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Development of a novel, high-throughput imaged capillary isoelectric focusing-Western method to characterize charge heterogeneity of monoclonal antibody heavy and light chains. 开发一种新型、高通量成像毛细管等电聚焦--西方法,用于表征单克隆抗体重链和轻链的电荷异质性。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-11-15 DOI: 10.1080/19420862.2024.2429414
Gangadhar Dhulipala, Alanna Broszeit, Kun Lu, Nisha Palackal, Erica Pyles

Charge heterogeneity is one of the commonly monitored quality attributes in biotherapeutics. It can impact the stability, efficacy, and safety of products, but it can also affect the pharmacokinetics, binding affinity, and overall biological activity of the molecules. Given the substantial size and complexity of antibodies, subtle variations or specific modifications that result in charge heterogeneity might be concealed when mAbs are analyzed under native conditions. Two-dimensional gel electrophoresis has traditionally been used to characterize antibody heavy chain (HC) and light chain (LC) charge variants. The procedures, however, are laborious, and the method is only qualitative. ChromiCE was developed as an alternative approach to provide quantitative analysis, but the method is also labor intensive, requiring separation of the HC and LC by chromatography before imaged capillary isoelectric focusing (iCIEF) analysis. We thus developed a novel, automated high-throughput iCIEF-Western method to directly quantify the HC and LC charge variants with high sensitivity under denatured and reduced conditions. The HC and LC charge variants are selectively characterized using detection antibodies specific to the HC or LC. In addition, the reduced, denatured iCIEF-Western method allows for the analysis of up to 96 samples overnight, offering good precision and high throughput with minimal analyst hands-on time. Further, the developed method can be applied in different aspects of drug development, such as comparability, release or stability testing given its ability to provide identity, as well as qualitative and quantitative comparative analysis.

电荷异质性是生物治疗药物中常被监测的质量属性之一。它不仅会影响产品的稳定性、有效性和安全性,还会影响分子的药代动力学、结合亲和力和整体生物活性。鉴于抗体的巨大尺寸和复杂性,在原生条件下分析 mAbs 时,可能会掩盖导致电荷异质性的微妙变化或特定修饰。二维凝胶电泳历来被用来表征抗体重链(HC)和轻链(LC)的电荷变异。然而,这种方法不仅费时费力,而且只能定性。ChromiCE 是作为提供定量分析的另一种方法而开发的,但这种方法也很费力,需要在成像毛细管等电聚焦(iCIEF)分析之前用色谱法分离 HC 和 LC。因此,我们开发了一种新颖的自动化高通量 iCIEF-Western 方法,可在变性和还原条件下高灵敏度地直接量化 HC 和 LC 电荷变体。使用针对 HC 或 LC 的特异性检测抗体可选择性地鉴定 HC 和 LC 电荷变体。此外,还原变性 iCIEF-Western 方法可在一夜之间分析多达 96 个样品,精度高、通量大,分析师的动手时间极短。此外,所开发的方法还可应用于药物开发的不同方面,如可比性、释放或稳定性测试,因为它能提供鉴定以及定性和定量比较分析。
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引用次数: 0
Antibodies to watch in 2024. 2024 年值得关注的抗体
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-01-05 DOI: 10.1080/19420862.2023.2297450
Silvia Crescioli, Hélène Kaplon, Alicia Chenoweth, Lin Wang, Jyothsna Visweswaraiah, Janice M Reichert

