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Allele-specific expression is selected in tumorigenesis, results from epigenetic changes and has prognostic relevance 等位基因特异性表达是肿瘤发生过程中的选择,是表观遗传变化的结果,并与预后有关
Pub Date : 2024-09-09 DOI: 10.1101/2024.09.07.611780
Guillermo Palou-Márquez, Pere Pericot-Masdevall, Fran Supek
Allele-specific expression (ASE) is the differential abundance in levels of mRNAs that originated from the paternal and maternal copies of a gene. Such allelic imbalances can contribute to phenotypic variation and influence disease traits, including cancer. There is common ASE in tumors that results from somatic copy-number alterations (CNAs) at the DNA level, but there also exist other causes of ASE: cis-acting genetic or epigenetic variation that can lead to differential expression between the two alleles. However, the latter, non-CNA mechanisms of ASE remain understudied in cancer, as well as their role in tumor evolution and impact on clinical outcomes. By integrating a wide variety of genomic and transcriptomic pan-cancer data from the TCGA project, we show that ASE favoring the preferential expression of the mutant allele in some driver genes is subject to positive selection, and that these events are associated with worse overall survival across all cancer types. We found that the impact of ASE triggered by non-CNA causes is substantial, and we propose that some instances of cis-ASE are explained by the epigenetic changes affecting alleles differently. Furthermore, as a second mechanism, we find that splicing-altering mutations are selected in various cancer genes and result in ASE. We anticipate that the study and understanding of the role of mutant allele imbalances at the mRNA level can help understand epigenetic changes during cancer evolution, as well as identify new prognostic markers and therapeutic approaches that target altered allelic expression in tumors.
等位基因特异性表达(ASE)是指源自基因父系和母系拷贝的 mRNA 水平的丰度差异。这种等位基因失衡会导致表型变异并影响疾病特征,包括癌症。肿瘤中常见的等位基因失衡是由 DNA 水平上的体细胞拷贝数改变(CNA)引起的,但也存在其他原因导致等位基因失衡:顺式作用的遗传或表观遗传变异可导致两个等位基因之间的表达差异。然而,后一种非 CNA 的 ASE 机制在癌症中的作用及其在肿瘤演变中的作用和对临床结果的影响仍未得到充分研究。通过整合来自 TCGA 项目的多种泛癌症基因组和转录组数据,我们发现,在某些驱动基因中,ASE 有利于突变等位基因的优先表达,而这些突变等位基因的表达受到了正选择的影响,并且这些事件与所有癌症类型的总生存率降低有关。我们发现,由非 CNA 原因引发的 ASE 的影响是巨大的,因此我们提出顺式-ASE 的某些情况可以通过对等位基因产生不同影响的表观遗传学变化来解释。此外,作为第二种机制,我们发现剪接改变突变在各种癌症基因中被选择并导致 ASE。我们预计,研究和了解突变等位基因在 mRNA 水平上的不平衡作用有助于理解癌症演变过程中的表观遗传变化,并确定新的预后标志物和针对肿瘤中等位基因表达改变的治疗方法。
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引用次数: 0
Urinary multi-omics reveal non-invasive diagnostic biomarkers in clear cell renal cell carcinoma 尿液多组学揭示透明细胞肾细胞癌的非侵入性诊断生物标记物
Pub Date : 2024-09-09 DOI: 10.1101/2024.08.12.607453
Gustav Jonsson, Maura Hofmann, Tiago Oliveira, Ursula Lemberger, Karel Stejskal, Gabriela Krssakova, Irma Sakic, Maria Novatchkova, Stefan Mereiter, Gerlinde Grabmann, Thomas Koecher, Zeljko Kikic, Gerald N. Rechberger, Thomas Zuellig, Bernhard Englinger, Manuela Schmidinger, Josef M. Penninger
Clear cell renal cell carcinoma (ccRCC) is the kidney malignancy with the highest incidence and mortality rates. Despite the high patient burden, there are no biomarkers for rapid diagnosis and public health surveillance. Urine would be an ideal source of ccRCC biomarkers due to the low invasiveness, easy accessibility, and the kidney's intrinsic role in filtering urine. In the present work, by combining proteomics, lipidomics and metabolomics, we detected urogenital metabolic dysregulation in ccRCC patients with increased lipid metabolism, altered mitochondrial respiration signatures and increased urinary lipid content. Importantly, we identify three early-stage diagnostic biomarkers for ccRCC in urine samples: Serum amyloid A1 (SAA1), Haptoglobin (HP) and Lipocalin 15 (LCN15). We further implemented a parallel reaction monitoring mass spectrometry protocol for rapid and sensitive detection of SAA1, HP and LCN15 and combined all three proteins into a diagnostic UrineScore. In our discovery cohort, this score had a performance accuracy of 96% in receiver operating characteristic curve (ROC) analysis for classification of ccRCC versus control cases. Our data identifies tractable and highly efficacious urinary biomarkers for ccRCC diagnosis and serve as a first step towards the development of more rapid and accessible urinary diagnostic platforms.
