Pentaerythritol Tetranitrate

季戊四醇四硝酸酯
  • 文章类型: Journal Article
    平面四坐标硅,锗,锡,和铅(ptSi/Ge/Sn/Pb)物种稀缺且奇特。这里,我们报告了一系列五原子ptSi/Ge/Sn/PbXB2Bi2(X=Si,Ge,Sn,Pb)团簇具有20个价电子(VEs)。三元XB2Bi2(X=Si,Ge,Sn,Pb)团簇具有美丽的扇形结构,具有围绕中心X核的Bi-B-B-Bi链。无偏密度泛函理论(DFT)搜索和高级CCSD(T)计算表明,这些ptSi/Ge/Sn/Pb物种是其势能面上的全局最小值。Born-Oppenheimer分子动力学(BOMD)模拟表明XB2Bi2(X=Si,Ge,Sn,Pb)团簇是稳健的。结合分析表明,对于ptXXB2Bi2(X=Si,Ge,Sn,Pb):两对孤对偶Bi原子;一个5c-2eπ,配体和X原子之间的三个σ键(两个Bi-X2c-2e和一个B-X-B3c-2e键);配体之间的三个2c-2eσ键和一个离域4c-2eπ键。ptSi/Ge/Sn/PbXB2Bi2(X=Si,Ge,Sn,Pb)团簇具有2π/2σ双芳香性,根据(4n2)Hückel规则。
    Planar tetracoordinate silicon, germanium, tin, and lead (ptSi/Ge/Sn/Pb) species are scarce and exotic. Here, we report a series of penta-atomic ptSi/Ge/Sn/Pb XB2Bi2 (X = Si, Ge, Sn, Pb) clusters with 20 valence electrons (VEs). Ternary XB2Bi2 (X = Si, Ge, Sn, Pb) clusters possess beautiful fan-shaped structures, with a Bi-B-B-Bi chain surrounding the central X core. The unbiased density functional theory (DFT) searches and high-level CCSD(T) calculations reveal that these ptSi/Ge/Sn/Pb species are the global minima on their potential energy surfaces. Born-Oppenheimer molecular dynamics (BOMD) simulations indicate that XB2Bi2 (X = Si, Ge, Sn, Pb) clusters are robust. Bonding analyses indicate that 20 VEs are perfect for the ptX XB2Bi2 (X = Si, Ge, Sn, Pb): two lone pairs of Bi atoms; one 5c-2e π, and three σ bonds (two Bi-X 2c-2e and one B-X-B 3c-2e bonds) between the ligands and X atom; three 2c-2e σ bonds and one delocalized 4c-2e π bond between the ligands. The ptSi/Ge/Sn/Pb XB2Bi2 (X = Si, Ge, Sn, Pb) clusters possess 2π/2σ double aromaticity, according to the (4n + 2) Hückel rule.
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  • 文章类型: Journal Article
    背景:这是一项对PETN随机对照多中心试验的后续研究,该试验报告了新生儿重症监护病房(NICU)新生儿的新生儿结局数据和12月龄时后代的结局数据。
    目的:PETN试验是一项随机试验,双盲,安慰剂对照研究旨在评估NO-供体季戊四醇三硝酸酯(PETN)在预防胎儿生长受限(FGR)和妊娠并发胎盘灌注异常的围产期死亡中的有效性和安全性。我们提供了研究期间报告的不良事件(AE)数据,以记录怀孕期间PETN治疗的安全性。为了进一步评估PETN对新生儿和长期结局的影响,我们提供了在试验期间入住NICU的144名新生儿的数据,并随访了240名12月龄儿童的数据。包括高度信息,体重,头围,发展里程碑和慢性病的存在。
    结果:12个月时的结果表明,PETN组明显有更多的儿童年龄发育正常,没有损伤(p=0.018)。此外,PETN组慢性疾病的发生率较低(p=0.041).纳入NICU的144名新生儿的结果数据未显示治疗组和安慰剂组之间的差异。研究组之间报告的AE的数量或性质没有差异。
    结论:分析表明,与12个月大的安慰剂组相比,在PETN队列中出生的研究儿童具有明显的优势,在没有慢性疾病存在的情况下,正常发育的发生率增加。虽然安全性已经被证明,需要进一步的随访研究来证明妊娠合并子宫灌注受损期间PETN治疗的合理性.
