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Selection of target-binding proteins from the information of weakly enriched phage display libraries by deep sequencing and machine learning. 利用深度测序和机器学习技术从弱富集噬菌体展示文库信息中选择靶结合蛋白。
IF 5.3 2区 医学 Q1 Medicine Pub Date : 2023-01-01 DOI: 10.1080/19420862.2023.2168470
Tomoyuki Ito, Thuy Duong Nguyen, Yutaka Saito, Yoichi Kurumida, Hikaru Nakazawa, Sakiya Kawada, Hafumi Nishi, Koji Tsuda, Tomoshi Kameda, Mitsuo Umetsu

Despite the advances in surface-display systems for directed evolution, variants with high affinity are not always enriched due to undesirable biases that increase target-unrelated variants during biopanning. Here, our goal was to design a library containing improved variants from the information of the "weakly enriched" library where functional variants were weakly enriched. Deep sequencing for the previous biopanning result, where no functional antibody mimetics were experimentally identified, revealed that weak enrichment was partly due to undesirable biases during phage infection and amplification steps. The clustering analysis of the deep sequencing data from appropriate steps revealed no distinct sequence patterns, but a Bayesian machine learning model trained with the selected deep sequencing data supplied nine clusters with distinct sequence patterns. Phage libraries were designed on the basis of the sequence patterns identified, and four improved variants with target-specific affinity (EC50 = 80-277 nM) were identified by biopanning. The selection and use of deep sequencing data without undesirable bias enabled us to extract the information on prospective variants. In summary, the use of appropriate deep sequencing data and machine learning with the sequence data has the possibility of finding sequence space where functional variants are enriched.

尽管在定向进化的表面显示系统方面取得了进展,但由于在生物筛选过程中不受欢迎的偏差增加了与靶标无关的变异,具有高亲和力的变异并不总是丰富的。在这里,我们的目标是设计一个库,包含来自“弱富集”库的信息的改进变体,其中功能变体是弱富集的。对先前的生物筛选结果进行深度测序,在实验中没有发现功能性抗体模拟物,结果显示弱富集部分是由于噬菌体感染和扩增步骤中不希望出现的偏差。从适当的步骤对深度测序数据进行聚类分析,没有发现明显的序列模式,但使用所选深度测序数据训练的贝叶斯机器学习模型提供了9个具有明显序列模式的聚类。根据鉴定的噬菌体序列模式设计噬菌体文库,通过生物筛选鉴定出4个具有特异性亲和力(EC50 = 80 ~ 277 nM)的改进变体。深度测序数据的选择和使用没有不希望的偏差,使我们能够提取有关潜在变异的信息。总之,使用适当的深度测序数据和机器学习序列数据有可能找到功能变体丰富的序列空间。
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引用次数: 1
Interplay of heavy chain introns influences efficient transcript splicing and affects product quality of recombinant biotherapeutic antibodies from CHO cells. 重链内含子的插入影响有效的转录物剪接,并影响来自CHO细胞的重组生物治疗抗体的产品质量。
IF 5.3 2区 医学 Q1 Medicine Pub Date : 2023-01-01 DOI: 10.1080/19420862.2023.2242548
Emma Kelsall, Claire Harris, Titash Sen, Diane Hatton, Sarah Dunn, Suzanne Gibson

Introns are included in genes encoding therapeutic proteins for their well-documented function of boosting expression. However, mis-splicing of introns in recombinant immunoglobulin (IgG) heavy chain (HC) transcripts can produce amino acid sequence product variants. These variants can affect product quality; therefore, purification process optimization may be needed to remove them, or if they cannot be removed, then in-depth characterization must be carried out to understand their effects on biological activity. In this study, HC transgene engineering approaches were investigated and were successful in significantly reducing the previously identified IgG HC splice variants to <0.5%. Subsequently, a comprehensive evaluation was conducted to understand the influence of the different introns in the HC genes on the expression of recombinant biotherapeutic antibodies. The data revealed an unexpected cooperation between specific introns for efficient splicing, where intron retention led to significant reductions in IgG expression of up to 75% for some intron combinations. Furthermore, it was shown that HC introns could be fully removed without significantly affecting productivity. This work paves the way for future biotherapeutic antibody transgene design with regard to inclusion of HC introns. By removing unnecessary introns, transgene mRNA transcript will no longer be mis-spliced, thereby eliminating HC splice variants and improving antibody product quality.

