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Piezo1 activates nitric oxide synthase in red blood cells via protein kinase C with increased activity in diabetes Piezo1通过蛋白激酶C激活红细胞中的一氧化氮合酶,并在糖尿病中增加活性
Pub Date : 2025-07-28 DOI: 10.1016/j.mbm.2025.100145
Gurneet S. Sangha , Lauren V. Smith , Marzyeh Kheradmand , Kashif M. Munir , Nimisha Rangachar , Callie M. Weber , Zohreh Safari , Stephen C. Rogers , Allan Doctor , Alisa Morss Clyne
Nitric oxide (NO) is a key signaling molecule in maintaining cardiovascular health. While endothelial cells were initially thought to exclusively contain endothelial nitric oxide synthase (eNOS), an enzyme that produces NO, recent evidence suggests that red blood cells (RBC) also contain functional eNOS that impacts cardiovascular function. However, the mechanisms driving RBC eNOS activation are not well understood. Like endothelial cells, RBC are mechanosensitive via the stretch-activated piezo1 Ca2+ channel. Therefore, we investigated how piezo1 stimulation induced RBC and endothelial eNOS phosphorylation. We further examined how this mechanism is affected during diabetes, a condition known to impair vascular NO bioavailability. Our results reveal that piezo1 stimulation activated RBC eNOS via protein kinase C (PKC) and endothelial eNOS partially via protein kinase B (Akt). Surprisingly, piezo1-stimulation increased eNOS phosphorylation at the Ser1177 activation site nearly 20-fold in RBC from diabetic patients compared to 5.5-fold in RBC from non-diabetic patients. These findings highlight important differences in eNOS activation between RBC and endothelial cells and suggest potential biomolecular markers for targeting vascular NO bioavailability in health and disease.
一氧化氮(NO)是维持心血管健康的关键信号分子。虽然内皮细胞最初被认为只含有内皮型一氧化氮合酶(eNOS),一种产生NO的酶,但最近的证据表明,红细胞(RBC)也含有影响心血管功能的功能性eNOS。然而,驱动RBC eNOS激活的机制尚不清楚。与内皮细胞一样,红细胞通过拉伸激活的piezo1 Ca2+通道具有机械敏感性。因此,我们研究了piezo1刺激如何诱导红细胞和内皮细胞eNOS磷酸化。我们进一步研究了这种机制在糖尿病中是如何受到影响的,糖尿病是一种已知会损害血管NO生物利用度的疾病。我们的研究结果表明,piezo1刺激通过蛋白激酶C (PKC)激活红细胞eNOS,部分通过蛋白激酶B (Akt)激活内皮细胞eNOS。令人惊讶的是,piezo1刺激使糖尿病患者红细胞Ser1177活化位点的eNOS磷酸化增加了近20倍,而非糖尿病患者红细胞的eNOS磷酸化增加了5.5倍。这些发现强调了红细胞和内皮细胞之间eNOS激活的重要差异,并提出了针对健康和疾病中血管NO生物利用度的潜在生物分子标记。
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引用次数: 0
Three-dimensional spheroid models for cardiovascular biology and pathology 用于心血管生物学和病理学的三维球体模型
Pub Date : 2025-06-28 DOI: 10.1016/j.mbm.2025.100144
Alanna Krug , Gabrielle Inserra , Rhonda Drewes , Amanda Krajnik , Joseph A. Brazzo III , Thomas Mousso , Su Chin Heo , Yongho Bae
Scaffold-free three-dimensional (3D) cellular spheroid cultures better replicate the in vivo cellular microenvironments of complex tissues than traditional two-dimensional (2D) cell cultures, as they promote more intricate cell-cell and cell-extracellular matrix (ECM) interactions. In the context of cardiovascular research, 3D spheroids have emerged as valuable models for studying angiogenesis, modeling the cardiac microenvironment, and advancing drug development and cardiac tissue repair. Given that cardiovascular disease remains the leading cause of morbidity worldwide, exploring 3D spheroids as in vitro models in cardiovascular research holds potential for advancing the field. Despite their promise, the experimental potential of 3D spheroids in cardiovascular disease and biology has yet to be realized. Therefore, this review discusses the advantages and limitations of 3D spheroid models for studying angiogenesis and cardiovascular pathobiology, their applications in cardiac drug development and tissue repair, and how these models can advance cardiovascular research.
