首页 > 最新文献

mAbs最新文献

英文 中文
Process development for production of non-originator NISTmAb from CHO and NS0 cell lines. 从CHO和NS0细胞系生产非起始源NISTmAb的工艺开发。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-05-22 DOI: 10.1080/19420862.2025.2505088
Erica J Fratz-Berilla, Nicole Azer, Xin Bush, JungHyun Kim, Casey Kohnhorst

Cell lines that produce non-originator versions of the National Institute of Standards and Technology (NIST) monoclonal antibody reference material 8671 (NISTmAb) are invaluable to the biopharmaceutical industry because, unlike typical commercial cell lines, they can be used on a collaborative and noncompetitive basis for bioprocess development. NIST has generated NS0 clones, NISTCHO research-grade test material 10197 and reference material 8675 NISTCHO to fill this need. We set out to optimize seed train procedures, media and feeding strategies, and stirred tank and rocking bioreactor processes to facilitate our studies on the effects of cell substrate and bioreactor process parameters on non-originator NISTmAb quality attributes. For two NS0 clones and NISTCHO, we improved the baseline methods for seed train culture and demonstrated the critical roles of agitation and gassing strategies for stirred-tank bioreactor operations. For NISTCHO we also tested fed-batch and perfusion processes in rocking bioreactors, identifying several critical process parameters and in-process controls. In this work, for the NIST NS0-59 and NS0-66 clones, we demonstrated that shake flask geometry was critical for culturing a highly viable seed train with a high growth rate and exhibited impacts of feeds, agitation, and gassing during initial bioreactor process development. We identified agitation rates and gassing strategy as critical process parameters for NISTCHO stirred-tank bioreactor operations and established processes for fed-batch and perfusion rocking bioreactor operations. We anticipate this work to benefit the growing number of researchers employing non-originator NISTmAb-expressing cell lines to support precompetitive innovation in biomanufacturing.

生产美国国家标准与技术研究所(NIST)单克隆抗体参考物质8671 (NISTmAb)的非始祖版本的细胞系对生物制药行业来说是无价的,因为与典型的商业细胞系不同,它们可以在合作和非竞争的基础上用于生物工艺开发。NIST已经生成了NS0克隆,NISTCHO研究级测试材料10197和参考材料8675 NISTCHO来满足这一需求。我们着手优化种子培养程序、培养基和投料策略、搅拌槽和摇摆生物反应器工艺,以促进我们研究细胞底物和生物反应器工艺参数对非起源NISTmAb质量属性的影响。对于两个NS0克隆和NISTCHO,我们改进了种子培养的基线方法,并证明了搅拌和充气策略在搅拌槽生物反应器操作中的关键作用。对于NISTCHO,我们还在摇摆生物反应器中测试了进料批和灌注过程,确定了几个关键过程参数和过程控制。在这项工作中,对于NIST NS0-59和NS0-66克隆,我们证明了摇瓶的几何形状对于培养具有高生长率的高活力种子系至关重要,并展示了在初始生物反应器工艺开发过程中饲料,搅拌和气体的影响。我们将搅拌速率和充气策略确定为NISTCHO搅拌槽生物反应器运行的关键工艺参数,并建立了进料批次和灌注摇摆生物反应器运行的流程。我们预计这项工作将使越来越多的研究人员受益,他们使用非初始表达nistmab的细胞系来支持生物制造的竞争前创新。
{"title":"Process development for production of non-originator NISTmAb from CHO and NS0 cell lines.","authors":"Erica J Fratz-Berilla, Nicole Azer, Xin Bush, JungHyun Kim, Casey Kohnhorst","doi":"10.1080/19420862.2025.2505088","DOIUrl":"10.1080/19420862.2025.2505088","url":null,"abstract":"<p><p>Cell lines that produce non-originator versions of the National Institute of Standards and Technology (NIST) monoclonal antibody reference material 8671 (NISTmAb) are invaluable to the biopharmaceutical industry because, unlike typical commercial cell lines, they can be used on a collaborative and noncompetitive basis for bioprocess development. NIST has generated NS0 clones, NISTCHO research-grade test material 10197 and reference material 8675 NISTCHO to fill this need. We set out to optimize seed train procedures, media and feeding strategies, and stirred tank and rocking bioreactor processes to facilitate our studies on the effects of cell substrate and bioreactor process parameters on non-originator NISTmAb quality attributes. For two NS0 clones and NISTCHO, we improved the baseline methods for seed train culture and demonstrated the critical roles of agitation and gassing strategies for stirred-tank bioreactor operations. For NISTCHO we also tested fed-batch and perfusion processes in rocking bioreactors, identifying several critical process parameters and in-process controls. In this work, for the NIST NS0-59 and NS0-66 clones, we demonstrated that shake flask geometry was critical for culturing a highly viable seed train with a high growth rate and exhibited impacts of feeds, agitation, and gassing during initial bioreactor process development. We identified agitation rates and gassing strategy as critical process parameters for NISTCHO stirred-tank bioreactor operations and established processes for fed-batch and perfusion rocking bioreactor operations. We anticipate this work to benefit the growing number of researchers employing non-originator NISTmAb-expressing cell lines to support precompetitive innovation in biomanufacturing.</p>","PeriodicalId":18206,"journal":{"name":"mAbs","volume":"17 1","pages":"2505088"},"PeriodicalIF":5.6,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12118382/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144128099","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
Data-driven analyses of human antibody variable domain germlines: pairings, sequences and structural features. 人抗体可变结构域种系的数据驱动分析:配对、序列和结构特征。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-05-25 DOI: 10.1080/19420862.2025.2507950
Clarissa A Seidler, Vera A Spanke, Jakob Gamper, Alexander Bujotzek, Guy Georges, Klaus R Liedl