内含子被包含在编码治疗蛋白的基因中,因为它们具有充分证明的促进表达的功能。然而,重组免疫球蛋白(IgG)重链(HC)转录物中内含子的错误剪接可以产生氨基酸序列产物变体。这些变体可能会影响产品质量;因此,可能需要优化纯化工艺来去除它们,或者如果不能去除,则必须进行深入的表征,以了解它们对生物活性的影响。在这项研究中,研究了HC转基因工程方法,并成功地将先前鉴定的IgG HC剪接变异体显著减少到
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引用次数: 0
Strategies for clinical dose optimization of T cell-engaging therapies in oncology. 肿瘤中T细胞参与治疗的临床剂量优化策略。
IF 5.3 2区 医学 Q1 Medicine Pub Date : 2023-01-01 DOI: 10.1080/19420862.2023.2181016
Kathryn Ball, Simon J Dovedi, Pavan Vajjah, Alex Phipps

Innovative approaches in the design of T cell-engaging (TCE) molecules are ushering in a new wave of promising immunotherapies for the treatment of cancer. Their mechanism of action, which generates an in trans interaction to create a synthetic immune synapse, leads to complex and interconnected relationships between the exposure, efficacy, and toxicity of these drugs. Challenges thus arise when designing optimal clinical dose regimens for TCEs with narrow therapeutic windows, with a variety of dosing strategies being evaluated to mitigate key side effects such as cytokine release syndrome, neurotoxicity, and on-target off-tumor toxicities. This review evaluates the current approaches to dose optimization throughout the preclinical and clinical development of TCEs, along with perspectives for improvement of these strategies. Quantitative approaches used to aid the understanding of dose-exposure-response relationships are highlighted, along with opportunities to guide the rational design of next-generation TCE molecules, and optimize their dose regimens in patients.

T细胞接合(TCE)分子设计的创新方法正在引领一波有前途的癌症免疫疗法的新浪潮。它们的作用机制,产生反式相互作用,产生合成免疫突触,导致这些药物的暴露、疗效和毒性之间复杂而相互关联的关系。因此,在为窄治疗窗口的TCEs设计最佳临床剂量方案时出现了挑战,需要评估各种给药策略以减轻关键副作用,如细胞因子释放综合征、神经毒性和靶向非肿瘤毒性。本综述评估了目前在tce临床前和临床开发过程中剂量优化的方法,以及改进这些策略的观点。强调了用于帮助理解剂量-暴露-反应关系的定量方法,以及指导下一代TCE分子的合理设计和优化患者剂量方案的机会。
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引用次数: 4
Multivalent design of the monoclonal SynO2 antibody improves binding strength to soluble α-Synuclein aggregates. 单克隆SynO2抗体的多价设计提高了与可溶性α-突触核蛋白聚集体的结合强度。
IF 5.3 2区 医学 Q1 Medicine Pub Date : 2023-01-01 Epub Date: 2023-09-22 DOI: 10.1080/19420862.2023.2256668
Inga Petersen, Muhammad Ilyas Ali, Alex Petrovic, Anders Jimmy Ytterberg, Karin Staxäng, Monika Hodik, Fadi Rofo, Sina Bondza, Greta Hultqvist

Soluble aggregates are reported to be the most neurotoxic species of α-Synuclein (αSyn) in Parkinson's disease (PD) and hence are a promising target for diagnosis and treatment of PD. However, the predominantly intracellular location of αSyn limits its accessibility, especially for antibody-based molecules and prompts the need for exceptionally strong soluble αSyn aggregate binders to enhance their sensitivity and efficacy for targeting the extracellular αSyn pool. In this study, we have created the multivalent antibodies TetraSynO2 and HexaSynO2, derived from the αSyn oligomer-specific antibody SynO2, to increase avidity binding to soluble αSyn aggregate species through more binding sites in close proximity. The multivalency was achieved through recombinant fusion of single-chain variable fragments of SynO2 to the antibodies' original N-termini. Our ELISA results indicated a 20-fold increased binding strength of the multivalent formats to αSyn aggregates, while binding to αSyn monomers and unspecific binding to amyloid β protofibrils remained low. Kinetic analysis using LigandTracer revealed that only 80% of SynO2 bound bivalently to soluble αSyn aggregates, whereas the proportion of TetraSynO2 and HexaSynO2 binding bi- or multivalently to soluble αSyn aggregates was increased to ~ 95% and 100%, respectively. The overall improved binding strength of TetraSynO2 and HexaSynO2 implies great potential for immunotherapeutic and diagnostic applications with targets of limited accessibility, like extracellular αSyn aggregates. The ability of the multivalent antibodies to bind a wider range of αSyn aggregate species, which are not targetable by conventional bivalent antibodies, thus could allow for an earlier and more effective intervention in the progression of PD.

