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Development of a chromatographic method for the analysis of risdiplam in serum extracts. 血清提取物中利西泮色谱分析方法的建立。
IF 1.8 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-05 DOI: 10.1080/17576180.2026.2624594
Natalia Balińska, Anna Lemska, Maria Mazurkiewicz-Bełdzińska, Sylwia Studzińska

Background: Risdiplam has been used to treat spinal muscular atrophy for 3 years. There are limited number of papers devoted to its analytics. Until now, risdiplam and its metabolites have only been analyzed using a C18 column, while the sample preparation method involved protein precipitation.

Research design and methods: Risdiplam was analyzed using reversed-phase UHPLC. The experiment was designed to compare the retention of risdiplam on five columns using various mobile phases. The protein precipitation was used as the sample preparation method.

Results: Risdiplam shows greater retention on phenyl columns, where π-π interactions take part in retention. The increase of mobile phase pH caused increased risdiplam retention, while salt concentration had no significant effect. An octadecyl column with pentafluorophenyl groups was selected with a mobile phase containing 10 mM ammonium formate (pH 4) and acetonitrile. The method was characterized by good linearity, repeatability, and short analysis time. It was applied to risdiplam analysis in serum samples after protein precipitation with different solvents. Finally, proteins were effectively precipitated using 10% TFA solution, providing 90% recovery.

Conclusions: The developed procedure of extraction and determination of risdiplam is simple, fast and reliable. It may find application for routine monitoring of risdiplam or for quality control.

背景:Risdiplam用于治疗脊髓性肌萎缩已有3年。专门研究其分析的论文数量有限。到目前为止,risdiplam及其代谢物仅使用C18色谱柱进行分析,而样品制备方法涉及蛋白质沉淀。研究设计与方法:采用反相高效液相色谱法对瑞斯地普兰进行分析。本实验的目的是比较不同流动相在五种色谱柱上瑞斯迪普兰的保留率。采用蛋白沉淀法制备样品。结果:Risdiplam在苯基柱上表现出更大的保留,其中π-π相互作用参与保留。流动相pH值的增加导致瑞地泮保留率增加,而盐浓度对瑞地泮保留率无显著影响。以10 mM甲酸铵(pH 4)和乙腈为流动相,选择含有五氟苯基的十八烷基柱。该方法线性好,重复性好,分析时间短。应用该方法对不同溶剂沉淀后血清样品中的利西泮进行分析。最后,用10%的TFA溶液有效地沉淀蛋白质,回收率为90%。结论:本方法简便、快速、可靠。它可用于risdiplam的常规监测或质量控制。
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引用次数: 0
Rapid quantification of bile acids in serum by LC-MS/MS and application to serum bile acid profile in voriconazole administered patients with invasive fungal infections. LC-MS/MS快速定量分析伏立康唑侵袭性真菌感染患者血清胆汁酸含量及应用
IF 1.8 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-04 DOI: 10.1080/17576180.2026.2625865
Xuping Yang, Haoran Qin, Jing Ling, Lulu Dong, Yan Jiang, Sulan Zou, Nan Hu

Objectives: Disruption of bile acid homeostasis is implicated in the pathogenesis and progress of several liver diseases, including drug-induced liver injury (DILI). A rapid liquid chromatography-tandem mass spectrometry (LC-MS/MS) method for quantifying 30 bile acids in human serum was developed and applied to analyze serum bile acid profile in voriconazole administered patients with invasive fungal infections.

Methods: The stable isotope-coded bile acids were used as internal standards. The analytes in serum samples (50 μL) were extracted by protein precipitation and isolated by a Kinetex EVO C18 column (50 × 2.1 mm, 2.6 μm). The detection was performed using multiple reaction monitoring (MRM) in electrospray negative ionization mode.

Results: All of the 30 bile acids were sufficiently separated within 10 min with good linearity (r > 0.99) over tested calibration ranges. The accuracy and precision values were in the range of 85.42-114.3% and 1.8-13.8%, respectively. The matrix effect, recovery, stability, and dilution integrity all met the acceptance criteria. Serum bile acid profile changed in patients with supratherapeutic voriconazole concentration (>10 μg/mL).

Conclusions: This LC-MS/MS method for the quantification of 30 bile acids in human serum might apply a new analytical approach for liver function evaluation.

