Articles In Press

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Workflow for Fine-Tuning and Evaluating DNA Language Models for Specific Genomics Issues

KN Kazuki Nakamae
HB Hidemasa Bono
发布时间: Apr 3, 2026

DNA language models, such as DNABERT-2, have recently enabled the accurate prediction of functional sequence elements across species. However, the practical, protocol-style steps needed to transform these resources into training datasets, fine-tune the official DNABERT-2 model, and evaluate classifier performance have not been explicitly described. Herein, we present a step-by-step computational protocol for preparing training data, fine-tuning DNABERT-2, and evaluating sequence-level binary classifiers using readily available command-line tools. The protocol has been demonstrated using RNA off-target sites induced by cytosine base editors, detected by our PiCTURE pipeline from RNA sequencing (RNA-seq) data, and extended to core promoter prediction using the EPDnew database. We describe how to derive positive and negative sequence sets into DNABERT-2 compatible datasets, and fine-tune the official pretrained model of DNABERT-2 using the datasets. We also demonstrate how to compute the standard performance metrics and compare the model outputs with the baselines. This protocol will help researchers adapt DNA foundation models to new genomic tasks, including the safety assessment of genome editing tools and the functional annotation of regulatory sequences.

Reconstitution of Active Plant H+-ATPase AHA2 in Giant Unilamellar Vesicles

HU Huriye D. Uzun
TP Thomas Günther Pomorski
发布时间: Apr 3, 2026

Membrane transporters mediate the selective movement of ions and molecules across biological membranes and are essential for cellular homeostasis. However, their functional characterization in living cells is often complicated by the complexity of the native membrane environment. Reconstitution into model membrane systems provides a powerful alternative by enabling precise control over lipid composition and experimental conditions. Giant unilamellar vesicles (GUVs) are particularly well suited for transporter studies, as their cell-sized dimensions allow direct microscopic observation and fluorescence-based measurements of protein activity. Here, we describe a two-step reconstitution protocol in which transport proteins are first incorporated into large unilamellar vesicles and then used to generate protein-containing giant unilamellar vesicles (proteo-GUVs) via the poly(vinyl alcohol) swelling method. This two-step approach enhances protein incorporation efficiency and preserves transporter functionality. The method is exemplified using the P3-type ATPase Arabidopsis thaliana plasma membrane H+-ATPase isoform 2 (AHA2). We further describe a fluorescence-based assay to assess proton transport activity in proteo-GUVs. Our approach provides a versatile and controlled platform for biochemical, biophysical, and single-molecule analysis of membrane transporters.

From Design to Practice: A Comprehensive Tutorial for the Rapid Multiplex Engineering of Escherichia coli Using Antibiotic Resistance Markers

SM Shubhika Munot
SL Shuai Li
JH Jennifer N. Hennigan
EM Eirik A. Moreb
ML Michael D. Lynch
RM Romel Menacho-Melgar
发布时间: Apr 3, 2026

Engineering of microbial cells, including E. coli, is essential in prototyping genetic designs used in numerous applications throughout synthetic biology. While many advanced genome editing tools, such as CRISPR-based tools, offer new capabilities with genetically recalcitrant organisms, these tools often do not offer an immediate advantage in readily manipulated microbes, such as E. coli, especially when scarless modifications are not critical. We describe a comprehensive recombineering tutorial that we commonly use for multiplex engineering of E. coli using antibiotic markers. We leverage a group of 15 antibiotic resistance cassettes, most of which can be readily included when designing double-stranded DNA donors intended for recombineering and purchased from several vendors. Using these methods, 10–15 defined modifications to a single host strain can be achieved in less than three weeks, using two-day editing cycles. We discuss sequences and protocols as well as the optimal design of genetic modifications and the associated DNA.

Assessment of Epithelial Barrier Integrity by TEER and FITC-Dextran Permeability Assays

YK Yagmur Keser
SB Steeve Boulant
MS Megan L. Stanifer
发布时间: Apr 2, 2026

The integrity of epithelial barriers is essential for maintaining tissue homeostasis, particularly in the intestinal tract, where it separates the host from the complex luminal environment. Two complementary, standard methods for assessing this barrier are transepithelial electrical resistance (TEER), which provides a rapid, non-destructive measure of ionic conductance across tight junctions, and the fluorescein isothiocyanate (FITC)-dextran assay, which directly quantifies paracellular macromolecule flux. This protocol details a robust and reproducible method for performing both assays using intestinal epithelial cell monolayers (e.g., Caco-2, T84) cultured on permeable Transwell supports. We outline the procedure from cell culture and monolayer differentiation to TEER measurement with an Epithelial Volt/Ohm Meter 3 (EVOM3) and the subsequent FITC-dextran permeability assay. By combining these techniques, this protocol provides a comprehensive assessment of barrier function, making it ideal for studying tight junction dynamics and regulation under various experimental conditions, such as cytokine stimulation, drug screening, or microbial challenges.

