Pub Date : 2024-03-21DOI: 10.1021/acscentsci.3c01438
Rahuljeet S Chadha, Jason A. Guerrero, Lu Wei* and Laura M. Sanchez*,
This outlook explores how two different molecular imaging approaches might be combined to gain insight into dynamic, subcellular metabolic processes. Specifically, we discuss how matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI-MSI) and stimulated Raman scattering (SRS) microscopy, which have significantly pushed the boundaries of imaging metabolic and metabolomic analyses in their own right, could be combined to create comprehensive molecular images. We first briefly summarize the recent advances for each technique. We then explore how one might overcome the inherent limitations of each individual method, by envisioning orthogonal and interchangeable workflows. Additionally, we delve into the potential benefits of adopting a complementary approach that combines both MSI and SRS spectro-microscopy for informing on specific chemical structures through functional-group-specific targets. Ultimately, by integrating the strengths of both imaging modalities, researchers can achieve a more comprehensive understanding of biological and chemical systems, enabling precise metabolic investigations. This synergistic approach holds substantial promise to expand our toolkit for studying metabolites in complex environments.
Integrating SRS microscopy and MALDI MSI offers a powerful imaging approach to investigate metabolites at the subcellular level in biological systems.
{"title":"Seeing is Believing: Developing Multimodal Metabolic Insights at the Molecular Level","authors":"Rahuljeet S Chadha, Jason A. Guerrero, Lu Wei* and Laura M. Sanchez*, ","doi":"10.1021/acscentsci.3c01438","DOIUrl":"10.1021/acscentsci.3c01438","url":null,"abstract":"<p >This outlook explores how two different molecular imaging approaches might be combined to gain insight into dynamic, subcellular metabolic processes. Specifically, we discuss how matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI-MSI) and stimulated Raman scattering (SRS) microscopy, which have significantly pushed the boundaries of imaging metabolic and metabolomic analyses in their own right, could be combined to create comprehensive molecular images. We first briefly summarize the recent advances for each technique. We then explore how one might overcome the inherent limitations of each individual method, by envisioning orthogonal and interchangeable workflows. Additionally, we delve into the potential benefits of adopting a complementary approach that combines both MSI and SRS spectro-microscopy for informing on specific chemical structures through functional-group-specific targets. Ultimately, by integrating the strengths of both imaging modalities, researchers can achieve a more comprehensive understanding of biological and chemical systems, enabling precise metabolic investigations. This synergistic approach holds substantial promise to expand our toolkit for studying metabolites in complex environments.</p><p >Integrating SRS microscopy and MALDI MSI offers a powerful imaging approach to investigate metabolites at the subcellular level in biological systems.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":null,"pages":null},"PeriodicalIF":18.2,"publicationDate":"2024-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.3c01438","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140201750","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}
Innovating the design of chimeric antigen receptors (CARs) beyond conventional structures would be necessary to address the challenges of efficacy, safety, and applicability in T cell-based cancer therapy, whereas excessive genetic modification might complicate CAR design and manufacturing, and increase gene editing risks. In this work, we used aptamers as the antigen-recognition unit to develop a nongenetic CAR engineering strategy for programming the antitumor activity and specificity of CAR T cells. Our results demonstrated that aptamer-functionalized CAR (Apt-CAR) T cells could be directly activated by recognizing target antigens on cancer cells, and then impart a cytotoxic effect for cancer elimination in vitro and in vivo. The designable antigen recognition capability of Apt-CAR T cells allows for easy modulation of their efficacy and specificity. Additionally, multiple features, e.g., tunable antigen-binding avidity and the tumor microenvironment responsiveness, could be readily integrated into Apt-CAR design without T cell re-engineering, offering a new paradigm for developing adaptable immunotherapeutics.
We used aptamers as the antigen-targeting unit and developed a nongenetic CAR reprograming platform for customized modulation of T cell-based cancer immunotherapy. Based on the excellent programmability of DNA nanotechnology and the designable recognition capability of aptamers, the cancer targeting avidity and specificity of aptamer-functionalized CAR (Apt-CAR) T cells can be readily modulated, offering a new paradigm for the development of modulable immunotherapeutics.