The Observed Antibody Space provides the most abundant collection of annotated paired antibody variable domain sequences, thus offering a unique platform for the systematic investigation of the factors governing the pairing of antibody heavy and light chains. By examining a range of characteristics, including amino acid conservation, structural features, charge distribution, and interface residue identity, we challenge the prevailing assumption that pairing is random. Our findings indicate that specific physicochemical properties of single amino acid residues may influence the compatibility and affinity of heavy and light chain combinations. Further structural analyses based on antibody Fv fragments deposited in the Protein Data Bank (PDB) provide insights into the underlying structural features driving these pairing preferences, including a novel definition for the residues constituting the VH-VL interface, based on a collection of over 3500 structures. These results have significant implications for understanding antibody assembly and may guide the rational design of therapeutic antibodies with desired properties. Moreover, we provide a complete description and reference characterizing the various human germlines.

观察抗体空间提供了最丰富的带注释的成对抗体可变结构域序列集合,从而为系统研究控制抗体重链和轻链配对的因素提供了独特的平台。通过研究一系列特征,包括氨基酸守恒、结构特征、电荷分布和界面残基身份,我们挑战了普遍认为配对是随机的假设。我们的研究结果表明,单个氨基酸残基的特定物理化学性质可能会影响重链和轻链组合的相容性和亲和力。基于沉积在蛋白质数据库(PDB)中的抗体Fv片段的进一步结构分析提供了对驱动这些配对偏好的潜在结构特征的见解,包括基于3500多个结构的VH-VL界面残基的新定义。这些结果对理解抗体组装具有重要意义,并可能指导具有所需性质的治疗性抗体的合理设计。此外,我们提供了一个完整的描述和参考特征的各种人类生殖系。
{"title":"Data-driven analyses of human antibody variable domain germlines: pairings, sequences and structural features.","authors":"Clarissa A Seidler, Vera A Spanke, Jakob Gamper, Alexander Bujotzek, Guy Georges, Klaus R Liedl","doi":"10.1080/19420862.2025.2507950","DOIUrl":"10.1080/19420862.2025.2507950","url":null,"abstract":"<p><p>The Observed Antibody Space provides the most abundant collection of annotated paired antibody variable domain sequences, thus offering a unique platform for the systematic investigation of the factors governing the pairing of antibody heavy and light chains. By examining a range of characteristics, including amino acid conservation, structural features, charge distribution, and interface residue identity, we challenge the prevailing assumption that pairing is random. Our findings indicate that specific physicochemical properties of single amino acid residues may influence the compatibility and affinity of heavy and light chain combinations. Further structural analyses based on antibody Fv fragments deposited in the Protein Data Bank (PDB) provide insights into the underlying structural features driving these pairing preferences, including a novel definition for the residues constituting the V<sub>H</sub>-V<sub>L</sub> interface, based on a collection of over 3500 structures. These results have significant implications for understanding antibody assembly and may guide the rational design of therapeutic antibodies with desired properties. Moreover, we provide a complete description and reference characterizing the various human germlines.</p>","PeriodicalId":18206,"journal":{"name":"mAbs","volume":"17 1","pages":"2507950"},"PeriodicalIF":5.6,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12118439/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144142463","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
CDR clipping-induced heterodimerization: identification of a novel dimerization mechanism in a co-formulated antibody cocktail via a multifaceted mass spectrometry approach. CDR剪切诱导的异二聚化:通过多面质谱方法鉴定共配制抗体鸡尾酒中的一种新的二聚化机制。
IF 7.3 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-08-14 DOI: 10.1080/19420862.2025.2546074
Andrew J Heindel, Yang Shen, Timothy N Tiambeng, Yuetian Yan, Shunhai Wang, Ning Li

Co-formulated antibody cocktails are becoming an increasingly popular therapeutic class; however, they present analytical challenges over traditional single monoclonal antibody (mAb) formulations. One paramount concern is the formation of heteromeric species that have unknown impacts on safety and efficacy. Consequently, effective approaches for identifying and characterizing high-molecular weight (HMW) impurities are critical to the successful development of this therapeutic class. In this study, we used a multifaceted mass spectrometry approach to characterize a unique dimer species formed between two co-formulated mAbs under thermal stress, revealing an intriguing dimerization mechanism that is driven by complementarity-determining region clipping-induced domain swap. Size exclusion chromatography-mass spectrometry, complemented by post-column denaturation, was utilized at both intact and subunit levels to pinpoint the dimerization interface. Additionally, by probing the disulfide bond susceptibility changes via limited reduction and middle-down analysis, the structural changes of the involved domains were studied. These results highlight the critical role of sophisticated analytical methods in comprehending and addressing the complexities linked to co-formulated mAb cocktails.