目的:胆汁酸稳态的破坏与多种肝脏疾病的发病和进展有关,包括药物性肝损伤(DILI)。建立了一种快速液相色谱-串联质谱(LC-MS/MS)定量测定人血清中30种胆汁酸的方法,并应用于伏立康唑治疗的侵袭性真菌感染患者的血清胆汁酸谱分析。方法:以稳定同位素编码胆汁酸为内标。血清样品(50 μL)中分析物采用蛋白沉淀法提取,采用Kinetex EVO C18色谱柱(50 × 2.1 mm, 2.6 μm)分离。在电喷雾负电离模式下,采用多重反应监测(MRM)进行检测。结果:所有30种胆汁酸在10 min内被充分分离,在测试的校准范围内具有良好的线性(r > 0.99)。准确度和精密度分别为85.42 ~ 114.3%和1.8 ~ 13.8%。基质效应、回收率、稳定性、稀释完整性均符合验收标准。伏立康唑超治疗浓度(bbb10 μg/mL)改变患者血清胆汁酸谱。结论:LC-MS/MS法定量测定人血清中30种胆汁酸,为肝功能评价提供了一种新的分析方法。
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引用次数: 0
Mitigation of pre-existing immunogenicity in ADA method development. 缓解ADA方法开发中预先存在的免疫原性。
IF 1.8 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-03 DOI: 10.1080/17576180.2026.2623034
Jihua Chen, Henry Zhao, Chris Gardner, Jianquan Wang, Meng Chen, Ming Li, Praveen Amancha, Manoj Rajadhyaksha, Ryan Pelto

Background: Immunogenicity assessments are critical for evaluating biological therapeutics. Preexisting immune reactivity can affect clinical safety and efficacy and confound anti-drug antibody (ADA) assay cut point determination, complicating identification of treatment-emergent ADA. In the ALXN-X program, approximately 50% of naïve human serum samples showed preexisting reactivity, with some signals exceeding background by more than 100-fold, challenging ADA method development (cut points, sensitivity, drug tolerance).

Methods: Competitive inhibition experiments were conducted to map the binding site of the preexisting reactivity and depletion with protein A/G agarose was performed to further characterize the preexisting reactivity. A modified ADA assay with an engineered drug molecule was developed to mitigate its impact on assay performance.

Results: This preexisting reactivity binds to the C-terminal conserved framework sequence of the drug molecule. Characterization indicated that the preexisting reactivity is likely attributable to immunoglobulins. The modified ADA assay can effectively mitigate the impact of the preexisting reactivity on the assay performance, while maintaining the ability to detect ADA response specific to the unique epitopes of ALXN-X.

Conclusions: Preexisting, immunoglobulin-mediated reactivity targeting ALXN-X's Cterminal framework sequence complicates ADA assay performance. A modified ADA assay mitigates this interference while preserving detection of ALXN-X-specific ADA, supporting more reliable immunogenicity assessment.

背景:免疫原性评估是评价生物疗法的关键。预先存在的免疫反应性会影响临床安全性和有效性,并混淆抗药物抗体(ADA)检测切割点的确定,使治疗发生的ADA的识别复杂化。在ALXN-X项目中,大约50%的naïve人血清样品显示出预先存在的反应性,其中一些信号超过背景100倍以上,这对ADA方法的开发(切点、敏感性、耐药性)提出了挑战。方法:通过竞争性抑制实验绘制原存在反应性的结合位点,并通过蛋白A/G琼脂糖消耗进一步表征原存在的反应性。开发了一种带有工程药物分子的改良ADA分析方法,以减轻其对分析性能的影响。结果:这种预先存在的反应性与药物分子的c端保守框架序列结合。表征表明先前存在的反应性可能归因于免疫球蛋白。改进后的ADA检测可以有效地减轻先前存在的反应性对检测性能的影响,同时保持检测针对ALXN-X独特表位的ADA反应的能力。结论:先前存在的针对ALXN-X Cterminal框架序列的免疫球蛋白介导的反应性使ADA分析的性能复杂化。一种改进的ADA检测方法减轻了这种干扰,同时保留了alxn - x特异性ADA的检测,支持更可靠的免疫原性评估。
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引用次数: 0
Early pre-existing anti-drug antibody screening in biotherapeutic development: a cross-company perspective. 生物治疗开发中早期预先存在的抗药物抗体筛选:跨公司视角。
IF 1.8 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-01 DOI: 10.1080/17576180.2026.2612922
Shannon Howell, Yi Wen, Thomas Emrich, Janine Faigle