Quantifying Epigenetic Changes Induced by Chemical Exposure Using the epi-TK Assay

SK Shiro Kuroki
HY Haruto Yamada
MO Mizuki Odagiri
KS Kei-Ichi Sugiyama
MY Manabu Yasui
AS Akira Sassa
发布时间: Apr 2, 2026

Epigenetic modifications play essential roles in regulating gene expression and maintaining cellular identity. Accumulating evidence suggests that chemical agents can contribute to carcinogenesis through epigenetic alterations, such as changes in DNA methylation and histone modifications, even in the absence of direct DNA damage. Here, we have developed a simple, cost-effective, and quantitative reporter assay, termed the epi-TK assay, to evaluate chemically induced epigenetic alterations. The assay is built upon the thymidine kinase (TK) gene mutation assay, a standardized and widely used in vitro genotoxicity assay for chemical safety evaluation. This system is based on an engineered human lymphoblastoid cell line (mTK6), in which the promoter region of the endogenous housekeeping TK gene is site-specifically methylated using epigenome-editing technology, resulting in stable transcriptional repression. Following chemical exposure, epigenetic perturbations at the TK locus are detected by culturing cells under hypoxanthine–aminopterin–thymidine selection and quantifying the frequency of TK revertant colonies, which reflects restoration of TK gene expression. Using the DNA methyltransferase 1 inhibitor GSK3484862 as a model compound, this protocol demonstrates that the epi-TK assay enables sensitive and quantitative detection of epigenetic state transitions. Importantly, this assay allows bi-directional detection of epigenetic changes, including DNA demethylation events and broader alterations in histone modification landscapes. Together, the epi-TK assay provides a practical and quantitative platform for evaluating epigenetic toxicity, with potential applications in chemical safety assessment frameworks.

Limited Proteolysis Mass Spectrometry to Identify Protein Structural Differences in Brain Tissue

HT Haley E. Tarbox
SF Stephen D. Fried
发布时间: Apr 1, 2026

Structural proteomics methods allow for the proteome-wide interrogation of protein structural differences between two different conditions. Limited proteolysis mass spectrometry (LiP-MS), as originally implemented by the Picotti lab, utilizes a promiscuous protease to cleave at solvent-exposed regions of a protein to encode structural information, which is then read out with mass spectrometry proteomics. Here, we present a protocol that details experimental steps and data analysis for a LiP-MS workflow. First, tissue is homogenized under native conditions and then subjected to limited proteolysis using proteinase K (PK). The samples are prepared for mass spectrometry, and data are acquired using either data-dependent acquisition (DDA) or data-independent acquisition (DIA). Raw data is processed using FragPipe, and raw ion abundances are processed in FragPipe Limited-Proteolysis Processor (FLiPPR). Proteins with structural changes between the two conditions are identified in a proteome-wide manner.

A Feeder Cell-Free System for Chimeric Antigen Receptor Gene Transduction Into Natural Killer Cells

NK Nobuhiro Kubo
MB Minori Baba
YS Yuko Suzuki
YK Yasushi Kasahara
RH Ryosuke Hosokai
MI Masaru Imamura
AS Akihiko Saitoh
CI Chihaya Imai
发布时间: Apr 1, 2026

Anti-CD19 chimeric antigen receptor (CAR)-natural killer (NK) cells are expected to demonstrate anti-CD19 CAR-T-cell-like efficacy against relapsed and refractory B-cell malignancies and autoimmune diseases, with fewer adverse events and the added advantage of permitting the use of allogeneic cells. However, the methodology for generating CAR-NK cells remains under development. Although various cell sources and expansion methods are available, feeder cells derived from cancerous tissue have been most commonly employed to promote ex vivo expansion of NK cells. In the protocol described herein, NK cells are expanded from adult peripheral blood mononuclear cells using CD2- and NKp46-specific stimulating antibodies in combination with multiple cytokines. The activated NK cells can be genetically modified using a retroviral vector. Subsequent culture of these cells yields large numbers of anti-CD19 CAR-NK cells. The current method, which enables feeder-free, large-scale generation of anti-CD19 CAR-NK cells, eliminates the risk of tumor cell contamination and may facilitate safer clinical application.