要解决基于 T 细胞的癌症疗法在疗效、安全性和适用性方面的挑战,就必须对嵌合抗原受体(CAR)进行超越传统结构的创新设计,而过度的基因修饰可能会使 CAR 的设计和制造复杂化,并增加基因编辑的风险。在这项工作中,我们以适配体为抗原识别单元,开发了一种非遗传 CAR 工程策略,用于编程 CAR T 细胞的抗肿瘤活性和特异性。我们的研究结果表明,适配体功能化的 CAR(Apt-CAR)T 细胞可通过识别癌细胞上的靶抗原直接激活,并在体外和体内产生细胞毒性效应以消灭癌细胞。Apt-CAR T 细胞具有可设计的抗原识别能力,可轻松调节其功效和特异性。此外,Apt-CAR 还具有多种特性,例如可调节的抗原结合活性和对肿瘤微环境的反应能力,这些特性都可以在不重新设计 T 细胞的情况下轻松集成到 Apt-CAR 的设计中,从而为开发适应性强的免疫疗法提供了新的范例。
{"title":"Aptamer-Based Nongenetic Reprogramming of CARs Enables Flexible Modulation of T Cell-Mediated Tumor Immunotherapy","authors":"Qiang Zhang, Limei Wu, Yue Zhang, Dan Wang, Yingyu Sima, Zhimin Wang, Zhiwei Yin, Hui Wu, Yuting Zhuo, Yutong Zhang, Linlin Wang, Yong Chen, Yanlan Liu, Liping Qiu* and Weihong Tan*, ","doi":"10.1021/acscentsci.3c01511","DOIUrl":"10.1021/acscentsci.3c01511","url":null,"abstract":"<p >Innovating the design of chimeric antigen receptors (CARs) beyond conventional structures would be necessary to address the challenges of efficacy, safety, and applicability in T cell-based cancer therapy, whereas excessive genetic modification might complicate CAR design and manufacturing, and increase gene editing risks. In this work, we used aptamers as the antigen-recognition unit to develop a nongenetic CAR engineering strategy for programming the antitumor activity and specificity of CAR T cells. Our results demonstrated that aptamer-functionalized CAR (Apt-CAR) T cells could be directly activated by recognizing target antigens on cancer cells, and then impart a cytotoxic effect for cancer elimination in vitro and in vivo. The designable antigen recognition capability of Apt-CAR T cells allows for easy modulation of their efficacy and specificity. Additionally, multiple features, e.g., tunable antigen-binding avidity and the tumor microenvironment responsiveness, could be readily integrated into Apt-CAR design without T cell re-engineering, offering a new paradigm for developing adaptable immunotherapeutics.</p><p >We used aptamers as the antigen-targeting unit and developed a nongenetic CAR reprograming platform for customized modulation of T cell-based cancer immunotherapy. Based on the excellent programmability of DNA nanotechnology and the designable recognition capability of aptamers, the cancer targeting avidity and specificity of aptamer-functionalized CAR (Apt-CAR) T cells can be readily modulated, offering a new paradigm for the development of modulable immunotherapeutics.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":null,"pages":null},"PeriodicalIF":18.2,"publicationDate":"2024-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.3c01511","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140201830","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 : 2024-03-21DOI: 10.1021/acscentsci.4c00037
Jiawei Liu, Han Liu, Yang Yang, Yongbing Tao, Lanjun Zhao, Shuirong Li, Xiaoliang Fang, Zhiwei Lin, Huakun Wang*, Hua Bing Tao* and Nanfeng Zheng,
Proton exchange membrane water electrolysis (PEMWE) is a promising solution for the conversion and storage of fluctuating renewable energy sources. Although tremendously efficient materials have been developed, commercial PEMWE products still cannot fulfill industrial demands regarding efficiency and stability. In this work, we demonstrate that the stress distribution, a purely mechanical parameter in electrolyzer assembly, plays a critical role in overall efficiency and stability. The conventional cell structure, which usually adopts a serpentine flow channel (S-FC) to deliver and distribute reactants and products, resulted in highly uneven stress distribution. Consequently, the anode catalyst layer (ACL) under the high stress region was severely deformed, whereas the low stress region was not as active due to poor electrical contact. To address these issues, we proposed a Ti mesh flow channel (TM-FC) with gradient pores to reduce the stress inhomogeneity. Consequently, the ACL with TM-FC exhibited 27 mV lower voltage initially and an 8-fold reduction in voltage degradation rate compared to that with S-FC at 2.0 A/cm2. Additionally, the applicability of the TM-FC was demonstrated in cross-scale electrolyzers up to 100 kW, showing a voltage increase of only 20 mV (accounting for less than 2% of overall voltage) after three orders of magnitude scaleup.
