首页 > 最新文献

Nature Biomedical Engineering最新文献

英文 中文
A generalizable deep learning system for cardiac MRI 心脏MRI的可推广深度学习系统
IF 28.1 1区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-25 DOI: 10.1038/s41551-026-01637-3
Rohan Shad, Cyril Zakka, Dhamanpreet Kaur, Mrudang Mathur, Robyn Fong, Joseph Cho, Ross Warren Filice, John Mongan, Kimberly Kallianos, Nishith Khandwala, David Eng, Matthew Leipzig, Walter R. Witschey, Alejandro de Feria, Victor A. Ferrari, Euan A. Ashley, Michael A. Acker, Curtis Langlotz, William Hiesinger
Cardiac MRI allows for a comprehensive assessment of myocardial structure, function and tissue characteristics. Here we describe a foundational vision system for cardiac MRI, capable of representing the breadth of human cardiovascular disease and health. Our deep-learning model is trained via self-supervised contrastive learning, in which visual concepts in cine-sequence cardiac MRI scans are learned from the raw text of the accompanying radiology reports. We train and evaluate our model on data from four large academic clinical institutions in the United States. We additionally showcase the performance of our models on the UK BioBank and two additional publicly available external datasets. We explore emergent capabilities of our system and demonstrate remarkable performance across a range of tasks, including the problem of left-ventricular ejection fraction regression and the diagnosis of 39 different conditions such as cardiac amyloidosis and hypertrophic cardiomyopathy. We show that our deep-learning system is capable of not only contextualizing the staggering complexity of human cardiovascular disease but can be directed towards clinical problems of interest, yielding impressive, clinical-grade diagnostic accuracy with a fraction of the training data typically required for such tasks.
心脏MRI可以对心肌结构、功能和组织特征进行全面评估。在这里,我们描述了一个心脏MRI的基本视觉系统,能够代表人类心血管疾病和健康的广度。我们的深度学习模型是通过自我监督对比学习来训练的,其中电影序列心脏MRI扫描中的视觉概念是从随附的放射学报告的原始文本中学习的。我们在美国四家大型学术临床机构的数据上训练和评估我们的模型。我们还展示了我们的模型在UK BioBank和另外两个公开可用的外部数据集上的性能。我们探索了我们的系统的应急能力,并在一系列任务中展示了卓越的表现,包括左心室射血分数回归问题和39种不同疾病的诊断,如心脏淀粉样变性和肥厚性心肌病。我们表明,我们的深度学习系统不仅能够将人类心血管疾病的惊人复杂性置于背景中,而且可以针对感兴趣的临床问题,产生令人印象深刻的临床级诊断准确性,而这些任务通常需要的训练数据的一小部分。
{"title":"A generalizable deep learning system for cardiac MRI","authors":"Rohan Shad, Cyril Zakka, Dhamanpreet Kaur, Mrudang Mathur, Robyn Fong, Joseph Cho, Ross Warren Filice, John Mongan, Kimberly Kallianos, Nishith Khandwala, David Eng, Matthew Leipzig, Walter R. Witschey, Alejandro de Feria, Victor A. Ferrari, Euan A. Ashley, Michael A. Acker, Curtis Langlotz, William Hiesinger","doi":"10.1038/s41551-026-01637-3","DOIUrl":"https://doi.org/10.1038/s41551-026-01637-3","url":null,"abstract":"Cardiac MRI allows for a comprehensive assessment of myocardial structure, function and tissue characteristics. Here we describe a foundational vision system for cardiac MRI, capable of representing the breadth of human cardiovascular disease and health. Our deep-learning model is trained via self-supervised contrastive learning, in which visual concepts in cine-sequence cardiac MRI scans are learned from the raw text of the accompanying radiology reports. We train and evaluate our model on data from four large academic clinical institutions in the United States. We additionally showcase the performance of our models on the UK BioBank and two additional publicly available external datasets. We explore emergent capabilities of our system and demonstrate remarkable performance across a range of tasks, including the problem of left-ventricular ejection fraction regression and the diagnosis of 39 different conditions such as cardiac amyloidosis and hypertrophic cardiomyopathy. We show that our deep-learning system is capable of not only contextualizing the staggering complexity of human cardiovascular disease but can be directed towards clinical problems of interest, yielding impressive, clinical-grade diagnostic accuracy with a fraction of the training data typically required for such tasks.","PeriodicalId":19063,"journal":{"name":"Nature Biomedical Engineering","volume":"19 1","pages":""},"PeriodicalIF":28.1,"publicationDate":"2026-03-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147506135","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Human microphysiological systems of aging recreate the in vivo process expediting evaluation of anti-geronic strategies 人体衰老的微生理系统重建体内过程加速评估抗衰老策略
IF 28.1 1区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-25 DOI: 10.1038/s41551-026-01618-6
Lin Qi, Yuchen He, Alexandra Sviercovich, Xiaoyue Mei, Erzhen Chen, Yihan Xia, Michael J. Conboy, Irina M. Conboy, Andreas Stahl
The search for biological mechanisms of human aging is stalled by a lack of suitable models, and it remains unknown whether and to what degree rejuvenation reported in rodents translates to people. Here we report a human induced pluripotent stem cell-derived microphysiological system modelling the white adipose tissue–liver axis in the presence of heterochronic human serum to study aging and rejuvenation in humans. We reveal changes in functional and molecular hallmarks of aging and rejuvenation. We also investigate unknown biomarkers and mechanisms of plasticity in human tissue aging and potential rejuvenation strategies. The microphysiological chip recapitulates, in 4 days, aging-associated hallmarks that occur after decades of aging in people, including gerontic shifts in gene expression and oxidative DNA damage. We uncover unknown signalling networks in human aging, knock-on effects of aging in fat on liver, sexual polymorphisms of aging and tissue memory of age, and develop a custom machine learning model for biological age. Combining heterochronic human serum with the microphysiological system allows for rapidly establishing human tissue aging, discovering clinically relevant mechanisms and biomarkers, and testing of anti-geronic approaches.
