Quantification of Asymmetric Division in Cancer Cells via a Flow Cytometry and Cell Sorting–Based Protocol
Asymmetric partitioning of cellular components during division contributes to generating phenotypic heterogeneity and plasticity in genetically identical cells, like bacteria or cancer cells. Traditionally, this partitioning noise has been investigated using live-cell time-lapse confocal microscopy; however, while imaging offers high spatial resolution, it suffers from low statistical throughput and labor-intensive cell tracking. To overcome these limitations, we present a protocol that combines high-throughput flow cytometry and sorting with a theoretical model to precisely quantify partitioning noise during cell division. This method details the experimental setup for measuring cellular components in dividing populations, the data acquisition pipeline, and the implementation of the mathematical framework to extract inheritance parameters. Applicable to both suspension and adherent cells, we have validated our approach against live-cell imaging of adherent colon cancer cells. Hence, this flow cytometry–based approach offers a highly scalable, accessible, and statistically robust alternative to traditional imaging. It is widely applicable across diverse cell lines and biological systems, significantly advancing our capacity to study partitioning-driven phenotypic heterogeneity.
Mouse Intratongue Injection With Cancer Cells—An Orthotopic Model for Head and Neck Squamous Cell Carcinoma
Syngeneic and orthotopic injection of cancer cells in mice is a gold standard model in pre-clinical cancer research. Herein, we detail a protocol of orthotopic intratongue injection as a model for upper respiratory tract cancer studies. This model recapitulates tumor growth and invasion in an orthotopic site, the oral cavity mucosa. It can be experimentally designed in a syngeneic context or used to study patient-derived cells in immunocompromised animals. Procedurally, mice are anesthetized and injected with a small volume of cancer cell suspension near the lateral border of the tongue, right under the mucous membrane. Post-injection, animal welfare is carefully attended to by appropriate analgesia, while providing soft food for the duration of the experiment to ensure the ability of the mice to eat ad libitum. Tongues and potential metastatic organs are dissected and can be sampled and analyzed using relevant state-of-the-art methods, including -omics and imaging approaches. We describe a broad range of distinct tumor profiling and analysis methods applicable to this model. These include physical measurements of elasticity with atomic force microscopy on fresh tissue, hematoxylin-eosin staining and standard immunohistochemistry, and confocal microscopy applied to paraffin-embedded tongue sections. This model is orthotopic, accessible without surgery, easy to monitor, and rapid to perform.
Microtube-Assisted Paraffin Embedding and Sectioning of Fragile 3D Tumor Spheroids for High-Quality Histology
Three-dimensional (3D) spheroid models have become essential in cancer biology, drug screening, and tissue engineering. However, their small size, fragile structure, and tendency to disintegrate during routine histoprocessing present persistent technical challenges. Conventional paraffin embedding often results in tissue fragmentation, loss of spatial orientation, and poor section quality, whereas cryosectioning often compromises cellular morphology. Here, we present a robust, cost-effective protocol for preserving and sectioning fragile 3D spheroids, resulting in high-quality histological sections with intact architecture and excellent cellular detail. The method involves optimized handling and embedding procedures that stabilize spheroids during standard formalin fixation, paraffin infiltration, and microtomy, eliminating mechanical distortion and preserving spherical integrity for consistent sectioning. We demonstrate the successful application of this protocol across different tumor spheroids derived from distinct tissue types, including MDA-MB-231 (breast carcinoma), Caco-2 (colorectal adenocarcinoma), and A549 (lung carcinoma) cell lines, with subsequent compatibility with hematoxylin and eosin (H&E) staining protocols. This protocol is compatible with immunohistochemistry (IHC) and immunofluorescence (IF). In our qualitative comparison with conventional methods, we found that our approach effectively limits sample loss, promotes consistent inter-section reproducibility, and preserves fine structural features, such as necrotic cores, proliferative zones, and extracellular matrix components. This protocol provides a reliable, accessible solution for routine histological analysis of fragile 3D spheroids, facilitating more accurate morphological assessment in translational research settings.
A Dissociation-Based Seahorse XF Workflow for Quantifying Averaged Bioenergetics in Anchorage-Independent Cancer Cell Clusters
Cell clustering during anchorage-independent growth (AIG) is a key hallmark of malignant progression, supporting survival under detachment during metastatic dissemination. However, bioenergetic profiling of cell clusters grown under AIG conditions remains technically challenging, in part because of steep nutrient and oxygen gradients and irregular cell cluster shapes that complicate Seahorse XF assay normalization. Here, we present a dissociation-based Seahorse XF96/XF Pro method that enables high-throughput quantification of the average bioenergetic state of anchorage-independent cancer cell clusters. In this workflow, clusters generated in ultra-low adherent plates are enzymatically and mechanically dissociated into a single-cell suspension immediately prior to Seahorse XF Mito Stress Test analysis on poly-D-lysine-coated 2D microplates. This approach ensures that all viable cells throughout each cluster contribute equally to oxygen consumption rate (OCR) measurements and reduces the need for complex post hoc normalization. We further apply this workflow to an in vitro metastasis model in which A549 lung cancer cells are studied as attached, detached (anchorageindependent), and reattached populations, mimicking primary tumor cells, circulating/clustered cells, and secondary lesions, respectively. Detached cells exhibit reduced mitochondrial membrane potential and diminished basal and maximal OCR, whereas reattached cells largely restore membrane potential and respiratory capacity to levels comparable to attached cells, demonstrating that detachment-induced mitochondrial dysfunction is reversible upon reattachment. These findings align with previous work showing that anchorage-independent and clustered cancer cells undergo reversible metabolic reprogramming, including suppression of oxidative metabolism, engagement of reductive pathways to support redox homeostasis, and altered ROS handling to facilitate metastatic colonization. Collectively, this dissociation-based Seahorse workflow provides a practical and accessible platform to interrogate metabolic adaptations to anchorage-independent growth and cell clustering and identify bioenergetic vulnerabilities of metastasis-relevant cancer cell states.
