Pub Date : 2025-03-12DOI: 10.1021/acscentsci.4c0219810.1021/acscentsci.4c02198
Tania L. Lopez-Silva, Caleb F. Anderson and Joel P. Schneider*,
Neutrophil extracellular traps (NETs) are DNA networks released by neutrophils, first described as a defense response against pathogens but have since been associated with numerous inflammatory diseases. Diverse physical material properties have been shown to promote NET formation. Herein, we report the discovery that the charge of self-assembled peptide hydrogels predictably modulates the formation of NETs in vivo within the implanted material. Positively charged gels induce rapid NET release, whereas negatively charged gels do not. This differential immune response to our self-assembled peptide gels enabled the development of a material platform that allows rheostat-like modulation over the degree of NET formation with anatomical and locoregional control.
Self-assembled peptide-based hydrogel strategy for controlling the formation of neutrophil extracellular traps (NETs) in vivo with anatomical and locoregional precision, and the ability to regulate the degree of the response.
{"title":"Modulating Neutrophil Extracellular Trap Formation In Vivo with Locoregional Precision Using Differently Charged Self-Assembled Hydrogels","authors":"Tania L. Lopez-Silva, Caleb F. Anderson and Joel P. Schneider*, ","doi":"10.1021/acscentsci.4c0219810.1021/acscentsci.4c02198","DOIUrl":"https://doi.org/10.1021/acscentsci.4c02198https://doi.org/10.1021/acscentsci.4c02198","url":null,"abstract":"<p >Neutrophil extracellular traps (NETs) are DNA networks released by neutrophils, first described as a defense response against pathogens but have since been associated with numerous inflammatory diseases. Diverse physical material properties have been shown to promote NET formation. Herein, we report the discovery that the charge of self-assembled peptide hydrogels predictably modulates the formation of NETs <i>in vivo</i> within the implanted material. Positively charged gels induce rapid NET release, whereas negatively charged gels do not. This differential immune response to our self-assembled peptide gels enabled the development of a material platform that allows rheostat-like modulation over the degree of NET formation with anatomical and locoregional control.</p><p >Self-assembled peptide-based hydrogel strategy for controlling the formation of neutrophil extracellular traps (NETs) <i>in vivo</i> with anatomical and locoregional precision, and the ability to regulate the degree of the response.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":"11 3","pages":"465–478 465–478"},"PeriodicalIF":12.7,"publicationDate":"2025-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.4c02198","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143696295","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-03-12eCollection Date: 2025-03-26DOI: 10.1021/acscentsci.4c02198
Tania L Lopez-Silva, Caleb F Anderson, Joel P Schneider
Neutrophil extracellular traps (NETs) are DNA networks released by neutrophils, first described as a defense response against pathogens but have since been associated with numerous inflammatory diseases. Diverse physical material properties have been shown to promote NET formation. Herein, we report the discovery that the charge of self-assembled peptide hydrogels predictably modulates the formation of NETs in vivo within the implanted material. Positively charged gels induce rapid NET release, whereas negatively charged gels do not. This differential immune response to our self-assembled peptide gels enabled the development of a material platform that allows rheostat-like modulation over the degree of NET formation with anatomical and locoregional control.
{"title":"Modulating Neutrophil Extracellular Trap Formation <i>In Vivo</i> with Locoregional Precision Using Differently Charged Self-Assembled Hydrogels.","authors":"Tania L Lopez-Silva, Caleb F Anderson, Joel P Schneider","doi":"10.1021/acscentsci.4c02198","DOIUrl":"10.1021/acscentsci.4c02198","url":null,"abstract":"<p><p>Neutrophil extracellular traps (NETs) are DNA networks released by neutrophils, first described as a defense response against pathogens but have since been associated with numerous inflammatory diseases. Diverse physical material properties have been shown to promote NET formation. Herein, we report the discovery that the charge of self-assembled peptide hydrogels predictably modulates the formation of NETs <i>in vivo</i> within the implanted material. Positively charged gels induce rapid NET release, whereas negatively charged gels do not. This differential immune response to our self-assembled peptide gels enabled the development of a material platform that allows rheostat-like modulation over the degree of NET formation with anatomical and locoregional control.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":"11 3","pages":"465-478"},"PeriodicalIF":12.7,"publicationDate":"2025-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11950866/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143750239","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-03-12DOI: 10.1021/acscentsci.5c0005510.1021/acscentsci.5c00055
John Bradshaw, Anji Zhang, Babak Mahjour, David E. Graff, Marwin H. S. Segler and Connor W. Coley*,
Deep learning models for anticipating the products of organic reactions have found many use cases, including validating retrosynthetic pathways and constraining synthesis-based molecular design tools. Despite compelling performance on popular benchmark tasks, strange and erroneous predictions sometimes ensue when using these models in practice. The core issue is that common benchmarks test models in an in-distribution setting, whereas many real-world uses for these models are in out-of-distribution settings and require a greater degree of extrapolation. To better understand how current reaction predictors work in out-of-distribution domains, we report a series of more challenging evaluations of a prototypical SMILES-based deep learning model. First, we illustrate how performance on randomly sampled data sets is overly optimistic compared to performance when generalizing to new patents or new authors. Second, we conduct time splits that evaluate how models perform when tested on reactions published years after those in their training set, mimicking real-world deployment. Finally, we consider extrapolation across reaction classes to reflect what would be required for the discovery of novel reaction types. This panel of tasks can reveal the capabilities and limitations of today’s reaction predictors, acting as a crucial first step in the development of tomorrow’s next-generation models capable of reaction discovery.
