Methods in enzymologyPub Date : 2026-01-01Epub Date: 2026-06-01DOI: 10.1016/bs.mie.2026.05.007
Swagata Dutta, Arindam Pal, Seergazhi G Srivatsan
{"title":"Chemoenzymatic labeling of RNA using terminal uridylyl transferase and bioorthogonal click chemistry.","authors":"Swagata Dutta, Arindam Pal, Seergazhi G Srivatsan","doi":"10.1016/bs.mie.2026.05.007","DOIUrl":"10.1016/bs.mie.2026.05.007","url":null,"abstract":"<p><p>The ability of native and engineered nucleic acid-processing enzymes to incorporate clickable nucleotide substrates has greatly advanced bioorthogonal labeling of nucleic acids, overcoming the limitations of conventional solid-phase oligonucleotide (ON) synthesis. In this chemoenzymatic approach, template-dependent polymerases routinely enable the incorporation of nucleotides bearing small reactive handles. The resulting nucleic acids undergo chemoselective reactions, such as azide-alkyne cycloaddition, inverse-electron-demand Diels-Alder, or Staudinger ligation, to install desired functionalities. Alternatively, the promiscuity of template-independent transferases, such as terminal uridylyl transferase (TUTase), provides access to site-specific labeling of RNA ONs at the 3'-end. In this methods chapter, we detail protocols for incorporating azide-modified UTP analogs into short RNA ONs and highly structured CRISPR guide RNAs (sgRNAs) using the terminal uridylyl transferase SpCID1. We describe methods to control the enzyme's incessant incorporation behavior and enable subsequent click functionalization of the RNAs. Finally, we demonstrate remodeling of the CRISPR system via synthesis of azide-modified sgRNAs, which when complexed with dCas9, recruit azide groups to specific gene targets for post-hybridization functionalization.</p>","PeriodicalId":18662,"journal":{"name":"Methods in enzymology","volume":"731 ","pages":"223-252"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148330973","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Methods in enzymologyPub Date : 2026-01-01Epub Date: 2026-05-21DOI: 10.1016/bs.mie.2026.05.020
Yawei Liu, Sicong Yao, Lei Zhang, Yu-Hsuan Tsai
{"title":"Genetic incorporation of a BCN-bearing amino acid for cell-surface protein labeling via tetrazine ligation.","authors":"Yawei Liu, Sicong Yao, Lei Zhang, Yu-Hsuan Tsai","doi":"10.1016/bs.mie.2026.05.020","DOIUrl":"10.1016/bs.mie.2026.05.020","url":null,"abstract":"<p><p>Tetrazine ligation is a highly attractive bioorthogonal reaction owing to its exceptional selectivity, rapid kinetics, and operationally simple, catalyst-free conditions. Among tetrazine-reactive partners, bicyclo[6.1.0]nonyne (BCN) offers a favorable balance of reagent stability and reactivity. A BCN-bearing non-canonical amino acid (ncAA) can be installed site-specifically into proteins expressed in living prokaryotic or eukaryotic cells through genetic code expansion. In this chapter, we describe detailed procedures to incorporate bicyclo[6.1.0]nonyne-lysine (BCNK) and apply tetrazine ligation to fluorescently label proteins on the surface of live mammalian cells. The workflow is readily adaptable to other tetrazine-reactive amino acids, labeling of cytosolic proteins, and bioorthogonal tethering for functional regulation and other applications.</p>","PeriodicalId":18662,"journal":{"name":"Methods in enzymology","volume":"731 ","pages":"119-139"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148331011","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Methods in enzymologyPub Date : 2026-01-01Epub Date: 2026-06-01DOI: 10.1016/bs.mie.2026.05.014
Ian Warm, Athanasios Markos, Helma Wennemers
{"title":"Practical guidelines for the AMI-Isonitrile ligation.","authors":"Ian Warm, Athanasios Markos, Helma Wennemers","doi":"10.1016/bs.mie.2026.05.014","DOIUrl":"10.1016/bs.mie.2026.05.014","url":null,"abstract":"<p><p>The azomethine imine (AMI)-isonitrile ligation is a fast and robust bioorthogonal reaction with unique pH-dependent kinetics. In this chapter, we provide practical guidelines for the synthesis of isonitrile reagents, functionalizable AMIs and AMI-fluorophore conjugates. We describe detailed protocols for the installation of isonitrile handles onto proteins via thiol-maleimide or amine-reactive ester chemistries and onto live cells via reactive ester or antibody-antigen-mediated approaches. Importantly, we provide detailed conditions for the functionalization of the introduced isonitriles by the AMI-isonitrile ligation.</p>","PeriodicalId":18662,"journal":{"name":"Methods in enzymology","volume":"731 ","pages":"45-72"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148331047","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Methods in enzymologyPub Date : 2026-01-01Epub Date: 2026-05-25DOI: 10.1016/bs.mie.2026.05.015