A homogeneously distributed stress distribution in a gradient titanium mesh flow channel significantly enhances performance and stability of PEM water electrolysis compared to a serpentine flow channel.
{"title":"Efficient and Stable Proton Exchange Membrane Water Electrolysis Enabled by Stress Optimization","authors":"Jiawei Liu, Han Liu, Yang Yang, Yongbing Tao, Lanjun Zhao, Shuirong Li, Xiaoliang Fang, Zhiwei Lin, Huakun Wang*, Hua Bing Tao* and Nanfeng Zheng, ","doi":"10.1021/acscentsci.4c00037","DOIUrl":"10.1021/acscentsci.4c00037","url":null,"abstract":"<p >Proton exchange membrane water electrolysis (PEMWE) is a promising solution for the conversion and storage of fluctuating renewable energy sources. Although tremendously efficient materials have been developed, commercial PEMWE products still cannot fulfill industrial demands regarding efficiency and stability. In this work, we demonstrate that the stress distribution, a purely mechanical parameter in electrolyzer assembly, plays a critical role in overall efficiency and stability. The conventional cell structure, which usually adopts a serpentine flow channel (S-FC) to deliver and distribute reactants and products, resulted in highly uneven stress distribution. Consequently, the anode catalyst layer (ACL) under the high stress region was severely deformed, whereas the low stress region was not as active due to poor electrical contact. To address these issues, we proposed a Ti mesh flow channel (TM-FC) with gradient pores to reduce the stress inhomogeneity. Consequently, the ACL with TM-FC exhibited 27 mV lower voltage initially and an 8-fold reduction in voltage degradation rate compared to that with S-FC at 2.0 A/cm<sup>2</sup>. Additionally, the applicability of the TM-FC was demonstrated in cross-scale electrolyzers up to 100 kW, showing a voltage increase of only 20 mV (accounting for less than 2% of overall voltage) after three orders of magnitude scaleup.</p><p >A homogeneously distributed stress distribution in a gradient titanium mesh flow channel significantly enhances performance and stability of PEM water electrolysis compared to a serpentine flow channel.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":null,"pages":null},"PeriodicalIF":18.2,"publicationDate":"2024-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.4c00037","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140201827","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}
Degenerative diseases are closely related to the changes of protein conformation beyond the steady state. The development of feasible tools for quantitative detection of changes in the cellular environment is crucial for investigating the process of protein conformational variations. Here, we have developed a near-infrared AIE probe based on the rhodamine fluorophore, which exhibits dual responses of fluorescence intensity and lifetime to local viscosity changes. Notably, computational analysis reveals that NRhFluors fluorescence activation is due to inhibition of the RACI mechanism in viscous environment. In the chemical regulation of rhodamine fluorophores, we found that variations of electron density distribution can effectively regulate CI states and achieve fluorescence sensitivity of NRhFluors. In addition, combined with the AggTag method, the lifetime of probe A9-Halo exhibits a positive correlation with viscosity changes. This analytical capacity allows us to quantitatively monitor protein conformational changes using fluorescence lifetime imaging (FLIM) and demonstrate that mitochondrial dysfunction leads to reduced protein expression in HEK293 cells. In summary, this work developed a set of near-infrared AIE probes activated by the RACI mechanism, which can quantitatively detect cell viscosity and protein aggregation formation, providing a versatile tool for exploring disease-related biological processes and therapeutic approaches.
A series of near-infrared AIE probes activated by the RACI mechanism based on rhodamine fluorophores, which can quantitatively reveal viscosity changes in protein aggregate under mitochondrial damage.
