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Sequential ATR and PARP Inhibition Overcomes Acquired DNA Damaging Agent Resistance in Pancreatic Ductal Adenocarcinoma 连续抑制 ATR 和 PARP 可克服胰腺导管腺癌的后天 DNA 损伤剂耐药性
Pub Date : 2024-09-13 DOI: 10.1101/2024.09.09.609499
Katharine J Herbert, Rosie Upstill-Goddard, Stephan B Dreyer, Selma Rebus, Australian Pancreatic Cancer Genome Initiative, Christian Pilarsky, Debabrata Mukhopadhyay, Christopher J. Lord, Genomics Innovation Alliance, Andrew V Biankin, Fieke E.M. Froeling, David K Chang
Pancreatic ductal adenocarcinoma (PDAC) remains the most lethal cancer and will soon be the second most common cause of cancer related death. While regimens containing DNA damaging agents such as FOLFIRINOX and PARP inhibitors have derived clinical benefits for some patients, their efficacy invariably fails over time. This presents a significant clinical challenge, and thus there is an urgent need for novel therapeutic strategies which are able to overcome the acquisition of resistance in PDAC.Clinically relevant models of treatment resistance were generated from patient-derived cell lines by extended exposure to chemotherapy agents. Synergy scoring, clonogenicity assays, flow cytometry, immunofluorescence and transcriptomic analysis were used to investigate the efficacy of combined ATR and PARP inhibition in re-sensitising resistant PDAC to treatment.Acquisition of resistance was associated with transcriptomic shifts in cell cycle checkpoint regulation, metabolic control, DNA damage response (DDR), programmed cell death and the replication stress response. Additionally, combined treatment with the ATR inhibitor (ceralasertib), and the PARP inhibitor (olaparib) was synergistic in all models of acquired resistance. Sequential treatment using ceralasertib prior to olaparib was highly effective at low dose for DDR proficient cell lines, whereas DDR deficient models responded better when treated with olaparib first.We provide in vitro evidence of a novel therapeutic strategy to overcome acquired PARP inhibitor and platinum resistance in PDAC by using sequential exposure to ceralasertib and olaparib. A sequential regimen may be more tolerable and should be investigated clinically to circumvent dose limiting toxicity in concurrent combinations.
胰腺导管腺癌(PDAC)仍然是致死率最高的癌症,很快将成为癌症相关死亡的第二大常见原因。虽然含有 DNA 损伤剂(如 FOLFIRINOX 和 PARP 抑制剂)的治疗方案为一些患者带来了临床疗效,但随着时间的推移,这些方案的疗效总会出现衰退。这给临床治疗带来了巨大挑战,因此迫切需要能够克服 PDAC 耐药性的新型治疗策略。通过协同作用评分、克隆生成测定、流式细胞术、免疫荧光和转录组学分析,研究了联合抑制ATR和PARP对耐药PDAC治疗再敏感的疗效。耐药性的获得与细胞周期检查点调控、代谢控制、DNA损伤反应(DDR)、程序性细胞死亡和复制应激反应的转录组学转变有关。此外,在所有获得性耐药模型中,ATR抑制剂(ceralasertib)和PARP抑制剂(olaparib)的联合治疗具有协同作用。我们通过体外实验证明了一种新的治疗策略,即通过连续暴露于ceralasertib和奥拉帕利来克服PDAC中获得性PARP抑制剂和铂类耐药性。序贯疗法可能更耐受,应在临床上进行研究,以规避同时联合用药时的剂量限制毒性。
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引用次数: 0
Regulation of Age-Related Lipid Metabolism in Ovarian Cancer 卵巢癌中与年龄有关的脂质代谢调控
Pub Date : 2024-09-11 DOI: 10.1101/2024.09.06.611709
Jihua Feng, Clay Douglas Rouse, Isabella Coogan, Olivia Byrd, Zhiqing Huang
Although a lot of effort has been dedicated to ovarian cancer (OC) research, the mortality rate is still among the highest in female gynecologic malignancies. The effects of the aged tumor microenvironment are still being undermined despite age being the highest risk factor in ovarian cancer development and progression. In this study, we have conducted RNA sequencing and lipidomics analysis of gonadal adipose tissues from young and aged rat xenografts before and after ovarian cancer formation. We have found significantly higher tumor formation rates and volumes in aged OC xenograft rat models compared to their young counterparts (p<0.05), suggesting the aged adipose microenvironment (AME) is more susceptible to OC outgrowth. We have revealed significant shifts in the gene expression enrichment from groups of young vs. aged rats before tumor formation, groups of young vs. aged rats when the tumor formed, and groups of aged rats before and after tumor formation. We also observed shifts in the lipid components of the gonadal adipose tissues between young and aged rat xenografts when tumors were generated. Additionally, we found that the aged AME was associated with age-related changes in the immune cell composition, especially inflammation-related cells. The top hits showing the most differences between aged and young adipose tissues were eight genes including S100a8, S100a9, Il1rl1, Lcn2, C3, Hba-a1, Fcna, and Pnpla3, 22 lipids including multiple isoforms of free fatty acids (FFA) and triglyceride (TG), as well as four immune cells including neutrophil, myeloid dendritic cell, T cell CD4+ (non-regulatory), and mast cell activation. The functional correlation among S100a8, S100a9, neutrophil, and FFA (18:3) was also determined. Furthermore, FFA (18:3), which was shown to be downregulated in aged xenograft rats, was capable of inhibiting OC cell proliferation. In conclusion, our study suggested that aging promoted OC proliferation through changes in genes/pathways, lipid metabolism, and immune cells. Targeting the aging adipose microenvironment, particularly lipid metabolism reprogramming, holds promise as a therapeutic strategy for OC, which warrants further investigation.