Quantitative Analysis of Splenic Natural Killer Cells of Mice Using Imaging Flow Cytometry

MA Mohammad N. Amin
Md. Saqline Mostaq Md. Saqline Mostaq
MU Mohammad B. Uddin
Yong-Yu Liu Yong-Yu Liu
发布时间: Apr 1, 2026

Natural killer (NK) cells are crucial innate immune effectors, mediating cytotoxicity against cancer and infected cells through receptors such as NKG2D. Reliable quantification of NK cell subsets is essential for evaluating NK cell-based immune responses in cancer research. Unlike other assays, including traditional flow cytometry used in assessing NK cells, imaging flow cytometry (IFC) is a simple and direct method for quantitative analysis of NK cells. This protocol describes the necessary procedures, including harvesting splenocytes, acquiring these cells labeled with NKG2D antibodies, and analyzing IFC data with IDEAS® software. We applied this protocol to quantitatively assess the number of splenic NKG2D+ NK cells in mice injected with SVTneg2 cancer cells (which carry the p53 G242A missense mutation) and compared them to mice injected with EMT6 cancer cells (which have wild-type p53) or normal fibroblasts. We found that the SVTneg2 cancer cells significantly decreased the number of NKG2D+ NK cells in mice by approximately 2-fold (933 cells vs. 2360 cells, p < 0.001) compared with mice injected with EMT6 cancer cells. This IFC protocol can be applied to directly quantify NK cells in vivo. This quantitative protocol allows novices to quickly handle the analysis of cytotoxic NK cells with a single NKG2D marker. Further multicolor flow cytometry and cytokine assay may be required to precisely define the subtypes and effects of NK cells in anticancer immunity.

TALENs and Related Technologies for Editing Nuclear and Organellar Genomes in a Model Plant, Arabidopsis thaliana

CZ Chang Zhou
SA Shin-Ichi Arimura
发布时间: Apr 1, 2026

Plant genome editing is a powerful approach for modifying plant DNA to investigate gene function and to engineer desirable traits. Several genome-editing technologies have been developed, among which CRISPR/Cas systems and transcription activator-like effector nucleases (TALENs) are widely used to introduce targeted double-stranded DNA breaks. While CRISPR/Cas systems are highly efficient for nuclear genome editing, their application to plant organellar genomes remains limited, largely due to difficulties in guide RNA delivery into mitochondria and chloroplasts. Here, we present a detailed and reproducible protocol for constructing TALEN-based binary vectors for targeted genome editing in Arabidopsis thaliana. This protocol describes the assembly of TALE repeat arrays, the generation of nuclear-, mitochondrial-, and plastid-targeted TALEN expression vectors using MultiSite Gateway cloning, and subsequent Agrobacterium-mediated plant transformation and genotyping. The workflow enables the production of nTALENs, mitoTALENs, and ptpTALENs using a unified vector design strategy. In addition, the protocol briefly outlines the construction principles of TALE-based cytidine deaminases (TALECDs) for targeted C-to-T base editing in plant organellar genomes. The protocol provides a flexible and robust framework for plant nuclear and organellar genome editing and can be readily adapted to different target genes and experimental purposes. Its modular design and compatibility with standard molecular cloning techniques make it accessible to laboratories aiming to perform precise genome manipulation in plants.

A Step-by-Step Protocol for the Isolation of Aloe vera–Derived Extracellular Vesicles via Manual and Shear-Force Homogenization

MC M. Camila Ceballos-Santa
IS Isabella Sanchez-Ortiz
TG Thomas R. Gaborski
KW Karin Wuertz-Kozak
发布时间: Mar 30, 2026

Aloe vera has long been used for its diverse pharmacological properties, motivating continued interest in isolating and preserving the bioactive molecules responsible for its therapeutic potential. More recently, Aloe vera–derived extracellular vesicles (Av-EVs) have emerged as nanoscale, cell-free carriers capable of retaining and delivering these properties, making them attractive for various biomaterials, nanomedicine, and regenerative medicine applications. Multiple techniques are available for extracellular vesicle isolation. These include ultracentrifugation, polymer-based precipitation, size-exclusion chromatography, immunoaffinity capture, ultrafiltration, density gradient separation, and emerging microfluidic platforms. Each method presents distinct trade-offs in purity, yield, scalability, and downstream compatibility. Despite this diversity, standardized workflows tailored to Av-EV isolation remain limited, and the influence of homogenization-induced shear forces and plant maturity on vesicle recovery and characterization has not been systematically addressed. Here, we present a reproducible protocol for isolating Av-EVs from Aloe vera gel employing two distinct homogenization strategies: manual, no-shear force (NB EVs), and blender-based shear-force homogenization (B EVs). The workflow covers gel preparation, serial centrifugation for debris removal, ultracentrifugation as the gold standard for vesicle enrichment, and final sterile filtration. This protocol enables consistent recovery of Av-EVs suitable for physicochemical characterization and functional analyses. It is simple and relies on commonly available laboratory equipment, facilitating broad adoption by ultracentrifugation users and offering adaptability to diverse research projects involving purified Aloe vera gel and Av-EVs, including studies focused on wound healing, fibrotic scarring, and regenerative processes, where coordinated antioxidant, anti-inflammatory, antimicrobial, immunomodulatory, and moisturizing responses are of interest.

