Yunhui Zhuang, Bárbara B Mendes, Dhruv Menon, Jhenifer Oliveira, Xu Chen, Fatma Demir Duman, João Conniot, Sergio Mercado, Xiewen Liu, Shi-Yuan Zhang, João Conde, Rachel E Hewitt, David Fairen-Jimenez
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The power of this approach is demonstrated using four clinically relevant MOFs - NU-901, PCN-222, UiO-66, and ZIF-8 - revealing distinct, framework-dependent immune fingerprints. The initial in silico screening correctly flagged NU-901 and ZIF-8 as potential hazards to human health. These predictions are subsequently validated ex vivo, where NU-901 is confirmed to be selectively cytotoxic to CD14<sup>+</sup> monocytes, and ZIF-8 is identified as a specific pro-inflammatory agent via IL-6 induction. In contrast, candidates predicted to be safe - UiO-66 and PCN-222 - demonstrated high biocompatibility ex vivo and advanced to in vivo studies, where they caused only minimal and transient immune activation. This study provides a validated, resource-efficient roadmap for preclinical immunotoxicity assessment, establishing a rational paradigm to accelerate the safe clinical translation of MOFs and other advanced nanomedicines.</p>","PeriodicalId":113,"journal":{"name":"Advanced Healthcare Materials","volume":" ","pages":"e01809"},"PeriodicalIF":9.6000,"publicationDate":"2025-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Multiscale Profiling of Nanoscale Metal-Organic Framework Biocompatibility and Immune Interactions.\",\"authors\":\"Yunhui Zhuang, Bárbara B Mendes, Dhruv Menon, Jhenifer Oliveira, Xu Chen, Fatma Demir Duman, João Conniot, Sergio Mercado, Xiewen Liu, Shi-Yuan Zhang, João Conde, Rachel E Hewitt, David Fairen-Jimenez\",\"doi\":\"10.1002/adhm.202501809\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>The clinical translation of metal-organic frameworks (MOFs) - a promising class of porous materials for nanomedicine - is hindered by a poor understanding of their complex interactions with the immune system and in vivo immunotoxicity. To address this gap, a hierarchical \\\"Safety-by-Design\\\" pipeline is established and validated, integrating machine learning (ML) with ex vivo human blood studies and targeted in vivo models. This multi-stage workflow enables the systematic profiling of MOF immunotoxicity, de-risking their development. The power of this approach is demonstrated using four clinically relevant MOFs - NU-901, PCN-222, UiO-66, and ZIF-8 - revealing distinct, framework-dependent immune fingerprints. The initial in silico screening correctly flagged NU-901 and ZIF-8 as potential hazards to human health. These predictions are subsequently validated ex vivo, where NU-901 is confirmed to be selectively cytotoxic to CD14<sup>+</sup> monocytes, and ZIF-8 is identified as a specific pro-inflammatory agent via IL-6 induction. In contrast, candidates predicted to be safe - UiO-66 and PCN-222 - demonstrated high biocompatibility ex vivo and advanced to in vivo studies, where they caused only minimal and transient immune activation. This study provides a validated, resource-efficient roadmap for preclinical immunotoxicity assessment, establishing a rational paradigm to accelerate the safe clinical translation of MOFs and other advanced nanomedicines.</p>\",\"PeriodicalId\":113,\"journal\":{\"name\":\"Advanced Healthcare Materials\",\"volume\":\" \",\"pages\":\"e01809\"},\"PeriodicalIF\":9.6000,\"publicationDate\":\"2025-08-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Advanced Healthcare Materials\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://doi.org/10.1002/adhm.202501809\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, BIOMEDICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Advanced Healthcare Materials","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1002/adhm.202501809","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, BIOMEDICAL","Score":null,"Total":0}
Multiscale Profiling of Nanoscale Metal-Organic Framework Biocompatibility and Immune Interactions.
The clinical translation of metal-organic frameworks (MOFs) - a promising class of porous materials for nanomedicine - is hindered by a poor understanding of their complex interactions with the immune system and in vivo immunotoxicity. To address this gap, a hierarchical "Safety-by-Design" pipeline is established and validated, integrating machine learning (ML) with ex vivo human blood studies and targeted in vivo models. This multi-stage workflow enables the systematic profiling of MOF immunotoxicity, de-risking their development. The power of this approach is demonstrated using four clinically relevant MOFs - NU-901, PCN-222, UiO-66, and ZIF-8 - revealing distinct, framework-dependent immune fingerprints. The initial in silico screening correctly flagged NU-901 and ZIF-8 as potential hazards to human health. These predictions are subsequently validated ex vivo, where NU-901 is confirmed to be selectively cytotoxic to CD14+ monocytes, and ZIF-8 is identified as a specific pro-inflammatory agent via IL-6 induction. In contrast, candidates predicted to be safe - UiO-66 and PCN-222 - demonstrated high biocompatibility ex vivo and advanced to in vivo studies, where they caused only minimal and transient immune activation. This study provides a validated, resource-efficient roadmap for preclinical immunotoxicity assessment, establishing a rational paradigm to accelerate the safe clinical translation of MOFs and other advanced nanomedicines.
期刊介绍:
Advanced Healthcare Materials, a distinguished member of the esteemed Advanced portfolio, has been dedicated to disseminating cutting-edge research on materials, devices, and technologies for enhancing human well-being for over ten years. As a comprehensive journal, it encompasses a wide range of disciplines such as biomaterials, biointerfaces, nanomedicine and nanotechnology, tissue engineering, and regenerative medicine.