The 'Antibodies to Watch' article series provides an annual summary of commercially sponsored monoclonal antibody therapeutics currently in late-stage clinical development, regulatory review, and those recently granted a first approval in any country. In this installment, we discuss key details for 16 antibody therapeutics granted a first approval in 2023, as of November 17 (lecanemab (Leqembi), rozanolixizumab (RYSTIGGO), pozelimab (VEOPOZ), mirikizumab (Omvoh), talquetamab (Talvey), elranatamab (Elrexfio), epcoritamab (EPKINLY), glofitamab (COLUMVI), retifanlimab (Zynyz), concizumab (Alhemo), lebrikizumab (EBGLYSS), tafolecimab (SINTBILO), narlumosbart (Jinlitai), zuberitamab (Enrexib), adebrelimab (Arelili), and divozilimab (Ivlizi)). We briefly review 26 product candidates for which marketing applications are under consideration in at least one country or region, and 23 investigational antibody therapeutics that are forecast to enter regulatory review by the end of 2024 based on company disclosures. These nearly 50 product candidates include numerous innovative bispecific antibodies, such as odronextamab, ivonescimab, linvoseltamab, zenocutuzumab, and erfonrilimab, and antibody-drug conjugates, such as trastuzumab botidotin, patritumab deruxtecan, datopotamab deruxtecan, and MRG002, as well as a mixture of two immunocytokines (bifikafusp alfa and onfekafusp alfa). We also discuss clinical phase transition and overall approval success rates for antibody therapeutics, which are crucial to the biopharmaceutical industry because these rates inform decisions about resource allocation. Our analyses indicate that these molecules have approval success rates in the range of 14-32%, with higher rates associated with antibodies developed for non-cancer indications. Overall, our data suggest that antibody therapeutic development efforts by the biopharmaceutical industry are robust and increasingly successful.

值得关注的抗体 "系列文章对目前处于临床开发后期、监管审查和最近在任何国家获得首次批准的商业赞助单克隆抗体疗法进行了年度总结。在本期文章中,我们将讨论截至 11 月 17 日在 2023 年获得首次批准的 16 种抗体疗法(lecanemab (Leqembi)、rozanolixizumab (RYSTIGGO)、pozelimab (VEOPOZ)、mirikizumab (Omvoh)、talquetamab (Talvey))的主要细节、elranatamab(Elrexfio)、epcoritamab(EPKINLY)、glofitamab(COLUMVI)、retifanlimab(Zynyz)、concizumab(Alhemo)、lebrikizumab(EBGLYSS)、tafolecimab (SINTBILO)、narlumosbart (金立泰)、zuberitamab (Enrexib)、adebrelimab (Arelili) 和 divozilimab (Ivlizi))。我们简要回顾了至少有一个国家或地区正在考虑上市申请的 26 种候选产品,以及根据公司披露的信息预计将于 2024 年底进入监管审查的 23 种在研抗体疗法。这近 50 种候选产品包括许多创新的双特异性抗体,如 odronextamab、ivonescimab、linvoseltamab、zenocutuzumab 和 erfonrilimab,以及抗体-药物共轭物,如 trastuzumab botidotin、patritumab deruxtecan、datopotamab deruxtecan 和 MRG002,以及两种免疫细胞因子的混合物(bifikafusp alfa 和 onfekafusp alfa)。我们还讨论了抗体疗法的临床阶段转换和总体批准成功率,这对生物制药行业至关重要,因为这些成功率为资源分配决策提供了依据。我们的分析表明,这些分子的获批成功率在 14% 到 32% 之间,非癌症适应症抗体的获批成功率更高。总之,我们的数据表明,生物制药行业的抗体治疗研发工作正在蓬勃发展,而且越来越成功。
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引用次数: 0
Correction. 修正。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-12-04 DOI: 10.1080/19420862.2024.2436775
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引用次数: 0
Synthetic integrin antibodies discovered by yeast display reveal αV subunit pairing preferences with β subunits. 通过酵母展示发现的合成整合素抗体揭示了 αV 亚基与 β 亚基配对的偏好。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-06-18 DOI: 10.1080/19420862.2024.2365891
Yuxin Hao, Jiabin Yan, Courtney Fraser, Aiping Jiang, Murali Anuganti, Roushu Zhang, Kenneth Lloyd, Joseph Jardine, Jessica Coppola, Rob Meijers, Jing Li, Timothy A Springer

Integrins are cell surface receptors that mediate the interactions of cells with their surroundings and play essential roles in cell adhesion, migration, and homeostasis. Eight of the 24 integrins bind to the tripeptide Arg-Gly-Asp (RGD) motif in their extracellular ligands, comprising the RGD-binding integrin subfamily. Despite similarity in recognizing the RGD motif and some redundancy, these integrins can selectively recognize RGD-containing ligands to fulfill specific functions in cellular processes. Antibodies against individual RGD-binding integrins are desirable for investigating their specific functions, and were selected here from a synthetic yeast-displayed Fab library. We discovered 11 antibodies that exhibit high specificity and affinity toward their target integrins, i.e. αVβ3, αVβ5, αVβ6, αVβ8, and α5β1. Of these, six are function-blocking antibodies and contain a ligand-mimetic R(G/L/T)D motif in their CDR3 sequences. We report antibody-binding specificity, kinetics, and binding affinity for purified integrin ectodomains, as well as intact integrins on the cell surface. We further used these antibodies to reveal binding preferences of the αV subunit for its 5 β-subunit partners: β6 = β8 > β3 > β1 = β5.

