2
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Penner M, Klein OJ, Gantz M, Nintzel FEH, Prowald AC, Boss S, Barker P, Dupree P, Hollfelder F. Fluorogenic, Subsingle-Turnover Monitoring of Enzymatic Reactions Involving NAD(P)H Provides a Generalized Platform for Directed Ultrahigh-Throughput Evolution of Biocatalysts in Microdroplets. J Am Chem Soc 2025; 147:10903-10915. [PMID: 40127491 PMCID: PMC11969528 DOI: 10.1021/jacs.4c11804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2024] [Revised: 03/04/2025] [Accepted: 03/10/2025] [Indexed: 03/26/2025]
Abstract
Enzyme engineering and discovery are crucial for a sustainable future bioeconomy. Harvesting new biocatalysts from large libraries through directed evolution or functional metagenomics requires accessible, rapid assays. Ultrahigh-throughput screening formats often require optical readouts, leading to the use of model substrates that may misreport target activity and necessitate bespoke synthesis. This is a particular challenge when screening glycosyl hydrolases, which leverage molecular recognition beyond the target glycosidic bond, so that complex chemical synthesis would have to be deployed to build a fluoro- or chromogenic substrate. In contrast, coupled assays represent a modular "plug-and-play" system: any enzyme-substrate pairing can be investigated, provided the reaction can produce a common intermediate which links the catalytic reaction to a detection cascade readout. Here, we establish a detection cascade producing a fluorescent readout in response to NAD(P)H via glutathione reductase and a subsequent thiol-mediated uncaging reaction, with a low nanomolar detection limit in plates. Further scaling down to microfluidic droplet screening is possible: the fluorophore is leakage-free and we report 3 orders of magnitude-improved sensitivity compared to absorbance-based systems, with a resolution of 361,000 product molecules per droplet. Our approach enables the use of nonfluorogenic substrates in droplet-based enrichments, with applicability in screening for glycosyl hydrolases and imine reductases (IREDs). To demonstrate the assay's readiness for combinatorial experiments, one round of directed evolution was performed to select a glycosidase processing a natural substrate, beechwood xylan, with improved kinetic parameters from a pool of >106 mutagenized sequences.
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Affiliation(s)
- Matthew Penner
- Department
of Biochemistry, University of Cambridge, 80 Tennis Court Rd, Cambridge CB2 1GA, U.K.
| | - Oskar James Klein
- Department
of Biochemistry, University of Cambridge, 80 Tennis Court Rd, Cambridge CB2 1GA, U.K.
- Department
of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K.
| | - Maximilian Gantz
- Department
of Biochemistry, University of Cambridge, 80 Tennis Court Rd, Cambridge CB2 1GA, U.K.
| | - Friederike E. H. Nintzel
- Department
of Biochemistry, University of Cambridge, 80 Tennis Court Rd, Cambridge CB2 1GA, U.K.
| | - Anne-Cathrin Prowald
- Department
of Biochemistry, University of Cambridge, 80 Tennis Court Rd, Cambridge CB2 1GA, U.K.
| | - Sally Boss
- Department
of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K.
| | - Paul Barker
- Department
of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K.
| | - Paul Dupree
- Department
of Biochemistry, University of Cambridge, 80 Tennis Court Rd, Cambridge CB2 1GA, U.K.
| | - Florian Hollfelder
- Department
of Biochemistry, University of Cambridge, 80 Tennis Court Rd, Cambridge CB2 1GA, U.K.
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5
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Ren F, Zhu W, Yang S, Zhang C, Hou Y, Li R, Wen J, Zou LH, Gao M, Wang WL, Wu Z, Shao A. Coumarin-Based Fluorescent Inhibitors for Photocontrollable Bioactivation. Mol Pharm 2023. [PMID: 37104703 DOI: 10.1021/acs.molpharmaceut.3c00279] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/29/2023]
Abstract
Activation of the IRE-1/XBP-1 pathway is related to many human diseases. Coumarin-based derivatives acting as both IRE-1 inhibitors and bright fluorophores are highly desirable to establish an integrated fluorescent inhibitor system. Here, we take insights into the aqueous stability of a photocaged IRE-1 inhibitor PC-D-F07 through a structure activity relationship. The substituent effects indicate that the electron-withdrawing -NO2 moiety in the photocage combined with the tricyclic coumarin fluorophore contribute to the structural stability of PC-D-F07. To optimize the photocage of PC-D-F07, we incorporate a 1-ethyl-2-nitrobenzyl or 2-nitrobenzyl photolabile moiety on the hydroxyl group of the IRE-1 inhibitor to generate RF-7 and RF-8. Upon photoactivation, both RF-7 and RF-8 present an increased fluorescence response, sequentially enabling the unlocking of the ortho-1,3-dioxane acetal for the release of active IRE-1 inhibitors. Moreover, RF-7 exhibits a high repolarization ratio of converting M2-type tumor-associated macrophages (M2-TAMs) to M1-type immune-responsive macrophages. This provides a novel prodrug strategy of modulating druggable fluorophore backbones to achieve spatiotemporally controllable drug release for precise cancer treatment.