Aniqa Chowdhury, Divya Bhargava, Karen D Moulton, Danielle H Dube
{"title":"Studying bacterial glycans with azidosugars and bioorthogonal chemistry.","authors":"Aniqa Chowdhury, Divya Bhargava, Karen D Moulton, Danielle H Dube","doi":"10.1016/bs.mie.2026.05.015","DOIUrl":"10.1016/bs.mie.2026.05.015","url":null,"abstract":"<p><p>Bacterial glycans are intriguing molecular targets due to their prominent location on the bacterial cell envelope and their important roles in bacterial fitness and pathogenesis. However, the study of bacterial glycans is challenging due to the structural complexity and compositional diversity of these structures. Metabolic glycan labeling offers a tractable approach to label and study bacterial glycans. In this two-step method, bacteria process unnatural sugars bearing azides into cellular glycans, and then azide-labeled glycans undergo bioorthogonal chemistry to covalently deliver detection reagents for downstream analysis of cellular glycans. This methods paper focuses specifically on protocols developed to metabolically label glycoproteins in the gastric pathogen Helicobacter pylori and metabolically inhibit their biosynthesis. The protocols presented here can be readily adapted for the study of glycans in a range of bacteria and should provide important resources for the bacterial glycoscience community.</p>","PeriodicalId":18662,"journal":{"name":"Methods in enzymology","volume":"731 ","pages":"193-222"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148331143","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Methods in enzymologyPub Date : 2026-01-01Epub Date: 2025-09-27DOI: 10.1016/bs.mie.2025.08.022
Byeol Ryu, Myeong Ji Kim, Wangdong Xu, Chen Zhang, Mingxun Wang, Hyunwoo Kim, Garrison W Cottrell, William H Gerwick
{"title":"SMART deep learning tools to accelerate the characterization of natural product structures from their NMR data.","authors":"Byeol Ryu, Myeong Ji Kim, Wangdong Xu, Chen Zhang, Mingxun Wang, Hyunwoo Kim, Garrison W Cottrell, William H Gerwick","doi":"10.1016/bs.mie.2025.08.022","DOIUrl":"10.1016/bs.mie.2025.08.022","url":null,"abstract":"<p><p>Diverse terrestrial and marine organisms produce biologically active natural products, many of which have inspired some of humanity's most effective medicines. A critical step in developing natural product-based therapeutics is the complete elucidation of molecular structure, a process that integrates multiple spectroscopic techniques, with nuclear magnetic resonance (NMR) spectroscopy playing a central role. However, interpreting NMR data requires significant expertise and access to costly instrumentation, posing challenges to efficient structural characterization. To address this, we have developed two complementary artificial intelligence tools, SMART 2.1 and DeepSAT, which assist in identifying structurally related molecules based on a compound's <sup>1</sup>H-<sup>13</sup>C HSQC NMR spectrum. This paper presents step by step instructions for using these tools to accelerate the structure elucidation of novel natural products.</p>","PeriodicalId":18662,"journal":{"name":"Methods in enzymology","volume":"730 ","pages":"135-168"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148005568","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Methods in enzymologyPub Date : 2026-01-01Epub Date: 2026-02-21DOI: 10.1016/bs.mie.2026.01.037
Xingyu Ouyang, Xinchun Ran, Dantong Zhu, Zhongyue John Yang
{"title":"Predicting lasso peptide structure with LassoPred.","authors":"Xingyu Ouyang, Xinchun Ran, Dantong Zhu, Zhongyue John Yang","doi":"10.1016/bs.mie.2026.01.037","DOIUrl":"10.1016/bs.mie.2026.01.037","url":null,"abstract":"<p><p>Lasso peptides (LaPs) are a structurally unique class of ribosomally synthesized and post-translationally modified peptides (RiPPs), characterized by a threaded rotaxane topology that confers exceptional stability and a broad spectrum of bioactivities. Despite increasing interest in LaPs as antimicrobial and therapeutic agents, accurate structure prediction remains a major challenge due to the scarcity of homologous templates and the failure of mainstream prediction tools to capture their knotted topology. In this chapter, we present LassoPred, a modular, machine learning-guided computational pipeline for high-throughput 