TIE-UP-SIN: A Method for Enhanced Identification of Protein–Protein Interactions

MS Maximilian Schedlowski
SM Stephan Michalik
TH Tilly Hoffmüller
MH Marco Harms
LS Leif Steil
KS Kristin Surmann
CH Christian Hentschker
MS Manuela Gesell Salazar
UV Uwe Völker
AR Alexander Reder
发布时间: Mar 30, 2026

Protein–protein interactions (PPIs) govern nearly all aspects of cellular physiology, yet identifying these interactions under native conditions remains challenging. Here, we present TIE-UP-SIN (targeted interactome experiment for unknown proteins by stable isotope normalization), a robust method for in vivo identification and quantification of PPIs in bacterial systems. The protocol combines metabolic labeling with 15N isotopes, reversible formaldehyde crosslinking, affinity purification, and quantitative mass spectrometry. TIE-UP-SIN preserves transient or weak interactions during purification and quantifies interaction partners using internal light/heavy peptide ratios, reducing experimental variability. The method employs a triple-sample design to distinguish specific from nonspecific interactors and can be adapted to various bacterial species and affinity tags. Data analysis is streamlined through a user-friendly web application (https://shiny-fungene.biologie.uni-greifswald.de/TIE_UP_SIN_app) that automates statistical analysis, normalization, and visualization, requiring no programming expertise. The entire workflow from cell culture to mass spectrometry data acquisition takes approximately 4–5 days, with data analysis completed in 1–2 days using the web application.

Protocol for Using CRISPR-Cas9 to Generate a Monocyte Cell Line Harboring a Single-Nucleotide Polymorphism

AM Amar Chandra Mahatha
OR Octavio Ramos-Espinosa
DD Dhemerson Souza de Lima
EL Ethan Y. Liu
SV Sarah Vaidyan
JL Jianguo Liu
发布时间: Mar 23, 2026

We established a step-by-step approach for generating a single-nucleotide mutation in the promoter region of an immune regulatory gene in human monocyte THP-1 cells by employing a plasmid-based CRISPR-Cas9 system delivered via transfection with a homology-directed repair template DNA (HDR). Key steps include designing a single-guide RNA (sgRNA), cloning it into a CRISPR plasmid encoding the Cas9 protein, transfection of the plasmid constructs along with single-stranded oligonucleotide repair template (ssODNs) into THP-1 cells, followed by selection and validation. This approach provides a precise and relevant model to investigate the role of single polymorphisms in the regulation of inflammatory gene expression in human monocytes. In addition to the rs1024611 single-nucleotide polymorphism (SNP), this CRISPR/Cas9-based strategy is broadly applicable to functional studies of noncoding and coding variants in innate immune genes.

Spatial Imaging and Quantification of Hydrogen Peroxide in Arabidopsis Roots: From Sample Preparation to Image Analysis

MF Mario Fenech
VA Vitor Amorim-Silva
发布时间: Mar 23, 2026

Reactive oxygen species (ROS) are central regulators of plant development and stress responses, with hydrogen peroxide (H2O2) acting as a key signaling molecule whose spatial distribution determines adaptive versus damaging outcomes. Accurate detection of H2O2 at tissue and cellular resolution is therefore essential for understanding redox-dependent regulation of plant growth. A variety of techniques have been used to monitor H2O2, including bulk spectrophotometric and fluorometric assays, genetically encoded sensors for real-time measurements, and chemical probes for in situ detection. While these approaches differ in sensitivity, specificity, and temporal resolution, many are limited by a lack of spatial information, technical complexity, or dependence on transgenic material. Here, we present a detailed protocol for 3,3′-diaminobenzidine (DAB)-based histochemical detection of H2O2 in seedling roots, covering staining, imaging, and semi-quantitative image analysis using open-source software (FIJI/ImageJ). The method relies on peroxidase-mediated oxidation of DAB, resulting in a stable, light-resistant, and insoluble precipitate that enables visualization of H2O2 accumulation with high spatial resolution. This protocol provides a robust, accessible, and genetically independent approach for spatial analysis of H2O2 in plant tissues. Its simplicity, compatibility with diverse genotypes and treatments, and suitability for semi-quantitative analysis make it a valuable tool for examining the spatial distribution of H2O2, thereby providing spatial insight into redox-related regulatory processes during plant development and stress responses.