共配制抗体鸡尾酒正成为越来越受欢迎的治疗类别;然而,与传统的单克隆抗体(mAb)制剂相比,它们提出了分析上的挑战。一个最重要的问题是异质物种的形成对安全性和有效性有未知的影响。因此,鉴别和表征高分子量(HMW)杂质的有效方法对这类治疗药物的成功开发至关重要。在这项研究中,我们使用了多面质谱方法来表征在热胁迫下在两个共配制的单抗之间形成的独特二聚体,揭示了一个有趣的二聚机制,该机制是由互补决定区域剪切诱导的结构域交换驱动的。尺寸排除色谱-质谱法,辅以柱后变性,在完整和亚基水平上被用于确定二聚化界面。此外,通过有限还原和中向下分析来探测二硫键的磁化率变化,研究了相关结构域的结构变化。这些结果突出了复杂的分析方法在理解和解决与共配制单抗鸡尾酒相关的复杂性方面的关键作用。
{"title":"CDR clipping-induced heterodimerization: identification of a novel dimerization mechanism in a co-formulated antibody cocktail via a multifaceted mass spectrometry approach.","authors":"Andrew J Heindel, Yang Shen, Timothy N Tiambeng, Yuetian Yan, Shunhai Wang, Ning Li","doi":"10.1080/19420862.2025.2546074","DOIUrl":"10.1080/19420862.2025.2546074","url":null,"abstract":"<p><p>Co-formulated antibody cocktails are becoming an increasingly popular therapeutic class; however, they present analytical challenges over traditional single monoclonal antibody (mAb) formulations. One paramount concern is the formation of heteromeric species that have unknown impacts on safety and efficacy. Consequently, effective approaches for identifying and characterizing high-molecular weight (HMW) impurities are critical to the successful development of this therapeutic class. In this study, we used a multifaceted mass spectrometry approach to characterize a unique dimer species formed between two co-formulated mAbs under thermal stress, revealing an intriguing dimerization mechanism that is driven by complementarity-determining region clipping-induced domain swap. Size exclusion chromatography-mass spectrometry, complemented by post-column denaturation, was utilized at both intact and subunit levels to pinpoint the dimerization interface. Additionally, by probing the disulfide bond susceptibility changes via limited reduction and middle-down analysis, the structural changes of the involved domains were studied. These results highlight the critical role of sophisticated analytical methods in comprehending and addressing the complexities linked to co-formulated mAb cocktails.</p>","PeriodicalId":18206,"journal":{"name":"mAbs","volume":"17 1","pages":"2546074"},"PeriodicalIF":7.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12355704/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144855724","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
Safety and tolerability of intramuscular sotrovimab administered at different injection sites: results from the Phase 1 COSMIC study. 在不同注射部位肌注sotrovimab的安全性和耐受性:来自一期COSMIC研究的结果
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.

试验注册:ClinicalTrials.gov标识符,NCT05280717。
{"title":"Safety and tolerability of intramuscular sotrovimab administered at different injection sites: results from the Phase 1 COSMIC study.","authors":"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","doi":"10.1080/19420862.2025.2456467","DOIUrl":"10.1080/19420862.2025.2456467","url":null,"abstract":"<p><strong>Trial registration: </strong>ClinicalTrials.gov identifier, NCT05280717.</p>","PeriodicalId":18206,"journal":{"name":"mAbs","volume":"17 1","pages":"2456467"},"PeriodicalIF":5.6,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11784644/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143066776","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
Computational analysis reveals non-consensus N-glycosylation sequons in antibody Fab region. 计算分析显示抗体Fab区存在非一致的n-糖基化序列。
IF 7.3 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-10-15 DOI: 10.1080/19420862.2025.2574406
Baiyu Qiu, Edwin Chen, Tawnya Flick, Simon Letarte

Protein glycosylation at asparagine typically occurs at a consensus motif. However, recent studies have reported instances of N-glycosylation at non-consensus sites, though the mechanisms and implications of these atypical modifications remain unclear. In this study, we identified novel non-consensus N-glycosylation motifs with low glycosylation occupancy in the Fab region of human antibodies. We developed a computational workflow to predict the interaction between non-consensus peptides and the eukaryotic oligosaccharyltransferase (OST) complex. This model was validated through site-directed mutagenesis around the asparagine residue and glycosylation quantification via mass spectrometry. Our results show that glycan occupancy at non-consensus sites can be modulated by mutations that influence OST binding affinity. Pharmacological inhibition of OST activity reduced non-consensus and consensus glycosylation in both Fab and Fc regions. Additionally, we identified new non-consensus glycosylation sites in natural human antibodies, revealing the sequence preferences governing these modifications. These findings provide mechanistic insights into OST sequence specificity and establish a computational and analytical framework for assessing atypical N-glycosylation, aiding glycan profile control in therapeutic antibody development.

天冬酰胺的蛋白糖基化通常发生在一致基序上。然而,最近的研究报道了n-糖基化在非共识位点的实例,尽管这些非典型修饰的机制和含义尚不清楚。在这项研究中,我们在人抗体Fab区发现了新的低糖基化占用的非一致的n-糖基化基序。我们开发了一个计算工作流来预测非共识肽和真核低聚糖转移酶(OST)复合物之间的相互作用。该模型通过围绕天冬酰胺残基的定点诱变和质谱的糖基化定量进行了验证。我们的研究结果表明,聚糖在非共识位点的占用可以通过影响OST结合亲和力的突变来调节。药理抑制OST活性降低了Fab区和Fc区的非共识糖基化和共识糖基化。此外,我们在天然人抗体中发现了新的非共识糖基化位点,揭示了控制这些修饰的序列偏好。这些发现提供了OST序列特异性的机制见解,并建立了评估非典型n -糖基化的计算和分析框架,有助于治疗性抗体开发中的聚糖谱控制。
{"title":"Computational analysis reveals non-consensus N-glycosylation sequons in antibody Fab region.","authors":"Baiyu Qiu, Edwin Chen, Tawnya Flick, Simon Letarte","doi":"10.1080/19420862.2025.2574406","DOIUrl":"10.1080/19420862.2025.2574406","url":null,"abstract":"<p><p>Protein glycosylation at asparagine typically occurs at a consensus motif. However, recent studies have reported instances of N-glycosylation at non-consensus sites, though the mechanisms and implications of these atypical modifications remain unclear. In this study, we identified novel non-consensus N-glycosylation motifs with low glycosylation occupancy in the Fab region of human antibodies. We developed a computational workflow to predict the interaction between non-consensus peptides and the eukaryotic oligosaccharyltransferase (OST) complex. This model was validated through site-directed mutagenesis around the asparagine residue and glycosylation quantification via mass spectrometry. Our results show that glycan occupancy at non-consensus sites can be modulated by mutations that influence OST binding affinity. Pharmacological inhibition of OST activity reduced non-consensus and consensus glycosylation in both Fab and Fc regions. Additionally, we identified new non-consensus glycosylation sites in natural human antibodies, revealing the sequence preferences governing these modifications. These findings provide mechanistic insights into OST sequence specificity and establish a computational and analytical framework for assessing atypical N-glycosylation, aiding glycan profile control in therapeutic antibody development.</p>","PeriodicalId":18206,"journal":{"name":"mAbs","volume":"17 1","pages":"2574406"},"PeriodicalIF":7.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12530493/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145292646","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
Immunogenicity of single-chain antibodies: germlining of a VHH lowers T-cell activation from epitopes in FR2 and CDR regions. 单链抗体的免疫原性:VHH的种衬降低了FR2和CDR区域表位的t细胞活化。
IF 7.3 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-10-12 DOI: 10.1080/19420862.2025.2571406
Remi Giraudet, Adrien Laroche, Benjamin Chalopin, Steven Dubois, Evelyne Correia, Isabelle Staropoli, Olivier Schwartz, Bernard Maillère, Hervé Nozach

