Computational fluid dynamics (CFD)

计算流体力学 (CFD)
  • 文章类型: Journal Article
    本研究的目的是扩展和实施计算流体动力学(CFD)-溶解,吸收和清除(DAC)-药代动力学(PK)多物理模型框架,用于模拟基于悬浮液的鼻皮质类固醇喷雾剂的运输。平均CFD预测的峰值血浆浓度(Cmax)和血浆浓度-时间曲线下面积(AUC),基于三个代表性的鼻气道模型(捕获低,中等和高的后喷沉积),在代表性皮质类固醇药物(曲安奈德)的可用体内PK数据的一个标准偏差内。低剂量(110µg)和高剂量(220µg)病例的预测和体内数据之间的平均Cmax相对差异分别为27.8%和10.1%,分别。这些模型证实了在可用的体内数据中观察到的经鼻递送的曲安奈德的剂量依赖性溶解限制行为。由于浓度限制的溶解,随着剂量从110µg增加到220µg,介质沉积模型的鼻腔总摄取从68.3%下降到51.3%。由于能够预测喷雾特性和患者使用参数的差异对全身PK的影响,因此可以设想建模框架以促进通用局部作用混悬液鼻喷雾产品的更快开发和测试。
    The objectives of this study were to expand and implement a Computational Fluid Dynamics (CFD)-Dissolution, Absorption and Clearance (DAC)-Pharmacokinetics (PK) multi-physics modeling framework for simulating the transport of suspension-based nasal corticosteroid sprays. The mean CFD-predicted peak plasma concentration (Cmax) and area under the curve (AUC) of the plasma concentration-time profile, based on three representative nasal airway models (capturing low, medium and high posterior spray deposition), were within one standard deviation of available in vivo PK data for a representative corticosteroid drug (triamcinolone acetonide). The relative differences in mean Cmax between predictions and in vivo data for low dose (110 µg) and high dose (220 µg) cases were 27.8 % and 10.1 %, respectively. The models confirmed the dose-dependent dissolution-limited behavior of nasally delivered triamcinolone acetonide observed in available in vivo data. The total uptake from the nasal cavity decreased from 68.3 % to 51.3 % for the medium deposition model as dose was increased from 110 to 220 µg due to concentration-limited dissolution. The modeling framework is envisioned to facilitate faster development and testing of generic locally acting suspension nasal spray products due to its ability to predict the impact of differences in spray characteristics and patient use parameters on systemic PK.
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  • 文章类型: Journal Article
    耳蜗,位于内耳内,是螺旋形的,负责听力的充满液体的器官。其形状的生理意义仍不确定。以前的研究几乎没有解决耳蜗内横向流动的发生,特别是其独特的形状。本研究旨在通过表征弯曲和扭转类似于人类耳蜗解剖结构的方形管道中的谐波振荡轴向流动引起的横向流动,来研究耳蜗几何特征对流体动力学的影响。我们检查了四种几何形状,以研究曲率和扭转对轴向和横向流动分量的影响。研究了从0.125Hz到256Hz的12个频率,涵盖次声和低频听力,平均入口速度幅度表示正常对话或较大声情况下的预期水平。我们的模拟表明,在不稳定条件下,扭转对横向流动有显著贡献,并且其贡献随着振荡频率的增加而增加。曲率对横向流动强度的影响很小,随着频率的增加而迅速下降。引人注目的是,曲率和扭转对横向流动的综合影响大于两种影响简单叠加的预期,特别是当曲率的相对贡献变得可以忽略不计。这些发现可能与理解耳蜗的生理过程有关,包括代谢物运输和壁面剪应力。需要进一步的研究来研究对耳蜗力学的可能影响。
    The cochlea, situated within the inner ear, is a spiral-shaped, liquid-filled organ responsible for hearing. The physiological significance of its shape remains uncertain. Previous research has scarcely addressed the occurrence of transverse flow within the cochlea, particularly in relation to its unique shape. This study aims to investigate the impact of the geometric features of the cochlea on fluid dynamics by characterizing transverse flow induced by harmonically oscillating axial flow in square ducts with curvature and torsion resembling human cochlear anatomy. We examined four geometries to investigate curvature and torsion effects on axial and transverse flow components. Twelve frequencies from 0.125 Hz to 256 Hz were studied, covering infrasound and low-frequency hearing, with mean inlet velocity amplitudes representing levels expected for normal conversation or louder situations. Our simulations show that torsion contributes significantly to transverse flow in unsteady conditions, and that its contribution increases with increasing oscillation frequency. Curvature alone has a small effect on transverse flow strength, which decreases rapidly with increasing frequency. Strikingly, the combined effect of curvature and torsion on transverse flow is greater than expected from a simple superposition of the two effects, especially when the relative contribution of curvature alone becomes negligible. These findings may be relevant to understanding physiological processes in the cochlea, including metabolite transport and wall shear stress. Further studies are needed to investigate possible implications for cochlear mechanics.
