specific Multicancer Biomarker. 更正:超灵敏检测循环 LINE-1 ORF1p 作为特异性多发性癌症生物标记物。
IF 29.7 1区 医学 Q1 ONCOLOGY Pub Date : 2024-09-04 DOI: 10.1158/2159-8290.CD-24-0862
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引用次数: 0
Insights on Future Directions in Cancer Research from the AACR NextGen Stars. AACR NextGen Stars 对未来癌症研究方向的洞察。
IF 29.7 1区 医学 Q1 ONCOLOGY Pub Date : 2024-09-04 DOI: 10.1158/2159-8290.CD-24-0774
Israel Cañadas, Gabriele Casirati, Kathleen E Houlahan, Kara N Maxwell, Arnav Mehta, Abhijit Parolia, Olivier Saulnier, Alison M Taylor, Claire E Thomas, Ignacio Vázquez-García
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引用次数: 0
CHD2 Regulates Neuron-Glioma Interactions in Pediatric Glioma. CHD2调控小儿胶质瘤中神经元与胶质瘤的相互作用
IF 29.7 1区 医学 Q1 ONCOLOGY Pub Date : 2024-09-04 DOI: 10.1158/2159-8290.CD-23-0012
Xu Zhang, Shoufu Duan, Panagiota E Apostolou, Xiaoping Wu, Jun Watanabe, Matthew Gallitto, Tara Barron, Kathryn R Taylor, Pamelyn J Woo, Xu Hua, Hui Zhou, Hong-Jian Wei, Nicholas McQuillan, Kyung-Don Kang, Gregory K Friedman, Peter D Canoll, Kenneth Chang, Cheng-Chia Wu, Rintaro Hashizume, Christopher R Vakoc, Michelle Monje, Guy M McKhann, Joseph A Gogos, Zhiguo Zhang

High-grade gliomas (HGG) are deadly diseases for both adult and pediatric patients. Recently, it has been shown that neuronal activity promotes the progression of multiple subgroups of HGG. However, epigenetic mechanisms that govern this process remain elusive. Here we report that the chromatin remodeler chromodomain helicase DNA-binding protein 2 (CHD2) regulates neuron-glioma interactions in diffuse midline glioma (DMG) characterized by onco-histone H3.1K27M. Depletion of CHD2 in H3.1K27M DMG cells compromises cell viability and neuron-to-glioma synaptic connections in vitro, neuron-induced proliferation of H3.1K27M DMG cells in vitro and in vivo, activity-dependent calcium transients in vivo, and extends the survival of H3.1K27M DMG-bearing mice. Mechanistically, CHD2 coordinates with the transcription factor FOSL1 to control the expression of axon-guidance and synaptic genes in H3.1K27M DMG cells. Together, our study reveals a mechanism whereby CHD2 controls the intrinsic gene program of the H3.1K27M DMG subtype, which in turn regulates the tumor growth-promoting interactions of glioma cells with neurons. Significance: Neurons drive the proliferation and invasion of glioma cells. Here we show that chromatin remodeler chromodomain helicase DNA-binding protein 2 controls the epigenome and expression of axon-guidance and synaptic genes, thereby promoting neuron-induced proliferation of H3.1K27M diffuse midline glioma and the pathogenesis of this deadly disease.

高级别胶质瘤(HGG)对成人和儿童患者来说都是致命的疾病。最近的研究表明,神经元活动会促进多个亚组 HGG 的进展。然而,支配这一过程的表观遗传学机制仍然难以捉摸。在这里,我们报告了染色质重塑剂 CHD2 在以共组蛋白 H3.1K27M 为特征的弥漫中线胶质瘤(DMG)中调节神经元与胶质瘤的相互作用。在H3.1K27M DMG细胞中消耗CHD2会损害体外的细胞活力和神经元与胶质瘤的突触连接、体外和体内神经元诱导的H3.1K27M DMG细胞增殖、体内活动依赖性钙瞬态,并延长H3.1K27M DMG小鼠的存活时间。从机制上讲,CHD2与转录因子FOSL1协调控制H3.1K27M DMG细胞中轴突导向基因和突触基因的表达。总之,我们的研究揭示了一种机制,即CHD2控制H3.1K27M DMG亚型的内在基因程序,进而调节胶质瘤细胞与神经元之间促进肿瘤生长的相互作用。
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引用次数: 0
A Functional Survey of the Regulatory Landscape of Estrogen Receptor-Positive Breast Cancer Evolution. 雌激素受体阳性乳腺癌进化调控格局的功能调查。
IF 29.7 1区 医学 Q1 ONCOLOGY Pub Date : 2024-09-04 DOI: 10.1158/2159-8290.CD-23-1157
Iros Barozzi, Neil Slaven, Eleonora Canale, Rui Lopes, Inês Amorim Monteiro Barbosa, Melusine Bleu, Diana Ivanoiu, Claudia Pacini, Emanuela Mensa', Alfie Chambers, Sara Bravaccini, Sara Ravaioli, Balázs Győrffy, Maria Vittoria Dieci, Giancarlo Pruneri, Giorgio Giacomo Galli, Luca Magnani