与传统的二维(2D)细胞培养相比,无支架的三维(3D)细胞球体培养能更好地复制复杂组织的体内细胞微环境,因为它们促进了更复杂的细胞间和细胞外基质(ECM)相互作用。在心血管研究的背景下,三维球体已经成为研究血管生成、心脏微环境建模、推进药物开发和心脏组织修复的有价值的模型。鉴于心血管疾病仍然是世界范围内发病率的主要原因,在心血管研究中探索3D球体作为体外模型具有推进该领域的潜力。尽管前景看好,但3D球体在心血管疾病和生物学方面的实验潜力尚未实现。因此,本文综述了三维球体模型在血管生成和心血管病理生物学研究中的优势和局限性,以及它们在心脏药物开发和组织修复中的应用,以及这些模型如何促进心血管研究。
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引用次数: 0
Causal association analysis between blood metabolomes and osteopenia and therapeutic target prediction for mechanomedicine 血液代谢组学与骨质减少的因果关系分析及机械药物治疗靶点预测
Pub Date : 2025-06-09 DOI: 10.1016/j.mbm.2025.100137
Ruobing Liu , Yaru Huang , Maogang Jiang , Fei Xu , Qilin Pei , Jiajun Ma , Youru Li , Siqi Shen , Bo Zhang , Xiangyang Guo , Jing Cai , Wenwen Wang
Blood metabolomes have been linked to osteoporosis, yet the precise causal relationship with osteopenia, its preventable early stage, remains unclear. This study aimed to uncover the genetic causality between blood metabolomes and osteopenia, pinpointing potential targets for mechanomedicine. Utilizing genome-wide association study summary statistics, we analyzed 1091 metabolites and 309 metabolite ratios from 8299 individuals, correlating them with total body bone mineral density (BMD) from 56,284 individuals in the IEU GWAS database and osteopenia data from 408,961 European populations. Through two-sample Mendelian randomization, we investigated the association between blood metabolomes and skeletal characteristics. We then conducted summary-data-based Mendelian randomization (MR) analysis and colocalization analyses to identify causal genes related to skeletal phenotypes, predicting therapeutic targets for osteopenia. Expression of potential targets in osteocytes under fluid shear stress (FSS) stimulation was tested using qRT-PCR to explore mechanical sensitivity and bone health mechanisms. Our findings revealed five metabolites affecting total body BMD and osteopenia, with biliverdin emerging as a potential protective factor against osteopenia (OR ​= ​0.93, 95 ​%CI ​= ​0.88–0.98, P ​= ​0.009). Additionally, three genes—LRRC14, SLC22A16, and TNFRSF1A—were identified as potential therapeutic targets for osteopenia. Notably, LRRC14 and TNFRSF1A are also associated with other musculoskeletal diseases. In vitro experiments showed that FSS significantly increased LRRC14 expression in osteocytes, suggesting its potential as a mechanosensitive factor. This study identifies candidate blood metabolites and mechanomedicine targets for osteopenia, offering a scientific basis for new diagnostic and treatment strategies and deepening our understanding of bone mechanics response characteristics.