Single-chain antibodies (scAbs), derived from camelid antibodies, have gained attention as therapeutic candidates due to their small size and perceived low immunogenicity, but recent studies have reported immune responses to several scAbs. To better understand their immunogenicity, we investigated the T-cell responses induced by VHH76, a VHH-Fc engineered to target the SARS-CoV-2 RBD, along with its humanized and germlined variants. The humanized variant contains six human substitutions, while the germlined variant was obtained by screening of a combinatorial library of the VHH76 sequences, comprising human and wild-type substitutions at 12 different positions. The germlined variant finally contains 16 human substitutions. All VHH76 variants triggered CD4 T-cell responses from healthy donors, with the germlined VHH76 showing significantly reduced T-cell stimulation. Two epitope regions were identified: one overlapping CDR3 and another spreading from CDR1 to CDR2. Additional human substitutions at the VHH-conserved positions in FR2 compromised the biological properties of the germlined VHH76 and did not seem to reduce clearly the risk of T-cell response. In conclusion, using a sensitive T-cell assay, we showed that T cells specific for VHH76 variants were detected in the blood of healthy donors and that the frequency of responding T cells diminished with germlining. While epitopes in CDR3 are linked to VHH76 specificity, modifying the conserved FR2 region presents challenges for reducing VHH76 immunogenicity. This study contributes to the understanding of VHH76 immunogenicity and offers insights into strategies to mitigate immune responses.

单链抗体(scAbs)来源于骆驼抗体,由于其小尺寸和低免疫原性而受到关注,但最近的研究报道了几种scAbs的免疫反应。为了更好地了解它们的免疫原性,我们研究了VHH76(一种针对SARS-CoV-2 RBD的VHH-Fc)及其人源化和种系变体诱导的t细胞反应。人源化变异包含6个人类替代,而种系变异是通过筛选VHH76序列组合文库获得的,其中包括12个不同位置的人类和野生型替代。种系变异最终包含16个人类替代。所有VHH76变异都触发了健康供体的CD4 t细胞反应,其中种系VHH76显示出明显减少的t细胞刺激。鉴定出两个表位区域:一个重叠CDR3,另一个从CDR1扩散到CDR2。在FR2中vhh保守位置的其他人类替代损害了种系VHH76的生物学特性,并且似乎没有明显降低t细胞反应的风险。总之,使用灵敏的T细胞试验,我们发现在健康供者的血液中检测到VHH76变异的特异性T细胞,并且反应T细胞的频率随着生殖受精而减少。虽然CDR3中的表位与VHH76特异性相关,但修改保守的FR2区域对降低VHH76的免疫原性提出了挑战。本研究有助于了解VHH76的免疫原性,并为减轻免疫反应的策略提供见解。
{"title":"Immunogenicity of single-chain antibodies: germlining of a VHH lowers T-cell activation from epitopes in FR2 and CDR regions.","authors":"Remi Giraudet, Adrien Laroche, Benjamin Chalopin, Steven Dubois, Evelyne Correia, Isabelle Staropoli, Olivier Schwartz, Bernard Maillère, Hervé Nozach","doi":"10.1080/19420862.2025.2571406","DOIUrl":"10.1080/19420862.2025.2571406","url":null,"abstract":"<p><p>Single-chain antibodies (scAbs), derived from camelid antibodies, have gained attention as therapeutic candidates due to their small size and perceived low immunogenicity, but recent studies have reported immune responses to several scAbs. To better understand their immunogenicity, we investigated the T-cell responses induced by VHH76, a VHH-Fc engineered to target the SARS-CoV-2 RBD, along with its humanized and germlined variants. The humanized variant contains six human substitutions, while the germlined variant was obtained by screening of a combinatorial library of the VHH76 sequences, comprising human and wild-type substitutions at 12 different positions. The germlined variant finally contains 16 human substitutions. All VHH76 variants triggered CD4 T-cell responses from healthy donors, with the germlined VHH76 showing significantly reduced T-cell stimulation. Two epitope regions were identified: one overlapping CDR3 and another spreading from CDR1 to CDR2. Additional human substitutions at the VHH-conserved positions in FR2 compromised the biological properties of the germlined VHH76 and did not seem to reduce clearly the risk of T-cell response. In conclusion, using a sensitive T-cell assay, we showed that T cells specific for VHH76 variants were detected in the blood of healthy donors and that the frequency of responding T cells diminished with germlining. While epitopes in CDR3 are linked to VHH76 specificity, modifying the conserved FR2 region presents challenges for reducing VHH76 immunogenicity. This study contributes to the understanding of VHH76 immunogenicity and offers insights into strategies to mitigate immune responses.</p>","PeriodicalId":18206,"journal":{"name":"mAbs","volume":"17 1","pages":"2571406"},"PeriodicalIF":7.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12520093/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145280512","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
Balancing brain exposure, pharmacokinetics and safety of transferrin receptor antibodies for delivery of neuro-therapeutics. 平衡脑暴露、转铁蛋白受体抗体的药代动力学和安全性。
IF 7.3 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-11-24 DOI: 10.1080/19420862.2025.2592422
Benjamin A Smith, Caitlin B Meeks, Isabel Murray-Brown, Elizabeth A McCarthy, Mark C Julian, Joe Arndt, Matthew Stewart, Kerri Spilker, Nadia D'Lima, Jana Dolnikova, You Li, Shikha Prasad, Fang Qian, BangJian Gong, Di Jiang, Long Yuan, Taras Tuczkewycz, Joseph Amatucci, Rachel Doyle, Akiko Wagatsuma, Fu-Chia Yang, Blake Pepinsky, Paul H Weinreb, Thomas O Cameron, Adem C Koksal