Pre-existing anti-drug antibodies (pre-ADA) pose a significant challenge in the development of biotherapeutics. This article underscores the importance of early pre-ADA screening in mitigating adverse immune responses and optimizing therapeutic efficacy. Drawing on collaborative insights from three pharmaceutical companies, the paper presents a comparative analysis of pre-ADA assessment strategies, including timing, assay formats, and risk thresholds. It details how each company integrates pre-ADA data into immunogenicity risk evaluation, emphasizing the shift toward earlier screening during lead candidate selection. The article also explores assay-specific considerations, such as detection sensitivity and isotype coverage, and outlines criteria for ranking molecular candidates based on pre-ADA reactivity. By characterizing positive pre-ADA responses and proposing standardized practices, the paper offers actionable guidance for incorporating pre-ADA screening into preclinical workflows. This work highlights the growing relevance of pre-ADA assessments in an increasingly complex biopharmaceutical landscape and advocates for harmonized methodologies to support the development of safe and effective medicines.

预先存在的抗药物抗体(pre-ADA)对生物治疗的发展提出了重大挑战。本文强调早期ada前筛查在减轻不良免疫反应和优化治疗效果方面的重要性。根据三家制药公司的合作见解,本文对ada前评估策略进行了比较分析,包括时间、检测格式和风险阈值。它详细介绍了每家公司如何将ada前的数据整合到免疫原性风险评估中,强调在主要候选药物选择过程中向早期筛查的转变。文章还探讨了分析特定的考虑因素,如检测灵敏度和同型覆盖率,并概述了基于ada前反应性对候选分子进行排名的标准。通过描述ada前的积极反应并提出标准化做法,本文为将ada前筛查纳入临床前工作流程提供了可操作的指导。这项工作突出表明,在日益复杂的生物制药环境中,ada前评估的相关性日益增强,并倡导采用统一的方法来支持安全有效药物的开发。
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引用次数: 0
Extracellular vesicle proteomics and metabolomics: analytical frameworks and translational insights. 细胞外囊泡蛋白质组学和代谢组学:分析框架和翻译见解。
IF 1.8 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-30 DOI: 10.1080/17576180.2026.2617928
Yasmine Fatima Akchiche, Mohamed El Fadel Ousmaal, Ali Zineddine Boumehira

In recent years, the study of extracellular vesicles (EVs) has gained increasing attention due to their pivotal role in intercellular communication and their potential as noninvasive biomarkers and innovative therapeutic tools. Their molecular cargo, shaped by the source cell and its microenvironment, offers an accurate mirror of cellular states and pathophysiological dynamics. Characterizing this content provides critical insights into disease mechanisms, while paving the way for novel diagnostic, prognostic and therapeutic strategies. Among their components, proteins and metabolites stand out for their functional relevance and biomarker potential. In this context, proteomics and metabolomics have emerged as key approaches to unravel the molecular complexity of EVs and clarify their biological functions, thereby advancing their translation into clinical applications. This review highlights the contributions of these disciplines, outlines associated analytical workflows, and discusses major technical challenges. A systematic literature search was conducted in PubMed, Web of Science, Scopus, and Google Scholar for studies published between 2012 and 2025, focusing on proteomic and metabolomic analyses of EVs. Emphasis is placed on the need for methodological consensus to standardize protocols, improve inter-laboratory reproducibility, and support the successful clinical application of EV-based strategies.