Preparation and Assembly of the Axial Invasion Chamber for Live-Cell Invadopodia Imaging

MG Mark Garewal
KM Kenneth A. Myers
发布时间: Mar 22, 2026

Metastasis is initiated by cell invasion of the basement membrane, facilitating cell migration and colonization at a secondary tumor site. Cancer cells remodel the cytoskeleton to form ventral protrusions, termed invadopodia, that traffic and deliver matrix metalloproteases to degrade the extracellular matrix. Traditional efforts have utilized immunolabeling to measure protein localization within invadopodia, an approach limited by reduced temporal resolution, logistical challenges in orienting invadopodia within the focal plane of the objective lens, and impaired ability to reconstitute physiological conditions. Here, we describe a protocol for constructing and utilizing the axial invasion chamber (AIC) to perform live-cell 3D visualization of mature elongating invadopodia under physiological conditions. The AIC is simple to build, using standard 35 mm glass-bottom dishes that suit most microscope stage holders. A polyester membrane is used to uniformly orient and promote invadopodia formation and restrict cell migration. The AIC extracellular matrix is composed of readily available reagents that have been optimized to facilitate cell adhesion and invadopodia maturation. Critical advances of the AIC include imaging and measurements of protein localization without immunolabeling, imaging of live cell invadopodia using conventional inverted microscopes, and production of a fully operational apparatus within 28 h from initial assembly. While the protocol has been used for live-cell invadopodia protein localization and structure, it provides an opportunity to interchange components of the polyester membrane and/or the extracellular matrix to optimize the device for a variety of different cell types and cell invasion studies.

Manipulation of Gene Expression in Mouse Pancreas via Intraductal Delivery of Adeno-Associated Viral Vectors

GS Galina Soukhatcheva
LS Liam Stanley
LD Lei Dai
MK Mitsuhiro Komba
VA Volodymyr Andriiets
JJ James D. Johnson
BV Bruce C. Verchere
YC Yi-Chun Chen
发布时间: Mar 22, 2026

The rising global incidence of pancreatitis, pancreatic cancer, and diabetes has increased the need for efficient in vivo gene manipulation approaches to study the pancreas and develop new therapies. Although transgenic mouse models are widely used, they are time-consuming and costly to generate and maintain. Systemic viral delivery methods offer greater flexibility but often lack pancreatic specificity and require high viral doses. Here, we describe a streamlined protocol for intrapancreatic ductal delivery of adeno-associated viruses (AAVs) for targeted gene delivery. Our protocol requires standard surgical equipment and can be implemented in most laboratories. Specifically, we adopted a clamping strategy at the hepatopancreatic duct near the liver, as well as beneath the major duodenal papilla at the duodenum. This strategy exposes the duodenal papilla, facilitating viral delivery, preventing backflow, and enabling efficient pancreatic transduction at lower viral doses. Overall, this method provides a fast, simple, and effective approach for pancreas-targeted gene manipulation, facilitating preclinical studies of pancreatic biology and disease.

Optical Control of Actin Network Assembly on the Supported Lipid Bilayer

KY Kei Yamamoto
MM Makito Miyazaki
发布时间: Mar 18, 2026

The spatiotemporal dynamics and density of actin networks are key determinants of actin cytoskeleton–mediated cellular functions. In vitro reconstitution systems have been widely used to study actin cytoskeletal dynamics; however, many existing approaches offer limited flexibility in controlling the geometry, thickness, and density of the assembled actin networks. Here, we present an in vitro optogenetic protocol that enables precise control of actin network assembly on supported lipid bilayers using an improved light-induced dimer (iLID)-SspB-based light-inducible dimerization system. In this system, His-mEGFP-iLID is anchored to a Ni-NTA-containing lipid bilayer, while SspB-mScarlet-I-VCA, a nucleation-promoting factor fused with SspB, together with other actin cytoskeletal proteins, is supplied in bulk solution. Upon blue light illumination, SspB-mScarlet-I-VCA is recruited to the membrane in a spatially and temporally defined manner, inducing localized actin polymerization. By tuning illumination patterns and duration, actin networks with defined density, thickness, and geometry can be generated, and polymerization can be rapidly halted by stopping illumination. This protocol provides a versatile platform for reconstructing actin networks with controlled spatial organization and density, enabling quantitative analysis of density-dependent interactions between actin networks and actin-binding proteins.