尽管人们在卵巢癌(OC)研究方面投入了大量精力,但其死亡率仍然是女性妇科恶性肿瘤中最高的。尽管年龄是卵巢癌发生和发展的最高风险因素,但高龄肿瘤微环境的影响仍被忽视。在这项研究中,我们对卵巢癌形成前后的年轻和老年大鼠异种移植的性腺脂肪组织进行了 RNA 测序和脂质组学分析。我们发现,老年卵巢癌异种移植大鼠模型的肿瘤形成率和体积均明显高于年轻模型(p<0.05),这表明老年脂肪微环境(AME)更易受卵巢癌生长的影响。我们发现,在肿瘤形成前,年轻大鼠组与老年大鼠组、肿瘤形成时,年轻大鼠组与老年大鼠组以及肿瘤形成前后,老年大鼠组与年轻大鼠组的基因表达富集发生了明显变化。我们还观察到,在肿瘤形成时,年轻大鼠异种移植组和老年大鼠异种移植组之间性腺脂肪组织的脂质成分发生了变化。此外,我们还发现,老年 AME 与免疫细胞组成中与年龄相关的变化有关,尤其是与炎症相关的细胞。老年脂肪组织和年轻脂肪组织之间差异最大的前几位基因是 8 个基因,包括 S100a8、S100a9、Il1rl1、Lcn2、C3、Hba-a1、Fcna 和 Pnpla3;22 种脂类,包括多种游离脂肪酸(FFA)和甘油三酯(TG)同工酶;以及 4 种免疫细胞,包括中性粒细胞、髓样树突状细胞、T 细胞 CD4+(非调控)和肥大细胞活化。还测定了 S100a8、S100a9、中性粒细胞和 FFA(18:3)之间的功能相关性。此外,FFA(18:3)在老年异种移植大鼠中被证明是下调的,它能够抑制 OC 细胞的增殖。总之,我们的研究表明,衰老会通过基因/通路、脂质代谢和免疫细胞的变化促进 OC 增殖。针对衰老的脂肪微环境,尤其是脂质代谢重编程,有望成为一种治疗 OC 的策略,值得进一步研究。
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引用次数: 0
EyaHOST a modular genetic system for investigation of intercellular and tumor-host interactions in Drosophila melanogaster 用于研究黑腹果蝇细胞间和肿瘤-宿主相互作用的模块化遗传系统 EyaHOST
Pub Date : 2024-09-11 DOI: 10.1101/2024.09.06.611647
Jose Teles-Reis, Ashish Jain, Dan Liu, Rojyar Khezri, Sofia Michelli, Alicia Alfonso Gomez, Caroline DIllard, Tor E Rusten
Cell biology and genetic analysis of intracellular, intercellular and inter-organ interaction studies in animal models are key for understanding development, physiology, and disease. The MARCM technique can emulate tumor development by simultaneous clonal tumor suppressor loss-of-function generation coupled with GAL4-UAS-driven oncogene and marker expression, but the utility is limited for studying tumor-host interactions due to genetic constraints. To overcome this, we introduce EyaHOST, a novel system that replaces MARCM with the QF2-QUAS binary gene expression system under the eya promoter control, unleashing the fly community genome-wide GAL4-UAS driven tools to manipulate any host cells or tissue at scale. EyaHOST generates epithelial clones in the eye epithelium similar to MARCM. EyaHOST-driven RasV12 oncogene overexpression coupled with scribble tumor suppressor knockdown recapitulates key cancer features, including systemic catabolic switching and organ wasting. We demonstrate effective tissue-specific manipulation of host compartments such as neighbouring epithelial cells, immune cells, fat body, and muscle using fly avatars with tissue-specific GAL4 drivers. Organ-specific inhibition of autophagy or stimulation of growth-signaling through PTEN knockdown in fat body or muscle prevents cachexia-like wasting. Additionally, we show that RasV12, scribRNAi tumors induce caspase-driven apoptosis in the epithelial microenvironment. Inhibition of apoptosis by p35 expression in the microenvironment promotes tumor growth. EyaHOST offers a versatile modular platform for dissecting tumor-host interactions and other mechanisms involving intercellular and inter-organ communication in Drosophila.