Progress in developing effective large-molecule therapies for neurological diseases is limited by exposure at the sites of action, beyond the blood-brain barrier (BBB). While transferrin receptor (TfR1)-mediated transport is gaining validation as a mechanism to deliver medicines of multiple modalities to the brain, there is much still to be learned about maximizing the potential of TfR1 targeting. We systematically vary for the first time affinity and valency of two anti‑TfR1 antibodies, which have distinct epitopes and pH sensitivities, to investigate their effects on cellular trafficking, biodistribution, safety, and pharmacokinetics. We establish how transcytosis and receptor degradation trend with affinity and connect these in-vitro functions to in-vivo behaviors in brain uptake and reticulocyte depletion. We identify unique anti-TfR1 antibody profiles for either short-term maximal or long-term sustained brain delivery and demonstrate the utility of these shuttles for different pharmacological applications. Our results show that bivalent anti-TfR1 antibodies can be equally effective in brain uptake as monovalent antibodies if engineered to have similar cell-surface TfR1 binding strength, with prolonged brain exposure and less severe adverse effects, but epitope, as well as affinity and valency, factors into selecting a shuttle with maximal performance. These results challenge the view that monovalent formats are inherently superior and instead establish that affinity, valency, and epitope can be tuned to select TfR1 shuttles optimized for different therapeutic needs.

开发有效的神经系统疾病大分子疗法的进展受到作用部位暴露的限制,超出了血脑屏障(BBB)。虽然转铁蛋白受体(TfR1)介导的转运作为一种将多种方式的药物输送到大脑的机制正在获得验证,但关于最大限度地发挥TfR1靶向的潜力仍有很多需要了解。我们首次系统地改变了两种具有不同表位和pH敏感性的抗TfR1抗体的亲和力和效价,以研究它们对细胞运输、生物分布、安全性和药代动力学的影响。我们建立了胞吞作用和受体降解如何具有亲和力的趋势,并将这些体外功能与脑摄取和网状细胞消耗的体内行为联系起来。我们确定了短期最大或长期持续脑递送的独特抗tfr1抗体谱,并证明了这些穿梭体在不同药理学应用中的效用。我们的研究结果表明,如果设计成具有相似的细胞表面TfR1结合强度、长时间的脑暴露和较轻的不良反应,二价抗TfR1抗体在脑摄取方面可以与单价抗体一样有效,但表位、亲和力和价位是选择具有最大性能的穿梭体的因素。这些结果挑战了单价形式固有优势的观点,相反,建立了亲和力,价和表位可以调整,以选择针对不同治疗需求优化的TfR1穿梭子。
{"title":"Balancing brain exposure, pharmacokinetics and safety of transferrin receptor antibodies for delivery of neuro-therapeutics.","authors":"Benjamin A Smith, Caitlin B Meeks, Isabel Murray-Brown, Elizabeth A McCarthy, Mark C Julian, Joe Arndt, Matthew Stewart, Kerri Spilker, Nadia D'Lima, Jana Dolnikova, You Li, Shikha Prasad, Fang Qian, BangJian Gong, Di Jiang, Long Yuan, Taras Tuczkewycz, Joseph Amatucci, Rachel Doyle, Akiko Wagatsuma, Fu-Chia Yang, Blake Pepinsky, Paul H Weinreb, Thomas O Cameron, Adem C Koksal","doi":"10.1080/19420862.2025.2592422","DOIUrl":"https://doi.org/10.1080/19420862.2025.2592422","url":null,"abstract":"<p><p>Progress in developing effective large-molecule therapies for neurological diseases is limited by exposure at the sites of action, beyond the blood-brain barrier (BBB). While transferrin receptor (TfR1)-mediated transport is gaining validation as a mechanism to deliver medicines of multiple modalities to the brain, there is much still to be learned about maximizing the potential of TfR1 targeting. We systematically vary for the first time affinity and valency of two anti‑TfR1 antibodies, which have distinct epitopes and pH sensitivities, to investigate their effects on cellular trafficking, biodistribution, safety, and pharmacokinetics. We establish how transcytosis and receptor degradation trend with affinity and connect these in-vitro functions to in-vivo behaviors in brain uptake and reticulocyte depletion. We identify unique anti-TfR1 antibody profiles for either short-term maximal or long-term sustained brain delivery and demonstrate the utility of these shuttles for different pharmacological applications. Our results show that bivalent anti-TfR1 antibodies can be equally effective in brain uptake as monovalent antibodies if engineered to have similar cell-surface TfR1 binding strength, with prolonged brain exposure and less severe adverse effects, but epitope, as well as affinity and valency, factors into selecting a shuttle with maximal performance. These results challenge the view that monovalent formats are inherently superior and instead establish that affinity, valency, and epitope can be tuned to select TfR1 shuttles optimized for different therapeutic needs.</p>","PeriodicalId":18206,"journal":{"name":"mAbs","volume":"17 1","pages":"2592422"},"PeriodicalIF":7.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145596762","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Discovery and characterization of two anti-PD-1 antibodies with a unique binding mechanism to human PD-1. 发现和鉴定两种具有独特结合机制的抗PD-1抗体。
IF 7.3 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-11-25 DOI: 10.1080/19420862.2025.2591461
Keyla María Gómez Castellano, Alejandra Montes Luna, Gregorio de Jesús Carballo Uicab, Frida Daniela Ramírez Villedas, Luis Javier Elizarrarás Rodríguez, Said Kayum Vázquez Leyva, Stefany Daniela Rodríguez Luna, Edith González González, María Martha Pedraza Escalona, Ben Holland, Pietro Della Cristina, Carolina Rivera Santiago, Hugo Alberto Barrera Saldaña, Sonia Mayra Pérez Tapia, Juan Carlos Almagro