基于晶体浸泡的蛋白靶点晶体学片段筛选流程:以曼氏血吸虫硫氧还蛋白-谷胱甘肽还原酶为例

Workflow for Crystallographic Fragment Screening by Crystal Soaking for Protein Targets: A Case Study on Thioredoxin Glutathione Reductase from Schistosoma mansoni

基于晶体浸泡的蛋白靶点晶体学片段筛选流程:以曼氏血吸虫硫氧还蛋白-谷胱甘肽还原酶为例

LN Lauro R. S. Neto
BM Bogar O. Montoya
JB José Brandão-Neto
KP Kelly Parker
FV Frank von Delft
NF Nicholas Furnham
RO Raymond J. Owens
FS Floriano P. Silva-Jr
发布时间: Mar 12, 2026

Among the biophysical techniques used in fragment-based drug discovery (FBDD) campaigns, crystallography is the most sensitive, allowing for the identification of low-affinity ligands and the characterization of protein–ligand complexes at atomic resolution. Although powerful, the proper application of this technique depends on obtaining crystals capable of diffracting X-rays at high resolution. Additionally, in crystallographic compound screening, the crystals must be resistant to multiple organic solvents used in chemical libraries, such as DMSO. In this protocol, we describe recombinant protein production suitable for crystallization and procedures for X-ray crystallographic screening of a library of 768 fragments. As a case study, we used the Schistosoma mansoni thioredoxin glutathione reductase (SmTGR), a redox enzyme with a key role in controlling oxidative stress in parasites of the Schistosoma genus, which causes schistosomiasis. As a validated pharmacological target, SmTGR is used in the development of new schistosomicidal drugs. The experimental pipeline includes SmTGR expression, purification, and crystallization, crystal soaking, diffraction data collection, and refinement. The 768 fragments from the Diamond-SGC Poised Library (DSPL) were individually soaked onto the crystals, and diffraction data were collected and processed at the I04-1 beamline of the Diamond Light Source synchrotron. Diffraction data were subsequently analyzed using PanDDA to identify fragment-binding events and to enable reliable detection of low-occupancy ligands within the protein crystal structures. In addition to the core experimental steps, this protocol incorporates systematic approaches to overcome limitations frequently encountered in crystallographic screening campaigns, including assessment of crystal solvent tolerance, acceleration of crystal mounting through the use of auxiliary devices, acoustic dispensing–based soaking of hundreds of fragments for low material consumption and high throughput, automated data collection, and efficient data analysis pipeline for the detection of weakly bound ligand. This protocol can be broadly applied to screen diverse compound sets against multiple targets amenable to crystallization.

Simultaneous Immunofluorescence-Based In Situ mRNA Expression and Protein Detection in Bone Marrow Biopsy Samples

AS Alba Lillo Sierras
SB Sandro Bräunig
HL Hongzhe Li
SS Stefan Scheding
发布时间: Feb 4, 2026

Fluorescence in situ hybridization (FISH) can be employed to study the expression and subcellular localization of nucleic acids by using labeled antisense strands that hybridize with the target RNA or DNA molecules. Likewise, immunofluorescence antibody staining (IF) takes advantage of the specific interaction between a fluorophore-labeled antibody and its corresponding antigen. This protocol reports the combination of RNA-FISH and IF antibody staining for simultaneous detection of both RNA transcripts and proteins of interest in routine formalin-fixed paraffin-embedded (FFPE) bone marrow biopsy samples. Herein, we provide a detailed description of the methodology that we have developed and optimized to study the spatial expression of two transcripts—TGFB1 and PDGFA1—in human hematopoietic (CD45+) and non-hematopoietic (CD271+) cells in the bone marrow of patients with acute lymphoblastic leukemia (ALL).

Using combined fluorescent in situ hybridization with Immunohistochemistry to co-localize mRNA in diverse neuronal cell types

MB Melanie K. Becher
KW Kaela Wilson
IM Italo Mocchetti
发布时间: Jan 8, 2026

Understanding gene expression within defined neuronal populations is essential for dissecting the cellular and molecular diversity of the brain. mRNA assays provide a direct readout of gene expression, capturing transcriptional changes that may precede or occur independently of protein abundance, whereas protein assays reflect the cumulative effects of translation, modification, and degradation. Moreover, in histological analysis, immunohistochemical protein detection results in visually diffuse labeling, which makes it difficult to quantitatively assess levels and locations of expression at high resolution. Here, we present a protocol that allows for mRNA detection in single neuronal cell types with a high degree of sensitivity and anatomical resolution. This protocol combines fluorescent in situ hybridization (FISH) with immunohistochemistry (IHC) on the same tissue section. Briefly, FISH is carried out by ACDBio RNAscope® fluorescent in situ hybridization technology, which involves processing the tissue sections, followed by signal amplification. This involves target retrieval, probe hybridization, and signal enhancement. Then, the tissue section is processed for IHC, which involves blocking nonspecific sites and incubation with primary antibodies, followed by development of a fluorescent signal with secondary antibodies. Typically, visual mRNA detection with FISH can be seen as individual puncta, whereas targeting the protein with an antibody results in filled cells or processes. The variation in staining pattern allows for the quantification of distinct mRNA transcripts within different neuronal populations, which renders co-localization analyses easy and efficient.