整合素是介导细胞与其周围环境相互作用的细胞表面受体,在细胞粘附、迁移和稳态中发挥着重要作用。24 种整合素中有 8 种与细胞外配体中的三肽 Arg-Gly-Asp (RGD)基团结合,组成了 RGD 结合整合素亚家族。尽管这些整合素在识别 RGD 基序方面具有相似性和一定的冗余性,但它们可以选择性地识别含 RGD 的配体,从而在细胞过程中发挥特定的功能。针对单个 RGD 结合整合素的抗体是研究其特定功能的理想选择,我们从合成的酵母展示 Fab 库中筛选出了这些抗体。我们发现了 11 种对其目标整合素(即 αVβ3、αVβ5、αVβ6、αVβ8 和 α5β1)具有高特异性和亲和力的抗体。其中,六种是功能阻断型抗体,它们的 CDR3 序列中含有配体拟态 R(G/L/T)D 矩阵。我们报告了抗体结合的特异性、动力学以及与纯化的整合素外显子和细胞表面完整整合素的结合亲和力。我们进一步使用这些抗体揭示了αV亚基与其5个β亚基伙伴的结合偏好:β6 = β8 > β3 > β1 = β5。
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引用次数: 0
Impact of antibody architecture and paratope valency on effector functions of bispecific NKp30 x EGFR natural killer cell engagers. 抗体结构和副配位价对双特异性 NKp30 x 表皮生长因子受体自然杀伤细胞吸引器效应功能的影响。
IF 5.3 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-02-19 DOI: 10.1080/19420862.2024.2315640
Ammelie Svea Boje, Lukas Pekar, Katharina Koep, Britta Lipinski, Brian Rabinovich, Andreas Evers, Carina Lynn Gehlert, Steffen Krohn, Yanping Xiao, Simon Krah, Rinat Zaynagetdinov, Lars Toleikis, Sven Poetzsch, Matthias Peipp, Stefan Zielonka, Katja Klausz

Natural killer (NK) cells emerged as a promising effector population that can be harnessed for anti-tumor therapy. In this work, we constructed NK cell engagers (NKCEs) based on NKp30-targeting single domain antibodies (sdAbs) that redirect the cytotoxic potential of NK cells toward epidermal growth factor receptor (EGFR)-expressing tumor cells. We investigated the impact of crucial parameters such as sdAb location, binding valencies, the targeted epitope on NKp30, and the overall antibody architecture on the redirection capacity. Our study exploited two NKp30-specific sdAbs, one of which binds a similar epitope on NKp30 as its natural ligand B7-H6, while the other sdAb addresses a non-competing epitope. For EGFR-positive tumor targeting, humanized antigen-binding domains of therapeutic antibody cetuximab were used. We demonstrate that NKCEs bivalently targeting EGFR and bivalently engaging NKp30 are superior to monovalent NKCEs in promoting NK cell-mediated tumor cell lysis and that the architecture of the NKCE can substantially influence killing capacities depending on the NKp30-targeting sdAb utilized. While having a pronounced impact on NK cell killing efficacy, the capabilities of triggering antibody-dependent cellular phagocytosis or complement-dependent cytotoxicity were not significantly affected comparing the bivalent IgG-like NKCEs with cetuximab. However, the fusion of sdAbs can have a slight impact on the NK cell release of immunomodulatory cytokines, as well as on the pharmacokinetic profile of the NKCE due to unfavorable spatial orientation within the molecule architecture. Ultimately, our findings reveal novel insights for the engineering of potent NKCEs triggering the NKp30 axis.