据报道,可溶性聚集体是帕金森病(PD)中最具神经毒性的α-突触核蛋白(αSyn),因此是诊断和治疗PD的一个有前途的靶点。然而,αSyn主要位于细胞内,限制了其可及性,特别是对于基于抗体的分子,并促使需要特别强的可溶性αSyn聚集体粘合剂以增强其靶向细胞外αSyn库的敏感性和功效。在这项研究中,我们创建了多价抗体TetraSynO2和HexaSynO2,来源于αSyn寡聚物特异性抗体SynO2,以通过更多的紧密结合位点增加与可溶性αSyn聚集体物种的亲和力结合。通过将SynO2的单链可变片段重组融合到抗体的原始N-末端来实现多价性。我们的ELISA结果表明,多价形式与α-Syn聚集体的结合强度增加了20倍,而与α-Sin单体的结合和与淀粉样蛋白β原纤维的非特异性结合仍然很低。使用LigandTracer的动力学分析显示,只有80%的SynO2与可溶性αSyn聚集体二价结合,而与可溶性αSyn聚集体双价或多价结合的TetraSynO2和HexaSynO2的比例增加到 ~ 分别为95%和100%。TetraSynO2和HexaSynO2的结合强度总体上有所提高,这意味着在免疫治疗和诊断应用方面具有巨大潜力,其靶点的可及性有限,如细胞外αSyn聚集体。多价抗体结合更广泛的αSyn聚集物物种的能力是传统二价抗体无法靶向的,因此可以更早、更有效地干预PD的进展。
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引用次数: 0
Delivery of the Brainshuttle™ amyloid-beta antibody fusion trontinemab to non-human primate brain and projected efficacious dose regimens in humans. 头脑风暴的传递™ 淀粉样蛋白-β抗体融合曲汀单抗对非人类灵长类动物大脑的作用,并预测了在人类中的有效剂量方案。
IF 5.3 2区 医学 Q1 Medicine Pub Date : 2023-01-01 Epub Date: 2023-10-12 DOI: 10.1080/19420862.2023.2261509
Hans Peter Grimm, Vanessa Schumacher, Martin Schäfer, Sabine Imhof-Jung, Per-Ola Freskgård, Kevin Brady, Carsten Hofmann, Petra Rüger, Tilman Schlothauer, Ulrich Göpfert, Maximilian Hartl, Sylvia Rottach, Adrian Zwick, Shanon Seger, Rachel Neff, Jens Niewoehner, Niels Janssen

There are few treatments that slow neurodegeneration in Alzheimer's disease (AD), and while therapeutic antibodies are being investigated in clinical trials for AD treatment, their access to the central nervous system is restricted by the blood-brain barrier. This study investigates a bispecific modular fusion protein composed of gantenerumab, a fully human monoclonal anti- amyloid-beta (Aβ) antibody under investigation for AD treatment, with a human transferrin receptor 1-directed Brainshuttle™ module (trontinemab; RG6102, INN trontinemab). In vitro, trontinemab showed a similar binding affinity to fibrillar Aβ40 and Aβ plaques in human AD brain sections to gantenerumab. A single intravenous administration of trontinemab (10 mg/kg) or gantenerumab (20 mg/kg) to non-human primates (NHPs, Macaca fascicularis), was well tolerated in both groups. Immunohistochemistry indicated increased trontinemab uptake into the brain endothelial cell layer and parenchyma, and more homogeneous distribution, compared with gantenerumab. Brain and plasma pharmacokinetic (PK) parameters for trontinemab were estimated by nonlinear mixed-effects modeling with correction for tissue residual blood, indicating a 4-18-fold increase in brain exposure. A previously developed clinical PK/pharmacodynamic model of gantenerumab was adapted to include a brain compartment as a driver of plaque removal and linked to the allometrically scaled above model from NHP. The new brain exposure-based model was used to predict trontinemab dosing regimens for effective amyloid reduction. Simulations from these models were used to inform dosing of trontinemab in the first-in-human clinical trial.