对动物模型进行细胞内、细胞间和器官间相互作用研究的细胞生物学和遗传学分析是了解发育、生理学和疾病的关键。MARCM技术可通过同时克隆肿瘤抑制因子功能缺失生成和GAL4-UAS驱动的癌基因和标记物表达来模拟肿瘤的发育,但由于基因限制,该技术在研究肿瘤与宿主相互作用方面的实用性有限。为了克服这一问题,我们引入了 EyaHOST,这是一种新型系统,它在 eya 启动子控制下用 QF2-QUAS 二元基因表达系统取代了 MARCM,释放了蝇类群体全基因组 GAL4-UAS 驱动工具,可大规模操纵任何宿主细胞或组织。EyaHOST 能在眼上皮细胞中产生类似于 MARCM 的上皮细胞克隆。EyaHOST驱动的RasV12癌基因过表达与scribble肿瘤抑制因子敲除相结合,再现了关键的癌症特征,包括全身代谢转换和器官萎缩。我们利用带有组织特异性 GAL4 驱动因子的苍蝇化身,展示了对宿主区系(如邻近上皮细胞、免疫细胞、脂肪体和肌肉)的有效组织特异性操纵。通过敲除脂肪体或肌肉中的 PTEN 来抑制自噬或刺激生长信号的器官特异性抑制可防止恶病质样消瘦。此外,我们还发现 RasV12、scribRNAi 肿瘤会在上皮微环境中诱导 Caspase 驱动的细胞凋亡。微环境中 p35 的表达抑制了细胞凋亡,从而促进了肿瘤的生长。EyaHOST 提供了一个多功能模块化平台,用于研究果蝇的肿瘤-宿主相互作用以及其他涉及细胞间和器官间通讯的机制。
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引用次数: 0
Hematopoietic Tet2 inactivation enhances the response to checkpoint blockade immunotherapy 造血Tet2失活可增强对检查点阻断免疫疗法的反应
Pub Date : 2024-09-11 DOI: 10.1101/2024.09.09.612140
Robert J Vanner, Suraj Bansal, Marco M Buttigeig, Andy G.X. Zeng, Vincent Rondeau, Darryl Y. Chan, Michelle Chan-Seng-Yue, Liqing Jin, Jessica McLeod, Elisa Donato, Patrick Stelmach, Caitlyn Vlasschaert, Yitong Yang, Aarushi Gupta, Sofia Genta, Enrique Sanz Garcia, Liran Shlush, Mauricio Ribeiro, Marcus O Butler, Sagi Abelson, Mark Minden, Steven M Chan, Michael J Rauh, Andreas Trumpp, John E Dick
Somatic mutations inactivating TET2 are among the most common drivers of clonal hematopoiesis (CH). While TET2 inactivation is associated with monocyte-derived inflammation and improved chimeric antigen-receptor-T cell function, its impact on immunotherapy response is unknown. In our mouse model, hematopoietic Tet2 mutation enhanced immune checkpoint blockade (ICB) response. Enhanced ICB response with Tet2 mutation required phagocytes, CD4 and CD8 T cells. Mechanistically, in Tet2-mutant tumor-infiltrating leukocytes (TILs), ICB preferentially induced anti-tumor states and restricted cell states linked to tumor progression. Tet2-mutant monocytes activated costimulatory programs, while Tet2-mutant T cells showed enhanced T cell memory signatures, lesser exhaustion and decreased regulatory phenotype. Our murine data was clinically relevant, since we found that melanomas from patients with TET2 driver mutation-CH (TET2-CH) showed enhanced immune infiltration, T cell activation, and T cell memory programs. In melanoma patients treated with ICB, TET2-CH was associated with 6-fold greater odds of clinical benefit. Collectively, our data establishes that hematopoietic Tet2 inactivation primes leukocytes for anti-tumor states associated with immunotherapy response and provides a potential biomarker for personalized therapy.
使 TET2 失活的体细胞突变是克隆性造血(CH)最常见的驱动因素之一。虽然TET2失活与单核细胞源性炎症和嵌合抗原受体-T细胞功能改善有关,但其对免疫治疗反应的影响尚不清楚。在我们的小鼠模型中,造血Tet2突变增强了免疫检查点阻断(ICB)反应。Tet2突变增强的ICB反应需要吞噬细胞、CD4和CD8 T细胞。从机理上讲,在Tet2突变的肿瘤浸润白细胞(TILs)中,ICB优先诱导抗肿瘤状态和与肿瘤进展相关的受限细胞状态。Tet2突变的单核细胞激活了成本刺激程序,而Tet2突变的T细胞则显示出增强的T细胞记忆特征、较少的衰竭和减少的调节表型。我们的小鼠数据与临床相关,因为我们发现 TET2 驱动基因突变-CH(TET2-CH)患者的黑色素瘤显示出增强的免疫浸润、T 细胞活化和 T 细胞记忆程序。在接受 ICB 治疗的黑色素瘤患者中,TET2-CH 患者的临床获益几率要高出 6 倍。总之,我们的数据证实了造血Tet2失活使白细胞处于与免疫治疗反应相关的抗肿瘤状态,并为个性化治疗提供了潜在的生物标记。
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引用次数: 0
Mitochondrial genomic alterations in cholangiocarcinoma cell lines 胆管癌细胞系中线粒体基因组的改变
Pub Date : 2024-09-11 DOI: 10.1101/2024.09.09.611963
Athitaya Faipan, Sirinya Sitthirak, Arporn Wangwiwatsin, Nisana Namwat, Poramate Klanrit, Attapol Titapan, Apiwat Jareanrat, Vasin Thanasukarn, Natcha Khuntikeo, Luke Boulter, Watcharin Loilome
Cholangiocarcinoma (CCA) is a diverse collection of malignant tumors that originate in the bile ducts. Mitochondria, the energy converters in eukaryotic cells, contain circular mitochondrial DNA (mtDNA) which has a greater mutation rate than nuclear DNA. Heteroplasmic variations in mtDNA may suggest an increased risk of cancer-related mortality, serving as a potential prognostic marker. In this study, we investigated the mtDNA variations of five CCA cell lines, including KKU-023, KKU-055, KKU-100, KKU213A, and KKU-452 and compared them to the non-tumor cholangiocyte MMNK-1 cell line. We used Oxford Nanopore Technologies (ONT), a long-read sequencing technology capable of synthesizing the whole mitochondrial genome, which facilitates enhanced identification of complicated rearrangements in mitogenomics. The analysis revealed a high frequency of SNVs and INDELs, particularly in the D-loop, MT-RNR2, MT-CO1, MT-ND4, and MT-ND5 