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Applications and challenges in designing VHH-based bispecific antibodies: leveraging machine learning solutions. 设计基于 VHH 的双特异性抗体的应用与挑战:利用机器学习解决方案。
IF 5.3 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-04-26 DOI: 10.1080/19420862.2024.2341443
Michael Mullin, James McClory, Winston Haynes, Justin Grace, Nathan Robertson, Gino van Heeke

The development of bispecific antibodies that bind at least two different targets relies on bringing together multiple binding domains with different binding properties and biophysical characteristics to produce a drug-like therapeutic. These building blocks play an important role in the overall quality of the molecule and can influence many important aspects from potency and specificity to stability and half-life. Single-domain antibodies, particularly camelid-derived variable heavy domain of heavy chain (VHH) antibodies, are becoming an increasingly popular choice for bispecific construction due to their single-domain modularity, favorable biophysical properties, and potential to work in multiple antibody formats. Here, we review the use of VHH domains as building blocks in the construction of multispecific antibodies and the challenges in creating optimized molecules. In addition to exploring traditional approaches to VHH development, we review the integration of machine learning techniques at various stages of the process. Specifically, the utilization of machine learning for structural prediction, lead identification, lead optimization, and humanization of VHH antibodies.

开发至少能结合两个不同靶点的双特异性抗体,需要将具有不同结合特性和生物物理特征的多个结合域结合在一起,以产生类似药物的疗法。这些构件对分子的整体质量起着重要作用,并能影响从效力和特异性到稳定性和半衰期等许多重要方面。单域抗体,尤其是来源于驼科动物的重链可变重域(VHH)抗体,由于其单域模块化、良好的生物物理特性以及在多种抗体形式中发挥作用的潜力,正日益成为双特异性构建的热门选择。在这里,我们回顾了将 VHH 结构域作为构建多特异性抗体的构件的使用情况,以及创建优化分子所面临的挑战。除了探讨 VHH 开发的传统方法外,我们还回顾了机器学习技术在这一过程各个阶段的整合情况。具体来说,机器学习可用于 VHH 抗体的结构预测、先导物鉴定、先导物优化和人源化。
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引用次数: 0
Correction. 更正。
IF 5.3 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-06-07 DOI: 10.1080/19420862.2024.2364972
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引用次数: 0
Identification of novel anti-CD16a antibody clones for the development of effective natural killer cell engagers. 鉴定新型抗 CD16a 抗体克隆,以开发有效的自然杀伤细胞吸引器。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-07-24 DOI: 10.1080/19420862.2024.2381261
Bill Liao, Christine Tumanut, Lin Li, Adam Corper, Dilip Challa, Alex Chang, Hydari Begum, Elinaz Farokhi, Catherine Woods, Xiaomin Fan

Natural killer (NK) cells are key players in human innate immunity. Cell engager antibody formats that recruit and activate NK cells more effectively have emerged as a promising immunotherapy approach to target cancer cells through more effective antibody-dependent cell-mediated cytotoxicity (ADCC). Monoclonal antibody drugs with ADCC activity have shown clinical benefit and improved outcomes for patients with certain types of cancer. CD16a, a Fc gamma III receptor, is the major component that is responsible for the ADCC activity of NK cells. Screening AvantGen's yeast displayed human antibody libraries led to the isolation of 2 antibody clones, #1A2 and #2-2A2, that selectively recognize both isoforms (F and V) of CD16a on primary NK cells with high affinity, yet minimally (#1A2) or do not (#2-2A2) cross-react with both allelotypes of CD16b (NA1 and NA2) expressed by neutrophils. Epitope mapping studies revealed that they bind to an epitope dependent on residue Y158 of CD16a, since mutation of Y158 to the corresponding CD16b residue H158 completely abolishes binding to CD16a. When formatted as bispecific antibodies targeting CD16a and a tumor-associated antigen (TAA, e.g. CD19), they exhibit specific binding to NK cells and induce potent NK cell activation upon encountering tumor cells, resulting in effective tumor cell killing. Notably, these bispecific antibody engagers stimulate NK cell cytokine release during co-culture with target cells, resulting in target cell cytotoxicity. These anti-CD16a antibody clones are promising candidates for combination with any TAA of interest, offering the potential for novel NK cell engager-based cancer therapeutics that are minimally affected by the high concentrations of human IgG in the circulation.

