contractile function

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  • 文章类型: Journal Article
    慢性脂质过度消耗,与西方饮食有关,导致过度的心脏脂质积累,胰岛素抵抗,和收缩功能障碍,称为脂毒性心肌病(LCM)。LCM的现有处理是有限的。中药(TCM)已被证明对糖尿病及其并发症有益。以下化合物-白藜芦醇,槲皮素,小檗碱,黄芩素,和异鼠李素-来源于中医,常用于治疗2型糖尿病。然而,实际上对它们在脂质过度暴露的心脏中的作用一无所知。通过暴露于高棕榈酸酯24小时,在HL-1心肌细胞和成年大鼠心肌细胞中产生了脂质诱导的胰岛素抵抗。在用每种中药化合物同时治疗后,我们测量了肌细胞脂质的积累,胰岛素刺激的脂肪酸和葡萄糖摄取,AKT和ERK1/2的磷酸化水平,GLUT4和CD36的质膜外观以及氧化应激/炎症相关基因的表达和收缩力。在脂质过载的心肌细胞中,所有选定的中药化合物均可防止脂质积聚。这些化合物还以Akt非依赖性方式保留了胰岛素刺激的CD36和GLUT4易位和胰岛素刺激的葡萄糖摄取。此外,所有中药复方均可预防和恢复脂质诱导的收缩功能障碍。最后,一些(不是全部)中药化合物抑制氧化应激相关的SIRT3表达,和其他降低炎性TNFα表达。它们恢复CD36贩运的能力使所有这些中药化合物对LCM治疗具有吸引力的天然补充剂。
    Chronic lipid overconsumption, associated with the Western diet, causes excessive cardiac lipid accumulation, insulin resistance, and contractile dysfunction, altogether termed lipotoxic cardiomyopathy (LCM). Existing treatments for LCM are limited. Traditional Chinese Medicine (TCM) has been shown as beneficial in diabetes and its complications. The following compounds-Resveratrol, Quercetin, Berberine, Baicalein, and Isorhamnetin-derived from TCM and often used to treat type 2 diabetes. However, virtually nothing is known about their effects in the lipid-overexposed heart. Lipid-induced insulin resistance was generated in HL-1 cardiomyocytes and adult rat cardiomyocytes by 24 h exposure to high palmitate. Upon simultaneous treatment with each of the TCM compounds, we measured myocellular lipid accumulation, insulin-stimulated fatty acid and glucose uptake, phosphorylation levels of AKT and ERK1/2, plasma membrane appearance of GLUT4 and CD36, and expression of oxidative stress-/inflammation-related genes and contractility. In lipid-overloaded cardiomyocytes, all the selected TCM compounds prevented lipid accumulation. These compounds also preserved insulin-stimulated CD36 and GLUT4 translocation and insulin-stimulated glucose uptake in an Akt-independent manner. Moreover, all the TCM compounds prevented and restored lipid-induced contractile dysfunction. Finally, some (not all) of the TCM compounds inhibited oxidative stress-related SIRT3 expression, and others reduced inflammatory TNFα expression. Their ability to restore CD36 trafficking makes all these TCM compounds attractive natural supplements for LCM treatment.
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  • 文章类型: Journal Article
    背景:全局纵向主动应变能量密度(GLASED)是一种用于评估心肌功能的创新方法,并量化了左心室心肌单位体积所做的功。玻璃,使用MRI测量,是目前可用的最佳预后标志物。本研究旨在评估使用超声心动图测量GLASED的可行性,并根据年龄和性别调查运动员之间GLASED的潜在差异。
    方法:对男性对照进行超声心动图研究,男女青年运动员,男女资深运动员。根据心肌应力和应变计算GLASED。
    结果:年轻运动员的平均年龄(以岁为单位)男性为21.6岁,女性为21.4岁,而资深运动员的平均年龄为男性53.5岁,女性54.2岁。发现GLASED在年轻男性运动员中最高(2.40kJ/m3),在女性退伍军人中最低(1.96kJ/m3)。资深男性运动员表现出比年轻男性运动员低的值(1.96kJ/m3)(P<0.001)。年轻女性的GLASED(2.28kJ/m3)高于资深女性(P<0.01)。然而,男性和女性退伍军人之间的GLASED没有显著差异.
