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Novel molecular subtypes of METex14 non-small cell lung cancer with distinct biological and clinical significance 具有不同生物学和临床意义的 METex14 非小细胞肺癌新分子亚型。
IF 6.8 1区 医学 Q1 ONCOLOGY Pub Date : 2024-07-26 DOI: 10.1038/s41698-024-00642-6
Shengnan Chen, Tao Hu, Jikai Zhao, Qian Zhu, Jin Wang, Zhan Huang, Chan Xiang, Ruiying Zhao, Changbin Zhu, Shun Lu, Yuchen Han
Not all MET exon 14 skipping (METex14) NSCLC patients benefited from MET inhibitors. We hypothesized an inter-tumoral heterogeneity in METex14 NSCLC. Investigations at genomic and transcriptomic level were conducted in METex14 NSCLC samples from stage I-III and recurrent/metastatic patients as discovery and validation cohort. Four molecular subtypes were discovered. MET-Driven subtype, with the worst prognosis, displayed MET overexpression, enrichment of MET-related pathways, and higher infiltration of fibroblast and regulatory T cells. Immune-Activated subtype having the most idea long-term survival, had higher tertiary lymphoid structures, spatial co-option of PD-L1+ cancer cells, and GZMK+ CD8+ T cell. FGFR- and Bypass-Activated subtypes displayed FGFR2 overexpression and enrichments of multiple oncogenic pathways respectively. In the validation cohort, patients with MET-Driven subtype had better response to MET inhibitors than those with MET overexpression. Thus, molecular subtypes of METex14 NSCLC with distinct biological and clinical significance may indicate more precise therapeutic strategies for METex14 NSCLC patients.
并非所有MET外显子14缺失(METex14)NSCLC患者都能从MET抑制剂中获益。我们假设 METex14 NSCLC 存在肿瘤间异质性。我们对来自 I-III 期和复发/转移患者的 METex14 NSCLC 样本进行了基因组和转录组水平的研究,作为发现和验证队列。发现了四种分子亚型。MET驱动亚型预后最差,表现为MET过表达、MET相关通路丰富、成纤维细胞和调节性T细胞浸润较高。免疫激活亚型的长期生存率最高,具有较高的三级淋巴结构、PD-L1+癌细胞的空间增殖以及GZMK+ CD8+ T细胞。表皮生长因子受体激活亚型和旁路激活亚型分别显示了表皮生长因子受体2的过表达和多种致癌通路的富集。在验证队列中,MET驱动亚型患者对MET抑制剂的反应优于MET过表达患者。因此,具有不同生物学和临床意义的METex14 NSCLC分子亚型可为METex14 NSCLC患者提供更精确的治疗策略。
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引用次数: 0
Combined inhibition of EZH2 and CDK4/6 perturbs endoplasmic reticulum-mitochondrial homeostasis and increases antitumor activity against glioblastoma 联合抑制 EZH2 和 CDK4/6 会扰乱内质网-线粒体的平衡,并增强对胶质母细胞瘤的抗肿瘤活性。
IF 6.8 1区 医学 Q1 ONCOLOGY Pub Date : 2024-07-25 DOI: 10.1038/s41698-024-00653-3
Thomas Freitag, Philipp Kaps, Justus Ramtke, Sarah Bertels, Emily Zunke, Björn Schneider, Anne-Sophie Becker, Dirk Koczan, Daniel Dubinski, Thomas M. Freiman, Felix Wittig, Burkhard Hinz, Mike-Andrew Westhoff, Hannah Strobel, Franziska Meiners, Daniel Wolter, Nadja Engel, Sascha Troschke-Meurer, Wendy Bergmann-Ewert, Susanne Staehlke, Annabell Wolff, Florian Gessler, Christian Junghanss, Claudia Maletzki
He, we show that combined use of the EZH2 inhibitor GSK126 and the CDK4/6 inhibitor abemaciclib synergistically enhances antitumoral effects in preclinical GBM models. Dual blockade led to HIF1α upregulation and CalR translocation, accompanied by massive impairment of mitochondrial function. Basal oxygen consumption rate, ATP synthesis, and maximal mitochondrial respiration decreased, confirming disrupted endoplasmic reticulum-mitochondrial homeostasis. This was paralleled by mitochondrial depolarization and upregulation of the UPR sensors PERK, ATF6α, and IRE1α. Notably, dual EZH2/CDK4/6 blockade also reduced 3D-spheroid invasion, partially inhibited tumor growth in ovo, and led to impaired viability of patient-derived organoids. Mechanistically, this was due to transcriptional changes in genes involved in mitotic aberrations/spindle assembly (Rb, PLK1, RRM2, PRC1, CENPF, TPX2), histone modification (HIST1H1B, HIST1H3G), DNA damage/replication stress events (TOP2A, ATF4), immuno-oncology (DEPDC1), EMT-counterregulation (PCDH1) and a shift in the stemness profile towards a more differentiated state. We propose a dual EZH2/CDK4/6 blockade for further investigation.