透明细胞肾细胞癌(ccRCC)是发病率和死亡率最高的肾脏恶性肿瘤。尽管患者负担很重,但目前还没有用于快速诊断和公共卫生监测的生物标志物。尿液是ccRCC生物标记物的理想来源,因为尿液侵袭性小、容易获取,而且肾脏在过滤尿液方面发挥着固有作用。在本研究中,我们结合蛋白质组学、脂质组学和代谢组学,检测到ccRCC患者的尿液代谢失调,包括脂质代谢增加、线粒体呼吸特征改变和尿液脂质含量增加。重要的是,我们在尿液样本中发现了三种早期诊断 ccRCC 的生物标志物:血清淀粉样蛋白 A1 (SAA1)、aptoglobin (HP) 和 Lipocalin 15 (LCN15)。我们进一步实施了平行反应监测质谱协议,以快速灵敏地检测 SAA1、HP 和 LCN15,并将所有这三种蛋白质合并为诊断性尿液评分(UrineScore)。在我们的发现队列中,该评分在ccRCC与对照病例分类的接收器操作特征曲线(ROC)分析中准确率高达96%。我们的数据为ccRCC诊断确定了可操作性强且高效的尿液生物标记物,为开发更快速、更便捷的尿液诊断平台迈出了第一步。
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引用次数: 0
A Graph Curvature-Based Pipeline for Discovering Immune Checkpoint Response Biomarkers 基于图形曲率的免疫检查点反应生物标记物发现管道
Pub Date : 2024-09-08 DOI: 10.1101/2024.09.04.611306
James J Bannon, Charles R. Cantor, Bud Mishra
Immune checkpoint inhibitors (ICIs), also called immune checkpoint blockers, are a promising category of targeted therapy for solid tumors. Predicting which patients will respond to ICI therapy remains an open problem under active investigation. This paper adds to this effort by developing a modular pipeline for the discovery of biomarkers from tumor RNA-sequencing data. We contextualize gene expression measurements using a protein-protein interaction (PPI) network and use a notion of graph curvature to find (pairs of) genes in the PPI that could serve as potential biomarkers. Our candidate biomarkers are evaluated using an extensive literature search and transfer learning experiments. We also provide a harmonized collection of drug-specific candidate markers found through rank aggregation that we believe merit further study.