    This is a follow-up study to the pentaerythrityl tetranitrate randomized controlled multicenter trial that reports neonatal outcome data of newborns admitted to neonatal intensive care units and outcome data of the offspring at 12 months of age.
    We present data on adverse events reported during the study to document the safety of pentaerythrityl tetranitrate treatment during pregnancy. To further evaluate the effects of pentaerythrityl tetranitrate on neonatal and long-term outcomes, we present follow up data from of 240 children at 12 months of age, including information on height, weight, head circumference, developmental milestones, and the presence of chronic disease and of 144 newborns admitted to the neonatal intensive care unit during the trial.
    The pentaerythrityl tetranitrate trial was a randomized, double-blind, placebo-controlled study designed to assess the efficacy and safety of the nitric oxide-donor pentaerythrityl tetranitrate in the prevention of fetal growth restriction and perinatal death in pregnancies complicated by abnormal placental perfusion.
    Results at 12 months demonstrated that significantly more children were age appropriately developed without impairments in the pentaerythrityl tetranitrate group (P=.018). In addition, the presence of chronic disease was lower in the pentaerythrityl tetranitrate group (P=.041). Outcome data of the 144 newborns admitted to the neonatal intensive care unit did not reveal differences between the treatment and placebo groups. There were no differences in the number or nature of reported adverse events between the study groups.
    The analysis shows that study children born in the pentaerythrityl tetranitrate cohort have a clear advantage compared with the placebo group at the age of 12 months, as evidenced by the increased incidence of normal development without the presence of chronic disease. Although safety has been proven, further follow-up studies are necessary to justify pentaerythrityl tetranitrate treatment during pregnancies complicated by impaired uterine perfusion.
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  • 文章类型: Multicenter Study
    我们研究的目的是报告有关标准治疗teclistammab在复发/难治性多发性骨髓瘤(MM)患者中的安全性和有效性的真实数据。这是一项多机构回顾性队列研究,包括所有连续接受至少一剂teclistamab的患者,直到2023年8月。包括了一百一十位患者,谁,86%的人患有三级难治性疾病,76%五难治性疾病,35%的人曾接触过B细胞成熟抗原(BCMA)靶向治疗。我们队列的总有效率(ORR)为62%,≥非常好的部分缓解(VGPR)率为51%。有或没有BCMA靶向治疗的患者的ORR为54%vs67%,分别(p=0.23)。中位随访3.5个月(范围,0.39-10.92),估计的3个月和6个月无进展生存期(PFS)为57%(95%CI,48%,68%)和52%(95%CI,42%,64%)。细胞因子释放综合征(CRS)和免疫效应细胞相关神经毒性综合征(ICANS)的发生率分别为56%和11%,CRS和ICANS≥3级的患者分别占3.5%和4.6%。在44例患者中诊断出78例独特感染,所有级别和≥3级感染的发生率分别为40%和26%。在多变量分析中,静脉注射免疫球蛋白(IVIG)的初级预防与显着降低的感染风险相关(危险比[HR]0.33;95%CI0.17,0.64;p=0.001)。
    The objective of our study was to report real-world data on the safety and efficacy of standard-of-care teclistamab in patients with relapsed/refractory multiple myeloma (MM). This is a multi-institutional retrospective cohort study and included all consecutive patients that received at least one dose of teclistamab up until August 2023. One hundred and ten patients were included, of whom, 86% had triple-class refractory disease, 76% penta-refractory disease, and 35% had prior exposure to B-cell maturation antigen (BCMA)-targeting therapies. The overall response rate (ORR) in our cohort was 62%, with a ≥ very good partial remission (VGPR) rate of 51%. The ORR in patients with and without prior BCMA-targeted therapies was 54% vs 67%, respectively (p = 0.23). At a median follow-up of 3.5 months (range, 0.39-10.92), the estimated 3 month and 6 month progression free survival (PFS) was 57% (95% CI, 48%, 68%) and 52% (95% CI, 42%, 64%) respectively. The incidence of cytokine release syndrome (CRS) and immune effector cell associated neurotoxicity syndrome (ICANS) was 56% and 11% respectively, with grade ≥3 CRS and ICANS noted in 3.5% and 4.6% of patients respectively. 78 unique infections were diagnosed in 44 patients, with the incidence of all-grade and grade ≥3 infections being 40% vs 26% respectively. Primary prophylaxis with intravenous immunoglobulin (IVIG) was associated with a significantly lower infection risk on multivariate analysis (Hazard ratio [HR] 0.33; 95% CI 0.17, 0.64; p = 0.001).