自然杀伤(NK)细胞是一种很有前景的效应细胞群,可用于抗肿瘤治疗。在这项研究中,我们构建了基于 NKp30 靶向单域抗体(sdAb)的 NK 细胞吞噬因子(NKCEs),它能将 NK 细胞的细胞毒性潜能重新导向表皮生长因子受体(EGFR)表达的肿瘤细胞。我们研究了 sdAb 的位置、结合价、NKp30 上的靶标表位和整体抗体结构等关键参数对重定向能力的影响。我们的研究利用了两种 NKp30 特异性 sdAb,其中一种结合了 NKp30 上与其天然配体 B7-H6 相似的表位,而另一种 sdAb 则针对非竞争表位。为了靶向表皮生长因子受体阳性肿瘤,我们使用了治疗性抗体西妥昔单抗的人源化抗原结合域。我们的研究表明,在促进 NK 细胞介导的肿瘤细胞溶解方面,以表皮生长因子受体为靶点并与 NKp30 双价结合的 NKCE 优于单价 NKCE,而且 NKCE 的结构会极大地影响杀伤能力,具体取决于所使用的 NKp30 靶向 sdAb。二价 IgG 样 NKCE 与西妥昔单抗相比,虽然对 NK 细胞杀伤效力有明显影响,但引发抗体依赖性细胞吞噬或补体依赖性细胞毒性的能力并没有受到显著影响。然而,sdAbs 的融合会对 NK 细胞释放免疫调节细胞因子以及 NKCE 的药代动力学特征产生轻微影响,原因是分子结构中的空间取向不利。最终,我们的研究结果揭示了设计触发 NKp30 轴的强效 NKCE 的新见解。
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引用次数: 0
Biparatopic antibodies: therapeutic applications and prospects. 双位抗体:治疗应用与前景。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-03-04 DOI: 10.1080/19420862.2024.2310890
David L Niquille, Kyle M Fitzgerald, Nimish Gera

Biparatopic antibodies (bpAbs) bind distinct, non-overlapping epitopes on an antigen. This unique binding mode enables new mechanisms of action beyond monospecific and bispecific antibodies (bsAbs) that can make bpAbs effective therapeutics for various indications, including oncology and infectious diseases. Biparatopic binding can lead to superior affinity and specificity, promote antagonism, lock target conformation, and result in higher-order target clustering. Such antibody-target complexes can elicit strong agonism, increase immune effector function, or result in rapid target downregulation and lysosomal trafficking. These are not only attractive properties for therapeutic antibodies but are increasingly being explored for other modalities such as antibody-drug conjugates, T-cell engagers and chimeric antigen receptors. Recent advances in bpAb engineering have enabled the construction of ever more sophisticated formats that are starting to show promise in the clinic.

双特异性抗体(bpAbs)与抗原上不同的、不重叠的表位结合。这种独特的结合模式产生了超越单特异性抗体和双特异性抗体(bsAbs)的新作用机制,可使双特异性抗体成为包括肿瘤和传染病在内的各种适应症的有效疗法。双特异性结合可产生更强的亲和力和特异性,促进拮抗作用,锁定目标构象,并产生更高阶的目标聚类。这种抗体-靶点复合物可引起强烈的激动作用,增强免疫效应功能,或导致靶点快速下调和溶酶体转运。这些特性不仅对治疗性抗体很有吸引力,而且正越来越多地被用于其他方式,如抗体-药物共轭物、T 细胞诱导体和嵌合抗原受体。bpAb 工程技术的最新进展使得构建更复杂的形式成为可能,并开始在临床上显示出前景。
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引用次数: 0
Illuminating a biologics development challenge: systematic characterization of CHO cell-derived hydrolases identified in monoclonal antibody formulations. 揭示生物制剂开发的挑战:对单克隆抗体制剂中发现的 CHO 细胞衍生水解酶进行系统表征。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-07-10 DOI: 10.1080/19420862.2024.2375798
Melanie Maier, Linus Weiß, Nikolas Zeh, Valerie Schmieder-Todtenhaupt, Alireza Dehghani, Marius Nicolaus Felix, Daniel Heinzelmann, Benjamin Lindner, Moritz Schmidt, Joey Studts, Patrick Schulz, Bernd Reisinger, Kerstin Otte, Matthias Franzreb, Daniel Lakatos, Simon Fischer