由于缺乏合适的模型,对人类衰老的生物学机制的研究停滞不前,而且啮齿动物中报告的返老还老是否以及在多大程度上转化为人类仍然未知。在这里,我们报道了一个人类诱导的多能干细胞衍生的微生理系统,在异慢性人类血清的存在下模拟白色脂肪组织-肝轴,以研究人类的衰老和返老返老。我们揭示了衰老和返老还老的功能和分子特征的变化。我们还研究了未知的生物标志物和可塑性在人体组织老化和潜在的再生策略中的机制。这种微生理芯片在4天内概括了人在经历了几十年的衰老后出现的与衰老相关的特征,包括基因表达的衰老变化和氧化性DNA损伤。我们发现了人类衰老过程中未知的信号网络,脂肪老化对肝脏的连锁反应,衰老的性多态性和年龄的组织记忆,并开发了一个定制的生物年龄机器学习模型。将异慢性人血清与微生理系统相结合,可以快速建立人体组织衰老,发现临床相关机制和生物标志物,并测试抗衰老方法。
{"title":"Human microphysiological systems of aging recreate the in vivo process expediting evaluation of anti-geronic strategies","authors":"Lin Qi, Yuchen He, Alexandra Sviercovich, Xiaoyue Mei, Erzhen Chen, Yihan Xia, Michael J. Conboy, Irina M. Conboy, Andreas Stahl","doi":"10.1038/s41551-026-01618-6","DOIUrl":"https://doi.org/10.1038/s41551-026-01618-6","url":null,"abstract":"The search for biological mechanisms of human aging is stalled by a lack of suitable models, and it remains unknown whether and to what degree rejuvenation reported in rodents translates to people. Here we report a human induced pluripotent stem cell-derived microphysiological system modelling the white adipose tissue–liver axis in the presence of heterochronic human serum to study aging and rejuvenation in humans. We reveal changes in functional and molecular hallmarks of aging and rejuvenation. We also investigate unknown biomarkers and mechanisms of plasticity in human tissue aging and potential rejuvenation strategies. The microphysiological chip recapitulates, in 4 days, aging-associated hallmarks that occur after decades of aging in people, including gerontic shifts in gene expression and oxidative DNA damage. We uncover unknown signalling networks in human aging, knock-on effects of aging in fat on liver, sexual polymorphisms of aging and tissue memory of age, and develop a custom machine learning model for biological age. Combining heterochronic human serum with the microphysiological system allows for rapidly establishing human tissue aging, discovering clinically relevant mechanisms and biomarkers, and testing of anti-geronic approaches.","PeriodicalId":19063,"journal":{"name":"Nature Biomedical Engineering","volume":"45 1","pages":""},"PeriodicalIF":28.1,"publicationDate":"2026-03-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147506134","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Template-independent genome editing and restoration for correcting frameshift disorders 模板非依赖性基因组编辑和修复用于纠正移码障碍
IF 28.1 1区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-23 DOI: 10.1038/s41551-026-01635-5
Shiwei Qiu, Lian Liu, Bin Xiang, Ziqin Jin, Yahong Li, Dong Li, Hanqing Hou, Kuan Li, Gege Wei, Jiangping Xie, Shang Li, Shuang Liu, Chunlai Chen, Xin Liang, Qianwen Sun, Wei Xiong
Frameshift mutations, responsible for >20% of Mendelian inherited diseases, pose substantial therapeutic challenges. Here we developed Template-Independent Genome Editing for Restoration (TIGER), a platform for the efficient and precise correction of frameshift mutations across various models. By identifying reproducible nucleotide-level factors that influence therapeutic efficacy across cells and tissues, we developed a scoring system for guide RNA (gRNA)–Cas9 outcomes. Approximately 75% of deletion and 50% of insertion mutations produced ≥30% in-frame products, sufficient for phenotypic restoration, with 38% and 65% achieving wild-type correction, respectively. To expand the applicability of TIGER across species and genome wide, we retrained the inDelphi algorithm to predict therapeutic gRNAs for single-nucleotide frameshifts. In a mouse model of deafness, delivery of SpCas9 and optimal gRNA via dual adeno-associated virus restored hearing thresholds to wild-type levels, with ~90% of in-frame edits being wild type. TIGER provides a robust and broadly applicable strategy for in vivo correction of inherited frameshift diseases.