    结论:我们的研究结果证明了使用超声心动图测量GLASED的可行性。年轻男性运动员的GLASED值大于女性运动员,并且随着年龄的增长而下降。提示他们的心肌可能存在生理差异。在年轻运动员中观察到的GLASED值与性别相关的差异不再存在于资深运动员中。我们假设测量GLASED可以作为运动员心脏疾病的有用的额外筛查工具,特别是对于那些有边缘表型的肥大和扩张型心肌病。
    BACKGROUND: Global longitudinal active strain energy density (GLASED) is an innovative method for assessing myocardial function and quantifies the work performed per unit volume of the left ventricular myocardium. The GLASED, measured using MRI, is the best prognostic marker currently available. This study aimed to evaluate the feasibility of measuring the GLASED using echocardiography and to investigate potential differences in the GLASED among athletes based on age and sex.
    METHODS: An echocardiographic study was conducted with male controls, male and female young athletes, and male and female veteran athletes. GLASED was calculated from the myocardial stress and strain.
    RESULTS: The mean age (in years) of the young athletes was 21.6 for males and 21.4 for females, while the mean age of the veteran athletes was 53.5 for males and 54.2 for females. GLASED was found to be highest in young male athletes (2.40 kJ/m3) and lowest in female veterans (1.96 kJ/m3). Veteran males exhibited lower values (1.96 kJ/m3) than young male athletes did (P < 0.001). Young females demonstrated greater GLASED (2.28 kJ/m3) than did veteran females (P < 0.01). However, no significant difference in the GLASED was observed between male and female veterans.
    CONCLUSIONS: Our findings demonstrated the feasibility of measuring GLASED using echocardiography. GLASED values were greater in young male athletes than in female athletes and decreased with age, suggesting possible physiological differences in their myocardium. The sex-related differences observed in GLASED values among young athletes were no longer present in veteran athletes. We postulate that measuring the GLASED may serve as a useful additional screening tool for cardiac diseases in athletes, particularly for those with borderline phenotypes of hypertrophic and dilated cardiomyopathies.
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  • 文章类型: Journal Article
    老年人容易受到糖皮质激素引起的肌肉萎缩和虚弱,性可能会影响他们对这些影响的易感性。有氧运动可以减少糖皮质激素引起的幼鼠肌肉萎缩。然而,目前尚不清楚有氧运动是否可以预防老年肌肉的糖皮质激素肌病。这项研究的目的是确定性别影响老年肌肉糖皮质激素肌病发展的程度,并确定有氧运动训练对肌病发展的保护程度。将24个月大的雌性(n=30)和雄性(n=33)小鼠随机分为久坐或有氧运动组。在他们各自的群体中,小鼠随机接受每日地塞米松(DEX)或生理盐水治疗.完成治疗后,原位评估了肱三头肌复合体的收缩特性。DEX略微降低了两性的肌肉质量和可溶性蛋白质含量,仅在女性中通过有氧运动减弱。DEX仅在女性中增加了亚强直力量和力量发展速度,不受有氧运动的影响。DEX后男女的肌肉疲劳都较高,但是有氧运动只能防止女性的疲劳诱导。对DEX治疗的肌肉功能的性别特异性差异与与钙处理相关的蛋白质含量的性别特异性变化相吻合,线粒体质量控制,活性氧的产生,和肌肉中的糖皮质激素受体。这些发现定义了响应糖皮质激素治疗的老年骨骼肌生理学的几个重要的性二态变化,并定义了短期有氧运动抵抗这些变化的能力。关键点:糖皮质激素对老年骨骼肌生理有性二态作用。糖皮质激素诱导的衰老肌肉收缩特性的变化与钙处理蛋白含量的性别特异性差异相吻合。有氧运动仅在老年女性中可以预防糖皮质激素引起的疲劳,并且与线粒体质量控制蛋白和糖皮质激素受体含量的差异相吻合。