我们的研究表明,联合使用EZH2抑制剂GSK126和CDK4/6抑制剂abemaciclib可协同增强临床前GBM模型的抗肿瘤效果。双重阻断导致 HIF1α 上调和 CalR 转位,并伴随线粒体功能的严重受损。基础耗氧率、ATP 合成和线粒体最大呼吸量减少,证实了内质网-线粒体平衡被破坏。与此同时,线粒体去极化和 UPR 传感器 PERK、ATF6α 和 IRE1α 上调。值得注意的是,EZH2/CDK4/6双重阻断还能减少三维小球的侵袭,部分抑制肿瘤在卵中的生长,并导致患者衍生的器官组织的活力受损。从机理上讲,这是由于参与有丝分裂畸变/纺锤体组装(Rb、PLK1、RRM2、PRC1、CENPF、TPX2)、组蛋白修饰(HIST1H1B、HIST1H3G)、DNA损伤/复制应激事件(TOP2A、ATF4)、免疫肿瘤学(DEPDC1)、EMT反调控(PCDH1)的基因的转录变化以及干性特征向分化状态的转变。我们建议对 EZH2/CDK4/6 进行双重阻断,以开展进一步研究。
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引用次数: 0
Multi-omics analysis unveils immunosuppressive microenvironment in the occurrence and development of multiple pulmonary lung cancers 多组学分析揭示多种肺癌发生和发展过程中的免疫抑制微环境
IF 6.8 1区 医学 Q1 ONCOLOGY Pub Date : 2024-07-23 DOI: 10.1038/s41698-024-00651-5
Jiatao Zhang, Wenhao Zhou, Na Li, Huaming Li, Haitao Luo, Benyuan Jiang
Multiple pulmonary lung cancers (MPLCs) are frequently encountered on computed tomography (CT) scanning of chest, yet their intrinsic characteristics associated with genomic features and radiological or pathological textures that may lead to distinct clinical outcomes remain largely unexplored. A total of 27 pulmonary nodules covering different radiological or pathological textures as well as matched adjacent normal tissues and blood samples were collected from patients diagnosed with MPLCs. Whole-exome sequencing (WES) and whole-transcriptome sequencing were performed. The molecular and immune features of MPLCs associated with distinct radiological or pathological textures were comprehensively investigated. Genomics analysis unveiled the distinct branches of pulmonary nodules originating independently within the same individual. EGFR and KRAS mutations were found to be prevalent in MPLCs, exhibiting mutual exclusivity. The group with KRAS mutations exhibited stronger immune signatures compared to the group with EGFR mutations. Additionally, MPLCs exhibited a pronounced immunosuppressive microenvironment, which was particularly distinct when compared with normal tissues. The expression of the FDSCP gene was specifically observed in MPLCs. When categorizing MPLCs based on radiological or pathological characteristics, a progressive increase in mutation accumulation was observed, accompanied by heightened chromatin-level instability as ground-glass opacity component declined or invasive progression occurred. A close association with the immunosuppressive microenvironment was also observed during the progression of pulmonary nodules. Notably, the upregulation of B cell and regulatory T cell marker genes occurred progressively. Immune cell abundance analysis further demonstrated a marked increase in exhausted cells and regulatory T cells during the progression of pulmonary nodules. These results were further validated by independent datasets including nCounter RNA profiling, single-cell RNA sequencing, and spatial transcriptomic datasets. Our study provided a comprehensive representation of the diverse landscape of MPLCs originating within the same individual and emphasized the significant influence of the immunosuppressive microenvironment in the occurrence and development of pulmonary nodules. These findings hold great potential for enhancing the clinical diagnosis and treatment strategies for MPLCs.