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  • 文章类型: Journal Article
    Koopman算子因提供非线性动力系统的潜在全局线性化表示而受到关注。估计或控制原始系统,将可逆性问题引入到数据驱动建模中,即,可观察对象需要重建原始系统的状态。现有的方法不能很好地解决这个问题。只能实现线性或非线性但有损耗的重构。本文提出了一种新的数据驱动建模方法,表示为扩展动态模式分解与可逆字典学习(EDMD-IDL)来解决这个问题,这可以解释为经典扩展动态模式分解(EDMD)的进一步扩展。提出的方法中引入了可逆神经网络(INN),其中它的逆过程提供字典函数的显式逆,从而允许非线性和无损重建。结合基于梯度下降的优化算法和经典EDMD方法,设计了一种迭代算法来求解由Koopman算子和INN定义的扩展优化问题,使得该方法成功获得了Koopman算子的有限维近似。该方法在各种规范的非线性动力学系统上进行了测试,结果表明,以线性方式获得的预测与地面真值长期匹配良好,其中仅提供初始状态。比较实验强调了所提出的方法优于其他基于EDMD的方法。值得注意的是,流体动力学中的一个典型例子,汽缸尾流,说明了该方法进一步扩展到具有成千上万个状态的高维系统的潜力。通过结合适当的正交分解技术,完美地重建了非平凡的Kármán涡旋片现象。我们提出的方法为求解Koopman算子的有限维近似并将其应用于数据驱动建模提供了新的范例。
    The Koopman operator has received attention for providing a potentially global linearization representation of the nonlinear dynamical system. To estimate or control the original system, the invertibility problem is introduced into the data-driven modeling, i.e., the observables are required to be reconstructed the original system\'s states. Existing methods cannot solve this problem perfectly. Only linear or nonlinear but lossy reconstruction can be achieved. This paper proposed a novel data-driven modeling approach, denoted as the Extended Dynamic Mode Decomposition with Invertible Dictionary Learning (EDMD-IDL) to address this issue, which can be interpreted as a further extension of the classical Extended Dynamic Mode Decomposition (EDMD). The Invertible Neural Network (INN) is introduced in the proposed method, where its inverse process provides the explicit inverse on the dictionary functions, thus allowing the nonlinear and lossless reconstruction. An iterative algorithm is designed to solve the extended optimization problem defined by the Koopman operator and INN by combining the optimization algorithm based on the gradient descent and the classical EDMD method, making the method successfully obtain the finite-dimensional approximation of the Koopman operator. The method is tested on various canonical nonlinear dynamical systems and is shown that the predictions obtained in a linear fashion and the ground truth match well over the long-term, where only the initial status is provided. Comparison experiments highlight the superiority of the proposed method over the other EDMD-based methods. Notably, a typical example in fluid dynamics, cylinder wake, illustrates the potential of the method to be further extended to the high-dimensional system with tens of thousands of states. By combining the Proper Orthogonal Decomposition technique, nontrivial Kármán vortex sheet phenomenon is perfectly reconstructed. Our proposed method provides a new paradigm for solving the finite-dimensional approximation of the Koopman operator and applying it to data-driven modeling.