免疫检查点抑制剂(ICIs),又称免疫检查点阻断剂,是一类很有前景的实体瘤靶向疗法。预测哪些患者会对 ICI 疗法产生反应仍是一个有待解决的问题,目前正在积极研究中。本文开发了一个模块化管道,用于从肿瘤 RNA 序列数据中发现生物标记物,为这一工作添砖加瓦。我们利用蛋白质-蛋白质相互作用(PPI)网络对基因表达测量结果进行上下文分析,并利用图曲率概念在 PPI 中找到可作为潜在生物标记物的(成对)基因。我们通过广泛的文献检索和迁移学习实验对候选生物标记物进行评估。我们还提供了通过等级聚合发现的药物特异性候选标记物的统一集合,我们认为这些标记物值得进一步研究。
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引用次数: 0
Discordance in acute gastrointestinal toxicity between synchrotron-based proton and linac-based electron ultra-high dose rate irradiation 同步加速器质子辐照与直列加速器电子超高剂量率辐照在急性胃肠道毒性方面的不一致性
Pub Date : 2024-09-08 DOI: 10.1101/2024.09.04.611307
Kevin Liu, Uwe Titt, Nolan M Esplen, Luke Connell, Elise K Konradsson, Ming Yang, Xiaochun Wang, Takeshi Takaoka, Ziyi Li, Albert C Koong, Devarati Mitra, Radhe Mohan, Billy W Loo, Steven H Lin, Emil Schueler
Purpose: Proton FLASH has been investigated using cyclotron and synchrocyclotron beamlines but not synchrotron beamlines. We evaluated the impact of dose rate (ultra-high [UHDR] vs. conventional [CONV]) and beam configuration (shoot-through [ST] vs. spread-out-Bragg-peak [SOBP]) on acute radiation-induced gastrointestinal toxicity (RIGIT) in mice. We also compared RIGIT between synchrotron-based protons and linac-based electrons with matched mean dose rates.Methods and Materials: We administered abdominal irradiation (12-14 Gy single fraction) to female C57BL/6J mice with an 87 MeV synchrotron-based proton beamline (2 cm diameter field size as a lateral beam). Dose rates were 0.2 Gy/s (S-T pCONV), 0.3 Gy/s (SOBP pCONV), 150 Gy/s (S-T pFLASH), and 230 Gy/s (SOBP pFLASH). RIGIT was assessed by the jejunal regenerating crypt assay and survival. We also compared responses to proton [pFLASH and pCONV] with responses to electron CONV (eCONV, 0.4 Gy/s) and electron FLASH (eFLASH, 188-205 Gy/s).Results: The number of regenerating jejunal crypts at each matched dose was lowest for pFLASH (similar between S-T and SOBP), greater and similar between pCONV (S-T and SOBP) and eCONV, and greatest for eFLASH. Correspondingly, mice that received pFLASH SOBP had the lowest survival rates (50% at 50 days), followed by pFLASH S-T (80%), and pCONV SOBP (90%), but 100% of mice receiving pCONV S-T survived (log-rank P = 0.047 for the four groups).Conclusions: Our findings are consistent with an increase in RIGIT after synchrotron-based pFLASH versus pCONV. This negative proton-specific FLASH effect versus linac-based electron irradiation underscores the importance of understanding the physical and biological factors that will allow safe and effective clinical translation.
目的:质子闪烁(Proton FLASH)曾在回旋加速器和同步回旋加速器光束线进行过研究,但没有在同步加速器光束线进行过研究。我们评估了剂量率(超高[UHDR]与常规[CONV])和束流配置(击穿[ST]与散开-拖峰[SOBP])对小鼠急性辐射诱发胃肠道毒性(RIGIT)的影响。我们还比较了同步加速器质子和直列加速器电子在匹配平均剂量率下的 RIGIT:我们使用基于 87 MeV 同步加速器的质子束流线(侧向束流的磁场直径为 2 厘米)对雌性 C57BL/6J 小鼠进行腹部照射(单次 12-14 Gy)。剂量率分别为 0.2 Gy/s(S-T pCONV)、0.3 Gy/s(SOBP pCONV)、150 Gy/s(S-T pFLASH)和 230 Gy/s(SOBP pFLASH)。RIGIT 通过空肠再生隐窝试验和存活率进行评估。我们还比较了质子[pFLASH 和 pCONV]与电子 CONV(eCONV,0.4 Gy/s)和电子 FLASH(eFLASH,188-205 Gy/s)的反应:在每个匹配剂量下,pFLASH 的空肠隐窝再生数量最少(S-T 和 SOBP 之间相似),pCONV(S-T 和 SOBP)和 eCONV 的空肠隐窝再生数量较大且相似,而 eFLASH 的空肠隐窝再生数量最多。相应地,接受 pFLASH SOBP 的小鼠存活率最低(50 天时为 50%),其次是 pFLASH S-T(80%)和 pCONV SOBP(90%),但接受 pCONV S-T 的小鼠 100%存活(四组的对数秩 P = 0.047):我们的研究结果与同步加速器质子特异性FLASH与pCONV相比RIGIT增加的结果一致。质子特异性FLASH效应与基于直列加速器的电子辐照相比呈负相关,这凸显了了解物理和生物因素的重要性,从而实现安全有效的临床转化。
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引用次数: 0
MYC plus class IIa HDAC inhibition potentiates mitochondrial dysfunction in non-small cell lung cancer MYC 加 IIa 类 HDAC 抑制可增强非小细胞肺癌的线粒体功能障碍
Pub Date : 2024-09-08 DOI: 10.1101/2024.09.04.610116
Jina Park, Ying-Yu Chen, Jennie J. Cao, Julia An, Ray-Whay Chiu Yen, John D. Outen, Stephen B. Baylin, Michael J. Topper