多发性肺癌(MPLCs)是胸部计算机断层扫描(CT)中经常遇到的肿瘤,但其与基因组特征、放射学或病理学质地相关的内在特征可能会导致不同的临床结果,而这些特征在很大程度上仍未得到研究。研究人员从确诊为 MPLCs 的患者中收集了 27 个不同放射学或病理学形态的肺结节以及相匹配的邻近正常组织和血液样本。进行了全外显子组测序(WES)和全转录组测序。全面研究了与不同放射学或病理学纹理相关的 MPLCs 分子和免疫特征。基因组学分析揭示了肺结节在同一人体内独立起源的不同分支。研究发现,表皮生长因子受体(EGFR)和 KRAS 突变在 MPLCs 中普遍存在,并表现出互斥性。与表皮生长因子受体突变组相比,KRAS突变组表现出更强的免疫特征。此外,MPLCs 表现出明显的免疫抑制微环境,与正常组织相比尤为明显。FDSCP基因的表达在MPLCs中被特别观察到。在根据放射学或病理学特征对 MPLCs 进行分类时,可以观察到突变积累逐渐增加,同时随着磨玻璃不透明成分的减少或侵袭性进展,染色质水平的不稳定性也随之增加。在肺结节的进展过程中,还观察到与免疫抑制微环境的密切联系。值得注意的是,B 细胞和调节性 T 细胞标记基因逐渐上调。免疫细胞丰度分析进一步表明,在肺结节发展过程中,衰竭细胞和调节性 T 细胞明显增加。包括 nCounter RNA 分析、单细胞 RNA 测序和空间转录组数据集在内的独立数据集进一步验证了这些结果。我们的研究全面展示了源自同一个体的MPLCs的多样性,并强调了免疫抑制微环境对肺结节发生和发展的重要影响。这些发现为加强MPLCs的临床诊断和治疗策略提供了巨大的潜力。
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引用次数: 0
Secrets of DNA-PKcs beyond DNA repair DNA-PKcs 超越 DNA 修复的秘密。
IF 6.8 1区 医学 Q1 ONCOLOGY Pub Date : 2024-07-23 DOI: 10.1038/s41698-024-00655-1
Sydney Camfield, Sayan Chakraborty, Shailendra Kumar Dhar Dwivedi, Pijush Kanti Pramanik, Priyabrata Mukherjee, Resham Bhattacharya
The canonical role of the DNA-dependent protein kinase catalytic subunit (DNA-PKcs) in repairing DNA double-strand breaks combined with its reported dysregulation in several malignancies has driven the development of DNA-PKcs inhibitors as therapeutics. However, until recently the relationship between DNA-PKcs and tumorigenesis has been primarily investigated with regard to its role in non-homologous end joining (NHEJ) repair. Emerging research has uncovered non-canonical DNA-PKcs functions involved with transcriptional regulation, telomere maintenance, metabolic regulation, and immune signaling all of which may also impinge on tumorigenesis. This review mainly discusses these non-canonical roles of DNA-PKcs in cellular biology and their potential contribution to tumorigenesis, as well as evaluating the implications of targeting DNA-PKcs for cancer therapy.