血液代谢组与骨质疏松症有关,但与骨质减少的确切因果关系,其可预防的早期阶段,仍不清楚。本研究旨在揭示血液代谢组与骨质减少之间的遗传因果关系,确定机械医学的潜在靶点。利用全基因组关联研究汇总统计,我们分析了8299名个体的1091种代谢物和309种代谢物比率,并将它们与IEU GWAS数据库中56,284名个体的总体骨密度(BMD)和408,961名欧洲人群的骨质减少数据进行了关联。通过双样本孟德尔随机化,我们研究了血液代谢组与骨骼特征之间的关系。然后,我们进行了基于汇总数据的孟德尔随机化(MR)分析和共定位分析,以确定与骨骼表型相关的致病基因,预测骨质减少的治疗靶点。利用qRT-PCR技术检测了在流体剪切应力(FSS)刺激下骨细胞中潜在靶点的表达,以探索机械敏感性和骨健康机制。我们的研究结果显示,有5种代谢物影响全身骨密度和骨质减少,其中胆绿素是预防骨质减少的潜在保护因子(OR = 0.93, 95% CI = 0.88-0.98, P = 0.009)。此外,三个基因lrrc14、SLC22A16和tnfrsf1a被确定为骨质减少的潜在治疗靶点。值得注意的是,LRRC14和TNFRSF1A也与其他肌肉骨骼疾病相关。体外实验表明,FSS显著增加了LRRC14在骨细胞中的表达,提示其可能是一种机械敏感因子。本研究确定了骨减少的候选血液代谢物和机械药物靶点,为新的诊断和治疗策略提供了科学依据,加深了我们对骨力学反应特征的理解。
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引用次数: 0
Beyond biochemical patterning: How mechanical bistability governs robust organoid morphogenesis 超越生化模式:机械双稳定性如何控制强大的类器官形态发生
Pub Date : 2025-06-01 DOI: 10.1016/j.mbm.2025.100134
Qigan Gao, Yuehua Yang, Haoxiang Yang, Hongyuan Jiang
Understanding the regulatory mechanisms of intestinal organoid morphogenesis remains a fundamental challenge in organoid biology. Emerging evidence highlights mechanical bistability as a critical regulator, mediated by dynamic lumen-actomyosin feedback. The recently developed 3D vertex model demonstrates that crypt curvature modulates actomyosin localization via mechanosensitive pathways, creating two stable morphological states—bulged or budded—depending on mechanical history. This model advances beyond static vertex models by incorporating epithelial thickness variations and lumen pressure effects, explaining previously unresolved phenomena like irreversible crypt budding and snap-through transitions. The findings establish a new framework for understanding mechanical decision-making in epithelial tissues, with implications for organoid engineering and developmental biology.
了解肠道类器官形态发生的调控机制仍然是类器官生物学的一个基本挑战。新出现的证据强调机械双稳定性是一个关键的调节器,由动态管腔-肌动球蛋白反馈介导。最近开发的3D顶点模型表明,隐窝曲率通过机械敏感途径调节肌动球蛋白定位,根据机械历史产生两种稳定的形态状态——肿胀或出芽。该模型超越了静态顶点模型,结合了上皮厚度变化和管腔压力效应,解释了以前未解决的现象,如不可逆隐窝萌芽和快速过渡。这些发现为理解上皮组织的机械决策建立了一个新的框架,对类器官工程和发育生物学具有重要意义。
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引用次数: 0
Early diabetes screening via red blood cell mechanics using microfluidic chip integration 利用微流控芯片集成红细胞力学进行早期糖尿病筛查
Pub Date : 2025-05-29 DOI: 10.1016/j.mbm.2025.100136
Yibo Feng , Bingchen Che , Yonggang Liu , Cangmin Zhang , Jiameng Niu , Jiangcun Yang , Guangyin Jing , Dan Sun , Xiaobo Gong , Ce Zhang
Early diagnosis of diabetes is crucial, as diabetes, particularly type 2, can eventually lead to irreversible changes and complications. Conventional techniques, such as the Fasting Plasma Glucose (FPG) Test and Hemoglobin A1c (HbA1c) Test, measure blood glucose levels, which fluctuate over time and are insensitive to early stages. In this study, we focus on measuring the mechanical properties of red blood cells, as their irreversible changes can indicate early pathological impacts of diabetes. We developed a microfluidic chip with a symmetrical hyperbolic structure. By periodically altering the state of the valve membrane, we generate a reciprocating shear flow field that repeatedly acts on groups of RBCs. We then quantify the morphological parameters of the RBCs, establishing a correlation between the reciprocating shear flow field and the morphological changes of the cells. Using the developed microfluidic chip, we investigated the resistance of blood cells from 20 healthy volunteers to mechanical stimuli. The results indicated a significant correlation between the deformability of red blood cells and age, while no such correlation was found among individuals of the same gender. This study highlights the potential of utilizing the mechanical properties of red blood cells as an early diagnostic tool for diabetes. Furthermore, given the ease of integration of microfluidic chips, they present a promising high-throughput diagnostic solution for large-scale clinical screening.
