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Prediction of protein biophysical traits from limited data: a case study on nanobody thermostability through NanoMelt. 基于有限数据的蛋白质生物物理特性预测:通过NanoMelt对纳米体热稳定性的案例研究。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-01-08 DOI: 10.1080/19420862.2024.2442750
Aubin Ramon, Mingyang Ni, Olga Predeina, Rebecca Gaffey, Patrick Kunz, Shimobi Onuoha, Pietro Sormanni

In-silico prediction of protein biophysical traits is often hindered by the limited availability of experimental data and their heterogeneity. Training on limited data can lead to overfitting and poor generalizability to sequences distant from those in the training set. Additionally, inadequate use of scarce and disparate data can introduce biases during evaluation, leading to unreliable model performances being reported. Here, we present a comprehensive study exploring various approaches for protein fitness prediction from limited data, leveraging pre-trained embeddings, repeated stratified nested cross-validation, and ensemble learning to ensure an unbiased assessment of the performances. We applied our framework to introduce NanoMelt, a predictor of nanobody thermostability trained with a dataset of 640 measurements of apparent melting temperature, obtained by integrating data from the literature with 129 new measurements from this study. We find that an ensemble model stacking multiple regression using diverse sequence embeddings achieves state-of-the-art accuracy in predicting nanobody thermostability. We further demonstrate NanoMelt's potential to streamline nanobody development by guiding the selection of highly stable nanobodies. We make the curated dataset of nanobody thermostability freely available and NanoMelt accessible as a downloadable software and webserver.

蛋白质生物物理特性的计算机预测常常受到实验数据可用性有限及其异质性的阻碍。在有限的数据上进行训练可能导致过拟合,并且对远离训练集中的序列的泛化能力差。此外,对稀缺和不同数据的使用不足可能会在评估过程中引入偏差,导致报告的模型性能不可靠。在这里,我们提出了一项全面的研究,探索了从有限数据中预测蛋白质适应度的各种方法,利用预训练嵌入,重复分层嵌套交叉验证和集成学习来确保对性能的公正评估。我们应用我们的框架引入NanoMelt,这是一个纳米体热稳定性预测器,该预测器由640个表观熔化温度测量数据集训练而成,该数据集是通过整合文献数据和本研究的129个新测量数据获得的。我们发现使用不同序列嵌入的集成模型叠加多元回归在预测纳米体热稳定性方面达到了最先进的精度。我们进一步证明了NanoMelt通过指导选择高度稳定的纳米体来简化纳米体发展的潜力。我们将整理的纳米体热稳定性数据集免费提供,并将NanoMelt作为可下载的软件和网络服务器访问。
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引用次数: 0
Biparatopic binding of ISB 1442 to CD38 in trans enables increased cell antibody density and increased avidity.
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-01-30 DOI: 10.1080/19420862.2025.2457471
Jeremy Loyau, Thierry Monney, Marco Montefiori, Fedir Bokhovchuk, Jeremy Streuli, Matthew Blackburn, Arnaud Goepfert, Lydia N Caro, Samitabh Chakraborti, Stefania De Angelis, Camille Grandclément, Stanislas Blein, M Lamine Mbow, Ankita Srivastava, Mario Perro, Stefano Sammicheli, Eugene A Zhukovsky, Michael Dyson, Cyrille Dreyfus

ISB 1442 is a bispecific biparatopic antibody in clinical development to treat hematological malignancies. It consists of two adjacent anti-CD38 arms targeting non-overlapping epitopes that preferentially drive binding to tumor cells and a low-affinity anti-CD47 arm to enable avidity-induced blocking of proximal CD47 receptors. We previously reported the pharmacology of ISB 1442, designed to reestablish synthetic immunity in CD38+ hematological malignancies. Here, we describe the discovery, optimization and characterization of the ISB 1442 antigen binding fragment (Fab) arms, their assembly to 2 + 1 format, and present the high-resolution co-crystal structures of the two anti-CD38 Fabs, in complex with CD38. This, with biophysical and functional assays, elucidated the underlying mechanism of action of ISB 1442. In solution phase, ISB 1442 forms a 2:2 complex with CD38 as determined by size-exclusion chromatography with multi-angle light scattering and electron microscopy. The predicted antibody-antigen stoichiometries at different CD38 surface densities were experimentally validated by surface plasmon resonance and cell binding assays. The specific design and structural features of ISB 1442 enable: 1) enhanced trans binding to adjacent CD38 molecules to increase Fc density at the cancer cell surface; 2) prevention of avid cis binding to monomeric CD38 to minimize blockade by soluble shed CD38; and 3) greater binding avidity, with a slower off-rate at high CD38 density, for increased specificity. The superior CD38 targeting of ISB 1442, at both high and low receptor densities, by its biparatopic design, will enhance proximal CD47 blockade and thus counteract a major tumor escape mechanism in multiple myeloma patients.