genes. Significant mutations were detected in all CCA cell lines, with particularly notable non-synonymous SNVs such as m.8462T C in KKU-023, m.9493G A in KKU-055, m.9172C A in KKU-100, m.15024GC in KKU-213A, m.12994G A in KKU-452, and m.13406G A in MMNK-1, which demonstrated high pathogenicity scores. The presence of these mutations suggests the potential for mitochondrial dysfunction and CCA progression. Analysis of mtDNA structural variants (SV) revealed significant variability among the cell lines. We identified 208 SVs in KKU-023, 185 SVs in KKU-055, 231 SVs in KKU-100, 69 SVs in KKU-213A, 172 SVs in KKU-452, and 217 SVs in MMNK-1. These SVs included deletions, duplications, and inversions, with the highest variability observed in KKU-100 and the lowest in KKU-213A. Our results underscore the diverse mtDNA mutation landscape in CCA cell lines, highlighting the potential impact of these mutations on mitochondrial function and CCA cell line progression. Future research is required to investigate the functional impacts of these variants, their interactions with nuclear DNA in CCA, and their potential as targets for therapeutic intervention.
胆管癌(CCA)是一种起源于胆管的多种恶性肿瘤。线粒体是真核细胞的能量转换器,含有环状线粒体 DNA(mtDNA),其突变率高于核 DNA。mtDNA 的异质变异可能会增加癌症相关死亡的风险,从而成为潜在的预后标志。在本研究中,我们研究了五种 CCA 细胞系(包括 KKU-023、KKU-055、KKU-100、KKU213A 和 KKU-452)的 mtDNA 变异,并将它们与非肿瘤性胆管细胞 MMNK-1 细胞系进行了比较。我们使用了牛津纳米孔技术公司(ONT)的一种长线程测序技术,该技术能够合成整个线粒体基因组,有助于在有丝分裂基因组学中更好地识别复杂的重排。分析结果显示,SNV 和 INDELs 频率很高,尤其是在 D-环、MT-RNR2、MT-CO1、MT-ND4 和 MT-ND5 基因中。在所有 CCA 细胞系中都检测到了显著的突变,其中尤为突出的是非同义 SNV,如 KKU-023 中的 m.8462T C、KKU-055 中的 m.9493G A、KKU-100 中的 m.9172C A、KKU-213A 中的 m.15024GC、KKU-452 中的 m.12994G A 和 MMNK-1 中的 m.13406G A,这些突变显示出较高的致病性。这些突变的存在表明线粒体功能障碍和 CCA 进展的可能性。对 mtDNA 结构变异(SV)的分析表明细胞系之间存在显著差异。我们在 KKU-023 中发现了 208 个 SV,在 KKU-055 中发现了 185 个 SV,在 KKU-100 中发现了 231 个 SV,在 KKU-213A 中发现了 69 个 SV,在 KKU-452 中发现了 172 个 SV,在 MMNK-1 中发现了 217 个 SV。这些 SV 包括缺失、重复和倒位,在 KKU-100 中观察到的变异性最高,而在 KKU-213A 中观察到的变异性最低。我们的研究结果强调了 CCA 细胞系中 mtDNA 突变的多样性,突出了这些突变对线粒体功能和 CCA 细胞系进展的潜在影响。未来的研究需要调查这些变异的功能影响、它们与 CCA 中核 DNA 的相互作用以及它们作为治疗干预靶点的潜力。
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引用次数: 0
Targeting CXCR4 with [212Pb/203Pb]-Pentixather Significantly Increases Overall Survival in Small Cell Lung Cancer 用[212Pb/203Pb]-Pentixather靶向CXCR4可显著提高小细胞肺癌患者的总生存率
Pub Date : 2024-09-11 DOI: 10.1101/2024.09.06.611663
Keegan A Christensen, MELISSA A Fath, Jordan T Ewald, Claudia Robles-Planells, Stephen A Graves, Spenser S Johnson, Zeb R Zacharias, Jon C. D. Houtman, M. Sue O'Dorisio, Michael K Schultz, Bryan G. Allen, Muhammad Furqan, Yusuf Menda, Dijie Liu, Douglas R Spitz
Introduction: Small cell lung cancer (SCLC) has a 7% 5-year overall survival. C-X-C chemokine receptor 4 (CXCR4), an attractive target for theranostic agents, is highly expressed in SCLCs, and can be targeted with pentixather using the theranostic pair 212Pb/203Pb. The hypothesis that [212Pb/203Pb]-pentixather can be used safely and effectively for imaging and therapy in SCLC in xenograft models was tested. Results: SPECT/CT imaging and biodistribution studies of tumor bearing mice injected with [203Pb]-pentixather demonstrated CXCR4-dependent uptake in tumors and accumulation of radioligand in kidneys and livers. Dosimetry calculations estimated [212Pb]-pentixather uptake in tumor and normal tissue. [212Pb]-pentixather treatment (37-111 kBq/g) of SCLC xenografts (DMS273 and H69AR) significantly prolonged survival and delayed tumor growth. When NSG mice grafted with human hCD34+ bone marrow were treated with [212Pb]-pentixather (37-111 kBq/g), significant cytopenias were observed in peripheral blood complete blood counts (CBCs) at 13-18 days post treatment which resolved by day 28-31. Flow cytometry of bone marrow hematopeotic stem cells in these animals at day 28-31 demonstrated a significantly reduced frequency of the human hematopoietic marker CD45 (hCD45+) and reconstitution of the bone marrow with murine CD45+ (mCD45+) lineages. Conclusions: [203Pb]-pentixather can be used to image CXCR4 expressing SCLC xenografts and treatment with alpha emitter [212Pb]-pentixather significantly prolongs SCLC xenograft median overall survival. Significantly greater mCD45+ bone marrow repopulation was detected in NSG mice engrafted with human bone marrow 28-31 days following [212Pb]-pentixather treatment, relative to hCD45+ bone marrow.