MYC is frequently activated in cancer, leading to significant efforts to develop MYC inhibitors. While much progress has been made in targeting MYC, combination treatment strategies are needed to exploit this molecular vulnerability. To this end, we interrogated transcriptome data from cancer cell lines treated with MYC inhibitors and identified HDAC5 and HDAC9, both class IIa HDACs, as therapeutic targets to inhibit concurrently. Notably, these HDAC isoforms, which can be specifically targeted by small molecules, are known augmenters of several hallmarks of cancer. The combination of MYC and class IIa HDAC inhibition induces a significant reduction in viability for NSCLC cell lines with high MYC and mitochondrial pathway activation. Additionally, combination treatment induces a robust reduction of MYC with concomitant elevation of mitochondrial ROS, both of which have a causal relationship with therapeutic efficacy. Confirmation of in vivo efficacy was pursued in several animal model systems, with subsequent molecular correlate derivation confirming the importance of MYC depletion and mitochondrial dysfunction in driving drug efficacy. Ultimately, we define a therapeutic approach combining MYCi and class IIa HDACi to potentiate anti-tumor efficacy in NSCLC.
MYC 在癌症中经常被激活,因此人们大力开发 MYC 抑制剂。尽管在靶向 MYC 方面已经取得了很大进展,但仍需要联合治疗策略来利用这一分子弱点。为此,我们研究了用 MYC 抑制剂治疗的癌细胞系的转录组数据,并确定了 HDAC5 和 HDAC9(均为 IIa 类 HDAC)作为同时抑制的治疗靶点。值得注意的是,这些可被小分子特异性靶向的 HDAC 同工酶是已知的几种癌症标志物的增强因子。联合抑制 MYC 和 IIa 类 HDAC 可显著降低 MYC 和线粒体通路高度活化的 NSCLC 细胞系的存活率。此外,联合治疗还能显著降低 MYC,同时提高线粒体 ROS,这两者都与疗效有因果关系。我们在多个动物模型系统中对体内疗效进行了确认,随后的分子相关性推导证实了 MYC 消耗和线粒体功能障碍在推动药物疗效方面的重要性。最终,我们确定了一种结合 MYCi 和 IIa 类 HDACi 的治疗方法,以增强 NSCLC 的抗肿瘤疗效。
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引用次数: 0
Caveolin-1 and mechanical stress control the release of a pro-metastatic subpopulation of small extracellular vesicles Caveolin-1和机械应力控制着细胞外小泡的促转移亚群的释放
Pub Date : 2024-09-08 DOI: 10.1101/2024.09.05.611225
Cristian Saquel, Celine Gracia, Christine Viaris de Lesegno, Frederik Verweij, Carlos Urena-Martin, Graca Raposo, Christophe Lamaze
Extracellular vesicles are lipid-enclosed vesicles released by most cells and are present in all human bodily fluids. EVs carry genetic material and proteins, which can be transferred to other cells, generating various biological effects. Caveolin-1 (Cav1) is a key structural protein of the small invaginations of the plasma membrane known as caveolae, which function as mechano-sensors and membrane tension buffering devices. Elevated levels of Cav1 have been detected in EVs from patients with advanced cancer. Given the importance of mechanical forces within the tumor microenvironment, we investigated the potential role of caveolae and/or Cav1 in regulating EV dynamics and cancer progression under mechanical stress. Our study revealed that different types of mechanical stress induced significantly increased the release of EVs from several cancer cell lines. These EVs were characterized as exosomes enriched with Cav1. Notably, we found that functional Cav1 was essential for the stress-induced increase in EV production. Lipidomic and proteomic analyses showed differences in the composition of EVs between WT and Cav1-deficient cells and between resting cells and cells subjected to mechanical stress. Additionally, EVs isolated from mechanically stressed cells were shown to promote enhanced migration and invasion of cancer cells in a Cav1-dependent manner. Altogether, our data uncover a new role for Cav1 in mediating cell-to-cell communication and promoting the acquisition of metastatic traits through the mechanical regulation of EV production and dynamics.
