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Application of Near-Infrared Spectroscopy for Screening of Chlorothiazide Sodium Vials. 应用近红外光谱筛选氯噻嗪钠瓶。
Pub Date : 2024-01-01 DOI: 10.6084/m9.figshare.25773429
James T Isaacs, Philip J Almeter, Aaron N Hunter, Thomas A Lyman, Stephanie P Zapata, Bradley S Henderson, Seth A Larkin, Lindsey M Long, Megan N Bossle, Smaran A Bhaktawara, Matthew F Warren, Austin M Lozier, Joshua D Melson, Savannah R Fraley, Eunice Hazzel L Relucio, Margaret A Felix, Jeffrey W Reynolds, Ryan W Naseman, Thomas L Platt, Robert A Lodder

Chlorothiazide sodium for injection, USP, is a diuretic and antihypertensive medication in the form of a white or practically white, sterile, lyophilized powder. Each vial contains 500 mg of chlorothiazide sodium, equivalent to 500 mg of chlorothiazide, and 250 mg of mannitol as an inactive ingredient. The pH is adjusted with sodium hydroxide. Chlorothiazide sodium has a molecular weight of 317.71 amu. Since 2020 there have been multiple national shortages of chlorothiazide. Recent studies target chlorothiazide's low bioavailability, aiming to enhance it through nanoparticle production via a supercritical method. The drug's solubility in supercritical carbon dioxide (scCO2) is vital, with measurements ranging from 0.417×10-5 to 1.012×10-5 mole fraction under specific conditions. Adding co-solvents, like ethanol, DMSO, and acetone, to scCO2 boosts solubility, with ethanol proving most effective, enhancing solubility by 2.02-11.75 times. Intra-lot variability was discovered in a sample of a lot of chlorothiazide sodium by the University of Kentucky Drug Quality Task Force. Two vials of six screened in one lot were displaced from the center of the lot by 4.0 and 4.2 SDs, respectively. Inter-lot variability was confirmed in the near-IR spectra of 204 vials obtained from 28 different lots of chlorothiazide sodium. Using full spectrum BEST analysis 13 vials (6.4%) were outliers.

注射用氯噻嗪钠(美国药典)是一种利尿剂和降压药,呈白色或类白色无菌冻干粉末状。每小瓶中含有 500 毫克氯噻嗪钠(相当于 500 毫克氯噻嗪)和 250 毫克作为非活性成分的甘露醇。用氢氧化钠调节 pH 值。氯噻嗪钠的分子量为 317.71 amu。自 2020 年以来,氯噻嗪多次出现全国性短缺。最近的研究针对氯噻嗪生物利用度低的问题,旨在通过超临界方法生产纳米颗粒来提高生物利用度。该药物在超临界二氧化碳(scCO2)中的溶解度至关重要,在特定条件下的测量值为 0.417×10-5 至 1.012×10-5 摩尔分数。在 scCO2 中加入乙醇、DMSO 和丙酮等助溶剂可提高溶解度,其中乙醇的效果最好,可将溶解度提高 2.02-11.75 倍。肯塔基大学药品质量工作组在一批氯噻嗪钠样品中发现了批内变异。在一个批次中筛选出的 6 个样品中,有两个小瓶分别偏离批次中心 4.0 和 4.2 个标准差。从 28 个不同批次的氯噻嗪钠中获得的 204 个小瓶的近红外光谱证实了批次间的差异。通过全光谱 BEST 分析,有 13 个小瓶(6.4%)属于异常值。
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引用次数: 0
Potential Process Control Issues with Vasopressin. 抗利尿激素潜在的过程控制问题。
Pub Date : 2024-01-01 DOI: 10.6084/m9.figshare.27669543
James T Isaacs, Philip J Almeter, Aaron N Hunter, Thomas A Lyman, Stephanie P Zapata, Bradley S Henderson, Seth A Larkin, Ashton R Plymale, Lindsey M Long, Megan N Bossle, Smaran A Bhaktawara, Matthew F Warren, Austin M Lozier, Joshua D Melson, Savannah R Fraley, Eunice Hazzel L Relucio, Margaret A Felix, Jeffrey W Reynolds, Ryan W Naseman, Derek A Puerto, Robert A Lodder