自然杀伤(NK)细胞是人体先天免疫的关键角色。通过更有效的抗体依赖性细胞介导的细胞毒性(ADCC)来靶向癌细胞,更有效地招募和激活 NK 细胞的细胞吞噬抗体形式已成为一种很有前景的免疫疗法。具有 ADCC 活性的单克隆抗体药物已显示出临床疗效,并改善了某些类型癌症患者的预后。CD16a 是一种 Fc γ III 受体,是 NK 细胞 ADCC 活性的主要成分。通过筛选 AvantGen 的酵母显示人类抗体库,我们分离出了 2 个抗体克隆(#1A2 和 #2-2A2),它们能以高亲和力选择性地识别原代 NK 细胞上 CD16a 的两种异构体(F 和 V),但与中性粒细胞表达的 CD16b 的两种等位型(NA1 和 NA2)的交叉反应很小(#1A2)或没有(#2-2A2)。表位图谱研究表明,它们与依赖于 CD16a Y158 残基的表位结合,因为将 Y158 突变为相应的 CD16b 残基 H158 会完全消除与 CD16a 的结合。当它们被制成靶向 CD16a 和肿瘤相关抗原(TAA,如 CD19)的双特异性抗体时,就会表现出与 NK 细胞的特异性结合,并在遇到肿瘤细胞时诱导 NK 细胞的强效活化,从而有效杀死肿瘤细胞。值得注意的是,这些双特异性抗体结合剂在与靶细胞共培养过程中会刺激 NK 细胞释放细胞因子,从而产生靶细胞细胞毒性。这些抗 CD16a 抗体克隆很有希望与任何感兴趣的 TAA 结合使用,为基于 NK 细胞吞噬剂的新型癌症疗法提供了可能性,这种疗法受血液循环中高浓度人类 IgG 的影响最小。
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引用次数: 0
A tailored lectin microarray for rapid glycan profiling of therapeutic monoclonal antibodies. 用于快速分析治疗性单克隆抗体糖谱的定制凝集素芯片。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-01-22 DOI: 10.1080/19420862.2024.2304268
Shen Luo, Baolin Zhang

Glycosylation plays a crucial role in determining the quality and efficacy of therapeutic antibodies. This necessitates a thorough analysis and monitoring process to ensure consistent product quality during manufacturing. In this study, we introduce a custom-designed lectin microarray featuring nine distinct lectins: rPhoSL, rOTH3, RCA120, rMan2, MAL_I, rPSL1a, PHAE, rMOA, and PHAL. These lectins have been specifically tailored to selectively bind to common N-glycan epitopes found in therapeutic IgG antibodies. By utilizing intact glycoprotein samples, our nine-lectin microarray provides a high-throughput platform for rapid glycan profiling, enabling comparative analysis of glycosylation patterns. Our results demonstrate the practical utility of this microarray in assessing glycosylation across various manufacturing batches or between biosimilar and innovator products. This capacity empowers informed decision-making in the development and production of therapeutic antibodies.