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引用次数: 0
Correction.
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-01-29 DOI: 10.1080/19420862.2025.2458393
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引用次数: 0
Combinatorial Fc modifications for complementary antibody functionality.
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-02-14 DOI: 10.1080/19420862.2025.2465391
Yannic C Bartsch, Nicholas E Webb, Eleanor Burgess, Jaewon Kang, Douglas A Lauffenburger, Boris D Julg

Therapeutic monoclonal antibodies (mAbs) can be functionally enhanced via Fc engineering. To determine whether pairs of mAbs with different Fc modifications can be combined for functional complementarity, we investigated the in vitro activity of two HIV-1 mAb libraries, each equipped with 60 engineered Fc variants. Our findings demonstrate that the impact of Fc engineering on Fc functionality is dependent on the specific Fab clone. Notably, combinations of Fc variants of the same Fab specificity exhibited limited enhancement in functional breadth compared to combinations involving two distinct Fabs. This suggests that the strategic selection of complementary Fc modifications can enhance both functional activity and breadth. Furthermore, while some combinations of Fc variants displayed additive functional effects, others were detrimental, suggesting that the functional outcome of Fc mutations is not easily predicted. Collectively, these results provide preliminary evidence supporting the potential of complementary Fc modifications in mAb combinations. Future studies will be essential to identify the optimal Fc modifications that maximize in vivo efficacy.

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引用次数: 0
T cell margination: investigating the detour of T cells following forimtamig treatment in humanized mice. T细胞边缘化:在人源化小鼠中研究forimtaming治疗后T细胞的迂回。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2024-12-16 DOI: 10.1080/19420862.2024.2440578
Nils O'Brien, Joerg P J Mueller, Ann-Marie E Bröske, Jan Attig, Franz Osl, Cylia Crisand, Ann-Katrin Wolf, Richard Rae, Stefanie Lechner, Thomas Pöschinger, Christian Klein, Pablo Umaña, Sara Colombetti, Andreas Beilhack, Jan Eckmann

T cell bispecific antibodies (TCBs) are a promising new class of therapeutics for relapsed/refractory multiple myeloma. A frequently observed, yet incompletely understood effect of this treatment is the transient reduction of circulating T cell counts, also known as T cell margination (TCM). After administration of the GPRC5D-targeting TCB forimtamig (RG6234), TCM occurred in patients and correlated with cytokine release and soluble B cell maturation antigen decrease. We demonstrate that TCM is accurately represented in the humanized NSG mouse model and occurs at a lower threshold of target expression than systemic cytokine release. Application of whole-mouse tissue clearing and 3D imaging revealed that T cells accumulate in the bone marrow after treatment. We hypothesize that low amounts of targets are sufficient to rapidly redirect T cells upon TCB engagement. Therefore, we propose TCM as a beneficial, highly sensitive and early effect of forimtamig that leads T cells to likely sites of bone marrow tumor lesions.

T细胞双特异性抗体(TCBs)是一种治疗复发/难治性多发性骨髓瘤的新方法。这种治疗的一个经常观察到但尚未完全理解的效果是循环T细胞计数的短暂减少,也称为T细胞边缘(TCM)。给药gprc5d靶向TCB forimtamig (RG6234)后,患者出现TCM,并与细胞因子释放和可溶性B细胞成熟抗原降低相关。我们证明中药在人源化NSG小鼠模型中得到了准确的表达,并且在比全身细胞因子释放更低的目标表达阈值下发生。应用全鼠组织清除和3D成像显示,治疗后T细胞在骨髓中积聚。我们假设少量的靶标足以在TCB接合时迅速重定向T细胞。因此,我们认为中药是一种有益的、高度敏感的、早期的福尔曼汀作用,它可以导致T细胞到达骨髓肿瘤病变的可能部位。
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引用次数: 0
Engineered ipilimumab variants that bind human and mouse CTLA-4.
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-01-24 DOI: 10.1080/19420862.2025.2451296
Brett Robison, S J Diong, Anusha Kumar, Thomas M Moon, Olin Chang, Bryant Chau, Christine Bee, Ishita Barman, Arvind Rajpal, Alan J Korman, Sean West, Pavel Strop, Peter S Lee