糖尿病的早期诊断至关重要,因为糖尿病,特别是2型糖尿病,最终可能导致不可逆转的变化和并发症。传统的技术,如空腹血糖(FPG)测试和血红蛋白A1c (HbA1c)测试,测量血糖水平,随着时间的推移而波动,对早期阶段不敏感。在这项研究中,我们着重于测量红细胞的力学特性,因为它们的不可逆变化可以指示糖尿病的早期病理影响。我们研制了一种对称双曲结构的微流控芯片。通过周期性地改变阀膜的状态,我们产生了一个往复剪切流场,反复作用于红细胞群。然后,我们量化了红细胞的形态参数,建立了往复剪切流场与细胞形态变化之间的相关性。利用所研制的微流控芯片,研究了20名健康志愿者的血细胞对机械刺激的抵抗力。结果表明,红细胞的变形能力与年龄之间存在显著相关性,而在同性个体中没有发现这种相关性。这项研究强调了利用红细胞的机械特性作为糖尿病早期诊断工具的潜力。此外,考虑到微流控芯片易于集成,它们为大规模临床筛查提供了一个有前途的高通量诊断解决方案。
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引用次数: 0
Mechanosensitive nuclear checkpoint: nuclear envelope as a sensor of chromosomal instability and driver of cell fate 机械敏感核检查点:核包膜作为染色体不稳定性的传感器和细胞命运的驱动因素
Pub Date : 2025-05-21 DOI: 10.1016/j.mbm.2025.100135
Chenyang Ji, Junwei Chen, Fuxiang Wei
The nuclear envelope (NE) is a dynamic, mechanosensitive structure that functions as a protective barrier for the genome and serves as a checkpoint responding to external stimuli. It plays a critical role in maintaining genomic stability and regulating cell fate. This review synthesizes recent research highlighting the role of NE as a mechanical checkpoint in ensuring accurate chromosome segregation, regulating cell cycle progression, and contributing to cancer development. Chromosome mis-segregation during cell division is a major driver of aneuploidy, a condition closely associated with genomic instability and cellular transformation. The role of NE in chromatin organization and gene expression regulation is also discussed, underscoring its importance in cell differentiation and identity.