Only a handful of somatic alterations have been linked to endocrine therapy resistance in hormone-dependent breast cancer, potentially explaining ∼40% of relapses. If other mechanisms underlie the evolution of hormone-dependent breast cancer under adjuvant therapy is currently unknown. In this work, we employ functional genomics to dissect the contribution of cis-regulatory elements (CRE) to cancer evolution by focusing on 12 megabases of noncoding DNA, including clonal enhancers, gene promoters, and boundaries of topologically associating domains. Parallel epigenetic perturbation (CRISPRi) in vitro reveals context-dependent roles for many of these CREs, with a specific impact on dormancy entrance and endocrine therapy resistance. Profiling of CRE somatic alterations in a unique, longitudinal cohort of patients treated with endocrine therapies identifies a limited set of noncoding changes potentially involved in therapy resistance. Overall, our data uncover how endocrine therapies trigger the emergence of transient features which could ultimately be exploited to hinder the adaptive process. Significance: This study shows that cells adapting to endocrine therapies undergo changes in the usage or regulatory regions. Dormant cells are less vulnerable to regulatory perturbation but gain transient dependencies which can be exploited to decrease the formation of dormant persisters.

只有少数体细胞改变与激素依赖性乳腺癌(HDBC)的内分泌治疗耐药性有关,这可能是约40%复发的原因。目前尚不清楚在辅助治疗下,HDBC 的演变是否还存在其他机制。在这项研究中,我们采用功能基因组学方法,通过关注12兆字节的非编码DNA,包括克隆增强子、基因启动子和拓扑关联域的边界,剖析顺式调控元件(CRE)对癌症进化的贡献。体外并行表观遗传扰乱(CRISPRi)揭示了这些CREs中许多基因的上下文依赖性作用,特别是对休眠期的进入和内分泌治疗耐药性的影响。对接受内分泌疗法治疗的独特纵向患者队列中的CRE体细胞变化进行分析,发现了可能与耐药性有关的一组有限的非编码变化。总之,我们的数据揭示了内分泌疗法如何引发瞬时特征的出现,这些特征最终可能被利用来阻碍适应过程。
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引用次数: 0
Identification of Clonal Hematopoiesis Driver Mutations through In Silico Saturation Mutagenesis. 通过硅饱和突变鉴定克隆性造血驱动突变
IF 29.7 1区 医学 Q1 ONCOLOGY Pub Date : 2024-09-04 DOI: 10.1158/2159-8290.CD-23-1416
Santiago Demajo, Joan E Ramis-Zaldivar, Ferran Muiños, Miguel L Grau, Maria Andrianova, Núria López-Bigas, Abel González-Pérez

Clonal hematopoiesis (CH) is a phenomenon of clonal expansion of hematopoietic stem cells driven by somatic mutations affecting certain genes. Recently, CH has been linked to the development of hematologic malignancies, cardiovascular diseases, and other conditions. Although the most frequently mutated CH driver genes have been identified, a systematic landscape of the mutations capable of initiating this phenomenon is still lacking. In this study, we trained machine learning models for 12 of the most recurrent CH genes to identify their driver mutations. These models outperform expert-curated rules based on prior knowledge of the function of these genes. Moreover, their application to identify CH driver mutations across almost half a million donors of the UK Biobank reproduces known associations between CH driver mutations and age, and the prevalence of several diseases and conditions. We thus propose that these models support the accurate identification of CH across healthy individuals. Significance: We developed and validated gene-specific machine learning models to identify CH driver mutations, showing their advantage with respect to expert-curated rules. These models can support the identification and clinical interpretation of CH mutations in newly sequenced individuals. See related commentary by Arends and Jaiswal, p. 1581.