简介小细胞肺癌(SCLC)的5年总生存率仅为7%。C-X-C 趋化因子受体 4 (CXCR4)是治疗药物的一个极具吸引力的靶点,它在 SCLC 中高度表达,并可通过使用治疗对 212Pb/203Pb 与 pentixather 靶向。我们对[212Pb/203Pb]-pentixather 可安全有效地用于 SCLC 异种移植模型的成像和治疗这一假设进行了测试。结果:对注射了[203Pb]-pentixather的肿瘤小鼠进行的SPECT/CT成像和生物分布研究表明,肿瘤中的摄取依赖于CXCR4,放射性配体在肾脏和肝脏中蓄积。剂量测定计算估计了肿瘤和正常组织对[212Pb]-pentixather的摄取量。对 SCLC 异种移植物(DMS273 和 H69AR)进行[212Pb]-pentixather 处理(37-111 kBq/g)可显著延长生存期并延缓肿瘤生长。用[212Pb]-pentixather(37-111 kBq/g)治疗移植了人类 hCD34+ 骨髓的 NSG 小鼠时,在治疗后 13-18 天的外周血全血细胞计数(CBC)中观察到明显的细胞减少现象,这种现象在第 28-31 天消失。在第 28-31 天,这些动物骨髓造血干细胞的流式细胞术显示,人类造血标志物 CD45(hCD45+)的频率明显降低,骨髓中的鼠类 CD45+(mCD45+)系重组。结论[203Pb]-pentixather可用于对表达CXCR4的SCLC异种进行成像,用α发射体[212Pb]-pentixather治疗可显著延长SCLC异种的中位总生存期。与 hCD45+ 骨髓相比,[212Pb]-pentixather 治疗 28-31 天后,在接种了人类骨髓的 NSG 小鼠中检测到明显更多的 mCD45+ 骨髓再填充。
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引用次数: 0
Cancer Interception During Treatment: Using Growth Kinetics to Create a Continuous Variable for Assessing Disease Response 治疗期间的癌症拦截:利用生长动力学创建用于评估疾病反应的连续变量
Pub Date : 2024-09-11 DOI: 10.1101/2024.09.10.612311
Mengxi Zhou, Tito Fojo, Lawrence Schwartz, Susan E Bates, Krastan B. Blagoev
Background: We applied 11 mathematical models of tumor growth to clinical trial data available from public and private sources. We have previously described the remarkable capacity for a simple biexponential model of tumor growth to fit thousands of datasets, and to correlate with overall survival. The goal of this study was to extend our analysis to additional tumor types and to evaluate whether alternate growth models could describe the time course of disease burden in the small subset of patients in whom the biexponential model failed.Methods: For this analysis, we obtained data for tumor burden from 17,140 patients with six different tumor types. Imaging data and serum levels of tumor markers were available for 3,346 and 13,794 patients, respectively. Data from patients were first analyzed using the biexponential model to determine rates of tumor growth (g) and regression (d); for those whose data could not be described by this model, fit of their data was assessed using seven alternative models. The model that minimized the Akaike Information Criterion was selected as the best fit. Using the model that best fit an individual patient's data, we estimated the rates of growth (g) and regression (d) of disease burden over time. The rates of tumor growth (g) were examined for association with a traditional endpoint (overall survival).Findings: For each model, the number of patient datasets that fit the model were obtained. As we have previously reported, data from most patients fit a simple model of exponential growth and exponential regression (86%). Data from another 7% of patients fit an alternative model, including 3% fitting to a model of constant or linear regression and exponential growth of tumor on the surface and 3% fitting to model of exponential decay on tumor surface with asymmetric growth. As previously reported, we found that growth rate correlates well with overall survival, remarkably even when data from various histologies are considered together. For patients with multiple timepoints of tumor measurement, the growth rate could often be estimated even during the phase when only net regression of tumor quantity could be discerned.Interpretation: The validation of a simple mathematical model across different cancers and its application to existing clinical data allowed estimation of the rate of growth of a treatment resistant subpopulation of cancer cells. The quantification of available clinical data using the growth rate of tumors in individual patients and its strong correlation with overall survival makes the growth rate an excellent marker of the efficacy of therapy specific to the individual patient.