    Older adults are vulnerable to glucocorticoid-induced muscle atrophy and weakness, with sex potentially influencing their susceptibility to those effects. Aerobic exercise can reduce glucocorticoid-induced muscle atrophy in young rodents. However, it is unknown whether aerobic exercise can prevent glucocorticoid myopathy in aged muscle. The objectives of this study were to define the extent to which sex influences the development of glucocorticoid myopathy in aged muscle, and to determine the extent to which aerobic exercise training protects against myopathy development. Twenty-four-month-old female (n = 30) and male (n = 33) mice were randomized to either sedentary or aerobic exercise groups. Within their respective groups, mice were randomized to either daily treatment with dexamethasone (DEX) or saline. Upon completing treatments, the contractile properties of the triceps surae complex were assessed in situ. DEX marginally lowered muscle mass and soluble protein content in both sexes, which was attenuated by aerobic exercise only in females. DEX increased sub-tetanic force and rate of force development only in females, which was not influenced by aerobic exercise. Muscle fatigue was higher in both sexes following DEX, but aerobic exercise prevented fatigue induction only in females. The sex-specific differences to muscle function in response to DEX treatment coincided with sex-specific changes to the content of proteins related to calcium handling, mitochondrial quality control, reactive oxygen species production, and glucocorticoid receptor in muscle. These findings define several important sexually dimorphic changes to aged skeletal muscle physiology in response to glucocorticoid treatment and define the capacity of short-term aerobic exercise to protect against those changes. KEY POINTS: There are sexually dimorphic effects of glucocorticoids on aged skeletal muscle physiology. Glucocorticoid-induced changes to aged muscle contractile properties coincide with sex-specific differences in the content of calcium handling proteins. Aerobic exercise prevents glucocorticoid-induced fatigue only in aged females and coincides with differences in the content of mitochondrial quality control proteins and glucocorticoid receptors.
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  • 文章类型: Journal Article
    目的:我们的研究旨在比较亚最大偏心(ECC)和同心(CON)疲劳方案对腿筋运动疲劳病因的直接和长期影响。
    方法:在不同的日子里,16名男性在其1次重复最大(1RM)的80%时进行了5组单侧ECC或CON腿筋收缩,直到最大自愿性等距收缩(MVC)扭矩降低20%。电刺激在MVCs期间和之后的几个时间点进行:之前,在整个过程中,运动后立即(POST)和24小时(POST24)。响应于高频和低频配对电刺激,记录了增强的抽搐扭矩(分别为T100和T10)。使用插值抽搐技术确定腿筋自愿激活(VA)水平。为了进行统计分析,腿筋运动表现疲劳的所有指标均表示为各自基线值的百分比。
    结果:在POST,T100(ECC:-13.3%;CON:-9.7%;p<0.001),T10(ECC:-5.1%;CON:-11.8%;p<0.05)和腿筋VA水平(ECC:-3.0%;CON:-2.4%;p<0.001)从基线显著降低,疲劳条件之间没有统计学差异。在POST24,所有腿筋运动性能疲劳指数都恢复到基线值。
    结论:这些结果表明,肌肉和神经机制在腿筋运动疲劳中的作用可能不取决于收缩类型。这可能会对从业者产生影响,因为ECC和CON强化可以同样有效地提高腿筋抗疲劳性。
    OBJECTIVE: Our study aimed to compare the immediate and prolonged effects of submaximal eccentric (ECC) and concentric (CON) fatiguing protocols on the etiology of hamstrings\' motor performance fatigue.