Despite excellent benchmark performance, ML models for reaction prediction can struggle on real-world data─we evaluate these limitations by challenging a model on different out-of-distribution tasks.
{"title":"Challenging Reaction Prediction Models to Generalize to Novel Chemistry","authors":"John Bradshaw, Anji Zhang, Babak Mahjour, David E. Graff, Marwin H. S. Segler and Connor W. Coley*, ","doi":"10.1021/acscentsci.5c0005510.1021/acscentsci.5c00055","DOIUrl":"https://doi.org/10.1021/acscentsci.5c00055https://doi.org/10.1021/acscentsci.5c00055","url":null,"abstract":"<p >Deep learning models for anticipating the products of organic reactions have found many use cases, including validating retrosynthetic pathways and constraining synthesis-based molecular design tools. Despite compelling performance on popular benchmark tasks, strange and erroneous predictions sometimes ensue when using these models in practice. The core issue is that common benchmarks test models in an <i>in-distribution</i> setting, whereas many real-world uses for these models are in <i>out-of-distribution</i> settings and require a greater degree of extrapolation. To better understand how current reaction predictors work in out-of-distribution domains, we report a series of more challenging evaluations of a prototypical SMILES-based deep learning model. First, we illustrate how performance on randomly sampled data sets is overly optimistic compared to performance when generalizing to new patents or new authors. Second, we conduct time splits that evaluate how models perform when tested on reactions published years after those in their training set, mimicking real-world deployment. Finally, we consider extrapolation across reaction classes to reflect what would be required for the discovery of novel reaction types. This panel of tasks can reveal the capabilities and limitations of today’s reaction predictors, acting as a crucial first step in the development of tomorrow’s next-generation models capable of reaction discovery.</p><p >Despite excellent benchmark performance, ML models for reaction prediction can struggle on real-world data─we evaluate these limitations by challenging a model on different out-of-distribution tasks.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":"11 4","pages":"539–549 539–549"},"PeriodicalIF":12.7,"publicationDate":"2025-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.5c00055","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143858711","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Mitochondrial targeting has emerged as an attractive method for antitumor treatment. However, most of the mitochondria targeted drugs focused on inhibiting tumor cells, while their potential for activation of immune responses in the tumor microenvironment has rarely been described. In this study, we report a photosensitive iridium complex MitoIrL2, which enabled the simultaneous mitochondrial modulation of macrophages and tumor cells to achieve synergistic antitumor immunity. The adjustment of the mitochondrial respiratory chain, HIF-1α, and the NF-κB pathway in macrophages drove the metabolic reprogramming from oxidative phosphorylation (OXPHOS) to glycolysis, converting protumor M2 into the antitumor M1 phenotype. Downregulated expression of immunosuppressive checkpoint SIRPα has also been observed on macrophages. Meanwhile, the mitochondrial targeting MitoIrL2 enhanced the immunogenic cell death of tumor cells and reversed the immunosuppressive tumor microenvironment, which activated the systemic immune response and established long-term immune memory in vivo. This work illustrates a promising strategy to simultaneously regulate macrophages toward the antitumor phenotype and enhance immunogenic cell death in tumor cells for synergistic antitumor immunotherapy.
A mitochondrial targeting iridium photosensitizer could achieve direct immune activation of both macrophages and tumor cells, synergistically enhancing antitumor immunity via mitochondrial modulation.