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  • 文章类型: Journal Article
    四硝酸季戊四醇(PETN)是治疗冠心病和心力衰竭的既定药物。据推测,PETN的血管舒张和血管保护作用对胎盘灌注受损的妊娠患者也有积极影响,并开展了评估PETN在风险妊娠中的作用的研究.在这些临床试验的背景下,测定PETN及其代谢物季戊四醇三硝酸酯(PETriN)的血清水平,季戊四醇二硝酸酯(PEDN),需要季戊四醇一硝酸酯(PEMN)和季戊四醇(PE)。使用人体临床试验和动物研究的样本评估PETN及其代谢物(PEXN)从母体到胎儿的转移,本工作旨在开发一种快速,简单的方法来同时分析人和绵羊样品中的PEXN。开发了一种快速,简单的液液萃取,然后进行反相(C18)液相色谱与高分辨率质谱联用的负电喷雾电离的方法,并对其进行了验证,以检测人和绵羊样品中的PETN和PEXN。PE只能在较高浓度下定性检测。方法验证要求,包括准确性,对于所有其他PEXN,绵羊和人类样品均满足可重复性和中等精密度,但人类样品中的PETriN除外.绵羊样品中PEMN的回收率(RE)为76.7%±12%,PEDN为98%±23%,PETriN的94%±22%,在人类样本中,PEMN的RE为59%±16%,PEDN为67%±19%,71%±17%。对于PEMN,绵羊样品中的基体效应(ME)为90%±11%,PEDN为70%±30%,PETriN的107%±17%,在人类样本中,PEMN的ME为93%±13%,PEDN为84%±17%,对于PETriN,98%±16%。绵羊样品中的定量限(LOQ)对于PETriN为1.0ng/mL,对于PEMN和PEDN为0.1ng/mL。人样品中的LOQ对于PETriN为5.0ng/mL,对于PEMN和PEDN为0.3ng/mL。新开发的方法用于分析184例绵羊血清样品和18例人血浆样品。在绵羊母体样本中,观察到的最高PEDN浓度为3.5ng/mL,最高PEMN浓度为10ng/mL,PEDN和PEMN在胎儿血清样本中的浓度分别为4.9ng/mL和5.4ng/mL.PETriN仅在母体和胎儿样本中的痕量中检测到,而PETN根本检测不到。在人类母体样本中,PEDN的最高浓度为27ng/mL,PEMN的最高浓度为150ng/mL。在脐带血浆中,检测到浓度为2.3ng/mL的PEDN和73ng/mL的PEMN。尽管人类样品中的PEMN和PEDN浓度比绵羊样品高几倍,PETN和PETriN信号均无法检测到。这些结果表明,代谢物从母体转移到胎儿,有轻微的时间延迟。
    Pentaerythrityl tetranitrate (PETN) is an established drug in the treatment of coronary heart disease and heart failure. It is assumed, that the vasodilative and vasoprotective effects of PETN also have a positive impact on pregnant patients with impaired placental perfusion and studies evaluating the effect of PETN in risk pregnancies have been carried out. In the context of these clinical trials, measuring of serum levels of PETN and its metabolites pentaerythrityl trinitrate (PETriN), pentaerythrityl dinitrate (PEDN), pentaerythrityl mononitrate (PEMN) and pentaerythritol (PE) were required. To evaluate the transfer of PETN and its metabolites (PEXN) from the mother to the fetus using samples from a human clinical trial and animal study, the present work aimed to develop a rapid and simple method to simultaneously analyze PEXN in human and ovine samples. A method employing a rapid and simple liquid-liquid extraction followed by reversed-phase (C18) liquid chromatography coupled to high-resolution mass spectrometry with negative electrospray ionization was developed and validated for the detection of PETN and PEXN in human and ovine samples. PE could only be qualitatively detected at higher concenrations. Method validation requirements, including accuracy, repeatability and intermediate precision were fulfilled in ovine and human samples for all other PEXN with exception PETriN in human samples. The recovery (RE) in ovine samples was 76.7 % ± 12 % for PEMN, 98 % ± 23 % for PEDN, 94 % ± 22 % for PETriN, in human samples RE was 59 % ± 16 % for PEMN, 67 % ± 19 % for PEDN, 71 % ± 17 %. The matrix effects (ME) in ovine samples were 90 % ± 11 % for PEMN, 70 % ± 30 % for PEDN, 107 % ± 17 % for PETriN, in human samples the ME were 93 % ± 13 % for PEMN, 84 % ± 17 % for PEDN, 98 % ± 16 % for PETriN. The limits of quantification (LOQ) in ovine samples were 1.0 ng/mL for PETriN and 0.1 ng/mL for PEMN and PEDN. The LOQs in human samples were 5.0 ng/mL