Targeting checkpoint inhibitors is an effective therapy for treating cancer, with human programmed cell death protein 1 (hPD-1) being one of the most successful targets for developing antibody-based drugs. In this work, we isolated a panel of anti-PD-1 single-chain variable fragments with different binding and functional profiles from a fully synthetic human phage display library. Conversion of the best clone to hIgG1LALA and hIgG4PE formats, called UDIZ-007 and UDIZ-008, respectively, resulted in antibodies that effectively blocked the PD-1:PD-L1/L2 interaction and were highly selective as they did not cross-react with CD28 receptor family members. Doses of UDIZ-007 or UDIZ-008 at 10 mg/kg every 3 days for a total of six intraperitoneal administrations eradicated MC38-hPD-L1 colon tumors in B-hPD-1 transgenic mice for hPD-1 at day 17, with no relapse until the end of the study at day 56. Importantly, these antibodies bind hPD-1 in a unique region compared to the anti-PD-1 antibodies of known structure, which might have an impact on novel oncology indications when used as a standalone therapy or in combination with currently approved anti-PD-1 therapeutic antibodies. Therefore, UDIZ-007 and UDIZ-008 seem to be promising candidates for the development of antibody-based drugs targeting checkpoint inhibitors as a treatment for cancer.

靶向检查点抑制剂是治疗癌症的一种有效疗法,人类程序性细胞死亡蛋白1 (hPD-1)是开发基于抗体的药物最成功的靶点之一。在这项工作中,我们从一个完全合成的人噬菌体展示库中分离出一组具有不同结合和功能谱的抗pd -1单链可变片段。将最佳克隆转化为hIgG1LALA和hIgG4PE格式,分别称为UDIZ-007和UDIZ-008,产生的抗体可以有效阻断PD-1:PD-L1/L2相互作用,并且具有高度选择性,因为它们不与CD28受体家族成员交叉反应。UDIZ-007或UDIZ-008以10 mg/kg的剂量每3天腹腔注射6次,在第17天根除了B-hPD-1转基因小鼠的MC38-hPD-L1结肠肿瘤,直到第56天研究结束为止没有复发。重要的是,与已知结构的抗pd -1抗体相比,这些抗体在一个独特的区域结合hPD-1,当作为单独治疗或与目前批准的抗pd -1治疗抗体联合使用时,可能会对新的肿瘤适应症产生影响。因此,UDIZ-007和UDIZ-008似乎是开发靶向检查点抑制剂的抗体药物作为癌症治疗的有希望的候选者。
{"title":"Discovery and characterization of two anti-PD-1 antibodies with a unique binding mechanism to human PD-1.","authors":"Keyla María Gómez Castellano, Alejandra Montes Luna, Gregorio de Jesús Carballo Uicab, Frida Daniela Ramírez Villedas, Luis Javier Elizarrarás Rodríguez, Said Kayum Vázquez Leyva, Stefany Daniela Rodríguez Luna, Edith González González, María Martha Pedraza Escalona, Ben Holland, Pietro Della Cristina, Carolina Rivera Santiago, Hugo Alberto Barrera Saldaña, Sonia Mayra Pérez Tapia, Juan Carlos Almagro","doi":"10.1080/19420862.2025.2591461","DOIUrl":"10.1080/19420862.2025.2591461","url":null,"abstract":"<p><p>Targeting checkpoint inhibitors is an effective therapy for treating cancer, with human programmed cell death protein 1 (hPD-1) being one of the most successful targets for developing antibody-based drugs. In this work, we isolated a panel of anti-PD-1 single-chain variable fragments with different binding and functional profiles from a fully synthetic human phage display library. Conversion of the best clone to hIgG1LALA and hIgG4PE formats, called UDIZ-007 and UDIZ-008, respectively, resulted in antibodies that effectively blocked the PD-1:PD-L1/L2 interaction and were highly selective as they did not cross-react with CD28 receptor family members. Doses of UDIZ-007 or UDIZ-008 at 10 mg/kg every 3 days for a total of six intraperitoneal administrations eradicated MC38-hPD-L1 colon tumors in B-hPD-1 transgenic mice for hPD-1 at day 17, with no relapse until the end of the study at day 56. Importantly, these antibodies bind hPD-1 in a unique region compared to the anti-PD-1 antibodies of known structure, which might have an impact on novel oncology indications when used as a standalone therapy or in combination with currently approved anti-PD-1 therapeutic antibodies. Therefore, UDIZ-007 and UDIZ-008 seem to be promising candidates for the development of antibody-based drugs targeting checkpoint inhibitors as a treatment for cancer.</p>","PeriodicalId":18206,"journal":{"name":"mAbs","volume":"17 1","pages":"2591461"},"PeriodicalIF":7.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12667665/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145604836","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
Integrating immune library probing with structure-based computational design to develop potent neutralizing nanobodies against emerging SARS-CoV-2 variants. 将免疫文库探测与基于结构的计算设计相结合,开发针对新出现的SARS-CoV-2变体的有效中和纳米体。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-05-06 DOI: 10.1080/19420862.2025.2499595
Lidia Cerdán, Katixa Silva, Daniel Rodríguez-Martín, Patricia Pérez, María A Noriega, Ana Esteban Martín, Alfonso Gutiérrez-Adán, Yago Margolles, Juan A Corbera, Miguel A Martín-Acebes, Juan García-Arriaza, Juan Fernández-Recio, Luis A Fernández, José M Casasnovas