核膜(NE)是一种动态的机械敏感结构,作为基因组的保护屏障,并作为响应外部刺激的检查点。它在维持基因组稳定性和调节细胞命运方面起着关键作用。这篇综述综合了最近的研究,强调了NE作为一个机械检查点在确保准确的染色体分离、调节细胞周期进程和促进癌症发展方面的作用。细胞分裂过程中的染色体错分离是非整倍体的主要驱动因素,非整倍体与基因组不稳定性和细胞转化密切相关。NE在染色质组织和基因表达调控中的作用也被讨论,强调其在细胞分化和鉴定中的重要性。
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引用次数: 0
Neuromorphic chips for biomedical engineering 生物医学工程用神经形态芯片
Pub Date : 2025-05-15 DOI: 10.1016/j.mbm.2025.100133
Kaiyang Wang , Shuhui Ren , Yunfang Jia , Xiaobing Yan , Lizhen Wang , Yubo Fan
The modern medical field faces two critical challenges: the dramatic increase in data complexity and the explosive growth in data size. Especially in current research, medical diagnostic, and data processing devices relying on traditional computer architecture are increasingly showing limitations when faced with dynamic temporal and spatial processing requirements, as well as high-dimensional data processing tasks. Neuromorphic devices provide a new way for biomedical data processing due to their low energy consumption and high dynamic information processing capabilities. This paper aims to reveal the advantages of neuromorphic devices in biomedical applications. First, this review emphasizes the urgent need of biomedical engineering for diversify clinical diagnostic techniques. Secondly, the feasibility of the application in biomedical engineering is demonstrated by reviewing the historical development of neuromorphic devices from basic modeling to multimodal signal processing. In addition, this paper demonstrates the great potential of neuromorphic chips for application in the fields of biosensing technology, medical image processing and generation, rehabilitation medical engineering, and brain-computer interfaces. Finally, this review provides the pathways for constructing standardized experimental protocols using biocompatible technologies, personalized treatment strategies, and systematic clinical validation. In summary, neuromorphic devices will drive technological innovation in the biomedical field and make significant contributions to life health.
现代医疗领域面临着两大关键挑战:数据复杂性的急剧增加和数据规模的爆炸性增长。特别是在当前的研究中,依靠传统计算机体系结构的医疗诊断和数据处理设备在面对动态的时空处理要求和高维数据处理任务时,越来越显示出局限性。神经形态设备以其低能耗和高动态信息处理能力为生物医学数据处理提供了新的途径。本文旨在揭示神经形态装置在生物医学应用中的优势。首先,本文强调生物医学工程迫切需要多样化的临床诊断技术。其次,通过回顾神经形态器件从基本建模到多模态信号处理的历史发展,论证了神经形态器件在生物医学工程中应用的可行性。此外,本文还论证了神经形态芯片在生物传感技术、医学图像处理与生成、康复医学工程、脑机接口等领域的巨大应用潜力。最后,本文综述了利用生物相容性技术构建标准化实验方案、个性化治疗策略和系统临床验证的途径。综上所述,神经形态设备将推动生物医学领域的技术创新,并为生命健康做出重大贡献。
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引用次数: 0
The sex-specific effects of RAGE signaling and type 2 diabetes on mouse cortical bone mechanics, structure, and material properties RAGE信号和2型糖尿病对小鼠皮质骨力学、结构和材料特性的性别特异性影响
Pub Date : 2025-05-13 DOI: 10.1016/j.mbm.2025.100132
Timothy Hung , Kaitlyn S. Broz , Remy E. Walk , Simon Y. Tang
Individuals with type 2 diabetes (T2D) are prone to fracture at numerous skeletal sites despite presenting with a higher bone mineral density (BMD). The accumulation of Advanced Glycation End-products (AGEs) in the bone tissues of patients with T2D could be contributing to this paradox of increased skeletal fragility with higher BMD. AGEs can also impair bone cell homeostasis via the receptor for AGEs (RAGE). To investigate the effects of diabetes, AGE accumulation, and RAGE signaling on mouse cortical bone, we utilized male and female leptin receptor-deficient (db/db) diabetic mice from three age groups ranging from 3 to 12 months of age, which were crossed with mice carrying constitutively active alleles for a RAGE nullifying point mutation (RAGE−/−). The morphological, mechanical and material outcomes of bone were measured using microCT, three-point bending, and AGE assays. We observed significant impairments dependent on age and sex to the bone matrix and whole-bone mechanical behavior due to diabetes, with some impairments alleviated by the deletion of RAGE. In older female diabetic mice, the removal of RAGE signaling prevented the deficits in bone mechanics, morphology, and tissue mineral density (TMD). Male diabetic mice without RAGE signaling exhibited improved material properties compared to wild type controls. The study demonstrated that bone impairments associated with T2D can be prevented with RAGE deletion, and T2D complications may be partially reversible with the therapeutic inhibition of RAGE signaling.