for PETriN and 0.3 ng/mL for PEMN und PEDN. The newly developed method was used to analyze 184 ovine serum samples and 18 human plasma samples. In ovine maternal samples, the highest observed PEDN concentration was 3.5 ng/mL and the highest PEMN concentration was 10 ng/mL, the respective concentrations in fetal serum samples were 4.9 ng/mL for PEDN and 5.4 ng/mL for PEMN. PETriN was only detected in traces in maternal and fetal samples, whereas PETN could not be detected at all. In human maternal samples, the highest concentration for PEDN was 27 ng/mL and for PEMN 150 ng/mL. In umbilical cord plasma, concentrations of 2.3 ng/mL for PEDN and 73 ng/mL for PEMN were detected. Although the PEMN and PEDN concentrations in the human samples were several times higher than in ovine samples, neither PETN nor PETriN signals could be detected. These results demonstrated that the metabolites were transferred from mother to fetus with a slight time delay.
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  • 文章类型: Journal Article
    基于肽的水凝胶在组织工程中具有巨大的应用潜力,药物输送,等等。我们系统地合成,表征,并通过改变嵌段序列和长度来研究一系列基于多肽的五嵌段共聚物的自组装行为。共聚物包含聚(γ-苄基-1-谷氨酸)(PBG,Bx)和两种亲水嵌段,聚(l-赖氨酸)(PLL,Ky)和聚(乙二醇)(PEG,EG34),其中x和y是每个块的重复单元数,其中PBG和PLL块具有神经再生和细胞粘附的独特功能。其显示需要用疏水末端PBG嵌段封端的中间亲水链段的足够长度。它们首先自组装成花状胶束,然后依次形成聚合物浓度增加的透明水凝胶(低至2.3wt%)。水凝胶含有微尺度的多孔结构,组织工程所需的特性,以促进细胞生长的营养流和具有高效药物储存的药物递送系统。我们假设Bx-Ky-EG34-Ky-Bx团聚体的结构超过微米尺寸(透明),而Ky-Bx-EG34-Bx-Ky是亚微米级(不透明)。我们建立了合成具有广泛溶胶-凝胶转变窗口的多肽基嵌段共聚物的工作策略。该研究提供了对具有特定形态的合理多肽水凝胶设计的见解,探索新材料作为神经组织工程的潜在候选者。
    Peptide-based hydrogels have great potential for applications in tissue engineering, drug delivery, and so on. We systematically synthesize, characterize, and investigate the self-assembly behaviors of a series of polypeptide-based penta-block copolymers by varying block sequences and lengths. The copolymers contain hydrophobic blocks of poly(γ-benzyl-l-glutamate) (PBG, Bx) and two kinds of hydrophilic blocks, poly(l-lysine) (PLL, Ky) and poly(ethylene glycol) (PEG, EG34), where x and y are the number of repeating units of each block, where PBG and PLL blocks have unique functions for nerve regeneration and cell adhesion. It shows that a sufficient length of the middle hydrophilic segment capped with hydrophobic end PBG blocks is required. They first self-assemble into flower-like micelles and sequentially form transparent hydrogels (as low as 2.3 wt %) with increased polymer concentration. The hydrogels contain a microscale porous structure, a desired property for tissue engineering to facilitate the access of nutrient flow for cell growth and drug delivery systems with high efficiency of drug storage. We hypothesize that the structure of Bx-Ky-EG34-Ky-Bx agglomerates is beyond micron size (transparent), while that of Ky-Bx-EG34-Bx-Ky is on the submicron scale (opaque). We establish a working strategy to synthesize a polypeptide-based block copolymer with a wide window of sol-gel transition. The study offers insight into rational polypeptide hydrogel design with specific morphology, exploring the novel materials as potential candidates for neural tissue engineering.
