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Evaluating the Immunogenicity Risk of Protein Therapeutics by Augmenting T Cell Epitope Prediction with Clinical Factors.
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-01-23 DOI: 10.1208/s12248-024-01003-8
Zicheng Hu, Patrick Wu, Steven J Swanson

Protein-based therapeutics may elicit undesired immune responses in a subset of patients, leading to the production of anti-drug antibodies (ADA). In some cases, ADAs have been reported to affect the pharmacokinetics, efficacy and/or safety of the drug. Accurate prediction of the ADA response can help drug developers identify the immunogenicity risk of the drug candidates, thereby allowing them to make the necessary modifications to mitigate the immunogenicity. In this study, we leveraged the rich clinical study data collected by Roche/Genentech to identify factors that impact drug immunogenicity. We focused on conventional monoclonal antibodies, but have included a variety of additional drug modalities in the analysis. We show that the clinical ADA incidences are associated with the mechanism of action of the drugs, the mechanism of action of comedications, the routes of drug administration and the diseases of the patient cohort. By combining these clinical factors with the in silico epitope prediction, we improved the prediction accuracy of drug immunogenicity in clinical trials (AUC of cross validation improved from 0.72 to 0.93).

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引用次数: 0
Operating Characteristics of the Simulated Healthy Participant Approach in Impaired Clearance Studies.
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-01-22 DOI: 10.1208/s12248-025-01019-8
Sana Gupta, Vivek Purohit, Yuchen Wang, John P Prybylski

Minimizing harm is a cornerstone of ethical research practices. A drug that has undergone extensive clinical pharmacological testing in healthy participants (HPs) and a diverse selection of patients can be described with a sufficiently predictive population pharmacokinetic (PopPK) model. In impaired clearance trials, recruitment is minimized and underpowered for all but major exposure differences. Virtual HP arms have been reported to support similar conclusions to conventional impaired clearance studies, and further minimize potential harm of drug exposure without medical benefit by eliminating an arm of the study. However, the extent to which the conventional analysis of impairment studies compare to the simulation approach is unknown. Here we assess the operating characteristics of the virtual cohort approach along with the conventional approach through controlled simulations. These simulations included a simple, widely accessible PopPK model and several internal models that have been used in a previous meta-analysis of the virtual cohort approach. In the pairwise comparisons assessed, the virtual cohort simulation approach had greater power per sample size than the conventional approach and the same power under the null hypothesis. Given key methodological differences, it is recommended that the simulation and conventional approaches be treated as having approximately the same power under equivalent conditions. These results provide a strong justification for the use of the virtual cohort approach when an adequate PopPK model is available, minimizing unnecessary exposure to study drugs that will not benefit healthy study participants.

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引用次数: 0
Gastrointestinal Bile Salt Concentrations in Healthy Adults Under Fasted and Fed Conditions: A Systematic Review and Meta-Analysis for Mechanistic Physiologically-Based Pharmacokinetic (PBPK) Modelling.
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-01-22 DOI: 10.1208/s12248-025-01016-x
Laura G Al-Amiry Santos, Helen Musther, Neeru Bala, Neel Deferm, Gaurangkumar Patel, Joachim Brouwers, David B Turner

Bile salts are biosurfactants released into the intestinal lumen which play an important role in the solubilisation of fats and certain drugs. Their concentrations vary along the gastrointestinal tract (GIT). This is significant for implementation in physiologically based pharmacokinetic (PBPK) modelling to mechanistically capture drug absorption. The aims of this meta-analysis were to collate all appropriate data on intestinal bile salt concentrations in healthy adults across all GIT segments in fasted and fed states for the purpose of PBPK modelling. Terms relating to bile composition were searched in PubMed and Google Scholar from inception to May 2024. Selected studies included aspirated intestinal fluid collected via gastric tubes or colonoscopy. Results showed high variability across studies and a time-dependency for the fed state. Data were rich for the duodenum, which showed a two-fold increase for the fed state versus the fasted state within multiple studies. Peaks and troughs in bile salt concentrations along the GIT were observed for both fasted and fed states, likely due to segmental water absorption differences. The highest between subject variability was observed for the duodenum in the fasted and fed state and the fed proximal jejunum, distal ileum, and colon. The findings from this meta-analysis can be used for the purpose of PBPK modelling to capture segmental drug solubilisation and absorption in fasted and fed states. However, data are lacking under different fed conditions, especially following low-fat meals, so the impact of different fat content associated with different meals on bile salt concentrations cannot be discerned.