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  • 文章类型: Journal Article
    为了表征左心室辅助装置(LVAD)动物模型中的产气现象,并研究其机理。
    进行了体外气泡沉淀实验,和帕尔马的血样.根据采血时是否充氧,将动物分为普通组和富氧组,分别设置静态对照组。在实验前后抽取血气并进行分析。启动泵,用超声波在不同转速下测量回路中气泡的数量;应用CFD模拟血泵中的流场,和压力,绘制了流体速度矢量和剪切力图,建立了血栓模型,并模拟了流场并绘制为云图。
    血泵的流入和流出管中的气泡数量存在统计学差异(P值分别为0.04和0.023),两组的流出管中的气泡数明显高于流入管中的气泡数。富氧组和正常组的管中气泡数量均显着高于流入组。在正常组和富氧组中,在较高的速度下比在较低的速度下产生更多的气体。血气分析表明,血液中还原的气体成分主要是氧气。流场仿真成果注解:高转速组具有较低的中心压力和较年夜的标量剪切。血栓模拟组更容易出现湍流,突然的压力变化,剪切比正常组大。
    血气的产生与较高的血氧分压有关,更高的旋转速度,和泵内血栓形成,泵气生产的机理是溶解气体的脱气,而不是水的空化,释放的气体最有可能含有氧气。脱气现象是泵血栓形成的警告因素。
    UNASSIGNED: To characterize the gas production phenomenon in the animal model of left ventricular assist device (LVAD), and study its mechanism.
    UNASSIGNED: An in vitro bubble precipitation experiment was conducted, and the blood samples of Parma spp. animals were divided into ordinary group and oxygen-enriched group according to whether they were oxygenated or not at the time of blood collection, and a static control group was set up respectively. Blood gases were drawn and analyzed before and after the experiment. Activate the pump, and the number of air bubbles in the loop was measured by ultrasound at different rotational speeds; CFD was applied to simulate the flow field in the blood pump, and pressure, fluid velocity vector and shear force diagrams were plotted, and a thrombus model was constructed and the flow field was simulated and plotted as a cloud diagram.
    UNASSIGNED: There was a statistical difference in the number of bubbles in the inflow and outflow tubes of the blood pump (P values of 0.04 and 0.023, respectively), and the number of bubbles in the outflow tubes of both groups was significantly higher than the number of bubbles in the inflow tubes. The number of bubbles in the tubes of both the oxygen-enriched and normal groups was significantly higher than that in the inflow group. In both the normal and oxygen-enriched groups, more gas was produced at higher speeds than at lower speeds. Blood gas analysis showed that the reduced gas composition in the blood was mainly oxygen. Flow field simulation results: the high rotation speed group had lower central pressure and greater scalar shear. The thrombus simulation group was more prone to turbulence, sudden pressure changes, and greater shear than the normal group.
    UNASSIGNED: Blood gas production is associated with higher partial pressures of blood oxygen, higher rotation speed, and intrapump thrombosis, and the mechanism of pump gas production is degassing of dissolved gases rather than cavitation of water, and the gas released is most likely to have oxygen. The degassing phenomenon is an warning factor for pump thrombosis.