细胞外小泡是大多数细胞释放的脂质封闭小泡,存在于所有人体体液中。细胞外小泡携带遗传物质和蛋白质,可转移到其他细胞,产生各种生物效应。Caveolin-1(Cav1)是被称为洞穴的质膜小内陷的一种关键结构蛋白,具有机械传感器和膜张力缓冲装置的功能。在晚期癌症患者的 EVs 中检测到了 Cav1 水平的升高。鉴于机械力在肿瘤微环境中的重要性,我们研究了洞穴小泡和/或 Cav1 在机械压力下调节 EV 动态和癌症进展的潜在作用。我们的研究发现,不同类型的机械应力会显著增加几种癌细胞系的 EVs 释放。值得注意的是,我们发现功能性 Cav1 是应激诱导 EV 生成增加的必要条件。脂质组学和蛋白质组学分析表明,在 WT 细胞和 Cav1 缺失细胞之间,以及静息细胞和受到机械应激的细胞之间,EVs 的组成存在差异。此外,从机械应激细胞中分离出的 EVs 还能以依赖 Cav1 的方式促进癌细胞的迁移和侵袭。总之,我们的数据揭示了 Cav1 在介导细胞间通信和通过机械调控 EV 的产生和动态促进转移特性的获得方面的新作用。
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引用次数: 0
Combination of cycling hyperthermia and Echinacoside creates synergistic curing effect on pancreatic cancer PANC-1 cells 循环热疗与紫锥菊苷相结合,对胰腺癌 PANC-1 细胞产生协同治疗效果
Pub Date : 2024-09-08 DOI: 10.1101/2024.09.04.611320
Wei-Ting Chen, You-Ming Chen, Guan-Bo Lin, Yu-Yi Kuo, Hsu-Hsiang Liu, Chih-Yu Chao
Therapy targeting the suppression of human MutT homolog 1 (MTH1) has been gaining ground in recent years, thanks to its resulting significant increase of 8-hydroxy-2'-deoxyguanosine triphosphate (8-oxo-dGTP) accumulation in genomic DNA, causing DNA damage and apoptotic cell death. Echinacoside (Ech), a natural phenylethanoid glycoside first extracted from Echinacea angustifolia or desert plant Cistanches is one of a few natural products which are capable of inhibiting the MTH1 function. It, however, is difficult to apply it in clinical trials, due to high cost for effective dosage in need. In the study, we show that combination with thermal-cycling hyperthermia (TC-HT), a novel physical treatment, can amplify the curative effect of Ech, reducing its dosage in need significantly. The combination resulted in a multipronged mechanism targeting multiple key apoptotic regulating proteins such as Bcl-2 and MAPK family proteins. Its effect is expected to be comparable to the treatment strategy containing MTH1, Bcl-2, and ERK inhibitors, posing as new promising approach in cancer treatment.