The University of Kentucky's Drug Quality Task Force (DQTF) conducted a study to perform consumer-level quality assurance screening of vasopressin injections used in their healthcare pharmacies. The primary objective was to identify potential quality defects by examining intralot and interlot variability using Raman spectrometry and statistical analyses. Raman spectra were collected noninvasively and nondestructively from vasopressin vials (n=51) using a Thermo Scientific Smartraman DXR3 Analyzer. Data processing techniques, including smoothing with cubic splines and Multiplicative Scatter Correction (MSC), were applied to prepare the spectra for analysis. Statistical analyses employed included the Bootstrap Error-Adjusted Single-sample Technique (BEST), Principal Component Analysis (PCA), and subcluster detection to assess variability and detect unusual samples. The study revealed significant intralot and interlot variability in the vasopressin samples. Analysis of Raman spectral graphs from vials in lot 22040L1C0 showed multiple subgroups within a single lot, indicating variability in chemical composition. Examination of the entire spectral library, which included vials from two different lot numbers, revealed four distinct groups that did not correspond to lot numbers. A subcluster detection test confirmed the presence of at least two distinct chemical compositions in samples from both lots, rejecting the null hypothesis that the groups have the same scale and location. While these spectrometric results do not conclusively prove an excess level of impurities or adulteration, they suggest that the manufacturing process may have been operating outside of a state of process control. These findings highlight the need for further investigation into potential process control issues to ensure consistent manufacturing processes and maintain drug quality and efficacy.

肯塔基大学的药物质量工作组(DQTF)进行了一项研究,以执行消费者水平的质量保证筛选在他们的医疗保健药房使用的抗利尿激素注射剂。主要目标是通过使用拉曼光谱法和统计分析检查批次内和批次间的可变性来识别潜在的质量缺陷。使用Thermo Scientific Smartraman DXR3分析仪无创、无损地采集抗利尿激素小瓶(n=51)的拉曼光谱。采用三次样条平滑和乘法散射校正(MSC)等数据处理技术制备分析用光谱。统计分析采用Bootstrap误差调整单样本技术(BEST)、主成分分析(PCA)和子聚类检测来评估变异性和检测异常样本。该研究揭示了抗利尿激素样本中显著的体内和体内变异性。对批次22040L1C0小瓶的拉曼光谱图分析显示,单个批次中存在多个亚群,表明化学成分存在差异。对整个光谱库的检查,包括来自两个不同批号的小瓶,揭示了四个不同的组,不对应于批号。子聚类检测测试证实了两批样品中至少存在两种不同的化学成分,拒绝了组具有相同规模和位置的零假设。虽然这些光谱分析结果并不能最终证明杂质或掺假水平过高,但它们表明,制造过程可能在过程控制状态之外运行。这些发现强调需要进一步调查潜在的过程控制问题,以确保生产过程的一致性并保持药物质量和疗效。
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引用次数: 0
Assessment of Vecuronium Quality Using Near-Infrared Spectrometry. 使用近红外光谱法评估维库溴铵的质量。
Pub Date : 2023-01-01 DOI: 10.6084/m9.figshare.24846285
James T Isaacs, Philip J Almeter, Aaron N Hunter, Thomas A Lyman, Stephanie P Zapata, Bradley S Henderson, Seth A Larkin, Lindsey M Long, Megan N Bossle, Smaran A Bhaktawara, Matthew F Warren, Austin M Lozier, Joshua D Melson, Savannah R Fraley, Eunice Hazzel L Relucio, Margaret A Felix, Jeffrey W Reynolds, Ryan W Naseman, Thomas L Platt, Robert A Lodder

This study employed Fourier Transform near-infrared spectrometry to assess the quality of vecuronium bromide, a neuromuscular blocking agent. Spectral data from two lots of vecuronium were collected and analyzed using the BEST metric, principal component analysis (PCA) and other statistical techniques. The results showed that there was variability between the two lots and within each lot. Several outliers in the spectral data suggested potential differences in the chemical composition or sample condition of the vials. The outliers were identified and their spectral features were examined. A total of eight unique outliers were found in the PC space from PCs 1 to 9, so 22% of the total vials were outliers. The study findings suggest that the manufacturing process of vecuronium bromide may have been operating outside of a state of process control. Further investigation is needed to determine the source of these variations and their impact on the safety and efficacy of the drug product.