移码突变占孟德尔遗传疾病的20%,对治疗提出了重大挑战。在这里,我们开发了模板独立基因组编辑恢复(TIGER),这是一个有效和精确校正各种模型中的移码突变的平台。通过鉴定影响细胞和组织治疗效果的可重复核苷酸水平因素,我们开发了一个指导RNA (gRNA) -Cas9结果的评分系统。大约75%的缺失突变和50%的插入突变产生≥30%的框内产物,足以恢复表型,分别有38%和65%实现野生型校正。为了扩大TIGER在物种和基因组范围内的适用性,我们重新训练了inDelphi算法来预测单核苷酸帧移位的治疗性grna。在小鼠耳聋模型中,通过双腺相关病毒传递SpCas9和最佳gRNA将听力阈值恢复到野生型水平,其中约90%的帧内编辑为野生型。TIGER提供了一个强大的和广泛适用的策略,在体内纠正遗传性移码疾病。
{"title":"Template-independent genome editing and restoration for correcting frameshift disorders","authors":"Shiwei Qiu, Lian Liu, Bin Xiang, Ziqin Jin, Yahong Li, Dong Li, Hanqing Hou, Kuan Li, Gege Wei, Jiangping Xie, Shang Li, Shuang Liu, Chunlai Chen, Xin Liang, Qianwen Sun, Wei Xiong","doi":"10.1038/s41551-026-01635-5","DOIUrl":"https://doi.org/10.1038/s41551-026-01635-5","url":null,"abstract":"Frameshift mutations, responsible for >20% of Mendelian inherited diseases, pose substantial therapeutic challenges. Here we developed Template-Independent Genome Editing for Restoration (TIGER), a platform for the efficient and precise correction of frameshift mutations across various models. By identifying reproducible nucleotide-level factors that influence therapeutic efficacy across cells and tissues, we developed a scoring system for guide RNA (gRNA)–Cas9 outcomes. Approximately 75% of deletion and 50% of insertion mutations produced ≥30% in-frame products, sufficient for phenotypic restoration, with 38% and 65% achieving wild-type correction, respectively. To expand the applicability of TIGER across species and genome wide, we retrained the inDelphi algorithm to predict therapeutic gRNAs for single-nucleotide frameshifts. In a mouse model of deafness, delivery of SpCas9 and optimal gRNA via dual adeno-associated virus restored hearing thresholds to wild-type levels, with ~90% of in-frame edits being wild type. TIGER provides a robust and broadly applicable strategy for in vivo correction of inherited frameshift diseases.","PeriodicalId":19063,"journal":{"name":"Nature Biomedical Engineering","volume":"190 1","pages":""},"PeriodicalIF":28.1,"publicationDate":"2026-03-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147496842","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Artificial intelligence-guided design of LNPs for in vivo targeted mRNA delivery via analysis of the spatial conformation of ionizable lipids. 通过分析可电离脂质的空间构象,人工智能引导设计LNPs用于体内靶向mRNA递送。
IF 28.1 1区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-18 DOI: 10.1038/s41551-026-01640-8
Lin-Jia Su,Nan-Nan Wang,Rui Luo,Zi-Han Ji,Haiyan Gu,Chao Yang,Mo-Xi Xu,Juchen Zhang,Qinghua Chen,Meng-Zhen Yu,Chenglin Li,Kelong Fan,Lin Mei,Yuliang Zhao,Yi Wang,Yurui Gao,Hao Wang,Yao-Xin Lin
Efficient mRNA delivery to specific tissues requires optimized ionizable lipids, yet the role of lipid spatial conformation in organ targeting and endosomal escape remains underexplored. Here we developed a library of lipids with diverse amino heads, degradable linkers and hydrophobic tails, generating distinct three-dimensional conformations. Molecular dynamics simulations revealed the dynamic conformations of these lipids during organic-aqueous phase transitions, and experimental validation confirmed that head and tail arrangements are key determinants of delivery efficiency and organ specificity. To accelerate lipid discovery, dynamic conformation data were converted into 2D density images to train machine learning models for lipid selection. AI-guided candidates, notably lipid P1, adopted stable three-tail cone-shaped conformations that promoted IgM protein corona formation and enabled spleen-targeted mRNA delivery. In preclinical models, P1-based mRNA vaccines triggered strong antibody and T-cell responses, leading to marked tumour suppression. These results highlight the pivotal role of lipid spatial conformation and the potential of AI-driven strategies to optimize lipid nanoparticles for organ-specific mRNA delivery.
有效的mRNA递送到特定组织需要优化的可电离脂质,然而脂质空间构象在器官靶向和内体逃逸中的作用仍未得到充分研究。在这里,我们开发了一个脂类库,具有不同的氨基头,可降解的连接和疏水尾部,产生不同的三维构象。分子动力学模拟揭示了这些脂质在有机-水相转变过程中的动态构象,实验验证证实了头部和尾部排列是传递效率和器官特异性的关键决定因素。为了加速脂质发现,动态构象数据被转换为二维密度图像,以训练用于脂质选择的机器学习模型。人工智能引导的候选蛋白,特别是脂质P1,采用稳定的三尾锥形构象,促进IgM蛋白冠状结构的形成,并实现脾脏靶向mRNA的传递。在临床前模型中,基于p1的mRNA疫苗引发了强烈的抗体和t细胞反应,导致明显的肿瘤抑制。这些结果强调了脂质空间构象的关键作用,以及人工智能驱动策略优化脂质纳米颗粒用于器官特异性mRNA递送的潜力。
{"title":"Artificial intelligence-guided design of LNPs for in vivo targeted mRNA delivery via analysis of the spatial conformation of ionizable lipids.","authors":"Lin-Jia Su,Nan-Nan Wang,Rui Luo,Zi-Han Ji,Haiyan Gu,Chao Yang,Mo-Xi Xu,Juchen Zhang,Qinghua Chen,Meng-Zhen Yu,Chenglin Li,Kelong Fan,Lin Mei,Yuliang Zhao,Yi Wang,Yurui Gao,Hao Wang,Yao-Xin Lin","doi":"10.1038/s41551-026-01640-8","DOIUrl":"https://doi.org/10.1038/s41551-026-01640-8","url":null,"abstract":"Efficient mRNA delivery to specific tissues requires optimized ionizable lipids, yet the role of lipid spatial conformation in organ targeting and endosomal escape remains underexplored. Here we developed a library of lipids with diverse amino heads, degradable linkers and hydrophobic tails, generating distinct three-dimensional conformations. Molecular dynamics simulations revealed the dynamic conformations of these lipids during organic-aqueous phase transitions, and experimental validation confirmed that head and tail arrangements are key determinants of delivery efficiency and organ specificity. To accelerate lipid discovery, dynamic conformation data were converted into 2D density images to train machine learning models for lipid selection. AI-guided candidates, notably lipid P1, adopted stable three-tail cone-shaped conformations that promoted IgM protein corona formation and enabled spleen-targeted mRNA delivery. In preclinical models, P1-based mRNA vaccines triggered strong antibody and T-cell responses, leading to marked tumour suppression. These results highlight the pivotal role of lipid spatial conformation and the potential of AI-driven strategies to optimize lipid nanoparticles for organ-specific mRNA delivery.","PeriodicalId":19063,"journal":{"name":"Nature Biomedical Engineering","volume":"51 1","pages":""},"PeriodicalIF":28.1,"publicationDate":"2026-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147478963","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