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Affiliation(s)
- Fei Ren
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Wendi Zhu
- Department of Clinical Medicine, PUMC & CAMS, Beijing 100730, China
| | - Shuke Yang
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Chun Zhang
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Yingchao Hou
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Runqi Li
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Jian Wen
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Liang-Hua Zou
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Min Gao
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Wen-Long Wang
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Zhihong Wu
- Department of Clinical Medicine, PUMC & CAMS, Beijing 100730, China
| | - Andong Shao
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
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6
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Crowley MJP, Bhinder B, Markowitz GJ, Martin M, Verma A, Sandoval TA, Chae CS, Yomtoubian S, Hu Y, Chopra S, Tavarez DA, Giovanelli P, Gao D, McGraw TE, Altorki NK, Elemento O, Cubillos-Ruiz JR, Mittal V. Tumor-intrinsic IRE1α signaling controls protective immunity in lung cancer. Nat Commun 2023; 14:120. [PMID: 36624093 PMCID: PMC9829901 DOI: 10.1038/s41467-022-35584-9] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Accepted: 12/13/2022] [Indexed: 01/11/2023] Open
Abstract
IRE1α-XBP1 signaling is emerging as a central orchestrator of malignant progression and immunosuppression in various cancer types. Employing a computational XBP1s detection method applied to TCGA datasets, we demonstrate that expression of the XBP1s mRNA isoform predicts poor survival in non-small cell lung cancer (NSCLC) patients. Ablation of IRE1α in malignant cells delays tumor progression and extends survival in mouse models of NSCLC. This protective effect is accompanied by alterations in intratumoral immune cell subsets eliciting durable adaptive anti-cancer immunity. Mechanistically, cancer cell-intrinsic IRE1α activation sustains mPGES-1 expression, enabling production of the immunosuppressive lipid mediator prostaglandin E2. Accordingly, restoring mPGES-1 expression in IRE1αKO cancer cells rescues normal tumor progression. We have developed an IRE1α gene signature that predicts immune cell infiltration and overall survival in human NSCLC. Our study unveils an immunoregulatory role for cancer cell-intrinsic IRE1α activation and suggests that targeting this pathway may help enhance anti-tumor immunity in NSCLC.
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Affiliation(s)
- Michael J P Crowley
- Department of Cardiothoracic Surgery, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Neuberger Berman Lung Cancer Center, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Weill Cornell Graduate School of Medical Sciences, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
| | - Bhavneet Bhinder
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, 413 East 69th street, New York, NY, 10065, USA
- HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Department of Physiology and Biophysics, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
| | - Geoffrey J Markowitz
- Department of Cardiothoracic Surgery, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Neuberger Berman Lung Cancer Center, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Department of Cell and Developmental Biology, Weill Cornell Medicine, 525 East 68th street, New York, NYk, 10065, USA
| | - Mitchell Martin
- Department of Cardiothoracic Surgery, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Neuberger Berman Lung Cancer Center, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Weill Cornell Graduate School of Medical Sciences, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
| | - Akanksha Verma
- Weill Cornell Graduate School of Medical Sciences, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, 413 East 69th street, New York, NY, 10065, USA
- HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Department of Physiology and Biophysics, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Volastra Therapeutics, New York, NY, 10027, USA
| | - Tito A Sandoval
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, 413 East 69th street, New York, NY, 10065, USA
- Department of Obstetrics and Gynecology, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
| | - Chang-Suk Chae
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, 413 East 69th street, New York, NY, 10065, USA
- Department of Obstetrics and Gynecology, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
| | - Shira Yomtoubian
- Department of Cardiothoracic Surgery, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Neuberger Berman Lung Cancer Center, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Weill Cornell Graduate School of Medical Sciences, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Salk Institute for Biological Studies, San Diego, CA, USA
| | - Yang Hu
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, 413 East 69th street, New York, NY, 10065, USA
- HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Department of Physiology and Biophysics, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
| | - Sahil Chopra
- Weill Cornell Graduate School of Medical Sciences, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Department of Obstetrics and Gynecology, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Vertex Ventures HC, 345 California Avenue, Palo Alto, CA, 94306, USA
| | - Diamile A Tavarez
- Department of Cardiothoracic Surgery, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Neuberger Berman Lung Cancer Center, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Regeneron Pharmaceuticals, 777 Old Saw Mill River Rd, Tarrytown, NY, 10591, USA
| | - Paolo Giovanelli
- Weill Cornell Graduate School of Medical Sciences, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Immunology and Microbial Pathogenesis Program, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
| | - Dingcheng Gao
- Department of Cardiothoracic Surgery, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Neuberger Berman Lung Cancer Center, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Department of Cell and Developmental Biology, Weill Cornell Medicine, 525 East 68th street, New York, NYk, 10065, USA
| | - Timothy E McGraw
- Department of Cardiothoracic Surgery, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Neuberger Berman Lung Cancer Center, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Weill Cornell Graduate School of Medical Sciences, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, 413 East 69th street, New York, NY, 10065, USA
- Department of Biochemistry, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
| | - Nasser K Altorki
- Department of Cardiothoracic Surgery, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Neuberger Berman Lung Cancer Center, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, 413 East 69th street, New York, NY, 10065, USA
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, 413 East 69th street, New York, NY, 10065, USA
| | - Olivier Elemento
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, 413 East 69th street, New York, NY, 10065, USA
- HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Department of Physiology and Biophysics, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, 413 East 69th street, New York, NY, 10065, USA
| | - Juan R Cubillos-Ruiz
- Weill Cornell Graduate School of Medical Sciences, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA.
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, 413 East 69th street, New York, NY, 10065, USA.
- Department of Obstetrics and Gynecology, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA.
- Immunology and Microbial Pathogenesis Program, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA.
| | - Vivek Mittal
- Department of Cardiothoracic Surgery, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA.
- Neuberger Berman Lung Cancer Center, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA.
- Weill Cornell Graduate School of Medical Sciences, Weill Cornell Medicine, 525 East 68th street, New York, NY, 10065, USA.
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, 413 East 69th street, New York, NY, 10065, USA.
- Department of Cell and Developmental Biology, Weill Cornell Medicine, 525 East 68th street, New York, NYk, 10065, USA.
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, 413 East 69th street, New York, NY, 10065, USA.
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