{"title":"NRhFluors: Quantitative Revealing the Interaction between Protein Homeostasis and Mitochondria Dysfunction via Fluorescence Lifetime Imaging","authors":"Yubo Huang, Meiyi Chang, Xiaochen Gao, Jiabao Fang, Wenjing Ding, Jiachen Liu, Baoxing Shen* and Xin Zhang*, ","doi":"10.1021/acscentsci.3c01532","DOIUrl":"10.1021/acscentsci.3c01532","url":null,"abstract":"<p >Degenerative diseases are closely related to the changes of protein conformation beyond the steady state. The development of feasible tools for quantitative detection of changes in the cellular environment is crucial for investigating the process of protein conformational variations. Here, we have developed a near-infrared AIE probe based on the rhodamine fluorophore, which exhibits dual responses of fluorescence intensity and lifetime to local viscosity changes. Notably, computational analysis reveals that NRhFluors fluorescence activation is due to inhibition of the RACI mechanism in viscous environment. In the chemical regulation of rhodamine fluorophores, we found that variations of electron density distribution can effectively regulate CI states and achieve fluorescence sensitivity of NRhFluors. In addition, combined with the AggTag method, the lifetime of probe A9-Halo exhibits a positive correlation with viscosity changes. This analytical capacity allows us to quantitatively monitor protein conformational changes using fluorescence lifetime imaging (FLIM) and demonstrate that mitochondrial dysfunction leads to reduced protein expression in HEK293 cells. In summary, this work developed a set of near-infrared AIE probes activated by the RACI mechanism, which can quantitatively detect cell viscosity and protein aggregation formation, providing a versatile tool for exploring disease-related biological processes and therapeutic approaches.</p><p >A series of near-infrared AIE probes activated by the RACI mechanism based on rhodamine fluorophores, which can quantitatively reveal viscosity changes in protein aggregate under mitochondrial damage.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":null,"pages":null},"PeriodicalIF":18.2,"publicationDate":"2024-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.3c01532","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140201754","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 : 2024-03-20DOI: 10.1021/acscentsci.3c01413
Camila Kofman, Jessica A. Willi, Ashty S. Karim and Michael C. Jewett*,
The biosynthetic capability of the bacterial ribosome motivates efforts to understand and harness sequence-optimized versions for synthetic biology. However, functional differences between natively occurring ribosomal RNA (rRNA) operon sequences remain poorly characterized. Here, we use an in vitro ribosome synthesis and translation platform to measure protein production capabilities of ribosomes derived from all unique combinations of 16S and 23S rRNAs from seven distinct Escherichia coli rRNA operon sequences. We observe that polymorphisms that distinguish native E. coli rRNA operons lead to significant functional changes in the resulting ribosomes, ranging from negligible or low gene expression to matching the protein production activity of the standard rRNA operon B sequence. We go on to generate strains expressing single rRNA operons and show that not only do some purified in vivo expressed homogeneous ribosome pools outperform the wild-type, heterogeneous ribosome pool but also that a crude cell lysate made from the strain expressing only operon A ribosomes shows significant yield increases for a panel of medically and industrially relevant proteins. We anticipate that ribosome pool engineering can be applied as a tool to increase yields across many protein biomanufacturing systems, as well as improve basic understanding of ribosome heterogeneity and evolution.
Unique rRNA operons existing in the Escherichiacoli genome yield functionally distinct ribosomes with varying recombinant protein synthesis capabilities in cell-free systems.
细菌核糖体的生物合成能力促使人们努力了解和利用序列优化的合成生物学版本。然而,原生核糖体 RNA(rRNA)操作子序列之间的功能差异仍然特征不清。在这里,我们利用体外核糖体合成和翻译平台,测量了来自七个不同大肠杆菌 rRNA 操作子序列的 16S 和 23S rRNA 所有独特组合的核糖体生产蛋白质的能力。我们观察到,原生大肠杆菌 rRNA 操作子的多态性会导致所产生的核糖体发生显著的功能变化,从可忽略或低基因表达到与标准 rRNA 操作子 B 序列的蛋白质生产活性相匹配。我们接着生成了表达单个 rRNA 操作子的菌株,结果表明,不仅一些纯化的体内表达的同源核糖体池优于野生型异源核糖体池,而且由只表达操作子 A 核糖体的菌株制成的粗细胞裂解液对一系列医学和工业相关蛋白质的产量也有显著提高。我们预计,核糖体池工程可作为一种工具,用于提高许多蛋白质生物制造系统的产量,并增进对核糖体异质性和进化的基本了解。