‘Tripod-like’ lung-targeting (LuT) lipids for highly efficient and selective LNPs for gene delivery and editing 用于基因传递和编辑的高效和选择性LNPs的“三脚架”肺靶向(LuT)脂质
IF 28.1 1区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-17 DOI: 10.1038/s41551-026-01615-9
Zeru Tian, Xu Wang, Sumanta Chatterjee, William Miller, Erick Guerrero, Yun-Chieh Sung, Alexis Pacheco Benitez, Sean Dilliard, Xiaoyan Bian, Amogh Vaidya, Xizhen Lian, Stephen Moore, Yehui Sun, Minjeong Kim, Yufen Xiao, Shiying Wu, Bret M. Evers, Jeon Lee, Lukas Farbiak, Daniel J. Siegwart
Developing lung-targeting delivery systems is essential for treating pulmonary conditions such as genetic respiratory diseases, infections, fibrosis and cancer. We synthesized and evaluated 444 lung-targeting lipids (LuT lipids) that form lipid nanoparticles (LNPs) to efficiently deliver messenger RNA and CRISPR–Cas9 genome editors to lungs with minimal side effects. Empirical analyses revealed structure–activity relationships, with top-performing LuT lipids possessing a unique ‘tripod-like’ structure consisting of a quaternary amine head, three long alkyl chains as legs and a short chain as a handle. LuT lipids improved endosomal escape, cargo release and endogenous targeting via adsorption of plasma proteins. Lead 1A7B13 LNPs showed a 25.5-fold improvement in mRNA delivery and a 9.2-fold increase in CRISPR–Cas9 gene-editing efficiency compared to benchmark DOTAP SORT LNPs, achieving over 90% selectivity to the lungs. 1A7B13 LNPs effectively delivered IL-10 mRNA in a therapeutic model of acute lung injury. This study reveals the relationship between lipid structure and lung-targeting activity, enriching the toolkit for lung-specific carriers.
开发肺部靶向递送系统对于治疗遗传性呼吸系统疾病、感染、纤维化和癌症等肺部疾病至关重要。我们合成并评估了444种肺靶向脂质(LuT脂质),它们形成脂质纳米颗粒(LNPs),以最小的副作用有效地将信使RNA和CRISPR-Cas9基因组编辑器传递到肺部。实证分析揭示了结构-活性关系,表现最好的LuT脂具有独特的“三脚架”结构,由一个季胺头、三个长烷基链作为腿和一个短链作为柄组成。LuT脂质通过吸附血浆蛋白改善内体逃逸、货物释放和内源性靶向。与基准的DOTAP SORT LNPs相比,Lead 1A7B13 LNPs的mRNA递送量提高了25.5倍,CRISPR-Cas9基因编辑效率提高了9.2倍,对肺部的选择性超过90%。1A7B13 LNPs在急性肺损伤模型中有效传递IL-10 mRNA。这项研究揭示了脂质结构与肺靶向活性之间的关系,丰富了肺特异性携带者的工具包。
{"title":"‘Tripod-like’ lung-targeting (LuT) lipids for highly efficient and selective LNPs for gene delivery and editing","authors":"Zeru Tian, Xu Wang, Sumanta Chatterjee, William Miller, Erick Guerrero, Yun-Chieh Sung, Alexis Pacheco Benitez, Sean Dilliard, Xiaoyan Bian, Amogh Vaidya, Xizhen Lian, Stephen Moore, Yehui Sun, Minjeong Kim, Yufen Xiao, Shiying Wu, Bret M. Evers, Jeon Lee, Lukas Farbiak, Daniel J. Siegwart","doi":"10.1038/s41551-026-01615-9","DOIUrl":"https://doi.org/10.1038/s41551-026-01615-9","url":null,"abstract":"Developing lung-targeting delivery systems is essential for treating pulmonary conditions such as genetic respiratory diseases, infections, fibrosis and cancer. We synthesized and evaluated 444 lung-targeting lipids (LuT lipids) that form lipid nanoparticles (LNPs) to efficiently deliver messenger RNA and CRISPR–Cas9 genome editors to lungs with minimal side effects. Empirical analyses revealed structure–activity relationships, with top-performing LuT lipids possessing a unique ‘tripod-like’ structure consisting of a quaternary amine head, three long alkyl chains as legs and a short chain as a handle. LuT lipids improved endosomal escape, cargo release and endogenous targeting via adsorption of plasma proteins. Lead 1A7B13 LNPs showed a 25.5-fold improvement in mRNA delivery and a 9.2-fold increase in CRISPR–Cas9 gene-editing efficiency compared to benchmark DOTAP SORT LNPs, achieving over 90% selectivity to the lungs. 1A7B13 LNPs effectively delivered IL-10 mRNA in a therapeutic model of acute lung injury. This study reveals the relationship between lipid structure and lung-targeting activity, enriching the toolkit for lung-specific carriers.","PeriodicalId":19063,"journal":{"name":"Nature Biomedical Engineering","volume":"59 1","pages":""},"PeriodicalIF":28.1,"publicationDate":"2026-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147465218","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Engineering an in vivo charging station for CAR-redirected invariant natural killer T cells to enhance cancer therapy 设计一个car -重定向的不变性自然杀伤T细胞体内充电站,以增强癌症治疗
IF 28.1 1区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-17 DOI: 10.1038/s41551-026-01629-3
Yan-Ruide Li, Haochen Nan, Zeyang Liu, Ying Fang, Yichen Zhu, Zibai Lyu, Zhengyao Shao, Enbo Zhu, Bo Zhang, Youcheng Yang, Xinyuan Shen, Yuning Chen, Tzung Hsiai, Lili Yang, Song Li
Invariant natural killer T (iNKT) cells are a unique subset of T lymphocytes with allogeneic potential and strong solid tumour-homing capacity, making them attractive for cancer immunotherapy. Unlike conventional T cells, iNKT cells recognize lipid antigens presented by the non-polymorphic CD1d molecule. Chimaeric antigen receptor (CAR)-redirected iNKT (CAR-iNKT) cells have shown promise; however, their clinical efficacy is limited by insufficient activation and poor long-term persistence within the tumour microenvironment. Here we describe the iNKT cell-targeted microparticle recruitment and activation system (iMRAS), a biomimetic platform engineered to locally recruit, activate and expand CAR-iNKT cells in vivo. Acting as an in vivo ‘charging station’, iMRAS provides chemotactic and activating cues that enhance CAR-iNKT cell functionality, improving persistence and tumour control in preclinical lymphoma and melanoma models. Through its biomimetic design and localized immunostimulatory effects, iMRAS helps overcome the limitations of current therapies for solid tumours, establishing a robust platform for advancing CAR-iNKT cell-based cancer immunotherapy.