    METHODS: On separate days, 16 males performed sets of 5 unilateral ECC or CON hamstrings\' contractions at 80% of their 1 Repetition Maximum (1 RM) until a 20% decrement in maximal voluntary isometric contraction (MVC) torque was reached. Electrical stimulations were delivered during and after MVCs at several time points: before, throughout, immediately after (POST) and 24 h (POST 24) after the exercise. Potentiated twitch torques (T100 and T10, respectively) were recorded in response to high and low frequency paired electrical stimulations, and hamstrings\' voluntary activation (VA) level was determined using the interpolated twitch technique. For statistical analysis, all indices of hamstrings\' motor performance fatigue were expressed as a percentage of their respective baseline value.
    RESULTS: At POST, T100 (ECC: -13.3%; CON: -9.7%; p < 0.001), T10 (ECC: -5.1%; CON: -11.8%; p < 0.05) and hamstrings\' VA level (ECC: -3.0%; CON: -2.4%; p < 0.001) were significantly reduced from baseline, without statistical differences between fatigue conditions. At POST24, all indices of hamstrings\' motor performance fatigue returned to their baseline values.
    CONCLUSIONS: These results suggest that the contribution of muscular and neural mechanisms in hamstrings\' motor performance fatigue may not depend on contraction type. This may have implications for practitioners, as ECC and CON strengthening could be similarly effective to improve hamstrings\' fatigue resistance.
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  • 文章类型: Journal Article
    空气污染(气体和颗粒物-PM)和儿童营养不良是全球公认的压力源,具有重大后果。PM及其成分破坏了呼吸道肺泡-毛细血管屏障,进入脉管系统,不仅运输有害颗粒及其介质,改变血管旁分泌和自分泌功能。这项研究的目的是研究残油飞灰(ROFA)的影响,对营养生长迟缓(NGR)的幼年动物的脉管系统。与随意摄入(对照C)相比,断奶大鼠的饮食限制为20%(NGR),持续4周。大鼠鼻内滴注1mg/kgBW的ROFA。暴露24h后,组织学和免疫组织化学,在主动脉中评估了对NA/ACh的生化和收缩反应。ROFA诱导所有组主动脉中膜厚度的变化,肌细胞和连接蛋白-43的表达。ROFA在C和NGR动物中增加TGF-β1并降低eNO水平和钙通道。在C中观察到细胞因子IL-6和IL-10的增加,NGR没有变化。ROFA暴露改变了血管收缩能力。总之,ROFA暴露可以通过改变血管生化参数增加CVD的风险,内皮功能障碍的可能步骤。
    Air pollution (gases and particulate matter -PM) and child undernutrition are globally recognized stressors with significant consequences. PM and its components breach the respiratory alveolar-capillary barrier, entering the vasculature transporting not only harmful particles and its mediators but, altering vascular paracrine and autocrine functions. The aim of this study was to investigate the effects of Residual Oil Fly Ash (ROFA), on the vasculature of young animals with nutritional growth retardation (NGR). Weanling rats were fed a diet restricted 20% (NGR) compared to ad libitum intake (control-C) for 4 weeks. Rats were intranasally instilled with 1 mg/kg BW of ROFA. After 24h exposure, histological and immunohistochemical, biochemical and contractile response to NA/ACh were evaluated in aortas. ROFA induced changes in the tunica media of the aorta in all groups regarding thickness, muscular cells and expression of Connexin-43. ROFA increased TGF-β1 and decreased eNOs levels and calcium channels in C and NGR animals. An increment in cytokines IL-6 and IL-10 was observed in C, with no changes in NGR. ROFA exposure altered the vascular contractile capacity. In conclusion, ROFA exposure could increase the risk for CVD through the alteration of vascular biochemical parameters, a possible step of the endothelial dysfunction.