背景:我们将 11 个肿瘤生长数学模型应用于公共和私人来源的临床试验数据。我们曾描述过一个简单的双指数肿瘤生长模型在拟合数千个数据集以及与总生存率相关性方面的卓越能力。本研究的目的是将我们的分析扩展到其他肿瘤类型,并评估替代生长模型能否描述双指数模型失效的一小部分患者的疾病负担时间过程:在这项分析中,我们从 17140 名患有六种不同肿瘤类型的患者那里获得了肿瘤负荷数据。我们分别获得了3346例和13794例患者的影像数据和血清肿瘤标志物水平。首先使用双指数模型对患者的数据进行分析,以确定肿瘤生长率(g)和回归率(d);对于那些数据无法用该模型描述的患者,则使用七个替代模型对其数据的拟合度进行评估。选出阿凯克信息准则最小的模型作为最佳拟合模型。利用最适合患者个人数据的模型,我们估算出了疾病负担随时间的增长速率(g)和回归速率(d)。我们还检查了肿瘤生长率(g)与传统终点(总生存率)的关联性:对于每个模型,我们都获得了符合模型的患者数据集的数量。正如我们之前所报告的,大多数患者的数据都符合指数增长和指数回归的简单模型(86%)。另有 7% 患者的数据符合其他模型,其中 3% 符合恒定或线性回归模型和肿瘤表面指数增长模型,3% 符合肿瘤表面指数衰减和非对称增长模型。正如之前所报道的,我们发现生长率与总生存率有很好的相关性,即使将不同组织学的数据放在一起考虑也是如此。对于有多个肿瘤测量时间点的患者,即使在肿瘤数量净回归的阶段也能估算出生长率:通过对不同癌症的简单数学模型进行验证,并将其应用于现有的临床数据,可以估算出耐药癌细胞亚群的生长速度。利用单个患者的肿瘤生长率对现有临床数据进行量化,并将其与总生存率紧密联系起来,使肿瘤生长率成为单个患者疗效的极佳标志。
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引用次数: 0
A non-catalytic function for Rad18 in sustaining glioblastoma proliferation Rad18 在维持胶质母细胞瘤增殖方面的非催化功能
Pub Date : 2024-09-10 DOI: 10.1101/2024.09.05.611406
Nour El-Houda Benbahouche, Chames Kermi, Aurore Siegfried, Lenka Sefancikova, Jean-Marc Pascussi, Julie Pannequin, Jerome Moreaux, Jean-Philippe Hugnot, Marie-Bernadette Delisle, Elizabeth Moyal, Emmanuelle Uro-Coste, Domenico Maiorano
The Rad18 E3 ubiquitin ligase is a key regulator of DNA damage tolerance that also functions in repair of DNA double strand breaks. Rad18 is overexpressed in the aggressive brain cancer glioblastoma and its downregulation sensitizes glioblastoma cells to DNA damaging agents. Here we show that Rad18 has an essential role in glioblastoma cells proliferation in the absence of external damage, which is independent of its catalytic activity. Rad18 downregulation leads to cell cycle arrest in the G1 phase of the cell cycle in the absence of apparent DNA damage. We also show that Rad18 is essential for glioblastoma stem cells self-renewal and survival, and the growth of tumor orthotropic xenografts in mice. We also show that increased Rad18 expression enhances the growth of transformed cells and induces features of oncogenic transformation. Altogether, these data propose Rad18, a non-essential gene, as a gene essential for GBM proliferation and a key target to sensitize glioblastoma to therapy.
Rad18 E3 泛素连接酶是 DNA 损伤耐受性的一个关键调节因子,它还具有修复 DNA 双股断裂的功能。Rad18 在侵袭性脑癌胶质母细胞瘤中过度表达,其下调会使胶质母细胞瘤细胞对 DNA 损伤剂敏感。我们在这里发现,在没有外部损伤的情况下,Rad18 对胶质母细胞瘤细胞的增殖起着至关重要的作用,这与它的催化活性无关。在没有明显 DNA 损伤的情况下,Rad18 的下调会导致细胞周期停滞在细胞周期的 G1 阶段。我们还发现,Rad18 对胶质母细胞瘤干细胞的自我更新和存活以及肿瘤在小鼠体内的正交异种移植的生长至关重要。我们还发现,Rad18 表达的增加会促进转化细胞的生长,并诱导致癌转化的特征。总之,这些数据表明 Rad18 这一非基本基因是胶质母细胞瘤增殖所必需的基因,也是使胶质母细胞瘤对治疗敏感的关键靶点。
{"title":"A non-catalytic function for Rad18 in sustaining glioblastoma proliferation","authors":"Nour El-Houda Benbahouche, Chames Kermi, Aurore Siegfried, Lenka Sefancikova, Jean-Marc Pascussi, Julie Pannequin, Jerome Moreaux, Jean-Philippe Hugnot, Marie-Bernadette Delisle, Elizabeth Moyal, Emmanuelle Uro-Coste, Domenico Maiorano","doi":"10.1101/2024.09.05.611406","DOIUrl":"https://doi.org/10.1101/2024.09.05.611406","url":null,"abstract":"The Rad18 E3 ubiquitin ligase is a key regulator of DNA damage tolerance that also functions in repair of DNA double strand breaks. Rad18 is overexpressed in the aggressive brain cancer glioblastoma and its downregulation sensitizes glioblastoma cells to DNA damaging agents. Here we show that Rad18 has an essential role in glioblastoma cells proliferation in the absence of external damage, which is independent of its catalytic activity. Rad18 downregulation leads to cell cycle arrest in the G1 phase of the cell cycle in the absence of apparent DNA damage. We also show that Rad18 is essential for glioblastoma stem cells self-renewal and survival, and the growth of tumor orthotropic xenografts in mice. We also show that increased Rad18 expression enhances the growth of transformed cells and induces features of oncogenic transformation. Altogether, these data propose Rad18, a non-essential gene, as a gene essential for GBM proliferation and a key target to sensitize glioblastoma to therapy.","PeriodicalId":501233,"journal":{"name":"bioRxiv - Cancer Biology","volume":"28 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142210466","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Achieving high-resolution single-cell segmentation in convoluted cancer spheroids via Bayesian optimization and deep-learning 通过贝叶斯优化和深度学习实现卷曲癌球中的高分辨率单细胞分割