{"title":"Synergistic Antitumor Immunotherapy via Mitochondria Regulation in Macrophages and Tumor Cells by an Iridium Photosensitizer","authors":"Shumeng Li, Hao Yuan, Xiu-Zhi Yang, Xinyu Xu, Wenhao Yu, Yanping Wu, Shankun Yao, Jin Xie, Weijiang He, Zijian Guo* and Yuncong Chen*, ","doi":"10.1021/acscentsci.4c0215610.1021/acscentsci.4c02156","DOIUrl":"https://doi.org/10.1021/acscentsci.4c02156https://doi.org/10.1021/acscentsci.4c02156","url":null,"abstract":"<p >Mitochondrial targeting has emerged as an attractive method for antitumor treatment. However, most of the mitochondria targeted drugs focused on inhibiting tumor cells, while their potential for activation of immune responses in the tumor microenvironment has rarely been described. In this study, we report a photosensitive iridium complex <b>MitoIrL2</b>, which enabled the simultaneous mitochondrial modulation of macrophages and tumor cells to achieve synergistic antitumor immunity. The adjustment of the mitochondrial respiratory chain, HIF-1α, and the NF-κB pathway in macrophages drove the metabolic reprogramming from oxidative phosphorylation (OXPHOS) to glycolysis, converting protumor M2 into the antitumor M1 phenotype. Downregulated expression of immunosuppressive checkpoint SIRPα has also been observed on macrophages. Meanwhile, the mitochondrial targeting <b>MitoIrL2</b> enhanced the immunogenic cell death of tumor cells and reversed the immunosuppressive tumor microenvironment, which activated the systemic immune response and established long-term immune memory <i>in vivo</i>. This work illustrates a promising strategy to simultaneously regulate macrophages toward the antitumor phenotype and enhance immunogenic cell death in tumor cells for synergistic antitumor immunotherapy.</p><p >A mitochondrial targeting iridium photosensitizer could achieve direct immune activation of both macrophages and tumor cells, synergistically enhancing antitumor immunity via mitochondrial modulation.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":"11 3","pages":"441–451 441–451"},"PeriodicalIF":12.7,"publicationDate":"2025-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.4c02156","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143696577","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-03-11DOI: 10.1021/acscentsci.5c0038910.1021/acscentsci.5c00389
XiaoZhi Lim,
Academia and industry see mixed results replacing fluorinated chemicals in refrigeration, textiles, and ion-exchange membranes.
{"title":"Researchers Face Challenges Devising a PFAS-Free Future","authors":"XiaoZhi Lim, ","doi":"10.1021/acscentsci.5c0038910.1021/acscentsci.5c00389","DOIUrl":"https://doi.org/10.1021/acscentsci.5c00389https://doi.org/10.1021/acscentsci.5c00389","url":null,"abstract":"<p >Academia and industry see mixed results replacing fluorinated chemicals in refrigeration, textiles, and ion-exchange membranes.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":"11 3","pages":"371–375 371–375"},"PeriodicalIF":12.7,"publicationDate":"2025-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.5c00389","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143696335","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Mitochondrial targeting has emerged as an attractive method for antitumor treatment. However, most of the mitochondria targeted drugs focused on inhibiting tumor cells, while their potential for activation of immune responses in the tumor microenvironment has rarely been described. In this study, we report a photosensitive iridium complex MitoIrL2, which enabled the simultaneous mitochondrial modulation of macrophages and tumor cells to achieve synergistic antitumor immunity. The adjustment of the mitochondrial respiratory chain, HIF-1α, and the NF-κB pathway in macrophages drove the metabolic reprogramming from oxidative phosphorylation (OXPHOS) to glycolysis, converting protumor M2 into the antitumor M1 phenotype. Downregulated expression of immunosuppressive checkpoint SIRPα has also been observed on macrophages. Meanwhile, the mitochondrial targeting MitoIrL2 enhanced the immunogenic cell death of tumor cells and reversed the immunosuppressive tumor microenvironment, which activated the systemic immune response and established long-term immune memory in vivo. This work illustrates a promising strategy to simultaneously regulate macrophages toward the antitumor phenotype and enhance immunogenic cell death in tumor cells for synergistic antitumor immunotherapy.