2型糖尿病(T2D)患者尽管表现出较高的骨密度(BMD),但仍容易在许多骨骼部位发生骨折。t2dm患者骨组织中晚期糖基化终产物(age)的积累可能导致骨密度升高而骨骼脆性增加的矛盾。AGEs还可以通过AGEs受体(RAGE)破坏骨细胞稳态。为了研究糖尿病、AGE积累和RAGE信号传导对小鼠皮质骨的影响,我们利用3 - 12月龄三个年龄组的雄性和雌性瘦素受体缺陷(db/db)糖尿病小鼠,将其与携带RAGE无效点突变(RAGE - / -)组成型活性等位基因的小鼠杂交。使用微ct、三点弯曲和AGE测定骨的形态学、力学和材料结果。我们观察到糖尿病对骨基质和全骨力学行为的显著损害,这与年龄和性别有关,其中一些损害因RAGE的缺失而减轻。在老年雌性糖尿病小鼠中,去除RAGE信号可以防止骨力学、形态学和组织矿物质密度(TMD)的缺陷。与野生型对照相比,没有RAGE信号的雄性糖尿病小鼠表现出更好的物质特性。该研究表明,与T2D相关的骨损伤可以通过RAGE缺失来预防,并且T2D并发症可能通过治疗性抑制RAGE信号传导部分可逆。
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引用次数: 0
Three-dimensional traction technology and its application in mechanomedicine 三维牵引技术及其在机械医学中的应用
Pub Date : 2025-04-24 DOI: 10.1016/j.mbm.2025.100131
Xinman Chen , Chenyang Ji , Xi Liu , Ning Wang , Fuxiang Wei , Junwei Chen
Endogenous forces generated by living cells are essential for biological processes and physiological functions of cells and tissues. Over the last several decades, numerous methods for detecting traction forces have been developed. Here we review these methods and discuss their respective strengths and limitations. Being able to reliably quantify tractions in living cells and tissues are critical in understanding how forces drive and regulate cell and tissue functions in physiology and diseases.
活细胞产生的内源性力对细胞和组织的生物过程和生理功能至关重要。在过去的几十年里,已经开发了许多检测牵引力的方法。在这里,我们回顾了这些方法,并讨论了它们各自的优势和局限性。能够可靠地量化活细胞和组织中的牵引力对于理解力如何驱动和调节生理和疾病中的细胞和组织功能至关重要。
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引用次数: 0
Prognostic assessment of osteolytic lesions and mechanical properties of bones bearing breast cancer using neural network and finite element analysis☆ 基于神经网络和有限元分析的乳腺癌骨溶解病变和力学特性预后评估
Pub Date : 2025-03-30 DOI: 10.1016/j.mbm.2025.100130
Shubo Wang , Tiankuo Chu , Murtaza Wasi , Rosa M. Guerra , Xu Yuan , Liyun Wang
The management of skeletal-related events (SREs), particularly the prevention of pathological fractures, is crucial for cancer patients. Current clinical assessment of fracture risk is mostly based on medical images, but incorporating sequential images in the assessment remains challenging. This study addressed this issue by leveraging a comprehensive dataset consisting of 260 longitudinal micro-computed tomography (μCT) scans acquired in normal and breast cancer bearing mice. A machine learning (ML) model based on a spatial–temporal neural network was built to forecast bone structures from previous μCT scans, which were found to have an overall similarity coefficient (Dice) of 0.814 with ground truths. Despite the predicted lesion volumes (18.5 ​% ​± ​15.3 ​%) being underestimated by ∼21 ​% than the ground truths’ (22.1 ​% ​± ​14.8 ​%), the time course of the lesion growth was better represented in the predicted images than the preceding scans (10.8 ​% ​± ​6.5 ​%). Under virtual biomechanical testing using finite element analysis (FEA), the predicted bone structures recapitulated the loading carrying behaviors of the ground truth structures with a positive correlation (y ​= ​0.863x) and a high coefficient of determination (R2 ​= ​0.955). Interestingly, the compliances of the predicted and ground truth structures demonstrated nearly identical linear relationships with the lesion volumes. In summary, we have demonstrated that bone deterioration could be proficiently predicted using machine learning in our preclinical dataset, suggesting the importance of large longitudinal clinical imaging datasets in fracture risk assessment for cancer bone metastasis.