DNA依赖性蛋白激酶催化亚基(DNA-PKcs)在修复DNA双链断裂中的典型作用,以及在多种恶性肿瘤中的失调报道,推动了作为治疗药物的DNA-PKcs抑制剂的开发。然而,直到最近,DNA-PKcs 与肿瘤发生之间的关系仍主要研究其在非同源末端连接(NHEJ)修复中的作用。新的研究发现,DNA-PKcs 的非经典功能涉及转录调控、端粒维护、代谢调控和免疫信号转导,所有这些功能也可能影响肿瘤的发生。本综述主要讨论 DNA-PKcs 在细胞生物学中的这些非规范作用及其对肿瘤发生的潜在贡献,并评估以 DNA-PKcs 为靶点进行癌症治疗的意义。
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引用次数: 0
Ancestry-associated co-alteration landscape of KRAS and EGFR-altered non-squamous NSCLC KRAS和表皮生长因子受体(EGFR)改变的非鳞状 NSCLC 的祖先相关共变图谱。
IF 6.8 1区 医学 Q1 ONCOLOGY Pub Date : 2024-07-20 DOI: 10.1038/s41698-024-00644-4
Saumya D. Sisoudiya, Armande Ang Houle, Tharu Fernando, Timothy R. Wilson, Jennifer L. Schutzman, Jessica Lee, Alexa Schrock, Ethan S. Sokol, Smruthy Sivakumar, Zhen Shi, Gaurav Pathria
Racial/ethnic disparities mar NSCLC care and treatment outcomes. While socioeconomic factors and access to healthcare are important drivers of NSCLC disparities, a deeper understanding of genetic ancestry-associated genomic landscapes can better inform the biology and the treatment actionability for these tumors. We present a comprehensive ancestry-based prevalence and co-alteration landscape of genomic alterations and immunotherapy-associated biomarkers in patients with KRAS and EGFR-altered non-squamous (non-Sq) NSCLC. KRAS was the most frequently altered oncogene in European (EUR) and African (AFR), while EGFR alterations predominated in East Asian (EAS), South Asian (SAS), and Admixed American (AMR) groups, consistent with prior studies. As expected, STK11 and KEAP1 alterations co-occurred with KRAS alterations while showing mutual exclusivity with EGFR alterations. EAS and AMR KRAS-altered non-Sq NSCLC showed lower rates of co-occurring STK11 and KEAP1 alterations relative to other ancestry groups. Ancestry-specific co-alterations included the co-occurrence of KRAS and GNAS alterations in AMR, KRAS, and ARID1A alterations in SAS, and the mutual exclusivity of KRAS and NF1 alterations in the EUR and AFR ancestries. Contrastingly, EGFR-altered tumors exhibited a more conserved co-alteration landscape across ancestries. AFR exhibited the highest tumor mutational burden, with potential therapeutic implications for these tumors.
种族/族裔差异会影响 NSCLC 的护理和治疗效果。虽然社会经济因素和获得医疗保健的机会是造成 NSCLC 差异的重要原因,但深入了解与遗传祖先相关的基因组图谱可以更好地了解这些肿瘤的生物学特性和治疗可操作性。我们介绍了 KRAS 和表皮生长因子受体(EGFR)改变的非鳞状(非 Sq)NSCLC 患者的基因组改变和免疫疗法相关生物标记物的基于祖先的全面流行和共同改变情况。KRAS是欧洲人(EUR)和非洲人(AFR)中最常发生改变的癌基因,而EGFR改变则主要发生在东亚人(EAS)、南亚人(SAS)和美国混血人(AMR)群体中,这与之前的研究结果一致。不出所料,STK11 和 KEAP1 基因改变与 KRAS 基因改变同时存在,而与 EGFR 基因改变则互斥。与其他血统组相比,EAS和AMR KRAS改变的非Sq NSCLC共存STK11和KEAP1改变的比例较低。血统特异性共变包括:AMR血统中KRAS和GNAS共变;SAS血统中KRAS和ARID1A共变;EUR血统和AFR血统中KRAS和NF1共变。相反,表皮生长因子受体(EGFR)改变的肿瘤在不同血统中表现出更为一致的共同改变特征。非洲裔的肿瘤突变负荷最高,对这些肿瘤具有潜在的治疗意义。
{"title":"Ancestry-associated co-alteration landscape of KRAS and EGFR-altered non-squamous NSCLC","authors":"Saumya D. Sisoudiya, Armande Ang Houle, Tharu Fernando, Timothy R. Wilson, Jennifer L. Schutzman, Jessica Lee, Alexa Schrock, Ethan S. Sokol, Smruthy Sivakumar, Zhen Shi, Gaurav Pathria","doi":"10.1038/s41698-024-00644-4","DOIUrl":"10.1038/s41698-024-00644-4","url":null,"abstract":"Racial/ethnic disparities mar NSCLC care and treatment outcomes. While socioeconomic factors and access to healthcare