不变性自然杀伤T细胞(iNKT)是T淋巴细胞的一个独特亚群,具有同种异体潜能和强大的实体肿瘤归巢能力,使其在癌症免疫治疗中具有吸引力。与传统T细胞不同,iNKT细胞识别由非多态性CD1d分子呈递的脂质抗原。嵌合抗原受体(CAR)重定向iNKT (CAR-iNKT)细胞已显示出前景;然而,它们的临床疗效受到肿瘤微环境中激活不足和长期持久性差的限制。在这里,我们描述了iNKT细胞靶向微粒招募和激活系统(iMRAS),这是一个仿生平台,用于在体内局部招募、激活和扩增CAR-iNKT细胞。作为体内“充电站”,iMRAS提供趋化和激活线索,增强CAR-iNKT细胞的功能,改善临床前淋巴瘤和黑色素瘤模型的持久性和肿瘤控制。通过其仿生设计和局部免疫刺激作用,iMRAS有助于克服当前实体肿瘤治疗的局限性,为推进基于CAR-iNKT细胞的癌症免疫治疗建立一个强大的平台。
{"title":"Engineering an in vivo charging station for CAR-redirected invariant natural killer T cells to enhance cancer therapy","authors":"Yan-Ruide Li, Haochen Nan, Zeyang Liu, Ying Fang, Yichen Zhu, Zibai Lyu, Zhengyao Shao, Enbo Zhu, Bo Zhang, Youcheng Yang, Xinyuan Shen, Yuning Chen, Tzung Hsiai, Lili Yang, Song Li","doi":"10.1038/s41551-026-01629-3","DOIUrl":"https://doi.org/10.1038/s41551-026-01629-3","url":null,"abstract":"Invariant natural killer T (iNKT) cells are a unique subset of T lymphocytes with allogeneic potential and strong solid tumour-homing capacity, making them attractive for cancer immunotherapy. Unlike conventional T cells, iNKT cells recognize lipid antigens presented by the non-polymorphic CD1d molecule. Chimaeric antigen receptor (CAR)-redirected iNKT (CAR-iNKT) cells have shown promise; however, their clinical efficacy is limited by insufficient activation and poor long-term persistence within the tumour microenvironment. Here we describe the iNKT cell-targeted microparticle recruitment and activation system (iMRAS), a biomimetic platform engineered to locally recruit, activate and expand CAR-iNKT cells in vivo. Acting as an in vivo ‘charging station’, iMRAS provides chemotactic and activating cues that enhance CAR-iNKT cell functionality, improving persistence and tumour control in preclinical lymphoma and melanoma models. Through its biomimetic design and localized immunostimulatory effects, iMRAS helps overcome the limitations of current therapies for solid tumours, establishing a robust platform for advancing CAR-iNKT cell-based cancer immunotherapy.","PeriodicalId":19063,"journal":{"name":"Nature Biomedical Engineering","volume":"18 1","pages":""},"PeriodicalIF":28.1,"publicationDate":"2026-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147465216","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Perilesional neuromodulation replaces lost sensorimotor function in persons with spinal cord injury. 病灶周围神经调节可替代脊髓损伤患者丧失的感觉运动功能。
IF 28.1 1区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-11 DOI: 10.1038/s41551-026-01627-5
Jonathan S Calvert,Samuel R Parker,Lakshmi N Govindarajan,Radu Darie,Elias Shaaya,Ryan Solinsky,Lily M Del Valle,Priyanka Miranda,Jaeson Jang,Ekta Tiwari,Sohail Syed,Raymond M Villalobos,Liza M Aguiar,J Andrew Taylor,Hanlin Tang,Sean McPherson,Wenzhe Xue,Alexios G Carayannopoulos,Adetokunbo A Oyelese,Ziya L Gokaslan,Arjun K Bansal,Linda J Resnik,Thomas Serre,Jared S Fridley,David A Borton
Spinal cord injury (SCI) results in permanent impairment of sensory, motor and autonomic function. Epidural electrical stimulation (EES) applied below the lesion can restore voluntary movement, autonomic function and locomotion following chronic SCI. However, impaired sensation below the SCI does not improve during the application of sublesional EES. Here we present first-in-human results demonstrating simultaneous lower extremity motor activation and somatosensory feedback in three participants with motor complete, chronic SCI enabled by perilesional EES. We determined motor- and sensory-specific EES parameters by leveraging modern deep learning methods and participant-directed control of stimulation. Supralesional EES evoked sensations were synchronized with leg movement, enabling participants to accurately report leg position. We then applied simultaneous supralesional and sublesional EES, enabling intentional control over leg movements and somatosensory feedback during functional tasks. Overall, we demonstrate a perilesional EES framework to modulate sensorimotor function that may improve quality of life in individuals with SCI.