本研究采用傅立叶变换近红外光谱仪评估神经肌肉阻断剂维库溴铵的质量。研究人员收集了两批维库溴铵的光谱数据,并使用 BEST 指标、主成分分析 (PCA) 和其他统计技术对这些数据进行了分析。结果显示,两个批次之间以及每个批次内部都存在差异。光谱数据中的几个异常值表明小瓶的化学成分或样品条件可能存在差异。对这些异常值进行了识别,并检查了它们的光谱特征。在 PC 空间(PC 1 至 PC 9)中共发现 8 个独特的异常值,因此异常值占样品瓶总数的 22%。研究结果表明,维库溴铵的生产过程可能超出了过程控制的范围。需要进一步调查,以确定这些变异的来源及其对药品安全性和有效性的影响。
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引用次数: 0
Spectrometric Analysis of Dantrolene Sodium. 丹trolene钠的光谱分析。
Pub Date : 2023-01-01 DOI: 10.6084/m9.figshare.23317136
James T Isaacs, Philip J Almeter, Bradley S Henderson, Aaron N Hunter, Thomas L Platt, Claire McGuire, Robert A Lodder

Dantrolene sodium is a direct-acting skeletal muscle relaxant. Dantrolene sodium for injection is indicated, along with suitable supportive measures, for the management of sudden, severe hypermetabolism of skeletal muscle typical of malignant hyperthermia crises in patients of any age. The formulation scanned in this work was designed to be injected intravenously. Intra-lot and inter-lot variability in the spectra of REVONTO (dantrolene sodium) was measured in the Drug Quality Study (DQS) using Fourier transform near-infrared spectrometry (FTNIR). Spectra of 69 vials from lot 20REV01A contained two groups (n1=56 vials, n2=13 vials) when scanned with an FTNIR. The two groups of spectra in lot 20REV01A were found to be 66.7 SDs apart using a subcluster detection test, suggesting that the two groups were manufactured differently. As a result, all available samples of dantrolene were examined. A library of spectra of 141 vials of dantrolene from 4 lots were found to contain 3 separate groups, also suggesting that different vials contain different materials.

丹曲林钠是一种直接作用的骨骼肌松弛剂。注射用丹曲林钠,配合适当的支持措施,适用于任何年龄的恶性高热危象患者的突发、严重的骨骼肌高代谢。在这项工作中扫描的制剂被设计为静脉注射。在药物质量研究(DQS)中,使用傅里叶变换近红外光谱法(FTNIR)测量REVONTO™(丹曲林钠)的批内和批间光谱变异性。20REV01A批次69个小瓶的FTNIR扫描光谱分为两组(n1=56小瓶,n2=13小瓶)。第20REV01A批次的两组光谱通过亚簇检测发现相差66.7 SDs,说明两组光谱的制造方法不同。因此,对所有可获得的丹曲林样品进行了检查。在4批141瓶丹曲林的光谱库中发现了3个不同的基团,也表明不同的小瓶含有不同的物质。
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引用次数: 0
Nonparametric Subcluster Detection in Large Hyperspaces. 大超空间中的非参数子集群检测
Pub Date : 2023-01-01
James T Isaacs, Philip J Almeter, Bradley S Henderson, Aaron N Hunter, Thomas L Platt, Robert A Lodder