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  • 文章类型: Journal Article
    背景:确定最佳预测全因死亡率的成像方法,心血管不良事件和心力衰竭风险对优化管理至关重要.潜在的预后标志物包括左心室心肌质量,射血分数,心肌劳损,中风工作,收缩分数,压力应变产品和一种新的测量称为全球纵向主动应变密度(GLASED)。
    目的:本研究旨在比较社区队列中23种潜在的左心室结构和收缩功能预后标志物的实用性。
    方法:在44,957名UKBiobank参与者中,比较了通过机器学习算法提取的心血管磁共振图像衍生标志物对未来不良事件风险的影响。
    结果:大多数标记,包括左心室射血分数,预后价值有限。GLASED与全因死亡率和主要不良心血管事件显著相关,具有最大的危险比,在所有三个三分位数中排名最高和区分风险(P≤0.0003)。
    结论:GLASED对全因死亡率和主要心血管不良事件的预测优于传统的风险标志物,推荐用于评估患者预后。
    BACKGROUND: Identifying the imaging method that best predicts all-cause mortality, cardiovascular adverse events and heart failure risk is crucial for tailoring optimal management. Potential prognostic markers include left ventricular myocardial mass, ejection fraction, myocardial strain, stroke work, contraction fraction, pressure-strain product and a new measurement called global longitudinal active strain density (GLASED).
    OBJECTIVE: This study sought to compare the utility of 23 potential left ventricular prognostic markers of structure and contractile function in a community-based cohort.
    METHODS: The impact of cardiovascular magnetic resonance image-derived markers extracted by machine learning algorithms was compared to the future risk of adverse events in a group of 44,957 UK Biobank participants.
    RESULTS: Most markers, including the left ventricular ejection fraction, have limited prognostic value. GLASED was significantly associated with all-cause mortality and major adverse cardiovascular events, with the largest hazard ratio, highest ranking and differentiated risk in all three tertiles (P ≤ 0.0003).
    CONCLUSIONS: GLASED predicted all-cause mortality and major cardiovascular adverse events better than conventional markers of risk and is recommended for assessing patient prognosis.
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  • 文章类型: Journal Article
    目的:本研究将计算左心室壁应力的常用方法与有限元分析进行了比较,并评估了应变估计的不同方法。我们试图通过开发新的应力方程来提高收缩估计的准确性。
    背景:存在多种计算LV收缩应力和应变的方法。收缩源自应力和应变信息,并且是每单位体积肌肉的心肌功的量度。精确的应力和应变信息对于其准确评估至关重要。
    结果:我们在代表不同类型的左心室心肌疾病的不同临床场景中比较了广泛使用的应力和应变计算方法。我们的分析显示,使用不同方法获得的应力和应变值存在显着差异。然而,一个新开发的修正版本的Mirsky方程与环向应力的有限元分析结果非常吻合,而Lamé方法产生的结果接近有限元分析的结果,用于纵向应力并提高了收缩精度。
    结论:这项研究强调了使用不同方法计算的应力和应变值的明显不一致,强调对收缩计算和随后的临床解释的潜在影响。我们建议采用Lamé方法进行纵向应力评估,并采用修正的Mirsky方程进行周向应力分析。这些方法提供了准确性和可行性之间的平衡,使它们有利于临床实践。通过采纳这些建议,我们可以提高LV壁应力和应变估计的准确性,导致更可靠的合同计算,更好的预后和改善临床决策。
    准确估计心肌应力和应变在临床实践中具有至关重要的意义,因为计算收缩,由心肌活动应变能量密度定义和量化,需要正确的应力和应变数据。合同,评估单位肌肉体积的心肌功,已成为收缩功能的有希望的指标和未来风险的预测指标。计算心肌压力的新建议提高了计算收缩的可靠性,并增强了对心肌疾病的认识。
    OBJECTIVE: This study compared commonly used methods for calculating left ventricular wall stress with the finite element analysis and evaluated different approaches to strain estimation. We sought to improve the accuracy of contractance estimation by developing a novel stress equation.