{"title":"Synergistic Antitumor Immunotherapy via Mitochondria Regulation in Macrophages and Tumor Cells by an Iridium Photosensitizer.","authors":"Shumeng Li, Hao Yuan, Xiu-Zhi Yang, Xinyu Xu, Wenhao Yu, Yanping Wu, Shankun Yao, Jin Xie, Weijiang He, Zijian Guo, Yuncong Chen","doi":"10.1021/acscentsci.4c02156","DOIUrl":"10.1021/acscentsci.4c02156","url":null,"abstract":"<p><p>Mitochondrial targeting has emerged as an attractive method for antitumor treatment. However, most of the mitochondria targeted drugs focused on inhibiting tumor cells, while their potential for activation of immune responses in the tumor microenvironment has rarely been described. In this study, we report a photosensitive iridium complex <b>MitoIrL2</b>, which enabled the simultaneous mitochondrial modulation of macrophages and tumor cells to achieve synergistic antitumor immunity. The adjustment of the mitochondrial respiratory chain, HIF-1α, and the NF-κB pathway in macrophages drove the metabolic reprogramming from oxidative phosphorylation (OXPHOS) to glycolysis, converting protumor M2 into the antitumor M1 phenotype. Downregulated expression of immunosuppressive checkpoint SIRPα has also been observed on macrophages. Meanwhile, the mitochondrial targeting <b>MitoIrL2</b> enhanced the immunogenic cell death of tumor cells and reversed the immunosuppressive tumor microenvironment, which activated the systemic immune response and established long-term immune memory <i>in vivo</i>. This work illustrates a promising strategy to simultaneously regulate macrophages toward the antitumor phenotype and enhance immunogenic cell death in tumor cells for synergistic antitumor immunotherapy.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":"11 3","pages":"441-451"},"PeriodicalIF":12.7,"publicationDate":"2025-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11950858/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143750245","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-03-10eCollection Date: 2025-03-26DOI: 10.1021/acscentsci.5c00387
April L Lukowski
{"title":"Promiscuity in Nature Extends to Central Protein Biosynthetic Machinery.","authors":"April L Lukowski","doi":"10.1021/acscentsci.5c00387","DOIUrl":"10.1021/acscentsci.5c00387","url":null,"abstract":"","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":"11 3","pages":"379-381"},"PeriodicalIF":12.7,"publicationDate":"2025-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11950865/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143750242","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-03-10DOI: 10.1021/acscentsci.5c0038710.1021/acscentsci.5c00387
April L. Lukowski,
Thioesters, rather than oxo-esters, can be tolerated and processed during translation to incorporate unnatural monomers.
{"title":"Promiscuity in Nature Extends to Central Protein Biosynthetic Machinery","authors":"April L. Lukowski, ","doi":"10.1021/acscentsci.5c0038710.1021/acscentsci.5c00387","DOIUrl":"https://doi.org/10.1021/acscentsci.5c00387https://doi.org/10.1021/acscentsci.5c00387","url":null,"abstract":"<p >Thioesters, rather than oxo-esters, can be tolerated and processed during translation to incorporate unnatural monomers.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":"11 3","pages":"379–381 379–381"},"PeriodicalIF":12.7,"publicationDate":"2025-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.5c00387","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143696523","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-03-10eCollection Date: 2025-03-26DOI: 10.1021/acscentsci.4c01021
Jinxuan Zhao, Yi Li, Naohiro Terasaka, Haruo Aikawa, Hiroaki Suga
Macrocyclic peptides make up a unique class of modalities known for their high affinity, specificity, and ability to modulate protein-protein interactions, including receptor activation. Messenger RNA display, including the Random Nonstandard Peptides Integrated Discovery (RaPID) system, stands out in identifying target-specific macrocyclic peptides, producing potent binders with low to subnanomolar dissociation constants against diverse targets. It has often been discussed that this success is partly attributed to the vast library of over a trillion different peptide sequences expressed from the corresponding mRNA sequences. However, the impact of library scales on the identification of various binders has not been experimentally validated. Here, we report the RaPID selections against an ectodomain of a receptor tyrosine kinase MET using peptide libraries ranging from 106 to 1014 unique members of mRNAs. We thoroughly analyzed the outcomes, including the binding kinetic properties, of the enriched peptide families. This study provides valuable guidelines for designing libraries with various numbers of sequences and selection conditions to enrich macrocyclic peptides with the desired characteristics.