很少有治疗方法能减缓阿尔茨海默病(AD)的神经退行性变,尽管治疗性抗体正在AD治疗的临床试验中进行研究,但它们进入中枢神经系统的途径受到血脑屏障的限制。本研究研究了一种双特异性模块化融合蛋白,该蛋白由甘特能单抗(一种正在研究用于AD治疗的全人类单克隆抗淀粉样蛋白β(aβ)抗体)和人转铁蛋白受体1导向脑脊髓炎组成™ 模块(曲汀单抗;RG6102,INN曲汀单抗)。在体外,曲汀单抗对原纤维aβ40和人AD脑切片中的aβ斑块显示出类似的结合亲和力。单次静脉注射曲坦单抗(10 mg/kg)或甘特能单抗(20 mg/kg)给非人类灵长类动物(NHPs,束猴)的剂量在两组中都具有良好的耐受性。免疫组织化学显示,与甘特能单抗相比,曲汀单抗在脑内皮细胞层和实质中的摄取增加,分布更加均匀。通过非线性混合效应模型估计了曲汀单抗的脑和血浆药代动力学(PK)参数,并对组织残留血液进行了校正,表明脑暴露量增加了4-18倍。先前开发的gantenerumab临床PK/药效学模型适用于包括作为斑块去除驱动因素的大脑隔室,并与来自NHP的异速缩放的上述模型相关联。新的基于脑暴露的模型用于预测曲汀单抗的给药方案,以有效减少淀粉样蛋白。在首次人体临床试验中,这些模型的模拟被用于告知曲坦单抗的剂量。
{"title":"Delivery of the Brainshuttle™ amyloid-beta antibody fusion trontinemab to non-human primate brain and projected efficacious dose regimens in humans.","authors":"Hans Peter Grimm, Vanessa Schumacher, Martin Schäfer, Sabine Imhof-Jung, Per-Ola Freskgård, Kevin Brady, Carsten Hofmann, Petra Rüger, Tilman Schlothauer, Ulrich Göpfert, Maximilian Hartl, Sylvia Rottach, Adrian Zwick, Shanon Seger, Rachel Neff, Jens Niewoehner, Niels Janssen","doi":"10.1080/19420862.2023.2261509","DOIUrl":"10.1080/19420862.2023.2261509","url":null,"abstract":"<p><p>There are few treatments that slow neurodegeneration in Alzheimer's disease (AD), and while therapeutic antibodies are being investigated in clinical trials for AD treatment, their access to the central nervous system is restricted by the blood-brain barrier. This study investigates a bispecific modular fusion protein composed of gantenerumab, a fully human monoclonal anti- amyloid-beta (Aβ) antibody under investigation for AD treatment, with a human transferrin receptor 1-directed Brainshuttle™ module (trontinemab; RG6102, INN trontinemab). <i>In vitro</i>, trontinemab showed a similar binding affinity to fibrillar Aβ<sub>40</sub> and Aβ plaques in human AD brain sections to gantenerumab. A single intravenous administration of trontinemab (10 mg/kg) or gantenerumab (20 mg/kg) to non-human primates (NHPs, <i>Macaca fascicularis</i>), was well tolerated in both groups. Immunohistochemistry indicated increased trontinemab uptake into the brain endothelial cell layer and parenchyma, and more homogeneous distribution, compared with gantenerumab. Brain and plasma pharmacokinetic (PK) parameters for trontinemab were estimated by nonlinear mixed-effects modeling with correction for tissue residual blood, indicating a 4-18-fold increase in brain exposure. A previously developed clinical PK/pharmacodynamic model of gantenerumab was adapted to include a brain compartment as a driver of plaque removal and linked to the allometrically scaled above model from NHP. The new brain exposure-based model was used to predict trontinemab dosing regimens for effective amyloid reduction. Simulations from these models were used to inform dosing of trontinemab in the first-in-human clinical trial.</p>","PeriodicalId":18206,"journal":{"name":"mAbs","volume":null,"pages":null},"PeriodicalIF":5.3,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/f7/9d/KMAB_15_2261509.PMC10572082.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41204580","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Approach to Multi-agent Systems as a Generalized Multi-synchronization Problem 多智能体系统的广义多同步问题研究
IF 5.3 2区 医学 Q1 Medicine Pub Date : 2023-01-01 DOI: 10.1007/978-3-031-22669-4
R. Martínez-Guerra, Juan Pablo Flores-Flores
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引用次数: 0
Monoclonal antibody and protein therapeutic formulations for subcutaneous delivery: high-concentration, low-volume vs. low-concentration, high-volume. 用于皮下递送的单克隆抗体和蛋白质治疗制剂:高浓度,低容量vs低浓度,高容量。
IF 5.3 2区 医学 Q1 Medicine Pub Date : 2023-01-01 Epub Date: 2023-11-27 DOI: 10.1080/19420862.2023.2285277
M Desai, A Kundu, M Hageman, H Lou, D Boisvert