Monoclonal antibodies (mAb) and other biological drugs are affected by enzymatic polysorbate (PS) degradation that reduces product stability and jeopardizes the supply of innovative medicines. PS represents a critical surfactant stabilizing the active pharmaceutical ingredients, which are produced by recombinant Chinese hamster ovary (CHO) cell lines. While the list of potential PS-degrading CHO host cell proteins (HCPs) has grown over the years, tangible data on industrially relevant HCPs are still scarce. By means of a highly sensitive liquid chromatography-tandem mass spectrometry method, we investigated seven different mAb products, resulting in the identification of 12 potentially PS-degrading hydrolases, including the strongly PS-degrading lipoprotein lipase (LPL). Using an LPL knockout CHO host cell line, we were able to stably overexpress and purify the remaining candidate hydrolases through orthogonal affinity chromatography methods, enabling their detailed functional characterization. Applying a PS degradation assay, we found nine mostly secreted, PS-active hydrolases with varying hydrolytic activity. All active hydrolases showed a serine-histidine-aspartate/glutamate catalytical triad. Further, we subjected the active hydrolases to pH-screenings and revealed a diverse range of activity optima, which can facilitate the identification of residual hydrolases during bioprocess development. Ultimately, we compiled our dataset in a risk matrix identifying PAF-AH, LIPA, PPT1, and LPLA2 as highly critical hydrolases based on their cellular expression, detection in purified antibodies, active secretion, and PS degradation activity. With this work, we pave the way toward a comprehensive functional characterization of PS-degrading hydrolases and provide a basis for a future reduction of PS degradation in biopharmaceutical drug products.

单克隆抗体(mAb)和其他生物药物会受到酶促聚山梨醇酯(PS)降解的影响,从而降低产品的稳定性,危及创新药物的供应。聚山梨醇酯是一种重要的表面活性剂,可稳定由重组中国仓鼠卵巢(CHO)细胞系生产的活性药物成分。多年来,可能降解 PS 的 CHO 宿主细胞蛋白(HCP)越来越多,但与工业相关的 HCP 的实际数据仍然很少。通过高灵敏度的液相色谱-串联质谱方法,我们研究了七种不同的 mAb 产品,最终确定了 12 种潜在的 PS 降解水解酶,其中包括强 PS 降解脂蛋白脂肪酶(LPL)。利用 LPL 基因敲除的 CHO 宿主细胞系,我们通过正交亲和层析方法稳定过表达和纯化了其余候选水解酶,并对它们进行了详细的功能表征。通过 PS 降解试验,我们发现了九种主要为分泌型、具有不同水解活性的 PS 活性水解酶。所有活性水解酶都显示出丝氨酸-组氨酸-天冬氨酸/谷氨酸催化三元组。此外,我们还对这些活性水解酶进行了 pH 筛选,结果发现它们具有多种最佳活性,这有助于在生物工艺开发过程中识别残余水解酶。最后,我们根据 PAF-AH、LIPA、PPT1 和 LPLA2 的细胞表达、纯化抗体中的检测结果、活性分泌和 PS 降解活性,将数据集汇编成一个风险矩阵,确定它们是高度关键的水解酶。通过这项工作,我们为全面描述 PS 降解水解酶的功能特性铺平了道路,并为今后减少生物制药产品中的 PS 降解提供了依据。
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引用次数: 0
Antibody-epitope conjugates deliver immunogenic T-cell epitopes more efficiently when close to cell surfaces. 抗体-表位共轭物在靠近细胞表面时能更有效地传递免疫原性 T 细胞表位。
IF 5.3 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-03-18 DOI: 10.1080/19420862.2024.2329321
W van der Wulp, W Luu, M E Ressing, J Schuurman, S I van Kasteren, L Guelen, R C Hoeben, B Bleijlevens, M H M Heemskerk