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引用次数: 0
Cannabidiol and Hydroxypropyl-β-Cyclodextrin for the Development of Deflated Spherical-Shaped Inhalable Powder. 大麻二酚和羟丙基-β-环糊精用于研制放气球形可吸入粉末。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-01-17 DOI: 10.1208/s12248-025-01015-y
Bernardo Filipe Santos Gomes, Laure-Anne Bya, Nathan Koch, Helena Cabral-Marques, Brigitte Evrard, Anna Lechanteur

In addition to the known therapeutic indications for cannabidiol, its administration by inhalation appears to be of great interest. Indeed, there is evidence of cannabidiol's efficacy in several physiological pathways, suggesting its potential for a wide range of applications for both local and systemic pulmonary administration like cancers. Significant advances in pulmonary drug delivery have led to innovative strategies to address the challenges of increasing the respirable fraction of drugs and standardizing inhalable products. Among different devices, dry powder inhalers offer significant advantages including high stability and ease of use. Particle engineering using techniques such as spray drying is now the focus of research and is expected to improve upon, rather than completely replace, traditional carrier-based formulations. The development of carrier-free powders (without lactose-carrier) is mainly used for medicines with low active ingredient doses, which limits the technology. Previously, we demonstrated the benefits of using a cyclodextrin to obtain deflated spherical-shaped powders by spray drying. In this study the potential of this excipient with a very poorly water-soluble active molecule was investigated. Inhalable cannabidiol powders were developed by spray drying, using the solubility enhancers hydroxypropyl-beta-cyclodextrin and ethanol to optimize cannabidiol water-solubility. Electron microscopy images revealed consistent deflated spherical shapes, while particle size analysis showed low polydispersity and suitable sizes for deep lung deposition (2 µm). The selected engineered powders (without ethanol) had very high fine particle fractions (> 60%) due to their deflated surface. Finally, the powder was instantly solubilized leading to drug dissolution, which is important for therapeutic efficacy. In conclusion, this study successfully develops a cannabidiol inhalation powder by particle engineering having suitable aerosolization behavior. Due to the speed of the process and the performance of the finished product, this work opens the door for future studies. It has been shown that active molecules that are only slightly soluble in water can be formulated effectively as a powder for inhalation. Other molecules could be tested and subsequent in vivo studies conducted to demonstrate correlation with these in vitro results.

除了已知的大麻二酚治疗指征外,其吸入给药似乎是非常有趣的。事实上,有证据表明大麻二酚在几个生理途径中都有功效,这表明它在局部和全身肺部给药(如癌症)方面具有广泛的应用潜力。肺给药的重大进展导致了创新策略,以应对增加药物的可呼吸部分和标准化可吸入产品的挑战。在不同的设备中,干粉吸入器具有显著的优势,包括高稳定性和易用性。使用喷雾干燥等技术的颗粒工程是目前研究的重点,有望改进而不是完全取代传统的基于载体的配方。无载体粉末(无乳糖载体)的开发主要用于活性成分剂量低的药物,这限制了技术的发展。以前,我们展示了使用环糊精通过喷雾干燥获得泄气球形粉末的好处。本研究对该赋形剂的水溶性活性分子进行了研究。采用喷雾干燥法制备大麻二酚吸入性粉末,采用羟丙基- β -环糊精和乙醇作为溶解度增强剂,优化大麻二酚的水溶性。电镜图像显示一致的瘪球形,而粒度分析显示多分散性低,适合深肺沉积(2µm)。所选择的工程粉末(不含乙醇)具有非常高的细颗粒分数(bbb60 %),因为它们的压缩表面。最后,粉末瞬间溶解导致药物溶解,这对治疗效果很重要。综上所述,本研究成功地通过颗粒工程技术开发出具有良好雾化性能的大麻二酚吸入粉末。由于过程的速度和成品的性能,这项工作为未来的研究打开了大门。研究表明,仅微溶于水的活性分子可以有效地配制成粉末供吸入。其他分子可以进行测试,随后进行体内研究,以证明与这些体外结果的相关性。
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引用次数: 0
Formulation Factors Affecting the Formation of Visible-Bubbles During the Reconstitution Process of Freeze-Dried Etanercept Formulations: Protein Concentration, Stabilizers, and Surfactants. 冻干依那西普制剂重构过程中影响可见气泡形成的配方因素:蛋白质浓度、稳定剂和表面活性剂。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-01-17 DOI: 10.1208/s12248-024-01009-2
Han Gao, Chao-Yang Du, Aiping Zheng, Ci Qian, Wei-Jie Fang