are important drivers of NSCLC disparities, a deeper understanding of genetic ancestry-associated genomic landscapes can better inform the biology and the treatment actionability for these tumors. We present a comprehensive ancestry-based prevalence and co-alteration landscape of genomic alterations and immunotherapy-associated biomarkers in patients with KRAS and EGFR-altered non-squamous (non-Sq) NSCLC. KRAS was the most frequently altered oncogene in European (EUR) and African (AFR), while EGFR alterations predominated in East Asian (EAS), South Asian (SAS), and Admixed American (AMR) groups, consistent with prior studies. As expected, STK11 and KEAP1 alterations co-occurred with KRAS alterations while showing mutual exclusivity with EGFR alterations. EAS and AMR KRAS-altered non-Sq NSCLC showed lower rates of co-occurring STK11 and KEAP1 alterations relative to other ancestry groups. Ancestry-specific co-alterations included the co-occurrence of KRAS and GNAS alterations in AMR, KRAS, and ARID1A alterations in SAS, and the mutual exclusivity of KRAS and NF1 alterations in the EUR and AFR ancestries. Contrastingly, EGFR-altered tumors exhibited a more conserved co-alteration landscape across ancestries. AFR exhibited the highest tumor mutational burden, with potential therapeutic implications for these tumors.","PeriodicalId":19433,"journal":{"name":"NPJ Precision Oncology","volume":null,"pages":null},"PeriodicalIF":6.8,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s41698-024-00644-4.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141734692","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
PIM1 is a potential therapeutic target for the leukemogenic effects mediated by JAK/STAT pathway mutations in T-ALL/LBL PIM1 是 T-ALL/LBL 中 JAK/STAT 通路突变介导的致白血病效应的潜在治疗靶点
IF 6.8 1区 医学 Q1 ONCOLOGY Pub Date : 2024-07-20 DOI: 10.1038/s41698-024-00638-2
Antonio Lahera, Laura Vela-Martín, Pablo Fernández-Navarro, Pilar Llamas, José L. López-Lorenzo, Javier Cornago, Javier Santos, José Fernández-Piqueras, María Villa-Morales
Precursor T-cell neoplasms (T-ALL/LBL) are aggressive hematological malignancies that arise from the malignant transformation of immature thymocytes. Despite the JAK/STAT pathway is recurrently altered in these neoplasms, there are not pharmacological inhibitors officially approved for the treatment of T-ALL/LBL patients that present oncogenic JAK/STAT pathway mutations. In the effort to identify potential therapeutic targets for those patients, we followed an alternative approach and focused on their transcriptional profile. We combined the analysis of molecular data from T-ALL/LBL patients with the generation of hematopoietic cellular models to reveal that JAK/STAT pathway mutations are associated with an aberrant transcriptional profile. Specifically, we demonstrate that JAK/STAT pathway mutations induce the overexpression of the PIM1 gene. Moreover, we show that the pan-PIM inhibitor, PIM447, significantly reduces the leukemogenesis, as well as the aberrant activation of c-MYC and mTOR pathways in cells expressing different JAK/STAT pathway mutations, becoming a potential therapeutic opportunity for a relevant subset of T-ALL/LBL patients.