{"title":"Diversity Scale of Library Matters: Impact of mRNA Library Diversity Scales on the Discovery of Macrocyclic Peptides Targeting a Protein by the RaPID System.","authors":"Jinxuan Zhao, Yi Li, Naohiro Terasaka, Haruo Aikawa, Hiroaki Suga","doi":"10.1021/acscentsci.4c01021","DOIUrl":"10.1021/acscentsci.4c01021","url":null,"abstract":"<p><p>Macrocyclic peptides make up a unique class of modalities known for their high affinity, specificity, and ability to modulate protein-protein interactions, including receptor activation. Messenger RNA display, including the Random Nonstandard Peptides Integrated Discovery (RaPID) system, stands out in identifying target-specific macrocyclic peptides, producing potent binders with low to subnanomolar dissociation constants against diverse targets. It has often been discussed that this success is partly attributed to the vast library of over a trillion different peptide sequences expressed from the corresponding mRNA sequences. However, the impact of library scales on the identification of various binders has not been experimentally validated. Here, we report the RaPID selections against an ectodomain of a receptor tyrosine kinase MET using peptide libraries ranging from 10<sup>6</sup> to 10<sup>14</sup> unique members of mRNAs. We thoroughly analyzed the outcomes, including the binding kinetic properties, of the enriched peptide families. This study provides valuable guidelines for designing libraries with various numbers of sequences and selection conditions to enrich macrocyclic peptides with the desired characteristics.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":"11 3","pages":"431-440"},"PeriodicalIF":12.7,"publicationDate":"2025-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11950852/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143750237","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-03-09DOI: 10.1021/acscentsci.4c0102110.1021/acscentsci.4c01021
Jinxuan Zhao, Yi Li, Naohiro Terasaka, Haruo Aikawa and Hiroaki Suga*,
Macrocyclic peptides make up a unique class of modalities known for their high affinity, specificity, and ability to modulate protein–protein interactions, including receptor activation. Messenger RNA display, including the Random Nonstandard Peptides Integrated Discovery (RaPID) system, stands out in identifying target-specific macrocyclic peptides, producing potent binders with low to subnanomolar dissociation constants against diverse targets. It has often been discussed that this success is partly attributed to the vast library of over a trillion different peptide sequences expressed from the corresponding mRNA sequences. However, the impact of library scales on the identification of various binders has not been experimentally validated. Here, we report the RaPID selections against an ectodomain of a receptor tyrosine kinase MET using peptide libraries ranging from 106 to 1014 unique members of mRNAs. We thoroughly analyzed the outcomes, including the binding kinetic properties, of the enriched peptide families. This study provides valuable guidelines for designing libraries with various numbers of sequences and selection conditions to enrich macrocyclic peptides with the desired characteristics.
The initial sampling of the sequence space determines the evolution of the families by the RaPID selection pressure for slow dissociation rates.
{"title":"Diversity Scale of Library Matters: Impact of mRNA Library Diversity Scales on the Discovery of Macrocyclic Peptides Targeting a Protein by the RaPID System","authors":"Jinxuan Zhao, Yi Li, Naohiro Terasaka, Haruo Aikawa and Hiroaki Suga*, ","doi":"10.1021/acscentsci.4c0102110.1021/acscentsci.4c01021","DOIUrl":"https://doi.org/10.1021/acscentsci.4c01021https://doi.org/10.1021/acscentsci.4c01021","url":null,"abstract":"<p >Macrocyclic peptides make up a unique class of modalities known for their high affinity, specificity, and ability to modulate protein–protein interactions, including receptor activation. Messenger RNA display, including the Random Nonstandard Peptides Integrated Discovery (RaPID) system, stands out in identifying target-specific macrocyclic peptides, producing potent binders with low to subnanomolar dissociation constants against diverse targets. It has often been discussed that this success is partly attributed to the vast library of over a trillion different peptide sequences expressed from the corresponding mRNA sequences. However, the impact of library scales on the identification of various binders has not been experimentally validated. Here, we report the RaPID selections against an ectodomain of a receptor tyrosine kinase MET using peptide libraries ranging from 10<sup>6</sup> to 10<sup>14</sup> unique members of mRNAs. We thoroughly analyzed the outcomes, including the binding kinetic properties, of the enriched peptide families. This study provides valuable guidelines for designing libraries with various numbers of sequences and selection conditions to enrich macrocyclic peptides with the desired characteristics.</p><p >The initial sampling of the sequence space determines the evolution of the families by the RaPID selection pressure for slow dissociation rates.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":"11 3","pages":"431–440 431–440"},"PeriodicalIF":12.7,"publicationDate":"2025-03-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.4c01021","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143696574","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}