糖基化在决定治疗性抗体的质量和疗效方面起着至关重要的作用。这就需要进行全面的分析和监测,以确保生产过程中产品质量的一致性。在这项研究中,我们介绍了一种定制设计的凝集素微阵列,其中包含九种不同的凝集素:rPhoSL、rOTH3、RCA120、rMan2、MAL_I、rPSL1a、PHAE、rMOA 和 PHAL。这些凝集素经过专门定制,可选择性地与治疗性 IgG 抗体中常见的 N-糖表位结合。通过利用完整的糖蛋白样本,我们的九种凝集素芯片为快速糖谱分析提供了一个高通量平台,使糖基化模式的比较分析成为可能。我们的研究结果证明了这种芯片在评估不同生产批次或生物仿制药与创新药之间的糖基化方面的实用性。这种能力有助于在治疗性抗体的开发和生产过程中做出明智的决策。
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引用次数: 0
Correction. 更正。
IF 5.3 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-02-08 DOI: 10.1080/19420862.2024.2312050
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引用次数: 0
Comprehensive characterization of higher order structure changes in methionine oxidized monoclonal antibodies via NMR chemometric analysis and biophysical approaches. 通过核磁共振化学计量分析和生物物理方法全面鉴定蛋氨酸氧化单克隆抗体的高阶结构变化。
IF 5.3 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2023-12-20 DOI: 10.1080/19420862.2023.2292688
Mingyue Li, Victor A Beaumont, Shahajahan Akbar, Hannah Duncan, Arch Creasy, Wenge Wang, Kelly Sackett, Lisa Marzilli, Jason C Rouse, Hai-Young Kim

The higher order structure (HOS) of monoclonal antibodies (mAbs) is an important quality attribute with strong contribution to clinically relevant biological functions and drug safety. Due to the multi-faceted nature of HOS, the synergy of multiple complementary analytical approaches can substantially improve the understanding, accuracy, and resolution of HOS characterization. In this study, we applied one- and two-dimensional (1D and 2D) nuclear magnetic resonance (NMR) spectroscopy coupled with chemometric analysis, as well as circular dichroism (CD), differential scanning calorimetry (DSC), and fluorescence spectroscopy as orthogonal methods, to characterize the impact of methionine (Met) oxidation on the HOS of an IgG1 mAb. We used a forced degradation method involving concentration-dependent oxidation by peracetic acid, in which Met oxidation is site-specifically quantified by liquid chromatography-mass spectrometry. Conventional biophysical techniques report nuanced results, in which CD detects no change to the secondary structure and little change in the tertiary structure. Yet, DSC measurements show the destabilization of Fab and Fc domains due to Met oxidation. More importantly, our study demonstrates that 1D and 2D NMR and chemometric analysis can provide semi-quantitative analysis of chemical modifications and resolve localized conformational changes with high sensitivity. Furthermore, we leveraged a novel 15N-Met labeling technique of the antibody to directly observe structural perturbations at the oxidation sites. The NMR methods described here to probe HOS changes are highly reliable and practical in biopharmaceutical characterization.

单克隆抗体(mAbs)的高阶结构(HOS)是一项重要的质量属性,对临床相关的生物功能和药物安全性有很大的影响。由于高阶结构的多面性,多种互补分析方法的协同作用可大大提高对高阶结构表征的理解、准确性和分辨率。在本研究中,我们应用一维和二维(1D 和 2D)核磁共振(NMR)光谱与化学计量学分析相结合的方法,以及圆二色性(CD)、差示扫描量热法(DSC)和荧光光谱等正交方法,来表征蛋氨酸(Met)氧化对 IgG1 mAb HOS 的影响。我们采用了过乙酸浓度依赖性氧化的强制降解方法,其中 Met 氧化可通过液相色谱-质谱法进行定点定量。传统的生物物理技术报告了微妙的结果,其中 CD 检测到二级结构没有变化,三级结构变化很小。然而,DSC 测量显示,由于 Met 氧化,Fab 和 Fc 结构域的稳定性受到破坏。更重要的是,我们的研究表明,一维和二维核磁共振及化学计量分析可提供化学修饰的半定量分析,并以高灵敏度解析局部构象变化。此外,我们还利用抗体的新型 15N-Met 标记技术直接观察了氧化位点的结构扰动。本文所述的核磁共振方法可探测 HOS 的变化,在生物制药表征中非常可靠和实用。
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引用次数: 0
A pivotal decade for bispecific antibodies? 双特异性抗体的关键十年?
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-03-11 DOI: 10.1080/19420862.2024.2321635
Marlena Surowka, Christian Klein