前体 T 细胞肿瘤(T-ALL/LBL)是一种侵袭性血液恶性肿瘤,由未成熟胸腺细胞恶性转化而来。尽管 JAK/STAT 通路在这些肿瘤中反复发生改变,但目前还没有正式批准用于治疗出现致癌 JAK/STAT 通路突变的 T-ALL/LBL 患者的药物抑制剂。为了确定这些患者的潜在治疗靶点,我们采用了另一种方法,重点研究他们的转录谱。我们将 T-ALL/LBL 患者的分子数据分析与造血细胞模型的生成相结合,揭示了 JAK/STAT 通路突变与异常转录谱的关联。具体来说,我们证明了 JAK/STAT 通路突变会诱导 PIM1 基因的过度表达。此外,我们还发现泛 PIM 抑制剂 PIM447 能显著减少白血病的发生,以及表达不同 JAK/STAT 通路突变的细胞中 c-MYC 和 mTOR 通路的异常激活,从而成为 T-ALL/LBL 患者相关亚群的潜在治疗机会。
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引用次数: 0
Treatment of IDH-mutant glioma in the INDIGO era INDIGO时代的IDH突变胶质瘤治疗。
IF 6.8 1区 医学 Q1 ONCOLOGY Pub Date : 2024-07-19 DOI: 10.1038/s41698-024-00646-2
Mathew D. Lin, Alexander C.-Y. Tsai, Kalil G. Abdullah, Samuel K. McBrayer, Diana D. Shi
Gliomas are the most common primary brain tumor and are uniformly lethal. Despite significant advancements in understanding the genetic landscape of gliomas, standard-of-care has remained largely unchanged. Subsets of gliomas are defined by gain-of-function mutations in the metabolic genes encoding isocitrate dehydrogenase (IDH). Efforts to exploit mutant IDH activity and/or directly inhibit it with mutant IDH inhibitors have been the focus of over a decade of research. The recently published INDIGO trial, demonstrating the benefit of the mutant IDH inhibitor vorasidenib in patients with low-grade IDH-mutant gliomas, introduces a new era of precision medicine in brain tumors that is poised to change standard-of-care. In this review, we highlight and contextualize the results of the INDIGO trial and introduce key questions whose answers will guide how mutant IDH inhibitors may be used in the clinic. We discuss possible combination therapies with mutant IDH inhibition and future directions for clinical and translational research.
神经胶质瘤是最常见的原发性脑肿瘤,而且都是致命的。尽管在了解胶质瘤的遗传结构方面取得了重大进展,但治疗标准却基本保持不变。胶质瘤的亚群是由编码异柠檬酸脱氢酶(IDH)的代谢基因的功能增益突变所决定的。利用突变 IDH 活性和/或使用突变 IDH 抑制剂直接抑制其活性是十多年来研究的重点。最近发表的INDIGO试验证明了突变IDH抑制剂vorasidenib对低分化IDH突变胶质瘤患者的益处,开创了脑肿瘤精准医疗的新时代,有望改变标准治疗。在这篇综述中,我们重点介绍了 INDIGO 试验的结果,并介绍了一些关键问题,这些问题的答案将指导如何在临床中使用突变 IDH 抑制剂。我们讨论了抑制突变型 IDH 的可能联合疗法以及临床和转化研究的未来方向。
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引用次数: 0
Baseline biomarkers of efficacy and on-treatment immune-profile changes associated with bempegaldesleukin plus nivolumab 与贝贝特类白细胞介素和 nivolumab 相关的疗效基线生物标志物和治疗中免疫谱变化。
IF 6.8 1区 医学 Q1 ONCOLOGY Pub Date : 2024-07-19 DOI: 10.1038/s41698-024-00641-7
Helen Gogas, Shruthi Ravimohan, Antara Datta, Aparna Chhibber, Eva Muñoz Couselo, Adi Diab, Caio Pereira, Gaëlle Quéreux, Shahneen Sandhu, Brendan Curti, Nikhil I. Khushalani, Matthew H. Taylor, Gregory A. Daniels, Anna Spreafico, Tarek Meniawy, Alfons J. M. Van Den Eertwegh, Yongliang Sun, Yull Arriaga, Ming Zhou, Georgina V. Long, Céleste Lebbé
In PIVOT IO 001 (NCT03635983), the combination of the investigational interleukin-2 agonist bempegaldesleukin (BEMPEG) with nivolumab (NIVO) had no added clinical benefit over NIVO monotherapy in unresectable/metastatic melanoma. Pre-defined baseline and on-treatment changes in selected biomarkers were analyzed to explore the potential mechanisms underlying the clinical observations. In each treatment arm, higher baseline tumor mutational burden or immune infiltration/inflammation was associated with improved efficacy compared with lower levels. On-treatment peripheral biomarker changes showed that BEMPEG + NIVO increased all immune cell subset counts interrogated, including regulatory T cells. This was followed by attenuation of the increase in CD8 + T cells, conventional CD4 + T cells, and systemic interferon gamma levels at later treatment cycles in the combination arm. Changes in tumor biomarkers were comparable between arms. These biomarker results help provide a better understanding of the mechanism of action of BEMPEG + NIVO and may help contextualize the clinical observations from PIVOT IO 001.