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  • 文章类型: Journal Article
    综述了现有的应用计算流体力学方法研究鼻腔颗粒沉积的文献,并对影响鼻腔颗粒沉积的因素进行了总结和分析,以期为未来经鼻给药装置的开发和呼吸道相关疾病的预防提供理论参考。
    PubMed和CNKI数据库。
    对所有当前文献(截至并包括2023年2月)进行了搜索。确定了与影响鼻颗粒沉积的因素主题相关的搜索词,并进行了查询以确定相关文章。
    颗粒本身的性质和颗粒外部的环境条件都会影响颗粒在鼻腔中的沉积,颗粒沉积与颗粒大小呈正相关,粒子密度,和气流速度,随着受试者年龄的增加导致沉积减少,与气流温度和湿度之间的关系还需要更多的研究来进一步探讨。
    随着计算流体力学的普及,越来越多的学者应用计算流体力学技术来探讨不同参数对颗粒沉积的影响。通过总结和分析各种因素对沉积的影响规律,为今后开发和应用经鼻给药装置及预防呼吸道相关疾病提供理论依据,为优化临床疾病防治做出了重要贡献。
    NA。
    UNASSIGNED: To review the existing literature on the application of computational fluid dynamics methods to study nasal particle deposition and to summarize and analyze the factors affecting nasal particle deposition in order to provide theoretical references for the development of future transnasal drug delivery devices and the prevention of respiratory-related diseases.
    UNASSIGNED: PubMed and CNKI databases.
    UNASSIGNED: A search of all current literature (up to and including February 2023) was conducted. Search terms related to the topic of factors influencing nasal particle deposition were identified, and queries were conducted to identify relevant articles.
    UNASSIGNED: Both the properties of the particles themselves and the environmental conditions external to the particles can affect particle deposition in the nasal cavity, with particle deposition showing a positive correlation with particle size, particle density, and airflow velocity, with increasing subject age leading to a decrease in deposition, and with the relationship between airflow temperature and humidity still requiring more research to further explore.
    UNASSIGNED: With the popularity of computational fluid dynamics, more and more scholars have applied computational fluid dynamics technology to explore the influence of different parameters on particle deposition. By summarizing and analyzing the influence law of various factors on deposition, it can provide a theoretical basis for the future development and application of transnasal drug delivery devices and the prevention of respiratory-related diseases, which makes a significant contribution to the optimization of clinical disease prevention and treatment.
    UNASSIGNED: NA.
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  • 文章类型: Journal Article
    在这项工作中,我们提出了一种新颖的方法,用于对患者特定的主动脉夹层进行数值模拟。我们的提议,其目标是定制场景的无缝虚拟原型设计,结合创新的两步分割程序与CutFEM技术能够处理薄壁体,如内膜瓣。首先,我们从主动脉外壁产生液体网格,不考虑内膜瓣,类似于健康的主动脉。第二,我们从内膜瓣的近似中线创建一个表面网格。这种方法使我们能够将流体体积的分割与内膜瓣的分割分离,从而绕过了围绕薄壁体创建体积网格的需要,众所周知,一种复杂且容易出错的操作。一旦获得两个网格,通过将表面网格嵌入到体积网格中,并计算一个水平集函数,该函数以体积网格实体的形式隐含地表示内膜瓣,可以恢复解剖成真腔和假腔的原始配置。然后,我们利用不适合的网格方法的功能,特别依赖于为薄壁车身量身定制的CutFEM技术,在嵌入的内膜瓣上施加壁边界条件。我们通过模拟四个患者特异性主动脉夹层的血流来测试该方法,都涉及复杂的几何图案。在所有情况下,预处理大大简化,对计算时间没有影响。此外,获得的结果与临床证据和以前的研究一致。
    In this work we present a novel methodology for the numerical simulation of patient-specific aortic dissections. Our proposal, which targets the seamless virtual prototyping of customized scenarios, combines an innovative two-step segmentation procedure with a CutFEM technique capable of dealing with thin-walled bodies such as the intimal flap. First, we generate the fluid mesh from the outer aortic wall disregarding the intimal flap, similarly to what would be done in a healthy aorta. Second, we create a surface mesh from the approximate midline of the intimal flap. This approach allows us to decouple the segmentation of the fluid volume from that of the intimal flap, thereby bypassing the need to create a volumetric mesh around a thin-walled body, an operation widely known to be complex and error-prone. Once the two meshes are obtained, the original configuration of the dissection into true and false lumen is recovered by embedding the surface mesh into the volumetric one and calculating a level set function that implicitly represents the intimal flap in terms of the volumetric mesh entities. We then leverage the capabilities of unfitted mesh methods, specifically relying on a CutFEM technique tailored for thin-walled bodies, to impose the wall boundary conditions over the embedded intimal flap. We tested the method by simulating the flow in four patient-specific aortic dissections, all involving intricate geometrical patterns. In all cases, the preprocess is greatly simplified with no impact on the computational times. Additionally, the obtained results are consistent with clinical evidence and previous research.