Bispecific antibodies (bsAbs) are a class of antibodies that can mediate novel mechanisms of action compared to monospecific monoclonal antibodies (mAbs). Since the discovery of mAbs and their adoption as therapeutic agents in the 1980s and 1990s, the development of bsAbs has held substantial appeal. Nevertheless, only three bsAbs (catumaxomab, blinatumomab, emicizumab) were approved through the end of 2020. However, since then, 11 bsAbs received regulatory agency approvals, of which nine (amivantamab, tebentafusp, mosunetuzumab, cadonilimab, teclistamab, glofitamab, epcoritamab, talquetamab, elranatamab) were approved for the treatment of cancer and two (faricimab, ozoralizumab) in non-oncology indications. Notably, of the 13 currently approved bsAbs, two, emicizumab and faricimab, have achieved blockbuster status, showing the promise of this novel class of therapeutics. In the 2020s, the approval of additional bsAbs can be expected in hematological malignancies, solid tumors and non-oncology indications, establishing bsAbs as essential part of the therapeutic armamentarium.

与单特异性单克隆抗体(mAbs)相比,双特异性抗体(bsAbs)是一类能介导新作用机制的抗体。自 20 世纪 80 年代和 90 年代发现 mAbs 并将其作为治疗药物以来,双特异性抗体的开发一直具有巨大的吸引力。然而,截至 2020 年底,只有三种 bsAbs(catumaxomab、blinatumomab 和 emicizumab)获得批准。然而,从那时起,有 11 种 bsAbs 获得了监管机构的批准,其中 9 种(amivantamab、tebentafusp、mosunetuzumab、cadonilimab、teclistamab、glofitamab、epcoritamab、talquetamab、elranatamab)被批准用于治疗癌症,2 种(faricimab、ozoralizumab)被批准用于非肿瘤适应症。值得注意的是,在目前获批的 13 种 bsAbs 中,有两种(emicizumab 和 faricimab)获得了大片地位,显示了这类新型疗法的前景。2020 年代,预计还会有更多的 bsAbs 获批用于血液恶性肿瘤、实体瘤和非肿瘤适应症,从而使 bsAbs 成为治疗手段的重要组成部分。
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引用次数: 0
Reduction of monoclonal antibody viscosity using interpretable machine learning. 利用可解释的机器学习降低单克隆抗体粘度。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-03-12 DOI: 10.1080/19420862.2024.2303781
Emily K Makowski, Hsin-Ting Chen, Tiexin Wang, Lina Wu, Jie Huang, Marissa Mock, Patrick Underhill, Emma Pelegri-O'Day, Erick Maglalang, Dwight Winters, Peter M Tessier

Early identification of antibody candidates with drug-like properties is essential for simplifying the development of safe and effective antibody therapeutics. For subcutaneous administration, it is important to identify candidates with low self-association to enable their formulation at high concentration while maintaining low viscosity, opalescence, and aggregation. Here, we report an interpretable machine learning model for predicting antibody (IgG1) variants with low viscosity using only the sequences of their variable (Fv) regions. Our model was trained on antibody viscosity data (>100 mg/mL mAb concentration) obtained at a common formulation pH (pH 5.2), and it identifies three key Fv features of antibodies linked to viscosity, namely their isoelectric points, hydrophobic patch sizes, and numbers of negatively charged patches. Of the three features, most predicted antibodies at risk for high viscosity, including antibodies with diverse antibody germlines in our study (79 mAbs) as well as clinical-stage IgG1s (94 mAbs), are those with low Fv isoelectric points (Fv pIs < 6.3). Our model identifies viscous antibodies with relatively high accuracy not only in our training and test sets, but also for previously reported data. Importantly, we show that the interpretable nature of the model enables the design of mutations that significantly reduce antibody viscosity, which we confirmed experimentally. We expect that this approach can be readily integrated into the drug development process to reduce the need for experimental viscosity screening and improve the identification of antibody candidates with drug-like properties.