近年来,以抑制人类突变基因同源物 1(MutT homolog 1,MTH1)为目标的疗法越来越受到重视,这是因为 MTH1 会导致基因组 DNA 中的 8-羟基-2'-脱氧鸟苷三磷酸(8-oxo-dGTP)积累显著增加,造成 DNA 损伤和细胞凋亡。狭叶紫锥菊苷(Echinacoside,Ech)是一种天然苯乙醇苷,最早从狭叶紫锥菊(Echinacea angustifolia)或沙漠植物肉苁蓉(Cistanches)中提取,是少数几种能够抑制 MTH1 功能的天然产品之一。然而,由于有效剂量成本高,很难将其应用于临床试验。在这项研究中,我们发现与一种新型物理治疗方法--热循环热疗(TC-HT)--相结合,可以放大 Ech 的疗效,大大减少所需的剂量。这种联合疗法形成了一种多管齐下的机制,靶向多种关键的凋亡调节蛋白,如 Bcl-2 和 MAPK 家族蛋白。预计其效果可与含有 MTH1、Bcl-2 和 ERK 抑制剂的治疗策略相媲美,是一种很有前途的癌症治疗新方法。
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引用次数: 0
Claudin-4 remodeling of nucleus-cell cycle crosstalk maintains ovarian tumor genome stability and drives resistance to genomic instability-inducing agents. Claudin-4对细胞核-细胞周期串扰的重塑可维持卵巢肿瘤基因组的稳定性,并驱动对基因组不稳定性诱导剂的抗性。
Pub Date : 2024-09-07 DOI: 10.1101/2024.09.04.611120
Benjamin G Bitler, Fabian R. Villagomez, Julie Lang, Daniel Nunez-Avellaneda, Kian Behbakht, Hannah L. Dimmick, Patricia Webb, Kenneth P. Nephew, Margaret Neville, Elizabeth R. Woodruff
During cancer development, the interplay between the nucleus and the cell cycle leads to a state of genomic instability, often accompanied by observable morphological aberrations. These aberrations can be controlled by tumor cells to evade cell death, either by preventing or eliminating genomic instability. In epithelial ovarian cancer (EOC), overexpression of the multifunctional protein claudin-4 is a key contributor to therapy resistance through mechanisms associated with genomic instability. However, the molecular mechanisms underlying claudin-4 overexpression in EOC remain poorly understood. Here, we altered claudin-4 expression and employed a unique claudin-4 targeting peptide (CMP) to manipulate the function of claudin-4. We found that claudin-4 facilitates genome maintenance by linking the nuclear envelope and cytoskeleton dynamics with cell cycle progression. Claudin-4 caused nuclei constriction by excluding lamin B1 and promoting perinuclear F-actin accumulation, associated with remodeling nuclear architecture, thus altering nuclear envelope dynamics. Consequently, cell cycle modifications due to claudin-4 overexpression resulted in fewer cells entering the S-phase and reduced genomic instability. Importantly, disrupting biological interactions of claudin-4 using CMP and forskolin altered oxidative stress cellular response and increased the efficacy of PARP inhibitor treatment. Our data indicate that claudin-4 protects tumor genome integrity by remodeling the crosstalk between the nuclei and the cell cycle, leading to resistance to genomic instability formation and the effects of genomic instability-inducing agents.