近年来,细胞外囊泡(EVs)因其在细胞间通讯中的关键作用以及作为无创生物标志物和创新治疗工具的潜力而受到越来越多的关注。它们的分子货物由源细胞及其微环境塑造,提供了细胞状态和病理生理动力学的准确镜像。表征这一内容提供了对疾病机制的关键见解,同时为新的诊断、预后和治疗策略铺平了道路。在它们的成分中,蛋白质和代谢物因其功能相关性和生物标志物潜力而脱颖而出。在这种背景下,蛋白质组学和代谢组学已经成为揭示ev分子复杂性和阐明其生物学功能的关键方法,从而促进其转化为临床应用。这篇综述强调了这些学科的贡献,概述了相关的分析工作流程,并讨论了主要的技术挑战。系统检索PubMed、Web of Science、Scopus和b谷歌Scholar网站2012 - 2025年间发表的研究,重点研究电动汽车的蛋白质组学和代谢组学分析。重点是需要在方法上达成共识,以标准化方案,提高实验室间的可重复性,并支持基于ev的策略的成功临床应用。
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引用次数: 0
Determination of R/S-enantiomers of methamphetamine and amphetamine in human hair with chiral stationary phase LC-MS/MS. 手性固定相LC-MS/MS测定人头发中甲基苯丙胺和安非他明的R/ s对映体。
IF 1.8 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-30 DOI: 10.1080/17576180.2026.2623033
Yunfeng Zhang, Yong Liu, Chao Yuan, Weiwei Zhuge, Bo Zou, Linpei Dong, Xiaojun Wu, Zheng Ouyang, Manman Zhang, Haixing Wang

Background: As the synthetic abused drug with high addictive potential, methamphetamine (METH) and its major metabolite amphetamine (AMP) are chiral compounds. The S-enantiomer of METH is primarily abused because of its potent psychoactive effects, whereas the R-enantiomer may originate from the metabolism of selegiline, a prescription medication for Parkinson's disease.

Research design and methods: This research aimed to develop a robust and reliable analytical method to distinguish illicit METH abuse from legal selegiline therapy. A novel, simplified chiral stationary phase liquid chromatography-tandem mass spectrometry (CSP-LC-MS/MS) method was developed and validated for the rapid determination of R- and S-enantiomers of METH and AMP in human hair, eliminating the need for derivatization pretreatment.

Results: Employing an Agilent Chiral-V column under isocratic conditions, the developed CSP-LC-MS/MS method achieved efficient baseline separation (resolution ≥2) and rapid quantification of the R/S enantiomers of METH and AMP within 10 min. Analysis of hair samples from three METH abusers revealed a predominance of the S-enantiomers. Conversely, only the R-enantiomer was detected in the hair of a selegiline user.

Conclusions: This research enables precise enantiomer differentiation, offering critical insights into drug metabolism and forensic discrimination between illicit METH abuse and legitimate selegiline treatment.

背景:甲基苯丙胺(methamphetamine, METH)及其主要代谢物安非他明(amphetamine, AMP)是手性化合物,是一种具有高度成瘾性的人工合成滥用药物。甲基苯丙胺的s -对映体主要是由于其强大的精神作用而被滥用,而r -对映体可能来自于治疗帕金森氏症的处方药塞来吉兰的代谢。研究设计和方法:本研究旨在建立一种稳健可靠的分析方法,以区分非法滥用冰毒和合法的selegiline治疗。建立了一种新的简化手性固定相液相色谱-串联质谱(CSP-LC-MS/MS)方法,该方法可快速测定人头发中甲基安非他明和AMP的R-和s -对映体,无需衍生化预处理。结果:CSP-LC-MS/MS方法采用Agilent手性v柱,在等容条件下,实现了高效的基线分离(分辨率≥2),并在10 min内快速定量了甲基安非他明和AMP的R/S对映体。对三名冰毒滥用者头发样本的分析显示,s -对映体占主导地位。相反,只有r -对映体在selegiline使用者的头发中被检测到。结论:这项研究能够精确区分对映体,为药物代谢和非法滥用冰毒和合法的斯来吉兰治疗之间的法医鉴别提供重要见解。
{"title":"Determination of <i>R</i>/<i>S</i>-enantiomers of methamphetamine and amphetamine in human hair with chiral stationary phase LC-MS/MS.","authors":"Yunfeng Zhang, Yong Liu, Chao Yuan, Weiwei Zhuge, Bo Zou, Linpei Dong, Xiaojun Wu, Zheng Ouyang, Manman Zhang, Haixing Wang","doi":"10.1080/17576180.2026.2623033","DOIUrl":"https://doi.org/10.1080/17576180.2026.2623033","url":null,"abstract":"<p><strong>Background: </strong>As the synthetic abused drug with high addictive potential, methamphetamine (METH) and its major metabolite amphetamine (AMP) are chiral compounds. The <i>S</i>-enantiomer of METH is primarily abused because of its potent psychoactive effects, whereas the R-enantiomer may originate from the metabolism of selegiline, a prescription medication for Parkinson's disease.</p><p><strong>Research design and methods: </strong>This research aimed to develop a robust and reliable analytical method to distinguish illicit METH abuse from legal selegiline therapy. A novel, simplified chiral stationary phase liquid chromatography-tandem mass spectrometry (CSP-LC-MS/MS) method was developed and validated for the rapid determination of <i>R</i>- and S-enantiomers of METH and AMP in human hair, eliminating the need for derivatization pretreatment.</p><p><strong>Results: </strong>Employing an Agilent Chiral-V column under isocratic conditions, the developed CSP-LC-MS/MS method achieved efficient baseline separation (resolution ≥2) and rapid quantification of the <i>R</i>/<i>S</i> enantiomers of METH and AMP within 10 min. Analysis of hair samples from three METH abusers revealed a predominance of the <i>S</i>-enantiomers. Conversely, only the R-enantiomer was detected in the hair of a selegiline user.</p><p><strong>Conclusions: </strong>This research enables precise enantiomer differentiation, offering critical insights into drug metabolism and forensic discrimination between illicit METH abuse and legitimate selegiline treatment.</p>","PeriodicalId":8797,"journal":{"name":"Bioanalysis","volume":" ","pages":"1-10"},"PeriodicalIF":1.8,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146083501","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Managing the transition: switching bioanalytical laboratories during a clinical trial - a sponsor's perspective. 管理过渡:在临床试验期间切换生物分析实验室-赞助商的观点。
IF 1.8 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-22 DOI: 10.1080/17576180.2026.2617265
Ketaki Deshpande, Mira Hong, Mark Ware, Ming Li, Mark Dysinger