Antibody-mediated delivery of immunogenic viral CD8+ T-cell epitopes to redirect virus-specific T cells toward cancer cells is a promising new therapeutic avenue to increase the immunogenicity of tumors. Multiple strategies for viral epitope delivery have been shown to be effective. So far, most of these have relied on a free C-terminus of the immunogenic epitope for extracellular delivery. Here, we demonstrate that antibody-epitope conjugates (AECs) with genetically fused epitopes to the N-terminus of the antibody can also sensitize tumors for attack by virus-specific CD8+ T cells. AECs carrying epitopes genetically fused at the N-terminus of the light chains of cetuximab and trastuzumab demonstrate an even more efficient delivery of the T-cell epitopes compared to AECs with the epitope fused to the C-terminus of the heavy chain. We demonstrate that this increased efficiency is not caused by the shift in location of the cleavage site from the N- to the C-terminus, but by its increased proximity to the cell surface. We hypothesize that this facilitates more efficient epitope delivery. These findings not only provide additional insights into the mechanism of action of AECs but also broaden the possibilities for genetically fused AECs as an avenue for the redirection of multiple virus-specific T cells toward tumors.

抗体介导的免疫原性病毒 CD8+ T 细胞表位递送可将病毒特异性 T 细胞重新导向癌细胞,是一种很有希望的提高肿瘤免疫原性的新疗法。多种病毒表位递送策略已被证明是有效的。迄今为止,这些策略大多依赖于免疫原表位的游离 C 端进行细胞外递送。在这里,我们证明了将表位基因融合到抗体 N 端的抗体-表位共轭物(AECs)也能使肿瘤受到病毒特异性 CD8+ T 细胞的攻击。与将表位融合在重链 C 端的 AEC 相比,将表位基因融合在西妥昔单抗和曲妥珠单抗轻链 N 端的 AEC 能更有效地传递 T 细胞表位。我们证明,效率的提高并不是因为裂解位点从 N 端转移到了 C 端,而是因为裂解位点更接近细胞表面。我们假设这有利于更有效地传递表位。这些发现不仅让我们对 AECs 的作用机制有了更多的了解,而且拓宽了基因融合 AECs 作为将多种病毒特异性 T 细胞重新导向肿瘤的途径的可能性。
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引用次数: 0
Predicting deamidation and isomerization sites in therapeutic antibodies using structure-based in silico approaches. 利用基于结构的硅学方法预测治疗性抗体中的去酰胺化和异构化位点。
IF 5.3 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-03-28 DOI: 10.1080/19420862.2024.2333436
David Hoffmann, Joschka Bauer, Markus Kossner, Andrew Henry, Anne R Karow-Zwick, Giuseppe Licari

Asparagine (Asn) deamidation and aspartic acid (Asp) isomerization are common degradation pathways that affect the stability of therapeutic antibodies. These modifications can pose a significant challenge in the development of biopharmaceuticals. As such, the early engineering and selection of chemically stable monoclonal antibodies (mAbs) can substantially mitigate the risk of subsequent failure. In this study, we introduce a novel in silico approach for predicting deamidation and isomerization sites in therapeutic antibodies by analyzing the structural environment surrounding asparagine and aspartate residues. The resulting quantitative structure-activity relationship (QSAR) model was trained using previously published forced degradation data from 57 clinical-stage mAbs. The predictive accuracy of the model was evaluated for four different states of the protein structure: (1) static homology models, (2) enhancing low-frequency vibrational modes during short molecular dynamics (MD) runs, (3) a combination of (2) with a protonation state reassignment, and (4) conventional full-atomistic MD simulations. The most effective QSAR model considered the accessible surface area (ASA) of the residue, the pKa value of the backbone amide, and the root mean square deviations of both the alpha carbon and the side chain. The accuracy was further enhanced by incorporating the QSAR model into a decision tree, which also includes empirical information about the sequential successor and the position in the protein. The resulting model has been implemented as a plugin named "Forecasting Reactivity of Isomerization and Deamidation in Antibodies" in MOE software, completed with a user-friendly graphical interface to facilitate its use.