脊髓损伤可导致感觉、运动和自主神经功能的永久性损伤。应用硬膜外电刺激(EES)可以恢复慢性脊髓损伤后的自主运动、自主神经功能和运动。然而,在应用亚区域EES时,SCI以下的感觉受损并没有改善。在这里,我们提出了首次在人类身上的研究结果,证明了在三名运动完全的慢性脊髓损伤患者中,同时存在下肢运动激活和体感觉反馈。我们利用现代深度学习方法和参与者导向的刺激控制来确定运动和感觉特定的EES参数。超视觉电刺激引起的感觉与腿部运动同步,使参与者能够准确地报告腿部位置。然后,我们同时应用超区域和亚区域的EES,在功能性任务中实现对腿部运动和体感反馈的有意识控制。总的来说,我们证明了一个区域周围的EES框架来调节感觉运动功能,可能会改善脊髓损伤患者的生活质量。
{"title":"Perilesional neuromodulation replaces lost sensorimotor function in persons with spinal cord injury.","authors":"Jonathan S Calvert,Samuel R Parker,Lakshmi N Govindarajan,Radu Darie,Elias Shaaya,Ryan Solinsky,Lily M Del Valle,Priyanka Miranda,Jaeson Jang,Ekta Tiwari,Sohail Syed,Raymond M Villalobos,Liza M Aguiar,J Andrew Taylor,Hanlin Tang,Sean McPherson,Wenzhe Xue,Alexios G Carayannopoulos,Adetokunbo A Oyelese,Ziya L Gokaslan,Arjun K Bansal,Linda J Resnik,Thomas Serre,Jared S Fridley,David A Borton","doi":"10.1038/s41551-026-01627-5","DOIUrl":"https://doi.org/10.1038/s41551-026-01627-5","url":null,"abstract":"Spinal cord injury (SCI) results in permanent impairment of sensory, motor and autonomic function. Epidural electrical stimulation (EES) applied below the lesion can restore voluntary movement, autonomic function and locomotion following chronic SCI. However, impaired sensation below the SCI does not improve during the application of sublesional EES. Here we present first-in-human results demonstrating simultaneous lower extremity motor activation and somatosensory feedback in three participants with motor complete, chronic SCI enabled by perilesional EES. We determined motor- and sensory-specific EES parameters by leveraging modern deep learning methods and participant-directed control of stimulation. Supralesional EES evoked sensations were synchronized with leg movement, enabling participants to accurately report leg position. We then applied simultaneous supralesional and sublesional EES, enabling intentional control over leg movements and somatosensory feedback during functional tasks. Overall, we demonstrate a perilesional EES framework to modulate sensorimotor function that may improve quality of life in individuals with SCI.","PeriodicalId":19063,"journal":{"name":"Nature Biomedical Engineering","volume":"16 1","pages":""},"PeriodicalIF":28.1,"publicationDate":"2026-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147394014","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
DNA origami vaccine nanoparticles improve humoral and cellular immune responses to infectious diseases DNA折纸疫苗纳米颗粒改善了对传染病的体液和细胞免疫反应
IF 28.1 1区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-11 DOI: 10.1038/s41551-026-01614-w
Yang C. Zeng, Olivia J. Young, Qiancheng Xiong, Longlong Si, Min Wen Ku, Sylvie G. Bernier, Hawa Dembele, Giorgia Isinelli, Tal Gilboa, Zoe Swank, Su Hyun Seok, Anjali Rajwar, Amanda Jiang, Yunhao Zhai, LaTonya D. Williams, Caleb A. Hellman, Chris M. Wintersinger, Amanda R. Graveline, Andyna Vernet, Melinda Sanchez, Sarai Bardales, Georgia D. Tomaras, Ju Hee Ryu, Ick Chan Kwon, Girija Goyal, Donald E. Ingber, William M. Shih
Current SARS-CoV-2 (severe acute respiratory syndrome coronavirus 2) vaccines have shown robust induction of neutralizing antibodies and CD4+ T cell activation; however, CD8+ responses are variable, and the duration of immunity and protection against variants are limited. Here we repurpose our DNA origami vaccine nanotechnology DoriVac to target infectious viruses, namely, SARS-CoV-2, HIV and Ebola. The DNA origami nanoparticle, conjugated with infectious-disease-specific heptad repeat 2 peptides, which act as highly conserved antigens, and CpG adjuvant at precise nanoscale spacing, induces neutralizing antibodies, Th1 CD4+ T cells and CD8+ T cells in naive mice, with significant improvement over a bolus control. Pre-clinical studies using lymph-node-on-a-chip systems validate that DoriVac, when conjugated with antigenic peptides or proteins, induces promising cellular and humoral immune responses in human cells. Moreover, DoriVac bearing full-length SARS-CoV-2 spike protein achieves immune responses comparable to current mRNA vaccine platforms while potentially reducing storage constraints. These results suggest that DoriVac holds potential as a versatile, modular vaccine platform, capable of inducing both humoral and cellular immunities, underscoring its potential future use.