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  • 文章类型: Journal Article
    冠状动脉疾病是全球死亡的主要原因,血流储备分数(FFR)被广泛认为是评估冠状动脉狭窄严重程度的金标准。然而,由于侵入性FFR测量的局限性,迫切需要一个高度精确的虚拟FFR计算框架。此外,必须考虑局部血液动力学因素,如时间平均壁剪应力(TAWSS),在动脉粥样硬化的进展中起着关键作用。本研究介绍了一种创新的FFR计算方法,该方法包括从二维冠状动脉造影图像创建五个患者特定的几何结构,并使用计算流体动力学在出口处具有三元素Windkessel模型边界条件进行数值模拟,以预测血液动力学分布。此外,四种不同的边界条件方法应用于每个几何形状进行综合分析。几个血液动力学特征,包括速度,压力,TAWSS,并对每种情况下的振荡剪切指数进行了研究和比较。结果表明,具有平均边界条件的模型可以准确预测FFR值,并且发现侵入性FFR和虚拟FFR之间的观察误差小于5%。
    Coronary artery disease is the leading global cause of mortality and Fractional Flow Reserve (FFR) is widely regarded as the gold standard for assessing coronary artery stenosis severity. However, due to the limitations of invasive FFR measurements, there is a pressing need for a highly accurate virtual FFR calculation framework. Additionally, it\'s essential to consider local haemodynamic factors such as time-averaged wall shear stress (TAWSS), which play a critical role in advancement of atherosclerosis. This study introduces an innovative FFR computation method that involves creating five patient-specific geometries from two-dimensional coronary angiography images and conducting numerical simulations using computational fluid dynamics with a three-element Windkessel model boundary condition at the outlet to predict haemodynamic distribution. Furthermore, four distinct boundary condition methodologies are applied to each geometry for comprehensive analysis. Several haemodynamic features, including velocity, pressure, TAWSS, and oscillatory shear index are investigated and compared for each case. Results show that models with average boundary conditions can predict FFR values accurately and observed errors between invasive FFR and virtual FFR are found to be less than 5%.
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  • 文章类型: Journal Article
    本综述着重于在被动式微混合器中进行的最新研究,以根据压降和混合指数了解可混溶的液-液(LL)系统的流体动力学和传输现象。首先,被动式微混合器已经根据形状的复杂性进行了分类,尺寸,和配置。观察到使用不同纵横比的微通道宽度,障碍物的存在,流量和操作条件,和流体性质主要影响被动微混合器的混合特性和压降。根据雷诺数(Re)范围(1≤Re≤100)的文献数据,确定了基于混合指数(MI)和压降优化的微混合器选择方案图。地图全面总结了有利,适度有利,或者微混合器的不可操作方案。Further,已确定了复杂微混合器形状和在低Re下运行的微混合器的特殊应用区域。同样,已经确定了基于Re范围0.1 The present review focuses on the recent studies carried out in passive micromixers for understanding the hydrodynamics and transport phenomena of miscible liquid-liquid (LL) systems in terms of pressure drop and mixing indices. First, the passive micromixers have been categorized based on the type of complexity in shape, size, and configuration. It is observed that the use of different aspect ratios of the microchannel width, presence of obstructions, flow and operating conditions, and fluid properties majorly affect the mixing characteristics and pressure drop in passive micromixers. A regime map for the micromixer selection based on optimization of mixing index (MI) and pressure drop has been identified based on the literature data for the Reynolds number (Re) range (1 ≤ Re ≤ 100). The map comprehensively summarizes the favorable, moderately favorable, or non-operable regimes of a micromixer. Further, regions for special applications of complex micromixer shapes and micromixers operating at low Re have been identified. Similarly, the operable limits for a micromixer based on pressure drop for Re range 0.1 < Re < 100,000 have been identified. A comparison of measured pressure drop with fundamentally derived analytical expressions show that Category 3 and 4 micromixers mostly have higher pressure drops, except for a few efficient ones. An MI regime map comprising diffusion, chaotic advection, and mixed advection-dominated zones has also been devised. An empirical correlation for pressure drop as a function of Reynolds number has been developed and a corresponding friction factor has been obtained. Predictions on heat and mass transfer based on analogies in micromixers have also been proposed.