Biologic drugs are used to treat a variety of cancers and chronic diseases. While most of these treatments are administered intravenously by trained healthcare professionals, a noticeable trend has emerged favoring subcutaneous (SC) administration. SC administration of biologics poses several challenges. Biologic drugs often require higher doses for optimal efficacy, surpassing the low volume capacity of traditional SC delivery methods like autoinjectors. Consequently, high concentrations of active ingredients are needed, creating time-consuming formulation obstacles. Alternatives to traditional SC delivery systems are therefore needed to support higher-volume biologic formulations and to reduce development time and other risks associated with high-concentration biologic formulations. Here, we outline key considerations for SC biologic drug formulations and delivery and explore a paradigm shift: the flexibility afforded by low-to-moderate-concentration drugs in high-volume formulations as an alternative to the traditionally difficult approach of high-concentration, low-volume SC formulation delivery.

生物药物用于治疗各种癌症和慢性疾病。虽然大多数这些治疗都是由训练有素的医疗保健专业人员静脉注射,但皮下(SC)给药的明显趋势已经出现。生物制剂的SC管理提出了几个挑战。生物药物通常需要更高的剂量才能达到最佳效果,这超过了传统的皮下注射方法(如自体注射器)的低体积容量。因此,需要高浓度的活性成分,造成耗时的配方障碍。因此,需要传统SC输送系统的替代方案来支持更大容量的生物制剂,并减少与高浓度生物制剂相关的开发时间和其他风险。在这里,我们概述了SC生物药物制剂和递送的关键考虑因素,并探讨了一种范式转变:低至中等浓度的药物在大批量制剂中提供的灵活性,作为传统的高浓度、小批量SC制剂递送方法的替代方案。
{"title":"Monoclonal antibody and protein therapeutic formulations for subcutaneous delivery: high-concentration, low-volume vs. low-concentration, high-volume.","authors":"M Desai, A Kundu, M Hageman, H Lou, D Boisvert","doi":"10.1080/19420862.2023.2285277","DOIUrl":"10.1080/19420862.2023.2285277","url":null,"abstract":"<p><p>Biologic drugs are used to treat a variety of cancers and chronic diseases. While most of these treatments are administered intravenously by trained healthcare professionals, a noticeable trend has emerged favoring subcutaneous (SC) administration. SC administration of biologics poses several challenges. Biologic drugs often require higher doses for optimal efficacy, surpassing the low volume capacity of traditional SC delivery methods like autoinjectors. Consequently, high concentrations of active ingredients are needed, creating time-consuming formulation obstacles. Alternatives to traditional SC delivery systems are therefore needed to support higher-volume biologic formulations and to reduce development time and other risks associated with high-concentration biologic formulations. Here, we outline key considerations for SC biologic drug formulations and delivery and explore a paradigm shift: the flexibility afforded by low-to-moderate-concentration drugs in high-volume formulations as an alternative to the traditionally difficult approach of high-concentration, low-volume SC formulation delivery.</p>","PeriodicalId":18206,"journal":{"name":"mAbs","volume":null,"pages":null},"PeriodicalIF":5.3,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10793682/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138445259","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Blueprint for antibody biologics developability. 抗体生物制剂的发展蓝图。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2023-01-01 DOI: 10.1080/19420862.2023.2185924
Carl Mieczkowski, Xuejin Zhang, Dana Lee, Khanh Nguyen, Wei Lv, Yanling Wang, Yue Zhang, Jackie Way, Jean-Michel Gries

Large-molecule antibody biologics have revolutionized medicine owing to their superior target specificity, pharmacokinetic and pharmacodynamic properties, safety and toxicity profiles, and amenability to versatile engineering. In this review, we focus on preclinical antibody developability, including its definition, scope, and key activities from hit to lead optimization and selection. This includes generation, computational and in silico approaches, molecular engineering, production, analytical and biophysical characterization, stability and forced degradation studies, and process and formulation assessments. More recently, it is apparent these activities not only affect lead selection and manufacturability, but ultimately correlate with clinical progression and success. Emerging developability workflows and strategies are explored as part of a blueprint for developability success that includes an overview of the four major molecular properties that affect all developability outcomes: 1) conformational, 2) chemical, 3) colloidal, and 4) other interactions. We also examine risk assessment and mitigation strategies that increase the likelihood of success for moving the right candidate into the clinic.