克隆造血(CH)是造血干细胞在影响某些基因的体细胞突变驱动下的克隆扩增现象。最近,克隆性造血与血液系统恶性肿瘤、心血管疾病和其他疾病的发生有关。尽管最常发生突变的CH驱动基因已被确定,但仍缺乏能够引发这一现象的突变的系统性图谱。在这里,我们对 12 个最常发生的 CH 基因进行了机器学习模型训练,以确定它们的驱动突变。这些模型的表现优于专家基于对这些基因功能的先验知识总结出的规则。此外,这些模型在英国生物库近 50 万捐献者中用于识别 CH 驱动基因突变的应用再现了 CH 驱动基因突变与年龄以及多种疾病和病症的患病率之间的已知关联。因此,我们建议这些模型支持在健康个体中准确识别 CH。
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引用次数: 0
D3S-001, a KRAS G12C Inhibitor with Rapid Target Engagement Kinetics, Overcomes Nucleotide Cycling, and Demonstrates Robust Preclinical and Clinical Activities. D3S-001 是一种 KRAS G12C 抑制剂,具有快速靶向参与动力学特性,能克服核苷酸循环并显示出强大的临床前和临床活性。
IF 29.7 1区 医学 Q1 ONCOLOGY Pub Date : 2024-09-04 DOI: 10.1158/2159-8290.CD-24-0006
Jing Zhang, Sun Min Lim, Mi Ra Yu, Cheng Chen, Jia Wang, Wenqian Wang, Haopeng Rui, Jingtao Lu, Shun Lu, Tony Mok, Zhi Jian Chen, Byoung Chul Cho

First-generation KRAS G12C inhibitors, such as sotorasib and adagrasib, are limited by the depth and duration of clinical responses. One potential explanation for their modest clinical activity is the dynamic "cycling" of KRAS between its guanosine diphosphate (GDP)- and guanosine triphosphate (GTP)-bound states, raising controversy about whether targeting the GDP-bound form can fully block this oncogenic driver. We herein report that D3S-001, a next-generation GDP-bound G12C inhibitor with faster target engagement (TE) kinetics, depletes cellular active KRAS G12C at nanomolar concentrations. In the presence of growth factors, such as epithelial growth factor and hepatocyte growth factor, the ability of sotorasib and adagrasib to inhibit KRAS was compromised whereas the TE kinetics of D3S-001 was nearly unaffected, a unique feature differentiating D3S-001 from other GDP-bound G12C inhibitors. Furthermore, the high covalent potency and cellular TE efficiency of D3S-001 contributed to robust antitumor activity preclinically and translated into promising clinical efficacy in an ongoing phase 1 trial (NCT05410145). Significance: The kinetic study presented in this work unveils, for the first time, that a GDP-bound conformation-selective KRAS G12C inhibitor can potentially deplete cellular active KRAS in the presence of growth factors and offers new insights into the critical features that drive preclinical and clinical efficacy for this class of drugs.