Testing of candidate monoclonal antibody therapeutics in preclinical models is an essential step in drug development. Identification of antibody therapeutic candidates that bind their human targets and cross-react to mouse orthologs is often challenging, especially for targets with low sequence homology. In such cases, surrogate antibodies that bind mouse orthologs must be used. The antibody 9D9, which binds mouse CTLA-4, is a commonly used surrogate for CTLA-4 checkpoint blockade studies in mouse cancer models. In this work, we reveal that 9D9 has significant biophysical dissimilarities to therapeutic CTLA-4 antibodies. The 9D9-mCTLA4 complex crystal structure was determined and shows that the surrogate antibody binds an epitope distinct from ipilimumab and tremelimumab. In addition, while ipilimumab has pH-independent binding to hCTLA-4, 9D9 loses binding to mCTLA-4 at physiologically relevant acidic pH ranges. We used phage and yeast display to engineer ipilimumab to bind mouse CTLA-4 with single-digit nM affinity from an initial state with no apparent binding. The engineered variants showed pH-independent and cross-reactive binding to both mouse and human CTLA-4. Crystal structures of a variant in complex with both mouse and human CTLA-4 confirmed that it targets an equivalent epitope as ipilimumab. These cross-reactive ipilimumab variants may facilitate improved translatability and future mechanism-of-action studies for anti-CTLA-4 targeting in murine models.

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引用次数: 0
With great power, comes great responsibility: the importance of broadly measuring Fc-mediated effector function early in the antibody development process. 权力越大,责任越大:在抗体开发过程的早期广泛测量fc介导的效应物功能的重要性。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-01-16 DOI: 10.1080/19420862.2025.2453515
Silvia Crescioli, Shashi Jatiani, Lenny Moise

The field of antibody therapeutics is rapidly growing, with over 210 antibodies currently approved or in regulatory review and ~ 1,250 antibodies in clinical development. Antibodies are highly versatile molecules that, with strategic design of their antigen-binding domain (Fab) and the domain responsible for mediating effector functions (Fc), can be used in a wide range of therapeutic indications. Building on many years of progress, the biopharmaceutical industry is now advancing innovative research and development by exploring new targets and new formats and using antibody engineering to fine-tune functions tailored to specific disease requirements. In addition to considering the target and the disease context, however, the unique features of each therapeutic antibody trigger a diverse set of Fc-mediated effector functions. To avoid unexpected results on safety and efficacy outcomes during the later stages of the development process, it is crucial to measure the impact of antibody design on Fc-mediated effector function early in the antibody development process. Given the breadth of effector functions antibodies can deploy and the close interplay between the antibody Fab and Fc functional domains, it is important to conduct a comprehensive evaluation of Fc-mediated functions using an array of antigen-specific biophysical and cell-mediated functional assays. Here, we review antibody and Fc receptor properties that influence Fc effector functions and discuss their implications on development of safe and efficacious antibody therapeutics.

抗体治疗领域正在迅速发展,目前有超过210种抗体已获批准或正在进行监管审查,约1250种抗体处于临床开发阶段。抗体是高度通用的分子,其抗原结合结构域(Fab)和负责介导效应功能的结构域(Fc)具有战略性设计,可用于广泛的治疗适应症。基于多年的进步,生物制药行业正在推进创新研究和开发,探索新的靶点和新的形式,并利用抗体工程来微调针对特定疾病需求的功能。然而,除了考虑靶点和疾病背景外,每种治疗性抗体的独特特征引发了一系列不同的fc介导的效应功能。为了避免在开发过程的后期出现对安全性和有效性结果的意外结果,在抗体开发过程的早期测量抗体设计对fc介导的效应物功能的影响至关重要。鉴于抗体可以部署的效应功能的广度以及抗体Fab和Fc功能域之间的密切相互作用,使用一系列抗原特异性生物物理和细胞介导的功能测定对Fc介导的功能进行全面评估是很重要的。在这里,我们回顾了影响Fc效应功能的抗体和Fc受体特性,并讨论了它们对开发安全有效的抗体疗法的意义。
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引用次数: 0
Nipocalimab, an immunoselective FcRn blocker that lowers IgG and has unique molecular properties.
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-02-12 DOI: 10.1080/19420862.2025.2461191
Nilufer P Seth, Rui Xu, Matthew DuPrie, Amit Choudhury, Samuel Sihapong, Steven Tyler, James Meador, William Avery, Edward Cochran, Thomas Daly, Julia Brown, Laura Rutitzky, Lynn Markowitz, Sujatha Kumar, Traymon Beavers, Sayak Bhattacharya, Hsin Chen, Viraj Parge, Karen Price, Yang Wang, Siddharth Sukumaran, Yvonne Pao, Katie Abouzahr, Fiona Elwood, Jay Duffner, Sucharita Roy, Pushpa Narayanaswami, Jonathan J Hubbard, Leona E Ling