{"title":"Ribosome Pool Engineering Increases Protein Biosynthesis Yields","authors":"Camila Kofman, Jessica A. Willi, Ashty S. Karim and Michael C. Jewett*, ","doi":"10.1021/acscentsci.3c01413","DOIUrl":"10.1021/acscentsci.3c01413","url":null,"abstract":"<p >The biosynthetic capability of the bacterial ribosome motivates efforts to understand and harness sequence-optimized versions for synthetic biology. However, functional differences between natively occurring ribosomal RNA (rRNA) operon sequences remain poorly characterized. Here, we use an <i>in vitro</i> ribosome synthesis and translation platform to measure protein production capabilities of ribosomes derived from all unique combinations of 16S and 23S rRNAs from seven distinct <i>Escherichia coli</i> rRNA operon sequences. We observe that polymorphisms that distinguish native <i>E</i>. <i>coli</i> rRNA operons lead to significant functional changes in the resulting ribosomes, ranging from negligible or low gene expression to matching the protein production activity of the standard rRNA operon B sequence. We go on to generate strains expressing single rRNA operons and show that not only do some purified <i>in vivo</i> expressed homogeneous ribosome pools outperform the wild-type, heterogeneous ribosome pool but also that a crude cell lysate made from the strain expressing only operon A ribosomes shows significant yield increases for a panel of medically and industrially relevant proteins. We anticipate that ribosome pool engineering can be applied as a tool to increase yields across many protein biomanufacturing systems, as well as improve basic understanding of ribosome heterogeneity and evolution.</p><p >Unique rRNA operons existing in the <i>Escherichia</i> <i>coli</i> genome yield functionally distinct ribosomes with varying recombinant protein synthesis capabilities in cell-free systems.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":null,"pages":null},"PeriodicalIF":18.2,"publicationDate":"2024-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.3c01413","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140201755","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 : 2024-03-19DOI: 10.1021/acscentsci.4c00377
Hala E. Soliman, and , Amy L. Prieto,
A metal-free organic cathode material is described that has high energy storage capacity, can be charged quickly, and has excellent cycle life.
文中介绍了一种无金属有机阴极材料,它具有高能量储存能力,可快速充电,并具有出色的循环寿命。
{"title":"Opening the Door to New Design Rules for Rechargeable Battery Materials","authors":"Hala E. Soliman, and , Amy L. Prieto, ","doi":"10.1021/acscentsci.4c00377","DOIUrl":"10.1021/acscentsci.4c00377","url":null,"abstract":"<p >A metal-free organic cathode material is described that has high energy storage capacity, can be charged quickly, and has excellent cycle life.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":null,"pages":null},"PeriodicalIF":18.2,"publicationDate":"2024-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.4c00377","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140167294","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 : 2024-03-18DOI: 10.1021/acscentsci.3c01590
Marco Bertolini, Lorena Mendive-Tapia, Ouldouz Ghashghaei, Abigail Reese, Charles Lochenie, Anna M. Schoepf, Miquel Sintes, Karolina Tokarczyk, Zandile Nare, Andrew D. Scott, Stephen R. Knight, Advait R. Aithal, Amit Sachdeva, Rodolfo Lavilla* and Marc Vendrell*,
Immunosuppressants are clinically approved drugs to treat the potential rejection of transplanted organs and require frequent monitoring due to their narrow therapeutic window. Immunophilins are small proteins that bind immunosuppressants with high affinity, yet there are no examples of fluorogenic immunophilins and their potential application as optical biosensors for immunosuppressive drugs in clinical biosamples. In the present work, we designed novel diazonium BODIPY salts for the site-specific labeling of tyrosine residues in peptides via solid-phase synthesis as well as for late-stage functionalization of whole recombinant proteins. After the optimization of a straightforward one-step labeling procedure for immunophilins PPIA and FKBP12, we demonstrated the application of a fluorogenic analogue of FKBP12 for the selective detection of the immunosuppressant drug tacrolimus, including experiments in urine samples from patients with functioning renal transplants. This chemical methodology opens new avenues to rationally design wash-free immunophilin-based biosensors for rapid therapeutic drug monitoring.
We describe diazonium BODIPYs for the straightforward labeling of Tyr-containing peptides and whole proteins and the first fluorogenic analogue of immunophilin FKBP12 for the wash-free detection of tacrolimus in clinical biosamples.