This assessment of subcluster detection in analytical chemistry offers a nonparametric approach to address the challenges of identifying specific substances (molecules or mixtures) in large hyperspaces. The paper introduces the concept of subcluster detection, which involves identifying specific substances within a larger cluster of similar samples. The BEST (Bootstrap Error-adjusted Single-sample Technique) metric is introduced as a more accurate and precise method for discriminating between similar samples compared to the MD (Mahalanobis distance) metric. The paper also discusses the challenges of subcluster detection in large hyperspaces, such as the curse of dimensionality and the need for nonparametric methods. The proposed nonparametric approach involves using a kernel density estimator to determine the probability density function of the data and then using a quantile-quantile algorithm to identify subclusters. The paper provides examples of how this approach can be used to analyze small changes in the near-infrared spectra of drug samples and identifies the benefits of this approach, such as improved accuracy and precision.

本文对分析化学中的亚簇检测进行了评估,为解决在大型超空间中识别特定物质(分子或混合物)的难题提供了一种非参数方法。论文介绍了亚簇检测的概念,即在一个更大的相似样本簇中识别特定物质。与 MD(Mahalanobis 距离)指标相比,BEST(Bootstrap Error-adjusted Single-sample Technique,引导误差调整单样本技术)指标是一种更准确、更精确的类似样本区分方法。论文还讨论了在大型超空间中进行子簇检测所面临的挑战,如维度诅咒和对非参数方法的需求。所提出的非参数方法包括使用核密度估算器来确定数据的概率密度函数,然后使用量化-量化算法来识别子集群。论文举例说明了这种方法如何用于分析药物样本近红外光谱的微小变化,并指出了这种方法的优点,如提高准确度和精确度。
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引用次数: 0
Variability in Content of Hydrocortisone Sodium Succinate. 氢化可的松琥珀酸钠含量的变异性。
Pub Date : 2023-01-01 DOI: 10.6084/m9.figshare.23573532
Margaret Felix, James T Isaacs, Philip J Almeter, Bradley S Henderson, Aaron N Hunter, Thomas L Platt, Robert A Lodder

SOLU-CORTEF Sterile Powder is a type of anti-inflammatory glucocorticoid that contains hydrocortisone sodium succinate as its active ingredient. It can be administered intravenously or intramuscularly, and comes in several packages including 100 mg plain vials without diluent. The diluent, which is part of the ACT-O-VIAL system, contains only Water for Injection and no preservatives. The pH of each formula is adjusted with sodium hydroxide to ensure it falls within the specified range of 7 to 8 after reconstitution. Intralot variability was detected in lot GA6092. Measuring in the PC subspace using just PCs 4, 5 and 6, vial 12 plots 4.2 BEST SDs from the center of the cluster, and vial 7 is 3.7 SDs from the center. Vial 18 appears 3.1 SDS from the center of the cluster (3/18, 17%). Interlot variability was also found in the spectral library (lots GA6092, GK7048, GM6839, GR8925, FL8062, FN6860, FR1914, and FR5098) containing the spectra of 126 hydrocortisone sodium succinate vials.

sol - cortefⓇ无菌粉末是一种抗炎糖皮质激素,含有氢化可的松琥珀酸钠作为其活性成分。它可以静脉注射或肌肉注射,有几个包装,包括100毫克普通小瓶,不含稀释剂。该稀释剂是ACT-O-VIAL系统的一部分,仅含注射用水,不含防腐剂。用氢氧化钠调节各配方的pH值,使其在重构后的pH值落在规定的7 - 8范围内。批次GA6092检测到批次内变异。在PC子空间中,仅使用pc4、5和6进行测量,第12瓶距集群中心的最佳SDs为4.2,第7瓶距中心的最佳SDs为3.7。样品18从聚类中心出现3.1 SDS(3/18, 17%)。在包含126支氢化可的松酸钠小瓶的光谱文库(编号GA6092、GK7048、GM6839、GR8925、FL8062、FN6860、FR1914和FR5098)中也发现了区间变异性。
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引用次数: 0
Spectral Intra-Lot and Inter-Lot Variability in Carfilzomib. 卡非佐米批次内和批次间的光谱变异性。
Pub Date : 2023-01-01 DOI: 10.6084/m9.figshare.21971213
James T Isaacs, Philip J Almeter, Bradley S Henderson, Aaron N Hunter, Thomas L Platt, Humza Anwar, Robert A Lodder