Electrophoretic Mobility Shift Assay (EMSA) for Assessing RNA–Protein Binding and Complex Formation Using Recombinant RNA-Binding Proteins and In Vitro–Transcribed RNA

David W. J. McQuarrie David W. J. McQuarrie
MS Matthias Soller
发布时间: Jan 8, 2026

Evaluating RNA–protein interactions is key to understanding post-transcriptional gene regulation. Electrophoretic mobility shift assays (EMSAs) remain a widely used technique to study these interactions, revealing information about binding affinities and binding modalities, including cooperativity and complex formation. Here, we detail, in a step-by-step protocol, how to perform EMSAs. We describe how to generate, purify, and quantitate 32P-radiolabeled RNA by in vitro transcription, as well as the expression and purification of recombinant RNA-binding proteins in E. coli using ELAV as an example. We then describe how to set up binding reactions using serial dilutions in a microtiter plate format of recombinant ELAV and in vitro–transcribed RNA and how to perform EMSAs using native low-crosslinked acrylamide gels, with detailed graphically supported instructions and troubleshooting guides.

基于 HiCapR 的 HIV-1 全基因组 RNA–RNA 相互作用高分辨率图谱构建

High-resolution mapping of RNA-RNA interactions across the HIV-1 genome with HicapR

基于 HiCapR 的 HIV-1 全基因组 RNA–RNA 相互作用高分辨率图谱构建

HW Haobo Wang
YZ Yan Zhang
JH Jingwan Han
DX Dejian Xie
WS Wenlong Shen
PL Ping Li
JL Jian You Lau
JL Jingyun Li
LL Lin Li
GK Grzegorz Kudla
ZZ Zhihu Zhao
发布时间: Jan 4, 2026

The genomes of RNA viruses can fold into dynamic structures that regulate their own infection and immune evasion processes. Proximity ligation methods (e.g., SPLASH) enable genome-wide interaction mapping but lack specificity when dealing with low-abundance targets in complex samples. Here, we describe HiCapR, a protocol integrating in vivo psoralen crosslinking, RNA fragmentation, proximity ligation, and hybridization capture to specifically enrich viral RNA–RNA interactions. Captured libraries are sequenced, and chimeric reads are analyzed via a customized computational pipeline to generate constrained secondary structures. HiCapR generates high-resolution RNA interaction maps for viral genomes. We applied it to resolve the in vivo structure of the complete HIV-1 RNA genome, identifying functional domains, homodimers, and long-range interactions. The protocol's robustness has been previously validated on the SARS-CoV-2 genome. HiCapR combines proximity ligation with targeted enrichment, providing an efficient and specific tool for studying RNA architecture in viruses, with broad applications in virology and antiviral development.

Enhanced RNA-Seq Expression Profiling and Functional Enrichment in Non-model Organisms Using Custom Annotations

IE Infanta Saleth Teresa Eden M.
UV Umashankar Vetrivel
发布时间: Dec 3, 2025

Functional enrichment analysis is essential for understanding the biological significance of differentially expressed genes. Commonly used tools such as g:Profiler, DAVID, and GOrilla are effective when applied to well-annotated model organisms. However, for non-model organisms, particularly for bacteria and other microorganisms, curated functional annotations are often scarce. In such cases, researchers often rely on homology-based approaches, using tools like BLAST to transfer annotations from closely related species. Although this strategy can yield some insights, it often introduces annotation errors and overlooks unique species-specific functions. To address this limitation, we present a user-friendly and adaptable method for creating custom annotation R packages using genomic data retrieved from NCBI. These packages can be directly imported as libraries into the R environment and are compatible with the clusterProfiler package, enabling effective gene ontology and pathway enrichment analysis. We demonstrate this approach by constructing an R annotation package for Mycobacterium tuberculosis H37Rv, as an example. The annotation package is then utilized to analyze differentially expressed genes from a subset of RNA-seq dataset (GSE292409), which investigates the transcriptional response of M. tuberculosis H37Rv to rifampicin treatment. The chosen dataset includes six samples, with three serving as untreated controls and three exposed to rifampicin for 1 h. Further, enrichment analysis was performed on genes to demonstrate changes in response to the treatment. This workflow provides a reliable and scalable solution for functional enrichment analysis in organisms with limited annotation resources. It also enhances the accuracy and biological relevance of gene expression interpretation in microbial genomics research.