大分子抗体生物制剂因其卓越的靶点特异性、药代动力学和药效学特性、安全性和毒性特征以及多功能工程适应性,给医学带来了革命性的变化。在这篇综述中,我们将重点讨论临床前抗体可开发性,包括其定义、范围以及从命中到先导物优化和选择的关键活动。这包括生成、计算和硅学方法、分子工程、生产、分析和生物物理表征、稳定性和强制降解研究以及工艺和制剂评估。最近,这些活动显然不仅影响到先导药物的选择和可制造性,而且最终与临床进展和成功相关。作为可开发性成功蓝图的一部分,本报告探讨了新兴的可开发性工作流程和策略,其中包括对影响所有可开发性结果的四大分子特性的概述:1) 构象、2) 化学、3) 胶体和 4) 其他相互作用。我们还研究了风险评估和缓解策略,以提高将合适的候选药物成功推向临床的可能性。
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引用次数: 0
Deciphering cross-species reactivity of LAMP-1 antibodies using deep mutational epitope mapping and AlphaFold. 利用深度突变表位图谱和 AlphaFold 解密 LAMP-1 抗体的跨物种反应性。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2023-01-01 DOI: 10.1080/19420862.2023.2175311
Tiphanie Pruvost, Magali Mathieu, Steven Dubois, Bernard Maillère, Emmanuelle Vigne, Hervé Nozach

Delineating the precise regions on an antigen that are targeted by antibodies has become a key step for the development of antibody therapeutics. X-ray crystallography and cryogenic electron microscopy are considered the gold standard for providing precise information about these binding sites at atomic resolution. However, they are labor-intensive and a successful outcome is not guaranteed. We used deep mutational scanning (DMS) of the human LAMP-1 antigen displayed on yeast surface and leveraged next-generation sequencing to observe the effect of individual mutants on the binding of two LAMP-1 antibodies and to determine their functional epitopes on LAMP-1. Fine-tuned epitope mapping by DMS approaches is augmented by knowledge of experimental antigen structure. As human LAMP-1 structure has not yet been solved, we used the AlphaFold predicted structure of the full-length protein to combine with DMS data and ultimately finely map antibody epitopes. The accuracy of this method was confirmed by comparing the results to the co-crystal structure of one of the two antibodies with a LAMP-1 luminal domain. Finally, we used AlphaFold models of non-human LAMP-1 to understand the lack of mAb cross-reactivity. While both epitopes in the murine form exhibit multiple mutations in comparison to human LAMP-1, only one and two mutations in the Macaca form suffice to hinder the recognition by mAb B and A, respectively. Altogether, this study promotes a new application of AlphaFold to speed up precision mapping of antibody-antigen interactions and consequently accelerate antibody engineering for optimization.

确定抗体靶向抗原的精确区域已成为开发抗体疗法的关键步骤。X 射线晶体学和低温电子显微镜被认为是以原子分辨率提供这些结合位点精确信息的黄金标准。然而,这两种方法耗费大量人力物力,而且不能保证成功。我们对显示在酵母表面的人类 LAMP-1 抗原进行了深度突变扫描(DMS),并利用下一代测序技术观察了单个突变体对两种 LAMP-1 抗体结合的影响,并确定了它们在 LAMP-1 上的功能表位。通过DMS方法绘制的微调表位图通过实验抗原结构知识得到了加强。由于人类 LAMP-1 的结构尚未解决,我们使用全长蛋白质的 AlphaFold 预测结构与 DMS 数据相结合,最终精细绘制出抗体表位图。通过将结果与带有 LAMP-1 管腔结构域的两种抗体之一的共晶体结构进行比较,证实了这种方法的准确性。最后,我们使用非人类 LAMP-1 的 AlphaFold 模型来了解缺乏 mAb 交叉反应的情况。与人类LAMP-1相比,鼠类LAMP-1的两个表位都有多个突变,而猕猴LAMP-1只有一个和两个突变,这两个突变分别阻碍了mAb B和A的识别。总之,这项研究促进了 AlphaFold 的新应用,加快了抗体-抗原相互作用的精确制图,从而加速了抗体工程的优化。
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引用次数: 0
A glyco-engineering approach for site-specific conjugation to Fab glycans. Fab聚糖位点特异性偶联的糖工程方法。
IF 5.3 2区 医学 Q1 Medicine Pub Date : 2023-01-01 DOI: 10.1080/19420862.2022.2149057
Maria L Jaramillo, Traian Sulea, Yves Durocher, Mauro Acchione, Melissa J Schur, Anna Robotham, John F Kelly, Marie-France Goneau, Alma Robert, Yuneivy Cepero-Donates, Michel Gilbert