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  • 文章类型: Journal Article
    神经活动包含与认知相对应的丰富的时空结构。这包括跨越大脑区域网络的振荡爆发和动态活动,所有这些都可能发生在几十毫秒的时间尺度上。虽然这些过程可以通过大脑记录和成像来访问,由于它们的快速和瞬态特性,对它们进行建模提出了方法论上的挑战。此外,有趣的认知事件的确切时间和持续时间通常是先验未知的。这里,我们介绍了OHBA软件库动态工具箱(osl-dynamics),一个基于Python的软件包,可以在几十毫秒的时间尺度上识别和描述功能神经成像数据中的递归动态。其核心是机器学习生成模型,能够适应数据并学习时机。以及空间和光谱特征,几乎没有假设的大脑活动。osl-dynamics结合了最先进的方法,一直以来,用于阐明各种数据类型中的大脑动力学,包括磁/脑电图,功能磁共振成像,侵入性局部场电位记录,和脑电图。它还提供了大脑动力学的新颖总结措施,可用于告知我们对认知的理解,行为,和疾病。我们希望osl-dynamics能加深我们对大脑功能的理解,通过其增强快速动态过程建模的能力。
    Neural activity contains rich spatiotemporal structure that corresponds to cognition. This includes oscillatory bursting and dynamic activity that span across networks of brain regions, all of which can occur on timescales of tens of milliseconds. While these processes can be accessed through brain recordings and imaging, modeling them presents methodological challenges due to their fast and transient nature. Furthermore, the exact timing and duration of interesting cognitive events are often a priori unknown. Here, we present the OHBA Software Library Dynamics Toolbox (osl-dynamics), a Python-based package that can identify and describe recurrent dynamics in functional neuroimaging data on timescales as fast as tens of milliseconds. At its core are machine learning generative models that are able to adapt to the data and learn the timing, as well as the spatial and spectral characteristics, of brain activity with few assumptions. osl-dynamics incorporates state-of-the-art approaches that can be, and have been, used to elucidate brain dynamics in a wide range of data types, including magneto/electroencephalography, functional magnetic resonance imaging, invasive local field potential recordings, and electrocorticography. It also provides novel summary measures of brain dynamics that can be used to inform our understanding of cognition, behavior, and disease. We hope osl-dynamics will further our understanding of brain function, through its ability to enhance the modeling of fast dynamic processes.