Bioanalytical (BA) data are foundational to clinical trial integrity and regulatory success. Yet, circumstances such as regulatory noncompliance, operational disruptions, resource limitations, or evolving analytical needs can necessitate a BA laboratory transition during a clinical trial. Through the lens of a real-world case study and supported by broader industry experience, this manuscript explores the operational, scientific, and regulatory challenges of BA laboratory transitions. We examine four potential scenarios that trigger such changes, the risks to data continuity and compliance, and the significant implications for sponsors. The manuscript outlines actionable, multidisciplinary strategies for managing transitions: from vendor qualification and project planning to Corrective and Preventive Action (CAPA) implementation, method transfer, and ongoing performance assessment. When guided by early risk recognition, transparent communication, and organizational learning, laboratory transitions though challenging, can be successfully navigated to protect trial outcomes and strengthen the resilience of clinical programs.

生物分析(BA)数据是临床试验完整性和监管成功的基础。然而,诸如法规不符合、操作中断、资源限制或不断发展的分析需求等情况可能需要在临床试验期间进行BA实验室转换。通过现实世界的案例研究的镜头和更广泛的行业经验的支持,这份手稿探讨了BA实验室转型的操作,科学和监管挑战。我们研究了引发此类变化的四种潜在情况,数据连续性和合规性的风险,以及对赞助商的重大影响。该手稿概述了管理过渡的可操作的多学科策略:从供应商资格和项目计划到纠正和预防措施(CAPA)的实施、方法转移和持续的绩效评估。在早期风险识别、透明沟通和组织学习的指导下,实验室过渡虽然具有挑战性,但可以成功地进行,以保护试验结果并加强临床项目的弹性。
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引用次数: 0
Correction. 修正。
IF 1.8 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-19 DOI: 10.1080/17576180.2026.2619351
{"title":"Correction.","authors":"","doi":"10.1080/17576180.2026.2619351","DOIUrl":"10.1080/17576180.2026.2619351","url":null,"abstract":"","PeriodicalId":8797,"journal":{"name":"Bioanalysis","volume":" ","pages":"1"},"PeriodicalIF":1.8,"publicationDate":"2026-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146002934","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Accurate quantification of anti-drug antibodies against each unique Fab of a bispecific antibody using an ECL bridging assay. 使用ECL桥接法准确定量抗药物抗体针对双特异性抗体的每个独特Fab。
IF 1.8 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-18 DOI: 10.1080/17576180.2026.2617254
Blake A Rowe, Kimberly J Reese, Kelly McGrath, Amy Concannon, Ann M Schwartz, George R Gunn

Aim: To develop an anti-drug antibody (ADA) assay for a bispecific antibody (bsAb) we will refer to as Drug-1, and to quantify the ADAs against each specific fragment antigen-binding (Fab) site of Drug-1.