Pub Date : 2024-09-10 DOI: 10.1101/2024.09.08.611898
Isabel Mogollon, Michaela Feodoroff, Pedro Neto, Alba Montedeoca, Vilja Pietiainen, Lassi Paavolainen
Understanding cellular function within 3D multicellular spheroids is essential for advancing cancer research, particularly in studying cell-stromal interactions as potential targets for novel drug therapies. However, accurate single-cell segmentation in 3D cultures is challenging due to dense cell clustering and the impracticality of manual annotations. We present a high-throughput (HT) 3D single-cell analysis pipeline that combines optimized wet-lab conditions, deep learning (DL)-based segmentation models, and Bayesian optimization to address these challenges. By using live-cell nuclear and cytoplasmic dyes, we achieved clear and uniform staining of cell populations in renal cancer and immune T-cell monocultures and cocultures, improving single-cell detection in spheroids. Our pipeline integrates image preprocessing and DL models based on 3DUnet architecture, enabling robust segmentation of densely packed 3D structures. Bayesian optimization, guided by a custom objective function, was employed to refine segmentation parameters and improve quality based on biologically relevant criteria. The pipeline successfully segments cells under various drug treatments, revealing drug-induced changes not detectable by bulk conventional assays. This approach has potential for application to more complex biological samples, including, organoid co-cultures, diverse drug treatments, and integration with additional immunostaining assays, paving the way for detailed HT analyses of single-cell responses.
了解三维多细胞球体内的细胞功能对推进癌症研究至关重要,尤其是在研究细胞间相互作用作为新型药物疗法的潜在靶点方面。然而,在三维培养物中进行精确的单细胞分割具有挑战性,因为细胞密集成群,而且人工注释不切实际。我们介绍了一种高通量(HT)三维单细胞分析流水线,它结合了优化的湿实验室条件、基于深度学习(DL)的分割模型和贝叶斯优化来应对这些挑战。通过使用活细胞核和细胞质染料,我们实现了对肾癌和免疫 T 细胞单培养物和共培养物中细胞群的清晰而均匀的染色,提高了球形细胞中的单细胞检测能力。我们的管道集成了图像预处理和基于 3DUnet 架构的 DL 模型,能够对密集的三维结构进行稳健的分割。在自定义目标函数的指导下,我们采用贝叶斯优化法来完善分割参数,并根据生物相关标准提高质量。该管道成功地分割了各种药物治疗下的细胞,揭示了大量传统检测方法无法检测到的药物诱导变化。这种方法有望应用于更复杂的生物样本,包括类器官共培养、不同的药物处理,以及与其他免疫染色检测的整合,为单细胞反应的详细 HT 分析铺平道路。
{"title":"Achieving high-resolution single-cell segmentation in convoluted cancer spheroids via Bayesian optimization and deep-learning","authors":"Isabel Mogollon, Michaela Feodoroff, Pedro Neto, Alba Montedeoca, Vilja Pietiainen, Lassi Paavolainen","doi":"10.1101/2024.09.08.611898","DOIUrl":"https://doi.org/10.1101/2024.09.08.611898","url":null,"abstract":"Understanding cellular function within 3D multicellular spheroids is essential for advancing cancer research, particularly in studying cell-stromal interactions as potential targets for novel drug therapies. However, accurate single-cell segmentation in 3D cultures is challenging due to dense cell clustering and the impracticality of manual annotations. We present a high-throughput (HT) 3D single-cell analysis pipeline that combines optimized wet-lab conditions, deep learning (DL)-based segmentation models, and Bayesian optimization to address these challenges. By using live-cell nuclear and cytoplasmic dyes, we achieved clear and uniform staining of cell populations in renal cancer and immune T-cell monocultures and cocultures, improving single-cell detection in spheroids. Our pipeline integrates image preprocessing and DL models based on 3DUnet architecture, enabling robust segmentation of densely packed 3D structures. Bayesian optimization, guided by a custom objective function, was employed to refine segmentation parameters and improve quality based on biologically relevant criteria. The pipeline successfully segments cells under various drug treatments, revealing drug-induced changes not detectable by bulk conventional assays. This approach has potential for application to more complex biological samples, including, organoid co-cultures, diverse drug treatments, and integration with additional immunostaining assays, paving the way for detailed HT analyses of single-cell responses.","PeriodicalId":501233,"journal":{"name":"bioRxiv - Cancer Biology","volume":"11 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142210465","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Extracellular vesicles regulate metastable phenotypes of lymphangioleiomyomatosis cells via shuttling ATP synthesis to pseudopodia and activation of integrin adhesion complexes. 细胞外囊泡通过将 ATP 合成转移到伪足和激活整合素粘附复合物来调节淋巴管瘤细胞的可转移表型。