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  • 文章类型: Journal Article
    鼻腔气流阻塞与几种疾病有关,如更高的通畅性,粘膜壁或所谓的小区域的摩擦增加,空调不当,打鼾。经常使用鼻扩张器,主要是由于它们易于访问和使用,结合其非永久性和非手术性。他们的整体功效,然而,到目前为止还没有得到明确的证明,一些研究报告了相互矛盾的结果,主要是因为基于主观评价。本研究采用计算流体动力学模拟来分析真实鼻子内部的流动,对鼻扩张器在气流和空调方面的效果进行客观评估,报告流路径,摩擦水平,热和水通量以及详细的温度和湿度分布。巧合的是,被研究的鼻子出现间隔偏差,一个鼻孔比另一个鼻孔宽。两个鼻孔中使用的扩张器的管子是相同的,与任何标准的商业扩张器。因此,扩张器扩大了一个鼻孔,按照预期,但导致另一个障碍。这允许同时解决两种情况,扩张器的标称功能,以及一个非设计案例。结果表明,在设计情况下,鼻腔通畅性增加了24%。效果,然而,是有限的,通过适当的措施量化,例如在鼻部表面的流动产生的摩擦和温度通量。因此,这种扩张器在标称条件下的影响可能没有希望的那么大。在非设计情况下,鼻阻力增加62%,不良的效果,说明使用不合适的扩张器的后果。
    Nasal airflow obstruction correlates with several ailments, such as higher patency, increased friction at the mucosal wall or the so-called Little\'s area, improper air conditioning, and snoring. Nasal dilators are frequently employed, mainly due to their ease of access and use, combined with their non-permanent and non-surgical nature. Their overall efficacy, however, has not been clearly demonstrated so far, with some studies reporting conflicting outcomes, mainly because being based on subjective evaluations. This study employs Computational Fluid Dynamics simulations to analyze the flow inside a real nose, performs an objective assessment of a nasal dilator\'s effect in terms of airflow and air conditioning, reporting flow paths, friction levels, heat and water fluxes and detailed temperature and humidity distributions. Coincidentally, the studied nose presents a septal deviation, with one nostril being wider than the other. The tubes of the dilator used in both nostrils are identical, as with any standard commercial dilator. Consequently, the dilator widens one nostril, as intended, but results in an obstruction in the other. This allows simultaneously addressing two situations, the nominal function of the dilator, as well as an off-design case. Results indicate a 24 % increase in nasal patency in the design situation. The effect, however, is limited, as quantified by appropriate measures, such as the flow-generated friction at the nose surfaces and the temperature fluxes. Hence, the effect of such a dilator in nominal conditions is perhaps not as large as might be hoped. In the off-design situation, nasal resistance increases by 62 %, an undesirable effect, illustrating the consequences of using an inappropriate dilator.
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  • 文章类型: Journal Article
    心血管疾病(CVD),全球健康问题,特别是冠状动脉疾病(CAD),对福祉构成重大威胁。寻求更安全和具有成本效益的诊断替代侵入性冠状动脉造影,无创性冠状动脉计算机断层扫描血管造影术(CCTA)的重要性.这项研究采用了OpenFOAM,开源计算流体动力学(CFD)软件,分析连续狭窄冠状动脉的血流动力学参数。来自CCTA图像的患者特定三维(3D)模型提供对血液动力学变化的见解。OpenFOAM脱离了传统的商业软件,验证了FDA基准喷嘴模型的可靠性。将这种改进的方法应用于9名患者的17条冠状动脉,该研究评估了血流储备分数计算机断层扫描模拟(FFRCTS)等参数,流体速度,和壁剪应力(WSS)随时间的变化。结果包括0级狭窄的FFRCTS值超过0.8,5级狭窄的FFRCTS值低于0.5。对于1级狭窄,中心速度几乎保持恒定,但是对于5级狭窄,中心速度增加了3.4倍。本研究通过利用OpenFOAM进行创新,脱离了以前对商业软件的依赖。将定性狭窄分级与定量FFRCTS和速度测量相结合,可以更全面地评估冠状动脉状况。该研究介绍了跨狭窄等级的壁剪应力分布的3D效果图,提供血液动力学变化的直观可视化,为冠状动脉狭窄诊断提供有价值的见解。
    Cardiovascular disease (CVD), a global health concern, particularly coronary artery disease (CAD), poses a significant threat to well-being. Seeking safer and cost-effective diagnostic alternatives to invasive coronary angiography, noninvasive coronary computed tomography angiography (CCTA) gains prominence. This study employed OpenFOAM, an open-source Computational Fluid Dynamics (CFD) software, to analyze hemodynamic parameters in coronary arteries with serial stenoses. Patient-specific three-dimensional (3D) models from CCTA images offer insights into hemodynamic changes. OpenFOAM