利用SpinachTM系列荧光适配体可视化活细胞中多种RNA功能

Visualizing diverse RNA functions in living cells with Spinach™ family of fluorogenic aptamers

利用SpinachTM系列荧光适配体可视化活细胞中多种RNA功能

RO Ryan O’Hanlon
KW Karen Y. Wu
发布时间: Oct 24, 2025

RNA is now recognized as a highly diverse and dynamic class of molecules whose localization, processing, and turnover are central to cell function and disease. Live-cell RNA imaging is therefore essential for linking RNA behavior to mechanism. Existing approaches include quenched hybridization probes that directly target endogenous transcripts but face delivery and sequestration issues, protein-recruitment tags such as MS2/PP7 that add large payloads and can perturb localization or decay, and CRISPR–dCas13 imaging that requires substantial protein cargo and careful control of background and off-target effects. Here, we present a protocol for live-cell RNA imaging using the SpinachTM family of fluorogenic RNA aptamers. The method details the design and cloning of SpinachTM-tagged RNA constructs, selection and handling of cognate small-molecule fluorophores, expression in mammalian cell lines, dye loading, and image acquisition on standard fluorescence microscopes, followed by quantitative analysis of localization and dynamics. We include controls to verify aptamer expression and signal specificity, guidance for multiplexing with related variants (e.g., Broccoli, Corn, Squash, Beetroot), and troubleshooting for dye permeability and signal optimization. Application examples illustrate use in tracking cellular delivery of mRNA therapeutics, monitoring transcription and decay in response to perturbations, and the forming of toxic RNA aggregates. Compared with prior methods, SpinachTM tags are compact, genetically encodable, and fluorogenic, providing high-contrast imaging in both the nucleus and cytoplasm with single-vector simplicity and multiplexing capability. The protocol standardizes key steps to improve robustness and reproducibility across cell types and laboratories.

Enhancement of RNA Imaging Platforms by the Use of Peptide Nucleic Acid-Based Linkers

AW Aleksandra J. Wierzba
ER Erin M. Richards
SL Shelby R. Lennon
RB Robert T. Batey
AP Amy E. Palmer
发布时间: Sep 9, 2025

RNA imaging techniques enable researchers to monitor RNA localization, dynamics, and regulation in live or fixed cells. While the MS2-MCP system—comprising the MS2 RNA hairpin and its binding partner, the MS2 coat protein (MCP)—remains the most widely used approach, it relies on a tag containing multiple fluorescent proteins and has several limitations, including the potential to perturb RNA function due to the tag’s large mass. Alternative methods using small-molecule binding aptamers have been developed to address these challenges. This protocol describes the synthesis and characterization of RNA-targeting probes incorporating a peptide nucleic acid (PNA)-based linker within the cobalamin (Cbl)-based probe of the Riboglow platform. Characterization in vitro involves a fluorescence turn-on assay to determine binding affinity (KD) and selective 2′-hydroxyl acylation analyzed by primer extension (SHAPE) footprinting analysis to assess RNA-probe interactions at a single nucleotide resolution. To show the advancement of PNA probes in live cells, we present a detailed approach to perform both stress granule (SG) and U-body assays. By combining sequence-specific hybridization with structure-based recognition, our approach enhances probe affinity and specificity while minimizing disruption to native RNA behavior, offering a robust alternative to protein-based RNA imaging systems.

Amplification-Free Detection of Highly Structured RNA Molecules Using SCas12aV2

TH Teng Hu
YP Youyang Pei
ZH Zhaoyi Hu
JF Jing Feng
QJ Qiangyuan Jiang
LH Li Hu
YL Yi Liu
发布时间: Sep 9, 2025

The CRISPR/Cas12a system has revolutionized molecular diagnostics; however, conventional Cas12a-based methods for RNA detection typically require transcription and pre-amplification steps. Our group has recently developed a diagnostic technique known as the SCas12a assay, which combines Cas12a with a split crRNA, achieving amplification-free detection of miRNA. However, this method still encounters challenges in accurately quantifying long RNA molecules with complex secondary structures. Here, we report an enhanced version termed SCas12aV2 (split-crRNA Cas12a version 2 system), which enables direct detection of RNA molecules without sequence limitation while demonstrating high specificity in single-nucleotide polymorphism (SNP) applications. We describe the general procedure for preparing the SCas12a system and its application in detecting RNA targets from clinical samples.

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Cell Imaging - A Special Collection for Cell Bio 2023