To generate antibodies (Abs) against SARS-CoV-2 emerging variants, we integrated multiple tools and engineered molecules with excellent neutralizing breadth and potency. Initially, the screening of an immune library identified a nanobody (Nb), termed Nb4, specific to the receptor-binding domain (RBD) of the Omicron BA.1 variant. A Nb4-derived heavy chain antibody (hcAb4) recognized the spike (S) of the Wuhan, Beta, Delta, Omicron BA.1, and BA.5 SARS-CoV-2 variants. A high-resolution crystal structure of the Nb4 variable (VHH) domain in complex with the SARS-CoV-2 RBD (Wuhan) defined the Nb4 binding mode and interface. The Nb4 VHH domain grasped the RBD and covered most of its outer face, including the core and the receptor-binding motif (RBM), which was consistent with hcAb4 blocking RBD binding to the SARS-CoV-2 receptor. In mouse models, a humanized hcAb4 showed therapeutic potential and prevented the replication of SARS-CoV-2 BA.1 virus in the lungs of the animals. In vitro, hcAb4 neutralized Wuhan, Beta, Delta, Omicron BA.1, and BA.5 viral variants, as well as the BQ.1.1 subvariant, but showed poor neutralization against the Omicron XBB.1.5. Structure-based computation of the RBD-Nb4 interface identified three Nb4 residues with a reduced contribution to the interaction with the XBB.1.5 RBD. Site-saturation mutagenesis of these residues resulted in two hcAb4 mutants with enhanced XBB.1.5 S binding and virus neutralization, further improved by mutant Nb4 trimers. This research highlights an approach that combines library screening, Nb engineering, and structure-based computational predictions for the generation of SARS-CoV-2 Omicron-specific Abs and their adaptation to emerging variants.

为了生成针对SARS-CoV-2新变体的抗体(Abs),我们整合了多种工具并设计了具有出色中和广度和效力的分子。最初,免疫文库的筛选鉴定了一种纳米体(Nb),称为Nb4,对Omicron BA.1变体的受体结合域(RBD)具有特异性。一种nb4衍生的重链抗体(hcAb4)识别出武汉、Beta、Delta、Omicron BA.1和BA.5 SARS-CoV-2变体的刺突(S)。Nb4可变结构域(VHH)与SARS-CoV-2 RBD(武汉)复合物的高分辨率晶体结构定义了Nb4的结合模式和界面。Nb4 VHH结构域抓住RBD并覆盖其大部分外表面,包括核心和受体结合基序(RBM),这与hcAb4阻断RBD与SARS-CoV-2受体的结合一致。在小鼠模型中,人源化hcAb4显示出治疗潜力,并阻止了SARS-CoV-2 BA的复制。在动物肺部发现了1个病毒在体外,hcAb4可以中和武汉、Beta、Delta、Omicron BA.1和BA.5病毒变体以及BQ.1.1亚变体,但对Omicron XBB.1.5的中和效果较差。基于结构的RBD-Nb4界面计算确定了三个Nb4残基,这些残基对与XBB.1.5 RBD相互作用的贡献减小。这些残基的位点饱和突变产生了两个hcAb4突变体,具有增强的XBB.1.5 S结合和病毒中和性,并通过突变体Nb4三聚体进一步改善。这项研究强调了一种结合文库筛选、Nb工程和基于结构的计算预测的方法,用于产生SARS-CoV-2 omicron特异性抗体及其对新变体的适应性。
{"title":"Integrating immune library probing with structure-based computational design to develop potent neutralizing nanobodies against emerging SARS-CoV-2 variants.","authors":"Lidia Cerdán, Katixa Silva, Daniel Rodríguez-Martín, Patricia Pérez, María A Noriega, Ana Esteban Martín, Alfonso Gutiérrez-Adán, Yago Margolles, Juan A Corbera, Miguel A Martín-Acebes, Juan García-Arriaza, Juan Fernández-Recio, Luis A Fernández, José M Casasnovas","doi":"10.1080/19420862.2025.2499595","DOIUrl":"https://doi.org/10.1080/19420862.2025.2499595","url":null,"abstract":"<p><p>To generate antibodies (Abs) against SARS-CoV-2 emerging variants, we integrated multiple tools and engineered molecules with excellent neutralizing breadth and potency. Initially, the screening of an immune library identified a nanobody (Nb), termed Nb4, specific to the receptor-binding domain (RBD) of the Omicron BA.1 variant. A Nb4-derived heavy chain antibody (hcAb4) recognized the spike (S) of the Wuhan, Beta, Delta, Omicron BA.1, and BA.5 SARS-CoV-2 variants. A high-resolution crystal structure of the Nb4 variable (VHH) domain in complex with the SARS-CoV-2 RBD (Wuhan) defined the Nb4 binding mode and interface. The Nb4 VHH domain grasped the RBD and covered most of its outer face, including the core and the receptor-binding motif (RBM), which was consistent with hcAb4 blocking RBD binding to the SARS-CoV-2 receptor. In mouse models, a humanized hcAb4 showed therapeutic potential and prevented the replication of SARS-CoV-2 BA.1 virus in the lungs of the animals. <i>In vitro</i>, hcAb4 neutralized Wuhan, Beta, Delta, Omicron BA.1, and BA.5 viral variants, as well as the BQ.1.1 subvariant, but showed poor neutralization against the Omicron XBB.1.5. Structure-based computation of the RBD-Nb4 interface identified three Nb4 residues with a reduced contribution to the interaction with the XBB.1.5 RBD. Site-saturation mutagenesis of these residues resulted in two hcAb4 mutants with enhanced XBB.1.5 S binding and virus neutralization, further improved by mutant Nb4 trimers. This research highlights an approach that combines library screening, Nb engineering, and structure-based computational predictions for the generation of SARS-CoV-2 Omicron-specific Abs and their adaptation to emerging variants.</p>","PeriodicalId":18206,"journal":{"name":"mAbs","volume":"17 1","pages":"2499595"},"PeriodicalIF":5.6,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12064060/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143979006","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
Leveraging multi-modal feature learning for predictions of antibody viscosity. 利用多模态特征学习预测抗体黏度。
IF 5.6 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-01 Epub Date: 2025-04-11 DOI: 10.1080/19420862.2025.2490788
Krishna D B Anapindi, Kai Liu, Willie Wang, Yao Yu, Yan He, Edward J Hsieh, Ying Huang, Daniela Tomazela