在癌症的发展过程中,细胞核和细胞周期之间的相互作用导致了基因组的不稳定状态,并往往伴随着可观察到的形态畸变。肿瘤细胞可以通过防止或消除基因组不稳定性来控制这些畸变,以避免细胞死亡。在上皮性卵巢癌(EOC)中,多功能蛋白 claudin-4 的过度表达是通过与基因组不稳定性相关的机制导致耐药性的一个关键因素。然而,人们对EOC中Claudin-4过表达的分子机制仍然知之甚少。在这里,我们改变了claudin-4的表达,并采用独特的claudin-4靶向肽(CMP)来操纵claudin-4的功能。我们发现,Claudin-4通过将核包膜和细胞骨架动态与细胞周期进展联系起来,促进了基因组的维护。Claudin-4通过排除层粘连蛋白B1和促进核周F-肌动蛋白的积累而导致细胞核收缩,这与核结构的重塑有关,从而改变了核包膜动力学。因此,Claudin-4过表达导致的细胞周期改变使进入S期的细胞数量减少,并降低了基因组的不稳定性。重要的是,使用CMP和福斯克林干扰laudin-4的生物相互作用可改变氧化应激细胞反应,并提高PARP抑制剂的疗效。我们的数据表明,claudin-4 通过重塑细胞核与细胞周期之间的串联来保护肿瘤基因组的完整性,从而抵御基因组不稳定性的形成和基因组不稳定性诱导剂的影响。
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引用次数: 0
On the equivalence between Agent-Based and Continuum models for cell population modeling. Application to glioblastoma evolution in microfluidic devices 基于代理的细胞群体建模与连续模型之间的等效性。微流控设备中胶质母细胞瘤演化的应用
Pub Date : 2024-09-07 DOI: 10.1101/2024.09.05.611243
Raquel B. Arroyo-Vazquez, Marina Perez-Aliacar, Jacobo Ayensa-Jimenez, Manuel Doblare
Mathematical models are invaluable tools for understanding the mechanisms and interactions that control the behavior of complex systems. Modeling a problem as cancer evolution includes many coupled phenomena being therefore impossible to obtain sufficient experimental results to fully evaluate all possible conditions. In this work, we focus on Agent-Based Models (ABMs), as these models allow to obtain more complete and interpretable information at the individual level than other types of in silico models. However, ABMs, need many parameters, requiring more information at the cellular and environmental levels to be calibrated. To overcome this problem we propose a complementary approach to traditional calibration methods. We used existent continuum models able to reproduce experimental data, validated and with fitted parameters, to establish relationships between parameters of both, continuum and agent-based models, to simplify and improve the process of adjusting the parameters of the ABM. With this approach, it is possible to bridge the gap between both kinds of models, allowing to work with them simultaneously and take advantage of the benefits of each of them. To illustrate this methodology, the evolution of glioblastoma (GB) is modeled as an example of application. The resulting ABM obtains very similar results to those previously obtained with the continuum model, replicating the main histopathological features (the formation of necrotic cores and pseudopalisades) appearing in several different in vitro experiments in microfluidic devices, as we previously obtained with continuum models. However, ABMs have additional advantages: since they also incorporates the inherent random effects present in Biology, providing a more natural explanation and a deeper understanding of biological processes. Moreover, additional relevant phenomena can be easily incorporated, such as the mechanical interaction between cells or with the environment, angiogenic processes and cell concentrations far from the continuum requirement as happens, for intance, with immune cells.