Carfilzomib is a prescription injectable drug approved for use by the FDA as an antineoplastic agent, part of a drug class of medications known as proteasome inhibitors, and used to stop and slow the growth and progression of cancer cells within the body. The drug is approved as an agent to treat multiple myeloma. It is provided as a single-use vial that contains 60 mg of carfilzomib as a sterile, white to off-white lyophilized cake or powder. Intra-lot and inter-lot variability in the spectra of carfilzomib vials was detected in the Drug Quality Study (DQS) using Fourier transform near-infrared spectrometry (FTNIR). One of 12 vials of lot 1143966 manufactured for Onyx Pharmaceuticals, Inc. appeared 4.7 multidimensional standard deviations (SDs) from the other 11 vials in a 3-D space formed by the first 3 principal components, which captured 81% of the total spectral variation. Spectra of 168 vials from 18 lots in the spectral library formed two groups in the 3-D space formed by the first 3 principal components. One group contained 155 vials and the other group contained 13 vials. The 2 groups had different locations and scales using a subcluster detection test at p=0.02.

卡非佐米是一种处方注射药物,被FDA批准用作抗肿瘤药物,属于蛋白酶体抑制剂一类药物,用于阻止和减缓体内癌细胞的生长和进展。该药被批准用于治疗多发性骨髓瘤。它以一次性小瓶的形式提供,含有60毫克卡非佐米,作为无菌的,白色到灰白色的冻干蛋糕或粉末。在药品质量研究(DQS)中,采用傅里叶变换近红外光谱法(FTNIR)检测卡非佐米小瓶的批内和批间光谱变化。为Onyx Pharmaceuticals, Inc.生产的批次1143966的12个小瓶中,有一个在由前3个主成分组成的三维空间中与其他11个小瓶出现4.7个多维标准差(SDs),占总光谱变化的81%。光谱库中18批168个小瓶的光谱在前3个主成分构成的三维空间中形成两组。一组155支,另一组13支。两组的位置和尺度不同,采用亚簇检测检验,p=0.02。
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引用次数: 0
Quality Variations in Thyrotropin Alfa. 促甲状腺激素α的质量变化。
Pub Date : 2023-01-01 Epub Date: 2023-06-20 DOI: 10.6084/m9.figshare.23524530
James T Isaacs, Philip J Almeter, Bradley S Henderson, Aaron N Hunter, Thomas L Platt, Cristian Samano-Garcia, Robert A Lodder

Thyrotropin alfa is a heterodimeric glycoprotein containing human thyroid stimulating hormone (TSH). It is used as an adjunctive diagnostic tool for serum thyroglobulin (Tg) testing with or without radioiodine imaging in the follow-up of patients with well-differentiated thyroid cancer who have previously undergone thyroidectomy. Inter-lot variability in the Fourier transform near-infrared spectra of 30 samples obtained from four separate lots of Thyrogen® was detected in the Drug Quality Study (DQS). The vials fell into two distinct groups (rtst = 0.90, rlim= 0.98, p=0.02). In addition, one vial of the 30 (3%) appeared 4.7 multidimensional SDs from all of the other vials, suggesting that it also represents a different material.

促甲状腺激素α是一种含有人类促甲状腺激素(TSH)的异二聚体糖蛋白。它被用作血清甲状腺球蛋白(Tg)检测的辅助诊断工具,在对既往接受过甲状腺切除术的分化良好的甲状腺癌患者进行随访时,可进行或不进行放射性碘成像检测。药物质量研究(DQS)发现,从四个不同批次的 Thyrogen® 中获得的 30 份样品的傅立叶变换近红外光谱存在批次间差异。这些样品分为两组(rtst=0.90,rlim=0.98,p=0.02)。此外,在这 30 个小瓶中,有一个小瓶(3%)与其他所有小瓶的多维标度相差 4.7 个标度,这表明它也代表了一种不同的材料。
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引用次数: 0
Spectrometric Analysis of Process Variations in Remifentanil. 瑞芬太尼工艺变化的光谱分析。
Pub Date : 2022-01-01 Epub Date: 2022-09-14 DOI: 10.6084/m9.figshare.21109093
James T Isaacs, Philip J Almeter, Bradley S Henderson, Aaron N Hunter, Thomas L Platt, Robert A Lodder