breaks away from traditional commercial software, validated against the FDA benchmark nozzle model for reliability. Applying this refined methodology to seventeen coronary arteries across nine patients, the study evaluates parameters like fractional flow reserve computed tomography simulation (FFRCTS), fluid velocity, and wall shear stress (WSS) over time. Findings include FFRCTS values exceeding 0.8 for grade 0 stenosis and falling below 0.5 for grade 5 stenosis. Central velocity remains nearly constant for grade 1 stenosis but increases 3.4-fold for grade 5 stenosis. This research innovates by utilizing OpenFOAM, departing from previous reliance on commercial software. Combining qualitative stenosis grading with quantitative FFRCTS and velocity measurements offers a more comprehensive assessment of coronary artery conditions. The study introduces 3D renderings of wall shear stress distribution across stenosis grades, providing an intuitive visualization of hemodynamic changes for valuable insights into coronary stenosis diagnosis.
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  • 文章类型: Journal Article
    目的:为了增强机器学习(ML)模型对脑动脉瘤栓塞后再通的性能,我们评估了血流动力学特征推导和选择方法对6种ML算法的影响.
    方法:我们利用计算流体动力学(CFD)模拟了65例患者的66个脑动脉瘤的血流动力学,包括57个稳定动脉瘤和9个再通动脉瘤.我们得出每个动脉瘤总共有107个特征,包括四个临床特征,12个形态特征,和91个血液动力学特征。为了研究特征推导和选择方法对ML模型的影响,我们采用了两种推导方法,简化和完全派生,结合四种选择方法:所有特征,统计学意义分析,逐步多元逻辑回归分析(stepwise-LR),和递归特征消除(RFE)。使用训练和测试数据集上的接受者工作特征曲线(AUROC)和精确召回曲线(AUPRC)下面积评估模型性能。
    结果:测试数据集上的AUROC值表现出广泛的光谱,跨度从0.373到0.863。完全衍生的特征和RFE选择方法在模型内比较中表现出卓越的性能。多层感知器(MLP)模型,用RFE选择的完全派生特征进行训练,在测试数据集上实现了最佳性能,AUROC值为0.863(95%CI:0.684-1.000)。
    结论:我们的研究证明了特征推导和选择在确定ML模型性能方面的重要性。这使得能够在不需要侵入患者的情况下开发准确的决策模型。
    OBJECTIVE: To enhance the performance of machine learning (ML) models for the post-embolization recanalization of cerebral aneurysms, we evaluated the impact of hemodynamic feature derivation and selection method on six ML algorithms.
    METHODS: We utilized computational fluid dynamics (CFD) to simulate hemodynamics in 66 cerebral aneurysms from 65 patients, including 57 stable and nine recanalized aneurysms. We derived a total of 107 features for each aneurysm, encompassing four clinical features, 12 morphological features, and 91 hemodynamic features. To investigate the influence of feature derivation and selection methods on the ML models, we employed two derivation methods, simplified and fully derived, in combination with four selection methods: all features, statistically significant analysis, stepwise multivariate logistic regression analysis (stepwise-LR), and recursive feature elimination (RFE). Model performance was assessed using the area under the receiver operating characteristic curve (AUROC) and precision-recall curve (AUPRC) on both the training and testing datasets.
    RESULTS: The AUROC values on the testing dataset exhibited a wide-ranging spectrum, spanning from 0.373 to 0.863. Fully derived features and the RFE selection method demonstrated superior performance in intra-model comparisons. The multi-layer perceptron (MLP) model, trained with RFE-selected fully derived features, achieved the best performance on the testing dataset, with an AUROC value of 0.863 (95% CI: 0.684- 1.000).
    CONCLUSIONS: Our study demonstrated the importance of feature derivation and selection in determining the performance of ML models. This enabled the development of accurate decision-making models without the need to invade the patient.
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