目前的SARS-CoV-2(严重急性呼吸综合征冠状病毒2)疫苗已显示出对中和抗体和CD4+ T细胞活化的强大诱导;然而,CD8+反应是可变的,免疫的持续时间和对变异的保护是有限的。在这里,我们重新利用我们的DNA折纸疫苗纳米技术DoriVac来靶向传染性病毒,即SARS-CoV-2、艾滋病毒和埃博拉病毒。DNA折纸纳米颗粒结合了传染性疾病特异性的七肽重复2肽(作为高度保守的抗原)和精确纳米级间隔的CpG佐剂,在幼稚小鼠中诱导中和抗体、Th1 CD4+ T细胞和CD8+ T细胞,与大剂量对照相比有显著改善。使用淋巴结芯片系统的临床前研究证实,当DoriVac与抗原肽或蛋白质结合时,可在人体细胞中诱导有希望的细胞和体液免疫反应。此外,DoriVac携带全长SARS-CoV-2刺突蛋白,可实现与当前mRNA疫苗平台相当的免疫应答,同时可能减少存储限制。这些结果表明,DoriVac具有作为一种通用的模块化疫苗平台的潜力,能够诱导体液和细胞免疫,强调了其潜在的未来应用。
{"title":"DNA origami vaccine nanoparticles improve humoral and cellular immune responses to infectious diseases","authors":"Yang C. Zeng, Olivia J. Young, Qiancheng Xiong, Longlong Si, Min Wen Ku, Sylvie G. Bernier, Hawa Dembele, Giorgia Isinelli, Tal Gilboa, Zoe Swank, Su Hyun Seok, Anjali Rajwar, Amanda Jiang, Yunhao Zhai, LaTonya D. Williams, Caleb A. Hellman, Chris M. Wintersinger, Amanda R. Graveline, Andyna Vernet, Melinda Sanchez, Sarai Bardales, Georgia D. Tomaras, Ju Hee Ryu, Ick Chan Kwon, Girija Goyal, Donald E. Ingber, William M. Shih","doi":"10.1038/s41551-026-01614-w","DOIUrl":"https://doi.org/10.1038/s41551-026-01614-w","url":null,"abstract":"Current SARS-CoV-2 (severe acute respiratory syndrome coronavirus 2) vaccines have shown robust induction of neutralizing antibodies and CD4+ T cell activation; however, CD8+ responses are variable, and the duration of immunity and protection against variants are limited. Here we repurpose our DNA origami vaccine nanotechnology DoriVac to target infectious viruses, namely, SARS-CoV-2, HIV and Ebola. The DNA origami nanoparticle, conjugated with infectious-disease-specific heptad repeat 2 peptides, which act as highly conserved antigens, and CpG adjuvant at precise nanoscale spacing, induces neutralizing antibodies, Th1 CD4+ T cells and CD8+ T cells in naive mice, with significant improvement over a bolus control. Pre-clinical studies using lymph-node-on-a-chip systems validate that DoriVac, when conjugated with antigenic peptides or proteins, induces promising cellular and humoral immune responses in human cells. Moreover, DoriVac bearing full-length SARS-CoV-2 spike protein achieves immune responses comparable to current mRNA vaccine platforms while potentially reducing storage constraints. These results suggest that DoriVac holds potential as a versatile, modular vaccine platform, capable of inducing both humoral and cellular immunities, underscoring its potential future use.","PeriodicalId":19063,"journal":{"name":"Nature Biomedical Engineering","volume":"43 1","pages":""},"PeriodicalIF":28.1,"publicationDate":"2026-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147394091","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Rapid and sensitive detection of cancer-derived small extracellular vesicles using Janus particles. 利用Janus颗粒快速灵敏地检测癌源性细胞外小泡。
IF 28.1 1区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-11 DOI: 10.1038/s41551-026-01632-8
Sonu Kumar,John Alex Sinclair,Tiger Shi,Han-Sheng Chuang,Satyajyoti Senapati,Hsueh-Chia Chang
Detecting small extracellular vesicles is critical for understanding disease biology and developing diagnostic tools, yet current methods require lengthy isolation steps and lack sensitivity owing to interference from abundant proteins. Here we report on an assay that uses Janus particles that enable rapid, isolation-free detection by exploiting Brownian rotation-induced blinking changes. When vesicles bind, their size significantly alters the blinking frequency, while smaller proteins produce no signal, ensuring selectivity. Using less than 10 μl of sample, the assay detects approximately 200 vesicles per microlitre and works directly on plasma, serum, urine and cell media in under 1 h. In a blind study of 87 subjects with colorectal cancer, pancreatic ductal adenocarcinoma, glioblastoma, Alzheimer's disease and healthy controls, the method identified disease type with an area under the curve of 0.90-0.99. Compared with ultracentrifugation combined with surface plasmon resonance, which requires 24 h, our approach delivers 2 orders of magnitude better sensitivity and dynamic range, offering a fast and robust platform for clinical and research applications.
检测细胞外小泡对于理解疾病生物学和开发诊断工具至关重要,但目前的方法需要漫长的分离步骤,并且由于受到大量蛋白质的干扰而缺乏灵敏度。在这里,我们报告了一种使用Janus粒子的检测方法,该方法通过利用布朗旋转引起的闪烁变化来实现快速、无隔离的检测。当囊泡结合时,它们的大小显著改变了闪烁频率,而较小的蛋白质不产生信号,确保了选择性。该方法使用不到10 μl的样品,每微升检测约200个囊泡,并在1小时内直接作用于血浆、血清、尿液和细胞介质。在87例结直肠癌、胰腺导管腺癌、胶质母细胞瘤、阿尔茨海默病和健康对照的盲法研究中,该方法以曲线下面积为0.90-0.99识别疾病类型。与需要24小时的超离心结合表面等离子体共振相比,该方法的灵敏度和动态范围提高了2个数量级,为临床和研究应用提供了快速可靠的平台。
{"title":"Rapid and sensitive detection of cancer-derived small extracellular vesicles using Janus particles.","authors":"Sonu Kumar,John Alex Sinclair,Tiger Shi,Han-Sheng Chuang,Satyajyoti Senapati,Hsueh-Chia Chang","doi":"10.1038/s41551-026-01632-8","DOIUrl":"https://doi.org/10.1038/s41551-026-01632-8","url":null,"abstract":"Detecting small extracellular vesicles is critical for understanding disease biology and developing diagnostic tools, yet current methods require lengthy isolation steps and lack sensitivity owing to interference from abundant proteins. Here we report on an assay that uses Janus particles that enable rapid, isolation-free detection by exploiting Brownian rotation-induced blinking changes. When vesicles bind, their size significantly alters the blinking frequency, while smaller proteins produce no signal, ensuring