Freeze drying is one of the common methods to extend the long-term stability of biologicals. Biological products in solid form have the advantages of convenient transportation and stable long-term storage. However, long reconstitution time and extensive visible bubbles are frequently generated during the reconstitution process for many freeze-dried protein formulations, which can potentially affect the management efficiency of staff, patient compliance, and product quality. The reconstitution time has been extensively studied, but the influence of the formulations on the formation of visible bubbles is often overlooked. This paper investigated the effect of freeze-drying formulation factors (i.e., protein concentrations, surfactant concentrations, and sucrose/mannitol compositions) on product stability and visible bubbles generated during reconstitution of freeze-dried etanercept formulations. The generating and breakup mechanisms of visible bubbles were detected via internal microstructure of cake, surface tension, and viscosity measurement. Under the same protein concentration, the formulation of mannitol mixed with sucrose in a weight ratio of 4:1 produces fewer visible bubbles during the reconstitution process compared to the formulation of sucrose with the same total mass. This has been proven to be due to the large number of smaller radius pores distributed in the pores of the freeze-dried cake of the former, while the average internal structure pores of the latter are much larger than those of the former. As an amorphous stabilizer, sucrose can ensure the long-term stability of protein and greatly reduce the generation and maintenance of foams in the reconstitution process, making it a more robust excipient for freeze-dried protein formulations.

冷冻干燥是延长生物制品长期稳定性的常用方法之一。固体形态的生物制品具有运输方便、长期储存稳定等优点。然而,在许多冻干蛋白制剂的重构过程中,重构时间长,经常产生大量可见的气泡,这可能会影响工作人员的管理效率、患者的依从性和产品质量。重构时间已被广泛研究,但配方对可见气泡形成的影响往往被忽视。本文研究了冻干配方因素(即蛋白质浓度、表面活性剂浓度和蔗糖/甘露醇组成)对冻干依那西普配方重构过程中产品稳定性和可见气泡的影响。通过饼的内部微观结构、表面张力和粘度测量来检测可见气泡的产生和破裂机理。在相同的蛋白质浓度下,甘露醇与蔗糖的重量比为4:1的配方在重组过程中产生的可见气泡比相同总质量的蔗糖配方少。这被证明是由于前者冻干饼的孔隙中分布着大量半径较小的孔隙,而后者的平均内部结构孔隙比前者大得多。蔗糖作为一种无定形稳定剂,可以保证蛋白质的长期稳定性,并大大减少重构过程中泡沫的产生和维持,使其成为冷冻干燥蛋白质配方中更稳健的辅料。
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引用次数: 0
Correction: Quantitative Analysis of Physical Stability Mechanisms of Amorphous Solid Dispersions by Molecular Dynamic Simulation. 修正:用分子动力学模拟方法定量分析非晶态固体分散体的物理稳定机制。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-01-16 DOI: 10.1208/s12248-025-01022-z
Hao Zhong, Tianshu Lu, Ruifeng Wang, Defang Ouyang
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引用次数: 0
Meta-Analysis of the Input and Disposition of Various Dosage Forms of Methylprednisolone in Healthy Subjects Utilizing a Physiologically Based Pharmacokinetic Model. 利用基于生理的药代动力学模型对健康受试者中不同剂型甲基强的松龙的输入和处置进行meta分析。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-01-09 DOI: 10.1208/s12248-024-01011-8
Ruihong Yu, William J Jusko

The study quantitatively analyzes and compares the pharmacokinetics (PK) of methylprednisolone (MPL) in humans upon administration of various dosage forms. The PK parameters and profiles of MPL in healthy subjects were collected from 22 literature sources. A minimal physiologically based pharmacokinetic (mPBPK) model consisting of blood and two tissue (lumped liver and kidney, remainder) compartments with nonlinear tissue partitioning was applied to describe MPL disposition. Overall 18 plasma concentration profiles were well captured and 85% of PK parameters reasonably estimated. The clearance (CL) of MPL averaged 336 mL/h/kg and appeared slightly nonlinear across a dosage range of 5 to 800 mg, the distribution volume (Vd) averaged 1.17 L/kg, and the model predicted elimination half-life (t1/2) was 2.6 h. Rapid prodrug conversion was found for intravenous MPL sodium succinate (MPSS) with a t1/2 of 1.7 min, and followed by MPL phosphate (MPPS) 3.8 min, MPL hemisuccinate (MPHS) 16 min, and MPL suleptanate (MPSP) 2.9 h. Their bioavailabilities (F) varied slightly from 60 to 73%. Intramuscular doses showed an absorption rate constant (ka) of 1.5 h-1 for MPSS and 96 h-1 for MPSP. Oral doses of 5 formulations were examined. Medrol exhibited greatest absorption with F of 74% and ka of 2.1 h-1, while one generic product had F of 32.6%. This study demonstrated the utility of a mechanistic mPBPK disposition model for comparing MPL formation from various esters, absorption from several oral dose formulations, and modest variability across numerous PK studies in healthy humans.