ULTIVA® (remifentanil hydrochloride) is a sterile, nonpyrogenic, preservative-free, white to off-white lyophilized powder for intravenous (IV) administration after reconstitution and dilution. Each vial contains 1, 2, or 5 mg of remifentanil base; 15 mg glycine; and hydrochloric acid to buffer the solutions to a nominal pH of 3 after reconstitution. ULTIVA® is a μ-opioid agonist with rapid onset and peak effect, and short duration of action. Intra-lot and inter-lot variability in the spectra of ULTIVA® was measured in the Drug Quality Study (DQS) using Fourier transform near-infrared spectrometry (FTNIR). In 6 vials sampled, 1 came from lot 220453F while 5 came from lot 30020BF. The 1 vial sampled from lot 220453F appeared 122 multidimensional SDs from the other vials from lot 30020BF, suggesting that it represents a different formulation or material. Consequently, additional spectra from other lots were analyzed. Spectra of 90 vials from 9 lots in the spectral library contained vials that were outside the main group (50.3 SDs using a subcluster detection test), suggesting that the 35 library vials (39% of the total) contain different materials from the other 55 vials.

ULTIVA®(盐酸瑞芬太尼)是一种无菌,无热原,不含防腐剂,白色至灰白色冻干粉,用于静脉(IV)给药后重组和稀释。每瓶含有1、2或5毫克瑞芬太尼碱;甘氨酸15毫克;和盐酸缓冲溶液至标称pH值3后重组。ULTIVA®是一种μ-阿片类激动剂,起效快,见效快,作用时间短。在药物质量研究(DQS)中,使用傅里叶变换近红外光谱(FTNIR)测量ULTIVA®的批次内和批次间光谱变化。取样的6个小瓶中,1个来自批号220453F, 5个来自批号30020BF。从批号220453F取样的1瓶样品中出现了122个多维SDs,而从批号30020BF取样的其他小瓶中出现了122个多维SDs,这表明它代表了不同的配方或材料。因此,分析了其他批次的附加光谱。光谱文库中9批90瓶样品的光谱中含有主组外的样品(50.3个SDs,采用亚聚类检测测试),表明35瓶样品(占总数的39%)与其他55瓶样品含有不同的物质。
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引用次数: 0
FTNIR Spectrometry of Micafungin Sodium Quality. 米卡芬钠品质的FTNIR光谱分析。
Pub Date : 2022-01-01 DOI: 10.6084/m9.figshare.19071704
James T. Isaacs, Philip J. Almeter, Bradley S. Henderson, Aaron N. Hunter, Thomas L. Platt, R. Lodder
Intra-lot and inter-lot variability in the spectra of micafungin was detected in the Drug Quality Study (DQS) using Fourier transform near-infrared spectrometry (FTNIR). Two vials of 6 vials sampled from Fresenius Kabi lot ACP106 appeared 7.9 and 14.0 standard deviations (SDs) from the center of the rest of the vials on the DQS FTNIR screening assay. Spectra of 48 vials from 7 lots in the library showed 2 outliers at 8.3 and 9.8 SDs from the center of the rest of the library, suggesting they represent different material.
在药品质量研究(DQS)中,采用傅里叶变换近红外光谱法(FTNIR)检测米卡芬宁的批内和批间光谱变异性。在DQS FTNIR筛选试验中,从费森尤斯卡比批次ACP106中取样的6个小瓶中,有2个小瓶与其他小瓶的中心偏差分别为7.9和14.0标准差。文库中7个批次的48个小瓶的光谱显示,距离文库其余部分中心的8.3和9.8个SDs处有2个异常值,表明它们代表不同的物质。
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引用次数: 1
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