Pub Date : 2024-09-10 DOI: 10.1101/2024.09.09.611297
Anil Kumar Kalvala, Ashok Silwal, Bhaumik Patel, Apoorva Kasetti, Kirti Shetty, Jung-Hung Cho, Gerard Lara, Beth Daugherity, Remi Diesler, Venkatesh Pooladanda, Bo R Rueda, Elizabeth P. Henske, Jane J Yu, Maciej M Markiewski, Magdalena Karbowniczek
Pulmonary lymphangioleiomyomatosis (LAM) is metastatic sarcoma but mechanisms regulating LAM metastasis are unknown. Extracellular vesicle (EV) regulate cancer metastasis but their roles in LAM have not yet been investigated. Here, we report that EV biogenesis is increased in LAM and LAM EV cargo is enriched with lung tropic integrins, metalloproteinases, and cancer stem cell markers. LAM-EV increase LAM cell migration and invasion via the ITGα6/β1-c-Src-FAK-AKT axis. Metastable (hybrid) phenotypes of LAM metastasizing cells, pivotal for metastasis, are regulated by EV from primary tumor or metastasizing LAM cells via shuttling ATP synthesis to cell pseudopodia or activation of integrin adhesion complex, respectively. In mouse models of LAM, LAM-EV increase lung metastatic burden through mechanisms involving lung extracellular matrix remodeling. Collectively, these data provide evidence for the role of EV in promoting LAM lung metastasis and identify novel EV-dependent mechanisms regulating metastable phenotypes of tumor cells. Clinical impact of research is that it establishes LAM-EV as novel target for LAM therapy.
肺淋巴管瘤病是一种转移性肉瘤,但调节肺淋巴管瘤病转移的机制尚不清楚。细胞外囊泡 (EV) 可调控癌症转移,但它们在肺淋巴管瘤病中的作用尚未得到研究。在这里,我们报告了LAM中EV的生物生成增加,LAM的EV货物富含肺滋养整合素、金属蛋白酶和癌症干细胞标记物。LAM-EV通过ITGα6/β1-c-Src-FAK-AKT轴增加了LAM细胞的迁移和侵袭。LAM转移细胞的可转移(混合)表型是转移的关键,原发肿瘤或转移LAM细胞的EV分别通过ATP合成到细胞伪足或激活整合素粘附复合物来调节这种表型。在 LAM 小鼠模型中,LAM-EV 通过涉及肺细胞外基质重塑的机制增加肺转移负荷。总之,这些数据为EV在促进LAM肺转移中的作用提供了证据,并确定了调控肿瘤细胞转移表型的新型EV依赖机制。该研究的临床影响在于它将 LAM-EV 确立为治疗 LAM 的新靶点。
{"title":"Extracellular vesicles regulate metastable phenotypes of lymphangioleiomyomatosis cells via shuttling ATP synthesis to pseudopodia and activation of integrin adhesion complexes.","authors":"Anil Kumar Kalvala, Ashok Silwal, Bhaumik Patel, Apoorva Kasetti, Kirti Shetty, Jung-Hung Cho, Gerard Lara, Beth Daugherity, Remi Diesler, Venkatesh Pooladanda, Bo R Rueda, Elizabeth P. Henske, Jane J Yu, Maciej M Markiewski, Magdalena Karbowniczek","doi":"10.1101/2024.09.09.611297","DOIUrl":"https://doi.org/10.1101/2024.09.09.611297","url":null,"abstract":"Pulmonary lymphangioleiomyomatosis (LAM) is metastatic sarcoma but mechanisms regulating LAM metastasis are unknown. Extracellular vesicle (EV) regulate cancer metastasis but their roles in LAM have not yet been investigated. Here, we report that EV biogenesis is increased in LAM and LAM EV cargo is enriched with lung tropic integrins, metalloproteinases, and cancer stem cell markers. LAM-EV increase LAM cell migration and invasion via the ITGα6/β1-c-Src-FAK-AKT axis. Metastable (hybrid) phenotypes of LAM metastasizing cells, pivotal for metastasis, are regulated by EV from primary tumor or metastasizing LAM cells via shuttling ATP synthesis to cell pseudopodia or activation of integrin adhesion complex, respectively. In mouse models of LAM, LAM-EV increase lung metastatic burden through mechanisms involving lung extracellular matrix remodeling. Collectively, these data provide evidence for the role of EV in promoting LAM lung metastasis and identify novel EV-dependent mechanisms regulating metastable phenotypes of tumor cells. Clinical impact of research is that it establishes LAM-EV as novel target for LAM therapy.","PeriodicalId":501233,"journal":{"name":"bioRxiv - Cancer Biology","volume":"12 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142210450","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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bioRxiv - Cancer Biology
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