    BACKGROUND: Multiple methods for calculating LV contractile stress and strain exist. Contractance is derived from stress and strain information and is a measure of myocardial work per unit volume of muscle. Precise stress and strain information are essential for its accurate evaluation.
    RESULTS: We compared widely used methods for stress and strain calculations across diverse clinical scenarios representing distinct types of left ventricular myocardial disease. Our analysis revealed significant discrepancies in both the stress and strain values obtained with different methods. However, a newly developed modified version of the Mirsky equation demonstrated close agreement with the finite element analysis results for circumferential stress, while the Lamé method produced results close to those of finite element analysis for longitudinal stress and improved contractance accuracy.
    CONCLUSIONS: This study highlights significant inconsistencies in stress and strain values calculated using different methods, emphasising the potential impact on contractance calculations and subsequent clinical interpretation. We recommend adopting the Lamé method for longitudinal stress assessment and the modified Mirsky equation for circumferential stress analysis. These methods offer a balance between accuracy and feasibility, making them advantageous for clinical practice. By adopting these recommendations, we can improve the accuracy of LV wall stress and strain estimates, leading to more dependable contractance calculations, better prognostication and improved clinical decisions.
    UNASSIGNED: Accurately estimating myocardial stress and strain is of paramount significance in clinical practice because the calculation of the contractance, defined and quantified by myocardial active strain energy density, necessitates correct stress and strain data. Contractance, which assesses myocardial work per unit muscle volume, has emerged as a promising indicator of contractile function and a predictor of future risk. The new recommendations for calculating myocardial stress improve the reliability of calculating contractance and enhance the understanding of myocardial diseases.
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  • 文章类型: Journal Article
    背景:心脏可以代谢微生物群衍生的短链脂肪酸丁酸盐。丁酸酯可能对心力衰竭有有益作用,但是潜在的机制是未知的。我们测试了以下假设:丁酸酯通过直接刺激大鼠心脏收缩力和血管舒张的机制来提高心输出量。
    结果:我们使用并行超声心动图和有创血压测量检查了丁酸对(1)体内血流动力学的影响,(2)在生理条件下以及缺血和再灌注后,在Langendorff系统中隔离的灌注心脏,和(3)安装在等距金属丝肌电图中的孤立冠状动脉。我们测试了添加到注射溶液或生理缓冲液中的丁酸钠,并将其作用与等摩尔剂量的NaCl进行了比较。血浆浓度为0.56mM的丁酸酯可使心输出量增加48.8±14.9%,每搏输出量为38.5±12.1%,左心室射血分数为39.6±6.2%,并降低全身血管阻力33.5±6.4%,而不影响体内血压或心率。在0.1到5mM之间的范围内,丁酸酯使离体灌注心脏的左心室收缩压增加了23.7±3.4%,在缺血和再灌注后增加了9.4±2.9%。同时减少心肌梗死面积81.7±16.9%。丁酸酯与EC50=0.57mM(95%CI,0.23-1.44)相关地放松了孤立的冠状间隔动脉浓度。
    结论:我们得出结论,丁酸通过增加心脏收缩力和血管舒张的机制提高心输出量。丁酸酯的这种作用与暴露于缺血和再灌注的受损心脏中的不良心肌损伤无关。
    BACKGROUND: The heart can metabolize the microbiota-derived short-chain fatty acid butyrate. Butyrate may have beneficial effects in heart failure, but the underlying mechanisms are unknown. We tested the hypothesis that butyrate elevates cardiac output by mechanisms involving direct stimulation of cardiac contractility and vasorelaxation in rats.