骨骼相关事件(SREs)的管理,特别是病理性骨折的预防,对癌症患者至关重要。目前对骨折风险的临床评估主要基于医学图像,但将序列图像纳入评估仍然具有挑战性。本研究利用260个纵向微计算机断层扫描(μCT)数据集解决了这个问题,这些数据集来自正常小鼠和乳腺癌小鼠。建立了基于时空神经网络的机器学习(ML)模型来预测μCT扫描的骨结构,发现其与ground truth的总体相似系数(Dice)为0.814。尽管预测的病变体积(18.5%±15.3%)比实际情况(22.1%±14.8%)低估了约21%,但预测图像比之前的扫描(10.8%±6.5%)更好地反映了病变生长的时间过程。采用有限元分析(FEA)进行虚拟生物力学测试,预测骨结构再现了地基真实结构的承载行为,且具有正相关(y = 0.863 3x)和高决定系数(R2 = 0.955)。有趣的是,预测和基础真值结构的顺应性与病变体积表现出几乎相同的线性关系。总之,我们已经证明,在我们的临床前数据集中,使用机器学习可以熟练地预测骨退化,这表明大型纵向临床成像数据集在癌症骨转移的骨折风险评估中的重要性。
{"title":"Prognostic assessment of osteolytic lesions and mechanical properties of bones bearing breast cancer using neural network and finite element analysis☆","authors":"Shubo Wang ,&nbsp;Tiankuo Chu ,&nbsp;Murtaza Wasi ,&nbsp;Rosa M. Guerra ,&nbsp;Xu Yuan ,&nbsp;Liyun Wang","doi":"10.1016/j.mbm.2025.100130","DOIUrl":"10.1016/j.mbm.2025.100130","url":null,"abstract":"<div><div>The management of skeletal-related events (SREs), particularly the prevention of pathological fractures, is crucial for cancer patients. Current clinical assessment of fracture risk is mostly based on medical images, but incorporating sequential images in the assessment remains challenging. This study addressed this issue by leveraging a comprehensive dataset consisting of 260 longitudinal micro-computed tomography (μCT) scans acquired in normal and breast cancer bearing mice. A machine learning (ML) model based on a spatial–temporal neural network was built to forecast bone structures from previous μCT scans, which were found to have an overall similarity coefficient (Dice) of 0.814 with ground truths. Despite the predicted lesion volumes (18.5 ​% ​± ​15.3 ​%) being underestimated by ∼21 ​% than the ground truths’ (22.1 ​% ​± ​14.8 ​%), the time course of the lesion growth was better represented in the predicted images than the preceding scans (10.8 ​% ​± ​6.5 ​%). Under virtual biomechanical testing using finite element analysis (FEA), the predicted bone structures recapitulated the loading carrying behaviors of the ground truth structures with a positive correlation (y ​= ​0.863x) and a high coefficient of determination (R<sup>2</sup> ​= ​0.955). Interestingly, the compliances of the predicted and ground truth structures demonstrated nearly identical linear relationships with the lesion volumes. In summary, we have demonstrated that bone deterioration could be proficiently predicted using machine learning in our preclinical dataset, suggesting the importance of large longitudinal clinical imaging datasets in fracture risk assessment for cancer bone metastasis.</div></div>","PeriodicalId":100900,"journal":{"name":"Mechanobiology in Medicine","volume":"3 2","pages":"Article 100130"},"PeriodicalIF":0.0,"publicationDate":"2025-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143807668","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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Mechanobiology in Medicine
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