selectivity. Using less than 10 μl of sample, the assay detects approximately 200 vesicles per microlitre and works directly on plasma, serum, urine and cell media in under 1 h. In a blind study of 87 subjects with colorectal cancer, pancreatic ductal adenocarcinoma, glioblastoma, Alzheimer's disease and healthy controls, the method identified disease type with an area under the curve of 0.90-0.99. Compared with ultracentrifugation combined with surface plasmon resonance, which requires 24 h, our approach delivers 2 orders of magnitude better sensitivity and dynamic range, offering a fast and robust platform for clinical and research applications.","PeriodicalId":19063,"journal":{"name":"Nature Biomedical Engineering","volume":"1 1","pages":""},"PeriodicalIF":28.1,"publicationDate":"2026-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147393742","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Predictive biomarkers of response to chimeric antigen receptor (CAR) T-cell therapy for pan-haematologic cancer. 嵌合抗原受体(CAR) t细胞治疗泛血液病反应的预测性生物标志物。
IF 28.1 1区 医学 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-09 DOI: 10.1038/s41551-026-01633-7
Gregory M Chen,Ankita Jain,David T Gering,Javier Satulovsky,Sarbani Datta,Peng Lai,Jayashree Karar,Vanessa E Gonzalez,Kathleen Alexander,Anne Chew,Julie K Jadlowsky,Marco Ruella,Luca Paruzzo,Kevin R Amses,Andrew J Rech,Edward A Stadtmauer,Noelle V Frey,Elizabeth O Hexner,David L Porter,Adam D Cohen,Saar I Gill,Alfred L Garfall,Stephen J Schuster,Kelvin C Mo,Samantha I Liang,Marko Spasic,Bruce L Levine,Don L Siegel,Angel Ramírez-Fernández,Christopher R Cabanski,EnJun Yang,Crystal L Mackall,Frederic D Bushman,Zinaida Good,E John Wherry,Carl H June,Joseph A Fraietta
Chimeric antigen receptor (CAR) T-cell therapy holds great promise for patients with cancer, and the identification of predictive biomarkers is crucial in finding new ways to guide therapy. Major challenges to the application of informatics and machine learning in CAR T-cell therapy include limited sample sizes and non-uniformity in data generation across cancer indications and trials. Here we took a global, pan-haematologic cancer approach, analysing 256 patients across 5 cancer types and 13 clinical trials. We generated data using a framework that included pre-infusion clinical features, over 2 million apheresis T cells analysed by flow cytometry using 17 unique markers, ex vivo T-cell expansion during CAR T-cell manufacture, more than 90,000 measurements of 30 serum markers and serial tracking of circulating CAR T cells using qPCR. From this data resource, we demonstrate the potential of pan-cancer predictive biomarkers that capture generalizable characteristics of treatment response and non-response in CAR T-cell therapy.
嵌合抗原受体(CAR) t细胞疗法为癌症患者带来了巨大的希望,识别预测性生物标志物对于寻找指导治疗的新方法至关重要。信息学和机器学习在CAR - t细胞治疗中的应用面临的主要挑战包括有限的样本量和癌症适应症和试验中数据生成的不均匀性。在这里,我们采用了一种全球性的泛血液学癌症方法,分析了5种癌症类型和13项临床试验的256名患者。我们使用一个框架生成数据,该框架包括输注前的临床特征、使用17种独特标记物的流式细胞术分析的200多万个分离T细胞、CAR - T细胞制造过程中的体外T细胞扩增、30种血清标记物的9万多次测量以及使用qPCR对循环CAR - T细胞的连续跟踪。从这些数据资源中,我们展示了泛癌症预测生物标志物的潜力,这些生物标志物可以捕捉CAR - t细胞治疗中治疗反应和无反应的一般特征。
{"title":"Predictive biomarkers of response to chimeric antigen receptor (CAR) T-cell therapy for pan-haematologic cancer.","authors":"Gregory M Chen,Ankita Jain,David T Gering,Javier Satulovsky,Sarbani Datta,Peng Lai,Jayashree Karar,Vanessa E Gonzalez,Kathleen Alexander,Anne Chew,Julie K Jadlowsky,Marco Ruella,Luca Paruzzo,Kevin R Amses,Andrew J Rech,Edward A Stadtmauer,Noelle V Frey,Elizabeth O Hexner,David L Porter,Adam D Cohen,Saar I Gill,Alfred L Garfall,Stephen J Schuster,Kelvin C Mo,Samantha I Liang,Marko Spasic,Bruce L Levine,Don L Siegel,Angel Ramírez-Fernández,Christopher R Cabanski,EnJun Yang,Crystal L Mackall,Frederic D Bushman,Zinaida Good,E John Wherry,Carl H June,Joseph A Fraietta","doi":"10.1038/s41551-026-01633-7","DOIUrl":"https://doi.org/10.1038/s41551-026-01633-7","url":null,"abstract":"Chimeric antigen receptor (CAR) T-cell therapy holds great promise for patients with cancer, and the identification of predictive biomarkers is crucial in finding new ways to guide therapy. Major challenges to the application of informatics and machine learning in CAR T-cell therapy include limited sample sizes and non-uniformity in data generation across cancer indications and trials. Here we took a global, pan-haematologic cancer approach, analysing 256 patients across 5 cancer types and 13 clinical trials. We generated data using a framework that included pre-infusion clinical features, over 2 million apheresis T cells analysed by flow cytometry using 17 unique markers, ex vivo T-cell expansion during CAR T-cell manufacture, more than 90,000 measurements of 30 serum markers and serial tracking of circulating CAR T cells using qPCR. From this data resource, we demonstrate the potential of pan-cancer predictive biomarkers that capture generalizable characteristics of treatment response and non-response in CAR T-cell therapy.","PeriodicalId":19063,"journal":{"name":"Nature Biomedical Engineering","volume":"87 1","pages":""},"PeriodicalIF":28.1,"publicationDate":"2026-03-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147381251","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Nature Biomedical Engineering
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