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  • 文章类型: Journal Article
    背景技术多路复用组织成像正在发展为单细胞分析的补充,除了多个参数测量之外,还带来了组织细胞的空间信息。越来越多的商业或自制系统可用。这些技术可以对数十个荧光记者进行成像,其中光谱重叠通过使用微流体在每个周期之间改变报告子的荧光团循环成像来解决。方法对于几种系统,与微流体系统耦合的采集系统是一个宽视场显微镜,采集过程是通过马赛克覆盖大的视野来完成的,依靠图像处理来获得要进行强度分析的数据集。处理后的数据集允许识别不同的群体,与细胞计数分析非常相似,但除此之外还有空间信息。要从原始采集中获得用于分析的最终图像,周期间配准需要几个预处理步骤,组织自发荧光校正或镶嵌。我们提出了这种预处理的工作流程,作为一个开源软件(作为一个库,命令行工具和独立)。结果我们举例说明了商业系统PhenoCyclerTM(以前称为CODEX®)上的工作流程,并提供了用于测试的缩小尺寸的数据集。结论我们将我们的处理器与商业提供的处理器进行比较,并表明我们解决了其他用户也报告的一些问题。
    Background  Multiplexing tissue imaging is developing as a complement for single cell analysis, bringing the spatial information of cells in tissue in addition to multiple parameters measurements. More and more commercial or home-made systems are available. These techniques allow the imaging of tens of fluorescent reporters, where the spectral overlap is solved by imaging by cycles the fluorophores using microfluidics to change the reporters between each cycle. Methods  For several systems, the acquisition system coupled to the microfluidic system is a wide field microscope, and the acquisition process is done by mosaicking to cover a large field of view, relying on image processing to obtain the data set to be analysed in intensity. The processed data set allows the identification of different populations, quite similarly to cytometry analysis, but with spatial information in addition. To obtain the final image for analysis from the raw acquisitions, several preprocessing steps are needed for inter-cycle registration, tissue autofluorescence correction or mosaicking. We propose a workflow for this preprocessing, implemented as an open source software (as a library, command line tool and standalone). Results  We exemplify the workflow on the commercial system PhenoCycler TM (formerly named CODEX®) and provide a reduced size data set for testing. Conclusions  We compare our processor with the commercially provided processor and show that we solve some problems also reported by other users.
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  • 文章类型: Journal Article
    通常可以非参数地估计多维心理测量函数以获得更高的准确性或参数地估计以获得更高的效率。通过将估计问题从回归重铸为分类,然而,可以利用强大的机器学习工具在准确性和效率之间提供可调整的平衡。对比敏感度函数(CSF)是行为估计的曲线,可深入了解周围和中央视觉功能。因为估计可能不切实际,当前的临床工作流程必须做出妥协,例如跨空间频率的有限采样或对CSF形状的强烈假设.本文介绍了机器学习对比度响应函数(MLCRF)估计器的开发,量化执行对比度检测或辨别任务的预期成功概率。然后可以从MLCRF导出机器学习CSF。使用从典型的CSF曲线和实际的人体对比反应数据创建的模拟眼睛,评估了机器学习对比敏感度函数(MLCSF)的准确性和效率,以确定其在研究和临床应用中的潜在效用.随机选择刺激,MLCSF估计器缓慢向地面实况收敛。通过贝叶斯主动学习选择最佳刺激,收敛快了近一个数量级,只需要几十个刺激就能达到合理的估计。包含信息性先验对所配置的估计器没有提供一致的优点。MLCSF实现了与quickCSF相当的效率,传统的参数估计器,但系统的准确性更高。因为MLCSF设计允许精度与效率进行权衡,应该进一步探索,以充分发挥其潜力。
    Multidimensional psychometric functions can typically be estimated nonparametrically for greater accuracy or parametrically for greater efficiency. By recasting the estimation problem from regression to classification, however, powerful machine learning tools can be leveraged to provide an adjustable balance between accuracy and efficiency. Contrast sensitivity functions (CSFs) are behaviorally estimated curves that provide insight into both peripheral and central visual function. Because estimation can be impractically long, current clinical workflows must make compromises such as limited sampling across spatial frequency or strong assumptions on CSF shape. This article describes the development of the machine learning contrast response function (MLCRF) estimator, which quantifies the expected probability of success in performing a contrast detection or discrimination task. A machine learning CSF can then be derived from the MLCRF. Using simulated eyes created from canonical CSF curves and actual human contrast response data, the accuracy and efficiency of the machine learning contrast sensitivity function (MLCSF) was evaluated to determine its potential utility for research and clinical applications. With stimuli selected randomly, the MLCSF estimator converged slowly toward ground truth. With optimal stimulus selection via Bayesian active learning, convergence was nearly an order of magnitude faster, requiring only tens of stimuli to achieve reasonable estimates. Inclusion of an informative prior provided no consistent advantage to the estimator as configured. MLCSF achieved efficiencies on par with quickCSF, a conventional parametric estimator, but with systematically higher accuracy. Because MLCSF design allows accuracy to be traded off against efficiency, it should be explored further to uncover its full potential.