在PIVOT IO 001 (NCT03635983)研究中,在不可切除/转移性黑色素瘤患者中,研究性白细胞介素-2激动剂bempegaldesleukin (BEMPEG)与nivolumab (NIVO)联合治疗与NIVO单药治疗相比没有额外的临床获益。研究人员分析了选定生物标志物的预设基线和治疗过程中的变化,以探索临床观察结果的潜在机制。在每个治疗组中,基线肿瘤突变负荷或免疫浸润/炎症水平越高,疗效越好。治疗期间外周生物标志物的变化显示,BEMPEG + NIVO 增加了所有被检测的免疫细胞亚群数量,包括调节性 T 细胞。随后,CD8 + T细胞、常规CD4 + T细胞和全身γ干扰素水平的增加在联合治疗组的后期治疗周期中有所减弱。不同治疗组的肿瘤生物标志物变化相当。这些生物标志物结果有助于更好地了解 BEMPEG + NIVO 的作用机制,并有助于将 PIVOT IO 001 的临床观察结果与实际情况相结合。
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引用次数: 0
Learning generalizable AI models for multi-center histopathology image classification 为多中心组织病理学图像分类学习可通用的人工智能模型。
IF 6.8 1区 医学 Q1 ONCOLOGY Pub Date : 2024-07-19 DOI: 10.1038/s41698-024-00652-4
Maryam Asadi-Aghbolaghi, Amirali Darbandsari, Allen Zhang, Alberto Contreras-Sanz, Jeffrey Boschman, Pouya Ahmadvand, Martin Köbel, David Farnell, David G. Huntsman, Andrew Churg, Peter C. Black, Gang Wang, C. Blake Gilks, Hossein Farahani, Ali Bashashati
Investigation of histopathology slides by pathologists is an indispensable component of the routine diagnosis of cancer. Artificial intelligence (AI) has the potential to enhance diagnostic accuracy, improve efficiency, and patient outcomes in clinical pathology. However, variations in tissue preparation, staining protocols, and histopathology slide digitization could result in over-fitting of deep learning models when trained on the data from only one center, thereby underscoring the necessity to generalize deep learning networks for multi-center use. Several techniques, including the use of grayscale images, color normalization techniques, and Adversarial Domain Adaptation (ADA) have been suggested to generalize deep learning algorithms, but there are limitations to their effectiveness and discriminability. Convolutional Neural Networks (CNNs) exhibit higher sensitivity to variations in the amplitude spectrum, whereas humans predominantly rely on phase-related components for object recognition. As such, we propose Adversarial fourIer-based Domain Adaptation (AIDA) which applies the advantages of a Fourier transform in adversarial domain adaptation. We conducted a comprehensive examination of subtype classification tasks in four cancers, incorporating cases from multiple medical centers. Specifically, the datasets included multi-center data for 1113 ovarian cancer cases, 247 pleural cancer cases, 422 bladder cancer cases, and 482 breast cancer cases. Our proposed approach significantly improved performance, achieving superior classification results in the target domain, surpassing the baseline, color augmentation and normalization techniques, and ADA. Furthermore, extensive pathologist reviews suggested that our proposed approach, AIDA, successfully identifies known histotype-specific features. This superior performance highlights AIDA’s potential in addressing generalization challenges in deep learning models for multi-center histopathology datasets.