本研究定量分析和比较了甲基强的松龙(MPL)在不同剂型的人体内的药代动力学(PK)。从22篇文献资料中收集健康受试者MPL的PK参数和谱图。一个最小的基于生理的药代动力学(mPBPK)模型由血液和非线性组织分配的两个组织(集中的肝脏和肾脏,其余部分)室组成,用于描述MPL的处置。总的18个血浆浓度谱被很好地捕获,85%的PK参数被合理地估计。MPL的清除率(CL)平均为336 mL/h/kg,在5 ~ 800 mg剂量范围内呈轻微非线性,分布体积(Vd)平均为1.17 L/kg,模型预测的消除半衰期(t1/2)为2.6 h。静脉注射MPL丁二酸钠(MPSS)的前药转换速度最快,t1/2为1.7 min,其次是磷酸MPL (MPPS) 3.8 min,半乙酰MPL (MPHS) 16 min。和MPL磺酸盐(MPSP) 2.9 h。它们的生物利用度(F)在60 ~ 73%之间变化不大。肌内给药MPSS的吸收率常数(ka)为1.5 h-1, MPSP为96 h-1。研究了5种制剂的口服剂量。麦德龙的吸光度最高,F值为74%,ka值为2.1 h-1,而一种仿制药的吸光度为32.6%。本研究证明了mPBPK机制配置模型的实用性,用于比较不同酯类的MPL形成,几种口服剂量制剂的吸收,以及健康人群中大量PK研究的适度变异性。
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引用次数: 0
Early and Mid-Term Disposition of α-PVP and its unknown Metabolites in Urine and Oral Fluid Through a Multi-Analytical Hyphenated Approach Following a Single Non-Controlled Administration to Healthy Volunteers. 健康志愿者单次非对照给药后尿液和口服液中α-PVP及其未知代谢物的早期和中期处置
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-01-09 DOI: 10.1208/s12248-024-01012-7
Annagiulia Di Trana, Nunzia La Maida, Georgina de la Rosa, Alessandro Di Giorgi, Silvia Graziano, Khaled Aldhaehri, Esther Papaseit, Olga Hladun, Magí Farré, Clara Pérez, Simona Pichini

Nowadays, synthetic cathinones (SCs) is the second more representative subclass of New Psychoactive Substances, accounting for 104 analogues in the illegal market. Since its first report in 2011, α-pyrrolidinovalerophenone (α-PVP) gained popularity among drug users, provoking an increased number of intoxications. Nonetheless, pharmacokinetics data is still limited in the literature. An observational non-controlled naturalistic study on 8 healthy volunteers was conducted to assess the α-PVP and β-OH-α-PVP concentrations in OF and urine, after snorting 10 mg or 20 mg of α-PVP. A multi-analytical approach based on GC-EI-MS/MS and LC-HESI-HRMS/MS was developed and fully validated for the analytes quantification, while four untargeted LC-HESI-HRMS/MS methods in full-MS and ddMS2 were set up for unknown metabolites characterization in urine samples assisted by a dedicated data mining software. In OF, α-PVP reached a mean Cmax of 762 ± 323 ng/mL at 1 h after 10 mg administration, while a Cmax of 2,900 ± 1,373 ng/mL at 47 min after 20 mg dose. In urine, a total α-PVP mean amount of 179.2 ± 94.9 µg was accumulated after 10 mg dose, (27.2 ± 9.8 µg between 0-2 h and 152.0 ± 98.2 µg between 2-5 h), while a total amount of 122.9 ± 44.0 µg, of (36.2 ± 16.5 and 86.7 ± 28.3 µg between 0-2 and 2-5 h, respectively) was detected after 20 mg dose. Among the 10 identified metabolites, β-OH-α-PVP was a minor metabolite (total amount: 56.4 ± 27.1 and 69.1 ± 38.1 µg after 10 mg and 20 mg). The N-butanoic acid metabolite was the most abundant, detected also as glucuronide. In conclusion, α-PVP showed a later time peak than non-pyrrolidine SCs, with comparable Cmax. The pyrrolidine ring oxidative opening produced the most abundant urinary metabolite, independently from the dose.