Effective processes for synthesizing antibody-drug conjugates (ADCs) require: 1) site-specific incorporation of the payload to avoid interference with binding to the target epitope, 2) optimal drug/antibody ratio to achieve sufficient potency while avoiding aggregation or solubility problems, and 3) a homogeneous product to facilitate approval by regulatory agencies. In conventional ADCs, the drug molecules are chemically attached randomly to antibody surface residues (typically Lys or Cys), which can interfere with epitope binding and targeting, and lead to overall product heterogeneity, long-term colloidal instability and unfavorable pharmacokinetics. Here, we present a more controlled process for generating ADCs where drug is specifically conjugated to only Fab N-linked glycans in a narrow ratio range through functionalized sialic acids. Using a bacterial sialytransferase, we incorporated N-azidoacetylneuraminic acid (Neu5NAz) into the Fab glycan of cetuximab. Since only about 20% of human IgG1 have a Fab glycan, we extended the application of this approach by using molecular modeling to introduce N-glycosylation sites in the Fab constant region of other therapeutic monoclonal antibodies. We used trastuzumab as a model for the incorporation of Neu5NAz in the novel Fab glycans that we designed. ADCs were generated by clicking the incorporated Neu5NAz with monomethyl auristatin E (MMAE) attached to a self-immolative linker terminated with dibenzocyclooctyne (DBCO). Through this process, we obtained cetuximab-MMAE and trastuzumab-MMAE with drug/antibody ratios in the range of 1.3 to 2.5. We confirmed that these ADCs still bind their targets efficiently and are as potent in cytotoxicity assays as control ADCs obtained by standard conjugation protocols. The site-directed conjugation to Fab glycans has the additional benefit of avoiding potential interference with effector functions that depend on Fc glycan structure.

有效的合成抗体-药物偶联物(adc)的工艺需要:1)有效载荷的位点特异性结合,以避免与目标表位的结合受到干扰;2)最佳的药物/抗体比例,以获得足够的效力,同时避免聚集或溶解度问题;3)均质产品,以方便监管机构的批准。在传统adc中,药物分子随机附着在抗体表面残基(通常为赖氨酸或胱氨酸)上,这可能干扰表位结合和靶向,导致整体产物异质性、长期胶体不稳定和不利的药代动力学。在这里,我们提出了一种更可控的生成adc的过程,其中药物通过功能化唾液酸在一个狭窄的比例范围内特异性地偶联到Fab n -链聚糖。利用细菌唾液转移酶,我们将n -叠氮多乙酰神经氨酸(Neu5NAz)掺入西妥昔单抗的Fab聚糖中。由于只有约20%的人IgG1具有Fab聚糖,我们通过使用分子模型在其他治疗性单克隆抗体的Fab恒定区引入n -糖基化位点,扩展了该方法的应用。我们使用曲妥珠单抗作为模型,将Neu5NAz纳入我们设计的新型Fab聚糖中。adc是通过点击掺入的Neu5NAz生成的,该Neu5NAz与单甲基aurisatin E (MMAE)连接在以二苯并环辛(DBCO)为末端的自溶连接体上。通过这一过程,我们获得了西妥昔单抗- mmae和曲妥珠单抗- mmae,药抗比在1.3 - 2.5之间。我们证实这些adc仍然有效地结合它们的靶标,并且在细胞毒性试验中与通过标准偶联方案获得的对照adc一样有效。与Fab聚糖的定点偶联具有避免对依赖于Fc聚糖结构的效应函数的潜在干扰的额外好处。
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引用次数: 1
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mAbs
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