要简化安全有效的抗体疗法的开发过程,及早发现具有类药物特性的抗体候选物至关重要。对于皮下给药,重要的是识别低自结合的候选抗体,以便在保持低粘度、不透明和低聚集的同时实现高浓度制剂。在此,我们报告了一种可解释的机器学习模型,该模型仅使用抗体可变区(Fv)的序列来预测低粘度的抗体(IgG1)变体。我们的模型是在常见制剂 pH 值(pH 5.2)下获得的抗体粘度数据(>100 mg/mL mAb 浓度)上进行训练的,它识别出了与粘度相关的抗体的三个关键 Fv 特征,即等电点、疏水斑块大小和带负电荷斑块的数量。在这三个特征中,大多数预测有高粘度风险的抗体,包括在我们的研究中具有不同抗体种系的抗体(79 mAbs)以及临床阶段的 IgG1s(94 mAbs),都是那些 Fv 等电点较低(Fv pIs
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引用次数: 0
A comparative study of the developability of full-length antibodies, fragments, and bispecific formats reveals higher stability risks for engineered constructs. 对全长抗体、片段抗体和双特异性抗体的可开发性进行比较研究后发现,工程构建物的稳定性风险更高。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-10-04 DOI: 10.1080/19420862.2024.2403156
Itzel Condado-Morales, Fabian Dingfelder, Isabel Waibel, Oliver M Turnbull, Bhargav Patel, Zheng Cao, Jais Rose Bjelke, Susanne Nedergaard Grell, Anja Bennet, Alissa M Hummer, Matthew I J Raybould, Charlotte M Deane, Thomas Egebjerg, Nikolai Lorenzen, Paolo Arosio

Engineered antibody formats, such as antibody fragments and bispecifics, have the potential to offer improved therapeutic efficacy compared to traditional full-length monoclonal antibodies (mAbs). However, the translation of these non-natural molecules into successful therapeutics can be hampered by developability challenges. Here, we systematically analyzed 64 different antibody constructs targeting Tumor Necrosis Factor (TNF) which cover 8 distinct molecular format families, encompassing full-length antibodies, various types of single chain variable fragments, and bispecifics. We measured 15 biophysical properties related to activity, manufacturing, and stability, scoring variants with a flag-based risk approach and a recent in silico developability profiler. Our comparative assessment revealed that overall developability is higher for the natural full-length antibody format. Bispecific antibodies, antibodies with scFv fragments at the C-terminus of the light chain, and single-chain Fv antibody fragments (scFvs) have intermediate developability properties, while more complicated formats, such as scFv- scFv, bispecific mAbs with one Fab exchanged with a scFv, and diabody formats are collectively more challenging. In particular, our study highlights the propensity for fragmentation and aggregation, both in bulk and at interfaces, for many current engineered formats.

与传统的全长单克隆抗体(mAbs)相比,抗体片段和双特异性抗体等工程抗体形式有可能提高疗效。然而,将这些非天然分子转化为成功的疗法可能会受到可开发性挑战的阻碍。在这里,我们系统分析了 64 种不同的靶向肿瘤坏死因子(TNF)的抗体构建物,它们涵盖了 8 个不同的分子形式家族,包括全长抗体、各种类型的单链可变片段和双特异性抗体。我们测量了与活性、制造和稳定性相关的 15 项生物物理特性,并采用基于标志的风险方法和最新的硅学可开发性剖析器对变体进行了评分。我们的比较评估显示,天然全长抗体形式的总体可开发性更高。双特异性抗体、轻链 C 端带有 scFv 片段的抗体和单链 Fv 抗体片段(scFvs)的可开发性处于中等水平,而更复杂的形式,如 scFv- scFv、一个 Fab 与一个 scFv 交换的双特异性 mAbs 和二抗体形式则总体上更具挑战性。特别是,我们的研究强调了目前许多工程格式在体积和界面上的破碎和聚集倾向。
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引用次数: 0
Anti-HER2 biparatopic antibody KJ015 has near-native structure, functional balanced high affinity, and synergistic efficacy with anti-PD-1 treatment in vivo. 抗 HER2 双抗体 KJ015 具有接近原生的结构、功能平衡的高亲和力以及与体内抗 PD-1 治疗的协同效应。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-01-01 Epub Date: 2024-10-09 DOI: 10.1080/19420862.2024.2412881
Zheng Wang, Yu Liu, Yunxia Xu, Lin Lu, Zhen Zhu, Baojie Lv, Xin Fang, Yao Tang, Jinhua Wang, Yu Cheng, Ying Hu, Junwen Lou, Peican Wu, Chendan Liu, Yanjun Liu, Xin Zeng, Qing Xu