天冬酰胺(Asn)脱酰胺化和天冬氨酸(Asp)异构化是影响治疗性抗体稳定性的常见降解途径。这些修饰会对生物制药的开发构成重大挑战。因此,尽早设计和选择化学性质稳定的单克隆抗体(mAbs)可以大大降低后续失败的风险。在这项研究中,我们通过分析天冬酰胺和天冬氨酸残基周围的结构环境,介绍了一种预测治疗性抗体中脱氨和异构化位点的新型硅学方法。利用之前公布的 57 种临床阶段 mAbs 的强制降解数据,对由此产生的定量结构-活性关系(QSAR)模型进行了训练。针对蛋白质结构的四种不同状态,对模型的预测准确性进行了评估:(1) 静态同源模型;(2) 在短分子动力学(MD)运行过程中增强低频振动模式;(3) 将(2)与质子化状态重新分配相结合;(4) 传统的全原子 MD 模拟。最有效的 QSAR 模型考虑了残基的可触及表面积 (ASA)、骨架酰胺的 pKa 值以及α 碳和侧链的均方根偏差。将 QSAR 模型纳入决策树后,精确度进一步提高,决策树中还包含了有关顺序继承者和蛋白质中位置的经验信息。由此产生的模型已作为 MOE 软件中名为 "抗体中异构化和脱酰胺反应性预测 "的插件实施,并配有用户友好的图形界面,以方便使用。
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引用次数: 0
Large-scale data mining of four billion human antibody variable regions reveals convergence between therapeutic and natural antibodies that constrains search space for biologics drug discovery. 对 40 亿个人类抗体可变区的大规模数据挖掘揭示了治疗性抗体与天然抗体之间的趋同性,这限制了生物制剂药物发现的搜索空间。
IF 5.3 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-06-06 DOI: 10.1080/19420862.2024.2361928
Pawel Dudzic, Dawid Chomicz, Jarosław Kończak, Tadeusz Satława, Bartosz Janusz, Sonia Wrobel, Tomasz Gawłowski, Igor Jaszczyszyn, Weronika Bielska, Samuel Demharter, Roberto Spreafico, Lukas Schulte, Kyle Martin, Stephen R Comeau, Konrad Krawczyk

The naïve human antibody repertoire has theoretical access to an estimated > 1015 antibodies. Identifying subsets of this prohibitively large space where therapeutically relevant antibodies may be found is useful for development of these agents. It was previously demonstrated that, despite the immense sequence space, different individuals can produce the same antibodies. It was also shown that therapeutic antibodies, which typically follow seemingly unnatural development processes, can arise independently naturally. To check for biases in how the sequence space is explored, we data mined public repositories to identify 220 bioprojects with a combined seven billion reads. Of these, we created a subset of human bioprojects that we make available as the AbNGS database (https://naturalantibody.com/ngs/). AbNGS contains 135 bioprojects with four billion productive human heavy variable region sequences and 385 million unique complementarity-determining region (CDR)-H3s. We find that 270,000 (0.07% of 385 million) unique CDR-H3s are highly public in that they occur in at least five of 135 bioprojects. Of 700 unique therapeutic CDR-H3, a total of 6% has direct matches in the small set of 270,000. This observation extends to a match between CDR-H3 and V-gene call as well. Thus, the subspace of shared ('public') CDR-H3s shows utility for serving as a starting point for therapeutic antibody design.

从理论上讲,人类原始抗体库中可利用的抗体估计超过 1015 种。从这一令人望而却步的巨大空间中找出可能存在治疗相关抗体的子集,对这些制剂的开发非常有用。以前的研究表明,尽管存在巨大的序列空间,但不同的个体可以产生相同的抗体。研究还表明,治疗性抗体通常遵循看似不自然的发展过程,但也可以独立自然地产生。为了检查探索序列空间的方式是否存在偏差,我们对公共资料库进行了数据挖掘,确定了 220 个生物项目,总计 70 亿个读数。其中,我们创建了一个人类生物项目子集,并将其作为 AbNGS 数据库(https://naturalantibody.com/ngs/)提供。AbNGS 包含 135 个生物项目,其中有 40 亿个有结果的人类重变区序列和 3.85 亿个独特的互补决定区 (CDR) -H3。我们发现,有 27 万个(占 3.85 亿个的 0.07%)独特 CDR-H3 高度公开,因为它们至少出现在 135 个生物项目中的 5 个中。在 700 个独特的治疗 CDR-H3 中,共有 6% 在 27 万个小集合中直接匹配。这一观察结果也延伸到了 CDR-H3 与 V 基因调用之间的匹配。因此,共享("公共")CDR-H3 子空间可作为治疗性抗体设计的起点。
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