{"title":"Nonperturbative Fluorogenic Labeling of Immunophilins Enables the Wash-free Detection of Immunosuppressants","authors":"Marco Bertolini, Lorena Mendive-Tapia, Ouldouz Ghashghaei, Abigail Reese, Charles Lochenie, Anna M. Schoepf, Miquel Sintes, Karolina Tokarczyk, Zandile Nare, Andrew D. Scott, Stephen R. Knight, Advait R. Aithal, Amit Sachdeva, Rodolfo Lavilla* and Marc Vendrell*, ","doi":"10.1021/acscentsci.3c01590","DOIUrl":"10.1021/acscentsci.3c01590","url":null,"abstract":"<p >Immunosuppressants are clinically approved drugs to treat the potential rejection of transplanted organs and require frequent monitoring due to their narrow therapeutic window. Immunophilins are small proteins that bind immunosuppressants with high affinity, yet there are no examples of fluorogenic immunophilins and their potential application as optical biosensors for immunosuppressive drugs in clinical biosamples. In the present work, we designed novel diazonium BODIPY salts for the site-specific labeling of tyrosine residues in peptides via solid-phase synthesis as well as for late-stage functionalization of whole recombinant proteins. After the optimization of a straightforward one-step labeling procedure for immunophilins PPIA and FKBP12, we demonstrated the application of a fluorogenic analogue of FKBP12 for the selective detection of the immunosuppressant drug tacrolimus, including experiments in urine samples from patients with functioning renal transplants. This chemical methodology opens new avenues to rationally design wash-free immunophilin-based biosensors for rapid therapeutic drug monitoring.</p><p >We describe diazonium BODIPYs for the straightforward labeling of Tyr-containing peptides and whole proteins and the first fluorogenic analogue of immunophilin FKBP12 for the wash-free detection of tacrolimus in clinical biosamples.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":null,"pages":null},"PeriodicalIF":18.2,"publicationDate":"2024-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.3c01590","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140151805","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 : 2024-03-15DOI: 10.1021/acscentsci.3c01517
Davide Boldini, Lukas Friedrich, Daniel Kuhn and Stephan A. Sieber*,
Efficient prioritization of bioactive compounds from high throughput screening campaigns is a fundamental challenge for accelerating drug development efforts. In this study, we present the first data-driven approach to simultaneously detect assay interferents and prioritize true bioactive compounds. By analyzing the learning dynamics during training of a gradient boosting model on noisy high throughput screening data using a novel formulation of sample influence, we are able to distinguish between compounds exhibiting the desired biological response and those producing assay artifacts. Therefore, our method enables false positive and true positive detection without relying on prior screens or assay interference mechanisms, making it applicable to any high throughput screening campaign. We demonstrate that our approach consistently excludes assay interferents with different mechanisms and prioritizes biologically relevant compounds more efficiently than all tested baselines, including a retrospective case study simulating its use in a real drug discovery campaign. Finally, our tool is extremely computationally efficient, requiring less than 30 s per assay on low-resource hardware. As such, our findings show that our method is an ideal addition to existing false positive detection tools and can be used to guide further pharmacological optimization after high throughput screening campaigns.
Minimum variance sampling analysis (MVS-A) is a fast machine-learning approach enabling the identification of both true bioactive compounds and false positives in high throughput screening data.
{"title":"Machine Learning Assisted Hit Prioritization for High Throughput Screening in Drug Discovery","authors":"Davide Boldini, Lukas Friedrich, Daniel Kuhn and Stephan A. Sieber*, ","doi":"10.1021/acscentsci.3c01517","DOIUrl":"10.1021/acscentsci.3c01517","url":null,"abstract":"<p >Efficient prioritization of bioactive compounds from high throughput screening campaigns is a fundamental challenge for accelerating drug development efforts. In this study, we present the first data-driven approach to simultaneously detect assay interferents and prioritize true bioactive compounds. By analyzing the learning dynamics during training of a gradient boosting model on noisy high throughput screening data using a novel formulation of sample influence, we are able to distinguish between compounds exhibiting the desired biological response and those producing assay artifacts. Therefore, our method enables false positive and true positive detection without relying on prior screens or assay interference mechanisms, making it applicable to any high throughput screening campaign. We demonstrate that our approach consistently excludes assay interferents with different mechanisms and prioritizes biologically relevant compounds more efficiently than all tested baselines, including a retrospective case study simulating its use in a real drug discovery campaign. Finally, our tool is extremely computationally efficient, requiring less than 30 s per assay on low-resource hardware. As such, our findings show that our method is an ideal addition to existing false positive detection tools and can be used to guide further pharmacological optimization after high throughput screening campaigns.</p><p >Minimum variance sampling analysis (MVS-A) is a fast machine-learning approach enabling the identification of both true bioactive compounds and false positives in high throughput screening data.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":null,"pages":null},"PeriodicalIF":18.2,"publicationDate":"2024-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.3c01517","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140151630","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 : 2024-03-13DOI: 10.1021/acscentsci.4c00317
Paul O’Callaghan, and , Olof Idevall-Hagren*,
In this issue of ACS Central Science, Jeremy Baskin and his team showcase their latest feat of phospholipase D (PLD) engineering, by adding blue light-dependent activation to their growing toolbox of PLD-based membrane editing techniques.