Currently approved human epidermal growth factor receptor 2 (HER2)-targeted antibody therapies are largely derived from trastuzumab, including trastuzumab-chemotherapy combinations, fixed-dose trastuzumab-pertuzumab combinations, and trastuzumab antibody-drug conjugates. To expand the options, bispecific antibodies, which may better utilize the benefits of combination therapy, are being developed. Among them, biparatopic antibodies (bpAbs) have shown improved efficacy compared to monoclonal antibody (mAb) combinations in HER2-positive patients. BpAbs bind two independent epitopes on the same antigen, which allows fine-tuning of mechanisms of action, including enhancement of on-target specificity and induction of strong antigen clustering due to the unique binding mode. To fully utilize the potential of bpAbs for anti-HER2 drug development, it is crucial to consider formats that offer stability and high-yield production, along with a functional balance between the two epitopes. In this study, we rationally designed a bpAb, KJ015, that shares a common light chain with two Fab arms and exhibits functionally balanced high affinity for two HER2 non-overlapping epitopes. KJ015 demonstrated high-expression titers over 7 g/L and stable physicochemical properties at elevated concentrations, facilitating subcutaneous administration with hyaluronidase. Moreover, KJ015 maintained comparable antibody-dependent cytotoxicity, phagocytosis, and complement-dependent cytotoxicity with trastuzumab plus pertuzumab. It exhibited enhanced synergy when administered subcutaneously with hyaluronidase and anti-PD-1 mAb in a mouse tumor model, suggesting promising clinical prospects for this combination.

目前获批的人类表皮生长因子受体 2(HER2)靶向抗体疗法主要来自曲妥珠单抗,包括曲妥珠单抗-化疗联合疗法、固定剂量曲妥珠单抗-保妥珠单抗联合疗法以及曲妥珠单抗抗体-药物共轭物。为了扩大选择范围,目前正在开发双特异性抗体,以更好地利用联合疗法的优势。其中,双特异性抗体(bpAbs)在 HER2 阳性患者中的疗效比单克隆抗体(mAb)联合疗法更好。bpAbs 与同一抗原上的两个独立表位结合,可对作用机制进行微调,包括增强靶向特异性,以及因其独特的结合模式而诱导抗原强聚集。要充分发挥 bpAbs 在抗 HER2 药物开发中的潜力,关键是要考虑能提供稳定性和高产率生产的形式,以及两个表位之间的功能平衡。在这项研究中,我们合理地设计了一种 bpAb KJ015,它与两条 Fab 臂共用一条轻链,对两个不重叠的 HER2 表位表现出功能平衡的高亲和力。KJ015 的高表达滴度超过 7 g/L,在高浓度下具有稳定的理化特性,便于与透明质酸酶一起皮下注射。此外,KJ015 还具有与曲妥珠单抗加百妥珠单抗相当的抗体依赖性细胞毒性、吞噬作用和补体依赖性细胞毒性。在小鼠肿瘤模型中,当KJ015与透明质酸酶和抗PD-1 mAb一起皮下注射时,它显示出更强的协同作用,这表明这种组合具有广阔的临床前景。
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引用次数: 0
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