目前,合成卡西酮(SCs)是新精神活性物质的第二个更具代表性的子类,占非法市场上的104种类似物。自2011年首次报道以来,α-吡咯烷二valerophenone (α-PVP)在吸毒者中越来越受欢迎,引发了越来越多的中毒。尽管如此,文献中的药代动力学数据仍然有限。本研究对8名健康志愿者进行了非对照自然观察性研究,评估了吸入10 mg或20 mg α-PVP后,OF和尿液中α-PVP和β-OH-α-PVP的浓度。建立了一种基于GC-EI-MS/MS和LC-HESI-HRMS/MS的多目标分析方法,并对其进行了充分验证,同时在专用数据挖掘软件的辅助下,建立了全质谱和ddMS2中4种非靶向LC-HESI-HRMS/MS方法,用于尿液样品中未知代谢物的表征。α-PVP在给药10 mg后1 h的平均Cmax为762±323 ng/mL,在给药20 mg后47 min的平均Cmax为2900±1373 ng/mL。10 mg给药后尿α-PVP平均含量为179.2±94.9µg (0-2 h为27.2±9.8µg, 2-5 h为152.0±98.2µg), 20 mg给药后尿α-PVP平均含量为122.9±44.0µg (0-2 h为36.2±16.5µg, 2-5 h为86.7±28.3µg)。在10种鉴定的代谢物中,β-OH-α-PVP是次要代谢物(10 mg和20 mg时,总代谢物为56.4±27.1µg和69.1±38.1µg)。其中n -丁酸代谢物含量最多,葡萄糖醛酸也最多。综上所述,α-PVP的峰值时间较非吡咯烷类SCs晚,且Cmax相当。吡咯烷环氧化开口产生最丰富的尿代谢物,与剂量无关。
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引用次数: 0
Simultaneous Quantification of Total Antibody and Conjugated Payload for DS001 in Rat Serum Using a Hybrid Immuno-Capture LC-MS/MS. 利用混合免疫捕获LC-MS/MS同时定量大鼠血清中DS001的总抗体和共轭有效载荷。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-01-07 DOI: 10.1208/s12248-024-01007-4
Xiong Yu, Weiqiang Li, Wensi Huang, Bo Xiao, Jing Long, Qi Wang, Guifeng Wang, Chunhe Wang, Mingming Yu, Jinghua Yu, Xingxing Diao

Antibody-drug conjugates (ADCs) are intricate compounds that pose significant challenges in bioanalytical characterization. Therefore, multiple bioanalytical methods are required to comprehensively elucidate their pharmacokinetic (PK) profiles. In this study, we investigated DS001, an ADC consisting of a humanized monoclonal antibody (hRS7), a cleavable chemical linker, and the microtubule inhibitor monomethyl auristatin E (MMAE), with a drug-to-antibody ratio (DAR) of 8. This study established a rapid and sensitive hybrid immunoaffinity liquid-chromatography-tandem-mass-spectrometry (LC-MS/MS) approach for the simultaneous quantification of the total antibody and the enzymatically cleavable conjugated payload of DS001. This method is capable of monitoring fluctuations in average DAR values during PK assessments. The sample preparation procedure involved immunocapture, denaturation, trypsin digestion, papain digestion, and termination, all completed within a total processing time of less than 4 h. The method demonstrated linearity for the total antibody in the range of 100 ng/mL (lower-limit-of-quantification, LLOQ) to 100,000 ng/mL, and for the conjugated payload from 3.495 ng/mL (LLOQ) to 3495 ng/mL in rat serum. Both analytes exhibited standard curve correlation coefficients (r) greater than 0.990 within their respective linear ranges. The precision and accuracy of the method were within ± 15% (± 20% for LLOQ). The verified LC-MS/MS approach was successfully employed in the PK analysis following intravenous administration of 0.2 mg/kg DS001 in rats via tail vein injection.