数学模型是了解控制复杂系统行为的机制和相互作用的宝贵工具。像癌症进化这样的建模问题包括许多耦合现象,因此不可能获得足够的实验结果来全面评估所有可能的条件。在这项工作中,我们将重点放在基于代理的模型(ABMs)上,因为与其他类型的硅学模型相比,这些模型可以在个体水平上获得更完整、更可解释的信息。然而,ABM 需要很多参数,需要更多细胞和环境层面的信息来校准。为了克服这个问题,我们提出了一种与传统校准方法互补的方法。我们使用能够重现实验数据、经过验证并具有拟合参数的现有连续性模型,建立连续性模型和基于代理的模型参数之间的关系,以简化和改进人工智能模型参数的调整过程。有了这种方法,就有可能弥合这两种模型之间的差距,从而可以同时使用这两种模型,并利用它们各自的优势。为了说明这种方法,我们以胶质母细胞瘤(GB)的演变为应用实例进行建模。由此产生的 ABM 得到的结果与之前用连续体模型得到的结果非常相似,复制了在微流控设备中进行的几项不同体外实验中出现的主要组织病理学特征(坏死核心和假脓肿的形成),就像我们之前用连续体模型得到的结果一样。然而,ABM 还具有额外的优势:因为它们还包含了生物学中固有的随机效应,提供了更自然的解释,并加深了对生物过程的理解。此外,其他相关现象也很容易纳入其中,例如细胞之间或与环境之间的机械相互作用、血管生成过程以及远离连续性要求的细胞浓度,例如免疫细胞。
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引用次数: 0
Interplay of ferroptotic and apoptotic cell death and its modulation by BH3-mimetics 铁凋亡和细胞凋亡的相互作用及其受 BH3-模拟物的调节
Pub Date : 2024-09-07 DOI: 10.1101/2024.09.04.611207
Yun Qiu, Juliana A. Hüther, Bianca Wank, Antonia Rath, René Tykwe, Sabine Laschat, Marcus Conrad, Daniela Stöhr, Markus Rehm
Ferroptosis and apoptosis are widely considered to be independent cell death modalities. Ferroptotic cell death is a consequence of insufficient radical detoxification and progressive lipid peroxidation, which is counteracted by glutathione peroxidase 4 (GPX4). Apoptotic cell death can be triggered by a wide variety of stresses, including oxygen radicals, and can be suppressed by anti-apoptotic members of the BCL-2 protein family. Mitochondria are the main interaction site of BCL-2 family members and likewise a major source of oxygen radical stress. We therefore studied if ferroptosis and apoptosis might intersect and possibly interfere with one another. Indeed, cells dying from impaired GPX4 activity displayed hallmarks of both ferroptotic and apoptotic cell death, with the latter including (transient) membrane blebbing, submaximal cytochrome-c release and caspase activation. Targeting BCL-2, MCL-1 or BCL-XL with BH3-mimetics under conditions of moderate ferroptotic stress in many cases synergistically enhanced overall cell death and frequently skewed primarily ferroptotic into apoptotic outcomes. Surprisingly though, in other cases BH3-mimetics, most notably the BCL-XL inhibitor WEHI-539, counter-intuitively suppressed cell death and promoted cell survival following GPX4 inhibition. Further studies revealed that most BH3-mimetics possess previously undescribed antioxidant activities that counteract ferroptotic cell death at commonly employed concentration ranges. Our results therefore show that ferroptosis and apoptosis can intersect. We also show that combining ferroptotic stress with BH3-mimetics, context-dependently can either enhance and convert cell death outcomes between ferroptosis and apoptosis or can also suppress cell death by intrinsic antioxidant activities.
人们普遍认为铁凋亡和细胞凋亡是独立的细胞死亡模式。铁细胞凋亡是自由基解毒不足和脂质过氧化进行性发展的结果,而谷胱甘肽过氧化物酶 4(GPX4)可以抵消自由基的解毒作用。细胞凋亡可由包括氧自由基在内的多种压力引发,并可被 BCL-2 蛋白家族中的抗凋亡成员抑制。线粒体是 BCL-2 家族成员的主要相互作用场所,同样也是氧自由基压力的主要来源。因此,我们研究了铁凋亡和细胞凋亡是否会相互交织并可能相互干扰。事实上,因 GPX4 活性受损而死亡的细胞同时显示出铁细胞凋亡和细胞凋亡的特征,后者包括(短暂的)膜裂解、细胞色素-c 的亚极限释放和 caspase 激活。在中度铁凋亡应激条件下,用 BH3 拟似物靶向 BCL-2、MCL-1 或 BCL-XL,在许多情况下会协同增强细胞的整体死亡,并经常将主要的铁凋亡结果转变为细胞凋亡结果。但令人惊讶的是,在其他情况下,BH3-模拟物(最明显的是 BCL-XL 抑制剂 WEHI-539)在抑制 GPX4 后会反直觉地抑制细胞死亡并促进细胞存活。进一步的研究发现,大多数 BH3-模拟物具有以前未曾描述过的抗氧化活性,在常用浓度范围内可抵消铁中毒细胞死亡。因此,我们的研究结果表明,铁氧化和细胞凋亡可以相互交叉。我们还表明,将铁凋亡应激与 BH3-模拟物结合起来,可以根据具体情况加强细胞死亡结果并在铁凋亡和细胞凋亡之间进行转换,也可以通过内在抗氧化活性抑制细胞死亡。
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bioRxiv - Cancer Biology
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