    RESULTS: We examined the effects of butyrate on (1) in vivo hemodynamics using parallel echocardiographic and invasive blood pressure measurements, (2) isolated perfused hearts in Langendorff systems under physiological conditions and after ischemia and reperfusion, and (3) isolated coronary arteries mounted in isometric wire myographs. We tested Na-butyrate added to injection solutions or physiological buffers and compared its effects with equimolar doses of NaCl. Butyrate at plasma concentrations of 0.56 mM increased cardiac output by 48.8±14.9%, stroke volume by 38.5±12.1%, and left ventricular ejection fraction by 39.6±6.2%, and lowered systemic vascular resistance by 33.5±6.4% without affecting blood pressure or heart rate in vivo. In the range between 0.1 and 5 mM, butyrate increased left ventricular systolic pressure by up to 23.7±3.4% in isolated perfused hearts and by 9.4±2.9% following ischemia and reperfusion, while reducing myocardial infarct size by 81.7±16.9%. Butyrate relaxed isolated coronary septal arteries concentration dependently with an EC50=0.57 mM (95% CI, 0.23-1.44).
    CONCLUSIONS: We conclude that butyrate elevates cardiac output through mechanisms involving increased cardiac contractility and vasorelaxation. This effect of butyrate was not associated with adverse myocardial injury in damaged hearts exposed to ischemia and reperfusion.
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  • 文章类型: Journal Article
    目标:收缩反应和钙处理是了解心脏功能和生理学的核心,然而,现有的量化这些指标的分析方法通常很耗时,容易出错,或需要专用设备/许可证。我们开发了BeatProfiler,一套用于量化收缩功能的心脏分析工具,钙处理,和多个体外心脏模型的力生成,并应用下游机器学习方法进行深度表型和分类。方法:我们首先验证BeatProfiler的准确性,鲁棒性,并通过对具有固定数据集的现有工具进行基准测试来提高速度。我们进一步证实了其强有力地表征疾病和剂量依赖性药物反应的能力。然后,我们证明了通过我们的自动采集管道获取的数据可以进一步用于机器学习(ML)分析,以表型为限制性心肌病的疾病模型和描述心脏活性药物功能反应。为了准确地在这些生物信号之间进行分类,我们应用基于特征的ML和深度学习模型(时间卷积双向长短期记忆模型或TCN-BiLSTM)。结果:针对现有工具的基准测试显示,通过提高低信号数据的灵敏度,BeatProfiler比现有工具更好地检测和分析收缩和钙信号。减少误报,分析速度提高7到50倍。在通过公开方法(PM)准确检测到的信号中,BeatProfiler提取的特征与PM具有很高的相关性,证实其可靠且与PM一致。BeatProfiler提取的特征以98%的准确度将限制性心肌病心肌细胞从等基因健康对照中分类,并将relax90确定为与先前发现一致的顶级特征。我们还表明,我们的TCN-BiLSTM模型能够以96%的准确率对无药物对照和4种具有不同作用机制的心脏药物进行分类。我们进一步将Grad-CAM应用于基于卷积的模型,以识别这些药物在钙信号中的扰动特征区域。结论:我们预计BeatProfiler的功能将有助于通过快速表型分析推进心脏生物学的体外研究,揭示心脏健康和疾病的潜在机制,并能够对心脏病和对药物的反应进行客观分类。
    Goal: Contractile response and calcium handling are central to understanding cardiac function and physiology, yet existing methods of analysis to quantify these metrics are often time-consuming, prone to mistakes, or require specialized equipment/license. We developed BeatProfiler, a suite of cardiac analysis tools designed to quantify contractile function, calcium handling, and force generation for multiple in vitro cardiac models and apply downstream machine learning methods for deep phenotyping and classification. Methods: We first validate BeatProfiler\'s accuracy, robustness, and speed by benchmarking against existing tools with a fixed dataset. We further confirm its ability to robustly characterize disease and dose-dependent drug response. We then demonstrate that the data acquired by our automatic acquisition pipeline can be further harnessed for machine learning (ML) analysis to phenotype a disease model of restrictive cardiomyopathy and profile cardioactive drug functional response. To accurately classify between these biological signals, we apply feature-based ML and deep learning models (temporal convolutional-bidirectional long short-term memory model or TCN-BiLSTM). Results: Benchmarking against existing tools revealed that BeatProfiler detected and analyzed contraction and calcium signals better than existing tools through improved sensitivity in low signal data, reduction in false positives, and analysis speed increase by 7 to 50-fold. Of signals accurately detected by published methods (PMs), BeatProfiler\'s extracted features showed high correlations to PMs, confirming that it is reliable and consistent with PMs. The features extracted by BeatProfiler classified restrictive cardiomyopathy cardiomyocytes from isogenic healthy controls with 98% accuracy and identified relax90 as a top distinguishing feature in congruence with previous findings. We also show that our TCN-BiLSTM model was able to classify drug-free control and 4 cardiac drugs with different mechanisms of action at 96% accuracy. We further apply Grad-CAM on our convolution-based models to identify signature regions of perturbations by these drugs in calcium signals. Conclusions: We anticipate that the capabilities of BeatProfiler will help advance in vitro studies in cardiac biology through rapid phenotyping, revealing mechanisms underlying cardiac health and disease, and enabling objective classification of cardiac disease and responses to drugs.