3D structure prediction of lasso peptides from sequence alone. LassoPred integrates support vector machine classifiers trained on ESM2 embeddings to annotate critical topological features-namely, the isopeptide ring and plug residues-and a topology-aware structure constructor that assembles and refines atomic models via homology modeling, residue mutation, and energy minimization. The tool is implemented in Python, compatible with AMBER and PyMOL, and accessible via a public web interface, enabling both expert and non-specialist users to submit sequences and retrieve optimized structural models. LassoPred demonstrates near-experimental accuracy while reducing prediction time to minutes, expanding known lasso peptide structural coverage from fewer than 50 experimentally determined structures to over 4000 genome-mined models. The pipeline is further extensible to engineered LaP variants and potentially other RiPP families. By bridging the gap between sequence discovery and structural insight, LassoPred facilitates downstream applications in enzymology, structural biology, synthetic biology, and therapeutic design.</p>","PeriodicalId":18662,"journal":{"name":"Methods in enzymology","volume":"730 ","pages":"91-106"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148006061","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Methods in enzymologyPub Date : 2026-01-01Epub Date: 2026-01-28DOI: 10.1016/bs.mie.2026.01.028
Maurine K Kengwerere, Tingyao Wang, Wei Qiang
{"title":"Characterizations of the β-amyloid (Aβ)-membrane interaction intermediates.","authors":"Maurine K Kengwerere, Tingyao Wang, Wei Qiang","doi":"10.1016/bs.mie.2026.01.028","DOIUrl":"10.1016/bs.mie.2026.01.028","url":null,"abstract":"<p><p>Non-specific membrane disruption induced by the amyloidogenic aggregation of β-amyloid (Aβ) peptides is considered an underlying molecular mechanism of Alzheimer's disease (AD). Therefore, elucidating the membrane interruptive intermediate states of Aβ aggregates is a crucial step towards the understanding of molecular basis of AD pathology. However, such intermediate states are heterogeneous, low-abundant, and insoluble, bringing challenges for the application of high-resolution techniques. The solid-state nuclear magnetic resonance (ssNMR) spectroscopy remains the most feasible technique to characterize the structural features and molecular dynamics of the Aβ-membrane intermediate systems. Despite the capability, specific quantitative and sensitivity-enhanced ssNMR approaches, as well as membrane biophysical and/or cell-based biophysical assays, should be combined to maximize the biological relevance of the intermediate structural characterizations. In this methodology chapter, we will review the experimental and data analysis protocols that have been established in our laboratory.</p>","PeriodicalId":18662,"journal":{"name":"Methods in enzymology","volume":"729 ","pages":"231-258"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147776263","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Methods in enzymologyPub Date : 2026-01-01Epub Date: 2026-02-03DOI: 10.1016/bs.mie.2026.01.026
Afsheen Shahbaz, Samantha L Weetman, Claudia Chitty, Wei-Feng Xue
{"title":"Methods for characterizing the individual filament structures of amyloid peptide assemblies using atomic force microscopy.","authors":"Afsheen Shahbaz, Samantha L Weetman, Claudia Chitty, Wei-Feng Xue","doi":"10.1016/bs.mie.2026.01.026","DOIUrl":"10.1016/bs.mie.2026.01.026","url":null,"abstract":"<p><p>A wide range of distinctive helical filamentous amyloid structures self-assembled from monomeric peptide or protein building blocks are found both in nature and in human disease states. Amyloid nano-fibrils are also being developed and synthetically made as novel peptide-based nanomaterials. In humans, accumulation of a range of amyloid structures, for example those formed from the amyloid-beta peptides in Alzheimer's disease, play a crucial role in the pathology of neurodegenerative and metabolic diseases. The diverse range of amyloid structures found is a manifestation of the amyloid structural polymorphism phenomenon. This is where different filament structures are assembled even from the same peptide or protein precursors. Due to the structural diversity of amyloid fibrils that can be found even in the same sample or the same disease state, an experimental method that allows structural analysis of individual amyloid filaments is required to understand the relationships between the polymorphic structures and the