Nipocalimab is a human immunoglobulin G (IgG)1 monoclonal antibody that binds to the neonatal Fc receptor (FcRn) with high specificity and high affinity at both neutral (extracellular) and acidic (intracellular) pH, resulting in the reduction of circulating IgG levels, including those of pathogenic IgG antibodies. Here, we present the molecular, cellular, and nonclinical characteristics of nipocalimab that support the reported clinical pharmacology and potential clinical application in IgG-driven, autoantibody- and alloantibody-mediated diseases. The crystal structure of the nipocalimab antigen binding fragment (Fab)/FcRn complex reveals its binding to a unique epitope on the IgG binding site of FcRn that supports the observed pH-independent high-binding affinity to FcRn. Cell-based and in vivo studies demonstrate concentration/dose- and time-dependent FcRn occupancy and IgG reduction. Nipocalimab selectively reduces circulating IgG levels without detectable effects on other adaptive and innate immune functions. In vitro experiments and in vivo studies in mice and cynomolgus monkeys generated data that align with observations from clinical studies of nipocalimab in IgG autoantibody- and alloantibody-mediated diseases.

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引用次数: 0
Safety and tolerability of intramuscular sotrovimab administered at different injection sites: results from the Phase 1 COSMIC study.
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-01-29 DOI: 10.1080/19420862.2025.2456467
Jennifer Moore, Alicia Aylott, Wen-Hung Chen, Jerzy Daniluk, Ian A Hawes, Sergio Parra, Prosenjit Sarkar, Yasmin Sanchez-Pearson, Megan Turner, Amanda Peppercorn, Andrew Skingsley

Trial registration: ClinicalTrials.gov identifier, NCT05280717.

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引用次数: 0
Online native hydrophobic interaction chromatography-mass spectrometry of antibody-drug conjugates. 抗体-药物偶联物的在线天然疏水相互作用色谱-质谱分析。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2024-12-25 DOI: 10.1080/19420862.2024.2446304
Trevor Kempen, Lance Cadang, Yuchen Fan, Kelly Zhang, Tao Chen, Bingchuan Wei

Hydrophobic interaction chromatography (HIC) is commonly used to determine the drug-to-antibody ratio (DAR) and drug load distribution of antibody-drug conjugates (ADCs). However, identifying various DAR species separated by HIC is challenging due to the traditional use of mobile phases that are incompatible with mass spectrometry (MS). Existing approaches used to couple HIC with MS often encounter issues, such as complex instrumentation, compromised separation efficiency, and reduced MS sensitivity. In this study, we introduce a 22-min online native HIC-MS method for the separation and characterization of different DAR species in ADCs, addressing these challenges. The key novelty of this method is the use of ammonium tartrate, a kosmotropic and thermally decomposable salt, as the salt of HIC mobile phase, ensuring both excellent HIC separation and MS compatibility. Additionally, an ultrashort size exclusion chromatography step is integrated for online sample cleaning, enhancing MS sensitivity. This platform native HIC-MS method offers a rapid, sensitive, and robust solution for comprehensive profiling of DAR species in ADCs with a simple and cost-effective instrumental setup.

疏水相互作用色谱(HIC)是测定抗体-药物偶联物(adc)的药抗比(DAR)和载药量分布的常用方法。然而,由于传统使用的流动相与质谱(MS)不兼容,通过HIC分离的各种DAR物种的识别具有挑战性。现有的将HIC与质谱结合的方法经常会遇到一些问题,比如复杂的仪器、分离效率的降低和质谱灵敏度的降低。在这项研究中,我们引入了一种22分钟的在线原生HIC-MS方法,用于adc中不同DAR物种的分离和表征,以解决这些挑战。该方法的关键新颖之处在于使用了一种全向性和热分解盐酒石酸铵作为HIC流动相盐,确保了良好的HIC分离和质谱相容性。此外,一个超短尺寸的排除色谱步骤集成在线样品清洗,提高质谱的灵敏度。该平台原生HIC-MS方法提供了一种快速、敏感和强大的解决方案,用于adc中DAR物种的全面分析,使用简单且具有成本效益的仪器设置。
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引用次数: 0
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mAbs
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