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  • 文章类型: Journal Article
    我们对LVEF改善和EF改善的心力衰竭(HFimpEF)表型相关因素的理解仍然不完整。
    我们使用退伍军人事务(VA)卫生系统随访患者的国家数据库进行了一项回顾性研究,并通过超声心动图对左心室射血分数(LVEF)进行了连续评估。我们确定了美国退伍军人与心力衰竭的新诊断:(i)LVEF<40%在诊断前的12个月,和(ii)诊断后至少6个月随访LVEF评估。我们将HFimpEF定义为最终LVEF≥40%。
    在本分析中,在初始LVEF<40%的106,414名美国退伍军人中,中位随访5年后,39,994(37.6%)的最终EF>40%。多因素回归分析确定了与LVEF改善独立相关的几个因素,包括女性,年龄较小,BMI较高,以及高血压等特定合并症的病史,瓣膜疾病,心房颤动,结缔组织病,肝病,和恶性肿瘤(p<0.001)。相反,缺血性心脏病和外周动脉疾病的病史,以及特定的种族背景(黑人和西班牙裔)与较低的LVEF改善率相关.预测LVEF改善的模型c统计量为0.70。
    这么大,详细的数据集有助于分析大量与HFimpEF显著相关的变量;然而,他们对LVEF改善的综合歧视价值仍然不大,强调控制LV功能的基因-环境-治疗相互作用的复杂性。
    UNASSIGNED: Our understanding of the factors associated with improvement of LVEF and a heart failure with improved EF (HFimpEF) phenotype remains incomplete.
    UNASSIGNED: We conducted a retrospective study using a national database of patients followed in the Veterans Affairs (VA) health system with serial assessment of left ventricular ejection fraction (LVEF) by echocardiography. We identified US veterans with a new diagnosis of heart failure with: (i) LVEF of <40 % in the 12 months prior to diagnosis, and (ii) follow-up LVEF assessment at least 6 months after their diagnosis. We defined HFimpEF as a final LVEF of ≥40 %.
    UNASSIGNED: Among the 106,414 US veterans with an initial LVEF of <40 % in this analysis, 39,994 (37.6 %) had a final EF of >40 % after a median follow up of 5 years. Multivariate regression analysis identified several factors that were independently associated with LVEF improvement including female sex, younger age, higher BMI, and a history of specific comorbid conditions such as hypertension, valve disease, atrial fibrillation, connective tissue disease, liver disease, and malignancy (p < 0.001). Conversely, a history of ischemic heart disease and peripheral arterial disease, as well as specific racial backgrounds (Black and Hispanic) were associated with lower rates of LVEF improvement. The model c-statistic for predicting LVEF improvement was 0.70.
    UNASSIGNED: This large, detailed dataset facilitated an analysis of a large number of variables that significantly associated with HFimpEF; however, their combined discriminatory value for LVEF improvement remained modest, underscoring the complexity of the gene-environment-treatment interactions that govern LV function.
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