抗体-药物偶联物(adc)是一种复杂的化合物,对生物分析表征提出了重大挑战。因此,需要多种生物分析方法来全面阐明其药代动力学(PK)谱。在这项研究中,我们研究了DS001,一种由人源化单克隆抗体(hRS7)、可切割化学连接体和微管抑制剂monomethyl auristatin E (MMAE)组成的ADC,其药抗比(DAR)为8。本研究建立了一种快速、灵敏的免疫亲和液相色谱-串联质谱(LC-MS/MS)杂交方法,用于同时定量DS001的总抗体和酶切共轭有效载荷。该方法能够监测PK评估期间平均DAR值的波动。样品制备过程包括免疫捕获、变性、胰蛋白酶消化、木瓜蛋白酶消化和终止,所有这些过程在不到4小时的总处理时间内完成。该方法在100 ng/mL(定量下限,LLOQ)至100,000 ng/mL范围内证明了线性,在大鼠血清中共轭有效载荷范围为3.495 ng/mL (LLOQ)至3495 ng/mL。在各自的线性范围内,标准曲线相关系数(r)均大于0.990。精密度和准确度均在±15%以内(定量限为±20%)。经验证的LC-MS/MS方法成功应用于大鼠尾静脉注射0.2 mg/kg DS001后的PK分析。
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引用次数: 0
Innovative Approaches in Regulatory Affairs: Leveraging Artificial Intelligence and Machine Learning for Efficient Compliance and Decision-Making. 监管事务中的创新方法:利用人工智能和机器学习实现高效合规和决策。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-01-07 DOI: 10.1208/s12248-024-01006-5
C S Ajmal, Sravani Yerram, V Abishek, V P Muhammed Nizam, Gayatri Aglave, Jayasri Devi Patnam, Rajeev Singh Raghuvanshi, Saurabh Srivastava

Artificial Intelligence (AI) and AI-driven technologies are transforming industries across the board, with the pharmaceutical sector emerging as a frontrunner beneficiary. This article explores the growing impact of AI and Machine Learning (ML) within pharmaceutical Regulatory Affairs, particularly in dossier preparation, compilation, documentation, submission, review, and regulatory compliance. By automating time-intensive tasks, these technologies streamline workflows, accelerate result generation, and shorten the product approval timeline. However, despite their immense potential, AI and ML also introduce new challenges. Issues such as AI software validation, data management security and privacy, potential biases, ethical concerns, and change management requirements must be addressed. This review highlights current AI-based tools actively used by regulatory professionals such as DocShifter, Veeva Vault, RiskWatch, Freyr SubmitPro, Litera Microsystems, cortical.io etc., examines both the benefits and obstacles of integrating these advanced systems into regulatory practices. Given the rapid pace of technological innovation, the article underscores the need for proactive collaboration with regulatory bodies to manage these developments. It also stresses the importance of adapting to evolving regulatory frameworks and embracing new technologies. Although regulatory agencies like the United Sates Food and Drug Administration (USFDA), European Medicines Agency (EMA), and Medicines and Healthcare products Regulatory Agency (MHRA) are working on guidelines for AI and ML adoption, clear, standardized protocols are still in the works. While the journey ahead may be complex, the integration of AI promises to fundamentally reshape regulatory processes and accelerate the approval of safe, effective pharmaceutical products.

人工智能(AI)和人工智能驱动的技术正在全面改变各行业,制药行业正成为首当其冲的受益者。本文探讨了人工智能和机器学习(ML)在药品监管事务中日益增长的影响,特别是在档案准备、编写、文档、提交、审查和法规遵从方面。通过自动化时间密集型任务,这些技术简化了工作流程,加速了结果生成,缩短了产品批准时间。然而,尽管具有巨大的潜力,人工智能和机器学习也带来了新的挑战。人工智能软件验证、数据管理安全和隐私、潜在偏见、道德问题和变更管理要求等问题必须得到解决。本文重点介绍了目前监管专业人员积极使用的基于人工智能的工具,如DocShifter、Veeva Vault、RiskWatch、Freyr SubmitPro、Litera Microsystems、cortical。IO等,研究了将这些先进系统整合到监管实践中的好处和障碍。鉴于技术创新的快速步伐,本文强调了与监管机构积极合作以管理这些发展的必要性。报告还强调了适应不断变化的监管框架和采用新技术的重要性。尽管美国食品和药物管理局(USFDA)、欧洲药品管理局(EMA)和药品和保健产品监管局(MHRA)等监管机构正在制定人工智能和机器学习应用的指导方针,但明确的标准化协议仍在制定中。尽管未来的道路可能很复杂,但人工智能的整合有望从根本上重塑监管流程,并加速安全、有效药品的批准。
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引用次数: 0
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