病理学家对组织病理学切片的研究是癌症常规诊断不可或缺的组成部分。人工智能(AI)有可能提高临床病理诊断的准确性、效率和患者预后。然而,组织制备、染色方案和组织病理切片数字化方面的差异可能会导致深度学习模型在仅对一个中心的数据进行训练时过度拟合,从而突出了将深度学习网络泛化以用于多中心的必要性。有几种技术,包括使用灰度图像、颜色归一化技术和对抗性域自适应(ADA),被建议用来泛化深度学习算法,但它们的有效性和可辨别性都有局限性。卷积神经网络(CNN)对振幅频谱的变化表现出更高的灵敏度,而人类主要依靠与相位相关的成分来识别物体。因此,我们提出了基于傅立叶变换的对抗性域适应(Adversarial fourIer-based Domain Adaptation,AIDA),将傅立叶变换的优势应用于对抗性域适应。我们结合多个医疗中心的病例,对四种癌症的亚型分类任务进行了全面检查。具体来说,数据集包括 1113 个卵巢癌病例、247 个胸膜癌病例、422 个膀胱癌病例和 482 个乳腺癌病例的多中心数据。我们提出的方法大大提高了性能,在目标领域取得了优异的分类结果,超过了基线、颜色增强和归一化技术以及 ADA。此外,病理学家的广泛评论表明,我们提出的 AIDA 方法能成功识别已知的特定组织类型特征。这一优异表现凸显了 AIDA 在解决多中心组织病理学数据集深度学习模型泛化难题方面的潜力。
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引用次数: 0
Spatial tumor immune microenvironment phenotypes in ovarian cancer 卵巢癌的空间肿瘤免疫微环境表型。
IF 6.8 1区 医学 Q1 ONCOLOGY Pub Date : 2024-07-18 DOI: 10.1038/s41698-024-00640-8
Claudia Mateiou, Lavanya Lokhande, Lan Hoa Diep, Mattis Knulst, Elias Carlsson, Sara Ek, Karin Sundfeldt, Anna Gerdtsson
Immunotherapy has largely failed in ovarian carcinoma (OC), likely due to that the vast tumor heterogeneity and variation in immune response have hampered clinical trial outcomes. Tumor-immune microenvironment (TIME) profiling may aid in stratification of OC tumors for guiding treatment selection. Here, we used Digital Spatial Profiling combined with image analysis to characterize regions of spatially distinct TIME phenotypes in OC to assess whether immune infiltration pattern can predict presence of immuno-oncology targets. Tumors with diffuse immune infiltration and increased tumor-immune spatial interactions had higher presence of IDO1, PD-L1, PD-1 and Tim-3, while focal immune niches had more CD163 macrophages and a preliminary worse outcome. Immune exclusion was associated with presence of Tregs and Fibronectin. High-grade serous OC showed an overall stronger immune response and presence of multiple targetable checkpoints. Low-grade serous OC was associated with diffuse infiltration and a high expression of STING, while endometrioid OC had higher presence of CTLA-4. Mucinous and clear cell OC were dominated by focal immune clusters and immune-excluded regions, with mucinous tumors displaying T-cell rich immune niches.
免疫疗法在卵巢癌(OC)中大多以失败告终,这可能是由于肿瘤的巨大异质性和免疫反应的差异阻碍了临床试验的结果。肿瘤免疫微环境(TIME)特征分析有助于对卵巢癌肿瘤进行分层,以指导治疗选择。在这里,我们利用数字空间轮廓分析结合图像分析来描述OC中空间上不同的TIME表型区域,以评估免疫浸润模式是否能预测免疫肿瘤学靶点的存在。弥漫性免疫浸润和肿瘤-免疫空间相互作用增加的肿瘤中,IDO1、PD-L1、PD-1和Tim-3的含量较高,而局灶性免疫龛中CD163巨噬细胞较多,预后较差。免疫排斥与Tregs和纤维连接蛋白的存在有关。高分级浆液性卵巢癌的免疫反应总体较强,并存在多个可靶向的检查点。低级别浆液性 OC 与弥漫性浸润和 STING 的高表达有关,而子宫内膜样 OC 的 CTLA-4 表达较高。粘液性和透明细胞卵巢癌以局灶性免疫集群和免疫排斥区为主,粘液性肿瘤显示出富含T细胞的免疫龛。
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NPJ Precision Oncology
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