biological and physicochemical properties they elicit. Here, a method with a detailed protocol to analyze the structures of individual amyloid filament assemblies by topological Atomic Force Microscopy (AFM) imaging and Contact-Point Reconstruction AFM (CPR-AFM) image analysis is described. This approach to resolve the 3D shapes of amyloid polymorphs, one individual fibril at a time, allows mapping of the polymorphic landscapes of amyloid assemblies. It serves as an inexpensive, fast and effective experimental tool for individual filament level structural analysis, and offers new, exciting opportunities in elucidating population distributions of heterogeneous amyloid samples, rare amyloid structures within the populations, and structural variations between or within individual filaments. These are all key parts to experimental developments in therapeutic discovery and novel bio-nanomaterials applications.</p>","PeriodicalId":18662,"journal":{"name":"Methods in enzymology","volume":"729 ","pages":"281-308"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147776315","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Methods in enzymologyPub Date : 2026-01-01Epub Date: 2026-02-11DOI: 10.1016/bs.mie.2026.01.023
Kindra L Becker, Julian P Maceren, Lia A Parkin, Jessica C Seeliger
{"title":"Tagging lipoproteins in mycobacteria via metabolic incorporation of modified fatty acids.","authors":"Kindra L Becker, Julian P Maceren, Lia A Parkin, Jessica C Seeliger","doi":"10.1016/bs.mie.2026.01.023","DOIUrl":"10.1016/bs.mie.2026.01.023","url":null,"abstract":"<p><p>Lipoproteins are lipid-modified proteins and critical components of the mycobacterial cell envelope with diverse functions related to virulence and survival. In Mycobacterium tuberculosis (Mtb), the causative agent of tuberculosis, lipoproteins account for ∼3 % of the Mtb proteome, yet their precise functions remain poorly characterized. Prior experimental efforts have addressed the validation and preliminary functional annotation of specific lipoproteins. Whereas these studies elucidated aspects of lipoprotein localization and involvement in host-pathogen interactions, the methodologies employed do not allow further analysis such as targeted enrichment or on a proteome-wide level. To overcome these limitations, we developed a method in which modified fatty acids are metabolically incorporated into lipoproteins. These fatty acids are functionalized with click-compatible and photo-activatable chemical handles, thereby enabling downstream detection and identification of lipoproteins. The method described here provides a facile and versatile approach for further investigating mycobacterial lipoprotein synthesis, identity, and function.</p>","PeriodicalId":18662,"journal":{"name":"Methods in enzymology","volume":"727 ","pages":"161-177"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147326739","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"In vitro methods for studying protein-lipid droplet interactions.","authors":"Julie Eichler, Catherine Tomasetto, Guillaume Drin, Fabien Alpy","doi":"10.1016/bs.mie.2026.01.021","DOIUrl":"10.1016/bs.mie.2026.01.021","url":null,"abstract":"<p><p>Lipid droplets (LDs) are major organelles that store cellular energy in the form of a neutral lipid core surrounded by a phospholipid monolayer. Proteins involved in the biogenesis and regulation of LDs associate with them via distinct mechanisms: they insert into the ER membrane via a hydrophobic hairpin and diffuse to the LD monolayer, interact with LD-resident proteins, or directly bind to the LD monolayer via amphipathic helices (AHs) that are highly sensitive to lipid packing. This chapter presents optimized methods to study the binding of AHs or recombinant proteins to fluorescent artificial lipid droplets (aLDs) or LD-mimicking liposomes whose membranes have lipid packing defects. We first provide a practical and comprehensive guide to the production and characterization of aLDs and liposomes and to the design and generation of amphipathic peptides and recombinant proteins. Second, we present complementary in vitro approaches, including flotation, pull-down, and aggregation assays, to measure the interaction of peptides or proteins with aLDs and liposomes, explaining how to execute and analyze these binding assays.</p>","PeriodicalId":18662,"journal":{"name":"Methods in enzymology","volume":"727 ","pages":"93-121"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147326602","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}