Materials and methods: Here we use two additional unlabeled monoclonal antibodies (mAbs) Drug-2 & Drug-3 in an ADA confirmation assay format. Drugs-2 & -3 have the same targets as the two Fabs of Drug-1, facilitating our aim to measure and quantify the anti-drug Abs against each specific Fab of Drug-1 by signal inhibition.

Results and conclusion: By using the combination of a screening and a dual confirmation assay format, we were able to accurately quantify the ADAs against each specific Fab of the bsAb Drug-1.

目的:建立Drug-1双特异性抗体(bsAb)的抗药物抗体(ADA)测定方法,并定量测定Drug-1每个特异片段抗原结合(Fab)位点的ADA。材料和方法:在ADA确认试验格式中,我们使用另外两种未标记的单克隆抗体(mab) Drug-2和Drug-3。Drugs-2和-3与Drug-1的两个Fab具有相同的靶点,便于我们通过信号抑制来测量和量化针对Drug-1的每个特定Fab的抗药抗体。结果和结论:通过结合筛选和双重确认分析格式,我们能够准确地量化针对bsAb Drug-1的每个特定Fab的ADAs。
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引用次数: 0
Augmenting immunogenicity workflows with AI and real-world evidence: failure points, tools, and a closed-loop operational blueprint. 利用人工智能和真实世界证据增强免疫原性工作流程:故障点、工具和闭环操作蓝图。
IF 1.8 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-13 DOI: 10.1080/17576180.2026.2614302
Ahmad Z Al Meslamani, Anan S Jarab, Eman Merghani Ali Mohammed

Immunogenicity undermines the safety and effectiveness of biologics and emerging modalities. Routine workflows are constrained by drug/target interference in binding assays, matrix and dilution biases in functional assays, fragile cellular/innate readouts, and the difficulty of translating titers into patient-level risk. Advances in artificial intelligence (AI) and real-world evidence (RWE) offer practical remedies. This narrative review searched five search engines and databases and included evidence from published original research, reviews, and regulatory data, and reports between 2022 and 2025. It identifies common failure locations and links them to practical AI and RWE solutions. We outline the regulatory and data underpinnings for decision-grade RWE, provide a closed-loop blueprint, and summarize recent developments in T- and B-cell epitope prediction, neoantigen prioritization, and pharmacovigilance/NLP pipelines for case deduplication and normalization: Define laboratory panels and computable phenotypes, map multi-source data to a common model, deduplicate, train transparent internally validated models, externally validate across distributed networks, route outputs to clinic/lab actions, and continuously monitor for drift with auditable updates. AI-augmented RWE can replace assay-centric snapshots in immunogenicity assessment with a learning system that focusses on clinically significant ADA/NAb effects, targets limited laboratory resources, speeds up signal verification, and enhances post-market vigilance.

免疫原性破坏了生物制剂和新兴模式的安全性和有效性。常规工作流程受到以下因素的限制:结合分析中的药物/靶标干扰、功能分析中的基质和稀释偏差、脆弱的细胞/先天读数以及将滴度转化为患者水平风险的困难。人工智能(AI)和现实世界证据(RWE)的进步提供了切实可行的补救措施。这篇叙述性综述检索了5个搜索引擎和数据库,包括来自已发表的原始研究、综述、监管数据和2022年至2025年间的报告的证据。它可以识别常见的故障位置,并将其与实际的AI和RWE解决方案联系起来。我们概述了决策级RWE的监管和数据基础,提供了一个闭环蓝图,并总结了T和b细胞表位预测、新抗原优先排序和药物警戒/NLP管道的最新进展,用于病例重复和规范化。定义实验室面板和可计算表型,将多源数据映射到公共模型,重复数据删除,训练透明的内部验证模型,跨分布式网络进行外部验证,将输出路由到诊所/实验室操作,并通过可审计的更新持续监控漂移。人工智能增强RWE可以用一个专注于临床意义的ADA/NAb效应的学习系统取代以检测为中心的免疫原性评估快照,针对有限的实验室资源,加速信号验证,并增强上市后的警惕性。
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引用次数: 0
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