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  • 文章类型: Journal Article
    Teclistamab是一种针对B细胞成熟抗原(BCMA)的双特异性抗体,在I/IIMajesTEC-1期试验的基础上被批准用于复发性难治性多发性骨髓瘤(RRMM)。在这里,我们报告了在现实世界的RRMM人群中使用标准治疗teclistamab的临床结局.从2022年8月8日至2023年8月8日,共有来自五个学术中心的106名患者接受了teclistamab,纳入了这项回顾性分析;其中83%的患者被认为不符合MajesTec-1试验的条件。所有患者都是三重暴露的,64%是五级耐火材料,53%曾接受过BCMA指导的治疗。在64%的患者中观察到细胞因子释放综合征,只有一个事件≥3级,而在14%的患者中观察到免疫效应细胞相关的神经毒性综合征(三个事件为3-4级)。三分之一(31%)的患者至少经历过一次感染,这些感染中有近一半被评为严重(≥3级)。总反应率(ORR)和完全或更好的反应率分别为66%和29%,分别。ORR为47%,59%和68%为髓外疾病(EMD)患者,先前的BCMA定向治疗,和五难治性疾病,分别。在中位随访3.8个月时,中位无进展生存期(PFS)为5.4个月(95%CI,3.4个月-未达到),而未达到中位总生存期.东部肿瘤协作组患者表现状态≥2,EMD,在多变量分析中,年龄≤70岁的PFS较差。我们的研究表明,在现实环境中接受RRMM治疗的患者中,teclistamab具有合理的安全性和良好的疗效。
    Teclistamab is a B cell maturation antigen (BCMA)-directed bispecific antibody approved for relapsed/refractory multiple myeloma (RRMM) on the basis of the phase I/II MajesTEC-1 trial. Here we report clinical outcomes with standard-of-care teclistamab in a real-world RRMM population. A total of 106 patients from 5 academic centers who received teclistamab from August 2022 to August 2023 were included in this retrospective analysis, 83% of whom would have been considered ineligible for the MajesTEC-1 trial. All patients were triple-class exposed, 64% were penta-class refractory, and 53% had received prior BCMA-directed therapy. Cytokine release syndrome was observed in 64% of patients, and only 1 event was grade ≥3, whereas immune effector cell-associated neurotoxicity syndrome was observed in 14% of patients (3 events were grade 3 or 4). One-third (31%) of patients experienced at least 1 infection, with nearly half of these infections graded as severe (grade ≥3). The overall response rate (ORR) was 66%, and the complete or better response rate was 29%. The ORR was 47% for patients with extramedullary disease (EMD), 59% for patients with prior BCMA-directed therapy exposure, and 68% for patients with penta-refractory disease. At a median follow-up of 3.8 months, the median progression-free survival (PFS) was 5.4 months (95% CI, 3.4 months to not reached), while median overall survival was not reached. Patients with Eastern Cooperative Oncology Group Performance Status ≥2, EMD, and age ≤70 years had inferior PFS on multivariable analysis. Our study demonstrates reasonable safety and good efficacy of teclistamab in patients with RRMM treated in a real-world setting.
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