The shift toward subcutaneous administration for biologic therapeutics has gained momentum due to its patient-friendly nature, convenience, reduced healthcare burden, and improved compliance compared to traditional intravenous infusions. However, a significant challenge associated with this transition is managing the viscosity of the administered solutions. High viscosity poses substantial development and manufacturability challenges, directly affecting patients by increasing injection time and causing pain at the injection site. Furthermore, high viscosity formulations can prolong residence time at the injection site, affecting absorption kinetics and potentially altering the intended pharmacological profile and therapeutic efficacy of the biologic candidate. Here, we report the application of a multimodal feature learning workflow for predicting the viscosity of antibodies in therapeutics discovery. It integrates multiple data sources including sequence, structural, physicochemical properties, as well as embeddings from a language model. This approach enables the model to learn from various underlying rules, such as physicochemical rules from molecular simulations and protein evolutionary patterns captured by large, pre-trained deep learning models. By comparing the effectiveness of this approach to other selected published viscosity prediction methods, this study provides insights into their intrinsic viscosity predictive potential and usability in early-stage therapeutics antibody development pipelines.

由于与传统静脉输液相比,皮下给药对患者友好、方便、减轻医疗负担和提高依从性,生物疗法向皮下给药的转变势头强劲。然而,与这种转变相关的一个重大挑战是管理所管理溶液的粘度。高粘度给开发和制造带来了巨大的挑战,通过增加注射时间和引起注射部位疼痛直接影响患者。此外,高粘度制剂可以延长注射部位的停留时间,影响吸收动力学,并可能改变生物候选物的预期药理特征和治疗效果。在这里,我们报告了一种多模态特征学习工作流程的应用,用于预测治疗方法发现中的抗体粘度。它集成了多个数据源,包括序列、结构、物理化学性质,以及来自语言模型的嵌入。这种方法使模型能够从各种潜在的规则中学习,例如来自分子模拟的物理化学规则和由大型预训练的深度学习模型捕获的蛋白质进化模式。通过比较该方法与其他已发表的粘度预测方法的有效性,本研究深入了解了它们在早期治疗药物抗体开发管道中的固有粘度预测潜力和可用性。
{"title":"Leveraging multi-modal feature learning for predictions of antibody viscosity.","authors":"Krishna D B Anapindi, Kai Liu, Willie Wang, Yao Yu, Yan He, Edward J Hsieh, Ying Huang, Daniela Tomazela","doi":"10.1080/19420862.2025.2490788","DOIUrl":"https://doi.org/10.1080/19420862.2025.2490788","url":null,"abstract":"<p><p>The shift toward subcutaneous administration for biologic therapeutics has gained momentum due to its patient-friendly nature, convenience, reduced healthcare burden, and improved compliance compared to traditional intravenous infusions. However, a significant challenge associated with this transition is managing the viscosity of the administered solutions. High viscosity poses substantial development and manufacturability challenges, directly affecting patients by increasing injection time and causing pain at the injection site. Furthermore, high viscosity formulations can prolong residence time at the injection site, affecting absorption kinetics and potentially altering the intended pharmacological profile and therapeutic efficacy of the biologic candidate. Here, we report the application of a multimodal feature learning workflow for predicting the viscosity of antibodies in therapeutics discovery. It integrates multiple data sources including sequence, structural, physicochemical properties, as well as embeddings from a language model. This approach enables the model to learn from various underlying rules, such as physicochemical rules from molecular simulations and protein evolutionary patterns captured by large, pre-trained deep learning models. By comparing the effectiveness of this approach to other selected published viscosity prediction methods, this study provides insights into their intrinsic viscosity predictive potential and usability in early-stage therapeutics antibody development pipelines.</p>","PeriodicalId":18206,"journal":{"name":"mAbs","volume":"17 1","pages":"2490788"},"PeriodicalIF":5.6,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143971334","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
期刊
mAbs
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1