在本期《ACS 中央科学》(ACS Central Science)杂志上,杰里米-巴斯金(Jeremy Baskin)和他的团队展示了他们在磷脂酶 D (PLD) 工程方面的最新成就,在他们不断扩大的基于 PLD 的膜编辑技术工具箱中加入了蓝光激活技术。
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Pub Date : 2024-03-13DOI: 10.1021/acscentsci.3c01593
Wenhao Xu, Faraz A. Burni and Srinivasa R. Raghavan*,
We have discovered that hard, electrical conductors (e.g., metals or graphite) can be adhered to soft, aqueous materials (e.g., hydrogels, fruit, or animal tissue) without the use of an adhesive. The adhesion is induced by a low DC electric field. As an example, when 5 V DC is applied to graphite slabs spanning a tall cylindrical gel of acrylamide (AAm), a strong adhesion develops between the anode (+) and the gel in about 3 min. This adhesion endures after the field is removed, and we term it as hard–soft electroadhesion or EA[HS]. Depending on the material, adhesion occurs at the anode (+), cathode (−), or both electrodes. In many cases, EA[HS] can be reversed by reapplying the field with reversed polarity. Adhesion via EA[HS] to AAm gels follows the electrochemical series: e.g., it occurs with copper, lead, and tin but not nickel, iron, or zinc. We show that EA[HS] arises via electrochemical reactions that generate chemical bonds between the electrode and the polymers in the gel. EA[HS] can create new hybrid materials, thus enabling applications in robotics, energy storage, and biomedical implants. Interestingly, EA[HS] can even be achieved underwater, where typical adhesives cannot be used.
A DC electric field can be used to stick metals or graphite to soft materials including gels, animal tissues, fruits, and vegetables. Such electroadhesion is reversible and even works underwater.
{"title":"Reversibly Sticking Metals and Graphite to Hydrogels and Tissues","authors":"Wenhao Xu, Faraz A. Burni and Srinivasa R. Raghavan*, ","doi":"10.1021/acscentsci.3c01593","DOIUrl":"10.1021/acscentsci.3c01593","url":null,"abstract":"<p >We have discovered that hard, electrical conductors (e.g., metals or graphite) can be adhered to soft, aqueous materials (e.g., hydrogels, fruit, or animal tissue) without the use of an adhesive. The adhesion is induced by a low DC electric field. As an example, when 5 V DC is applied to graphite slabs spanning a tall cylindrical gel of acrylamide (AAm), a strong adhesion develops between the anode (+) and the gel in about 3 min. This adhesion endures after the field is removed, and we term it as <i>hard–soft electroadhesion</i> or <b>EA</b><sup>[HS]</sup>. Depending on the material, adhesion occurs at the anode (+), cathode (−), or both electrodes. In many cases, <b>EA</b><sup>[HS]</sup> can be reversed by reapplying the field with reversed polarity. Adhesion via <b>EA</b><sup>[HS]</sup> to AAm gels follows the electrochemical series: e.g., it occurs with copper, lead, and tin but not nickel, iron, or zinc. We show that <b>EA</b><sup>[HS]</sup> arises via electrochemical reactions that generate chemical bonds between the electrode and the polymers in the gel. <b>EA</b><sup>[HS]</sup> can create new hybrid materials, thus enabling applications in robotics, energy storage, and biomedical implants. Interestingly, <b>EA</b><sup>[HS]</sup> can even be achieved underwater, where typical adhesives cannot be used.</p><p >A DC electric field can be used to stick metals or graphite to soft materials including gels, animal tissues, fruits, and vegetables. Such electroadhesion is reversible and even works underwater.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":null,"pages":null},"PeriodicalIF":18.2,"publicationDate":"2024-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/epdf/10.1021/acscentsci.3c01593","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140127054","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}