第一代 KRAS G12C 抑制剂(如 sotorasib 和 adagrasib)的临床反应深度和持续时间有限。它们临床活性不高的一个潜在原因是 KRAS 在其 GDP 结合态和 GTP 结合态之间的动态 "循环",从而引发了靶向 GDP 结合态是否能完全阻断这一致癌驱动因素的争议。我们在此报告了新一代 GDP 结合型 G12C 抑制剂 D3S-001,它具有更快的靶点啮合(TE)动力学,能在纳摩尔浓度下耗尽细胞活性 KRAS G12C。在EGF和HGF等生长因子存在的情况下,sotorasib和adagrasib抑制KRAS的能力会受到影响,而D3S-001的TE动力学几乎不受影响,这是D3S-001区别于其他GDP结合型G12C抑制剂的独特之处。此外,D3S-001的高共价效力和细胞TE效率有助于在临床前发挥强大的抗肿瘤活性,并在正在进行的1期试验(NCT05410145)中转化为有希望的临床活性。
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引用次数: 0
MYC Induces Oncogenic Stress through RNA Decay and Ribonucleotide Catabolism in Breast Cancer. MYC 通过乳腺癌中的 RNA 分解和核糖核苷酸分解诱导致癌压力
IF 29.7 1区 医学 Q1 ONCOLOGY Pub Date : 2024-09-04 DOI: 10.1158/2159-8290.CD-22-0649
Jitendra K Meena, Jarey H Wang, Nicholas J Neill, Dianne Keough, Nagireddy Putluri, Panagiotis Katsonis, Amanda M Koire, Hyemin Lee, Elizabeth A Bowling, Siddhartha Tyagi, Mayra Orellana, Rocio Dominguez-Vidaña, Heyuan Li, Kenneth Eagle, Charles Danan, Hsiang-Ching Chung, Andrew D Yang, William Wu, Sarah J Kurley, Brian M Ho, Joseph R Zoeller, Calla M Olson, Kristen L Meerbrey, Olivier Lichtarge, Arun Sreekumar, Clifford C Dacso, Luke W Guddat, Dominik Rejman, Dana Hocková, Zlatko Janeba, Lukas M Simon, Charles Y Lin, Monica C Pillon, Thomas F Westbrook

Upregulation of MYC is a hallmark of cancer, wherein MYC drives oncogenic gene expression and elevates total RNA synthesis across cancer cell transcriptomes. Although this transcriptional anabolism fuels cancer growth and survival, the consequences and metabolic stresses induced by excess cellular RNA are poorly understood. Herein, we discover that RNA degradation and downstream ribonucleotide catabolism is a novel mechanism of MYC-induced cancer cell death. Combining genetics and metabolomics, we find that MYC increases RNA decay through the cytoplasmic exosome, resulting in the accumulation of cytotoxic RNA catabolites and reactive oxygen species. Notably, tumor-derived exosome mutations abrogate MYC-induced cell death, suggesting excess RNA decay may be toxic to human cancers. In agreement, purine salvage acts as a compensatory pathway that mitigates MYC-induced ribonucleotide catabolism, and inhibitors of purine salvage impair MYC+ tumor progression. Together, these data suggest that MYC-induced RNA decay is an oncogenic stress that can be exploited therapeutically. Significance: MYC is the most common oncogenic driver of poor-prognosis cancers but has been recalcitrant to therapeutic inhibition. We discovered a new vulnerability in MYC+ cancer where MYC induces cell death through excess RNA decay. Therapeutics that exacerbate downstream ribonucleotide catabolism provide a therapeutically tractable approach to TNBC (Triple-negative Breast Cancer) and other MYC-driven cancers.

MYC 的上调是癌症的一个特征,MYC 驱动致癌基因的表达,并提高整个癌细胞转录组的总 RNA 合成。虽然这种转录合成代谢促进了癌症的生长和存活,但人们对过量细胞 RNA 引发的后果和代谢压力却知之甚少。在这里,我们发现 RNA 降解和下游核糖核苷酸分解代谢是 MYC 诱导癌细胞死亡的一种新机制。结合遗传学和代谢组学,我们发现 MYC 通过细胞质外泌体增加了 RNA 的衰变,导致细胞毒性 RNA 分解产物和活性氧的积累。值得注意的是,肿瘤衍生的外泌体突变会减弱 MYC 诱导的细胞死亡,这表明过量的 RNA 降解可能对人类癌症具有毒性。一致的是,嘌呤挽救作为一种补偿途径,可减轻MYC诱导的核糖核苷酸分解,而嘌呤挽救抑制剂会损害MYC+肿瘤的进展。这些数据共同表明,MYC 诱导的 RNA 衰变是一种致癌应激,可用于治疗。意义重大:MYC 是预后不良癌症最常见的致癌驱动因子,但对治疗性抑制一直难以奏效。我们在 MYC+ 癌症中发现了一种新的脆弱性,即 MYC 通过过量的 RNA 衰变诱导细胞死亡。加剧下游核糖核苷酸分解的治疗方法为 TNBC(三阴性乳腺癌)和其他 MYC 驱动的癌症提供了一种可治疗的方法。
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引用次数: 0
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Cancer discovery
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