Antiangiogenic Drug Testing Using Proangiogenic and Hypoxia Zebrafish Model
Zebrafish is an excellent in vivo model for high-throughput antiangiogenic drug testing, commonly known as the zebrafish angiogenesis assay. Conventional zebrafish angiogenesis assays are performed in wild-type zebrafish to evaluate the vascular changes in intersegmental and subintestinal vessel regions of the zebrafish larvae at 2 and 3 dpf stages, respectively. However, wild-type zebrafish larvae do not adequately mimic the hypoxia microenvironment and ectopic vessel branching characteristics of cancer. To overcome this limitation, we developed a genetically engineered zebrafish model with constitutive activation of the hypoxia signaling pathway by targeting the vhl, a tumor suppressor, by negative regulation of the hypoxia pathway, using CRISPR mutagenesis. This model exhibits robust ectopic blood vessel branching throughout the larval body, thereby recapitulating pathological angiogenesis. The utility of this zebrafish model system for drug screening was validated with the sorafenib treatment, a known antiangiogenic tyrosine kinase inhibitor. Overall, this proangiogenic hypoxia zebrafish model provides a physiologically relevant platform for testing antiangiogenic drugs.
Immune-Complex-Based In Vitro Deubiquitination Assay
Deubiquitinases (DUBs) are attractive therapeutic targets within the ubiquitin-proteasome system, in part because four of the five DUB subfamilies are cysteine proteases amenable to the development of potent, selective inhibitors, as recently demonstrated for USP7. Identifying DUBs that deubiquitylate and stabilize specific human oncogenic proteins is therefore a promising approach to discovering new mechanism-based targets for cancer therapy. Several complementary experimental strategies are typically required to identify bona fide DUB–substrate pairs. Here, we present an efficient, straightforward in vitro immune-complex protocol to validate USP17-mediated deubiquitylation of the transcriptional co-activator β-catenin. In this assay, both β-catenin and USP17 are immunopurified from transiently transfected 293T cells and then combined to assess USP17 enzymatic activity. The protocol describes the in vitro enzymatic assay performed on immunopurified complexes and the immunoblot-based readout. It can be readily adapted to other DUBs and substrates for mechanistic studies.
Digital Quantification of Membrane DAB Immunohistochemical Staining in FFPE Cervical Cancer Tissues Using an Open-Source CellProfiler Pipeline
Immunohistochemistry (IHC) is a highly specific and widely used laboratory technique for assessing protein localization and expression in tissue samples. Interpretation of 3,3’ diamino benzidine (DAB)-based IHC is often based on observer-dependent manual scoring or traditional imaging software, which may show variability in DAB staining quantification. Furthermore, conventional image analysis tools often face limitations in precisely defining cell boundaries and quantifying membrane-specific signals. In this study, we present a standardized image analysis workflow using CellProfiler, an open-source software for image analysis for the quantification of membrane staining intensity in IHC images captured from slides prepared using formalin-fixed paraffin-embedded (FFPE) human cervical cancer tissue sections. The image analysis workflow was demonstrated using ASCT2 (SLC1A5), a membrane-localized amino acid transporter, as a representative biomarker for membrane-associated protein expression. This protocol involves image preprocessing, object identification, segmentation, and intensity measurement modules to distinguish cell membranes from cytoplasmic regions, enabling automated quantification of membrane intensity signals. The CellProfiler pipeline demonstrated improved accuracy in cell boundary identification and quantification of membrane-specific staining intensity. This is a rapid quantification process, since processing of each image only takes a few seconds; therefore, the analysis for 100 images can be performed within 10–15 min. This segmentation and quantification strategy is applicable to other membrane-based biomarkers after appropriate optimization of segmentation parameters. Following further minor modifications to the object identification modules, this pipeline can be used to detect and quantify cytoplasm- or nuclei-localized DAB-IHC markers across different tissue types. Overall, this protocol provides a standardized, user-friendly, and reproducible workflow for quantitative IHC image analysis that can be broadly applied to the study of protein biomarkers of different localizations, such as nuclei, cytoplasm, and cell membranes from different tissue types.
Homogeneous Time-Resolved Fluorescence-Based Assay to Screen ADP-Ribosyl Hydrolase Inhibitors
ADP ribosylation (ADPr) is a crucial post-translational modification that plays a vital role in DNA damage repair. Catalyzed by ADP ribose polymerases using NAD+ as a substrate, ADPr activates DNA repair pathways rapidly, thereby maintaining genomic integrity. The involvement of ADP ribose hydrolases in this process is significant, as they hydrolyze PAR chains, facilitating the release of ADPr-modified proteins from DNA or other proteins, which is essential for subsequent DNA repair steps. This protocol outlines a high-throughput screening method for identifying inhibitors of ADP ribose hydrolases, utilizing His-Tb-conjugated and ADPr-modified His-ADP ribose polymerase as the signal donor, and GST-d2-conjugated GST-XRCC1 as the signal receptor. The detection of time-resolved fluorescence signals enables efficient evaluation of compounds with potential therapeutic activity against cancer.
Endoscopic Collection and Analysis of Gastric Fluid DNA: A Liquid Biopsy Methodology for Tumor Biomarker Discovery
Gastric cancer remains a major global health challenge, and reliable prognostic biomarkers are urgently needed to guide treatment decisions. Here, we present a simple and efficient protocol for a novel liquid biopsy approach based on quantifying gastric fluid DNA (gfDNA) collected during routine esophagogastroduodenoscopy (EGD). We have previously shown that gfDNA carries gastric cancer–derived mutations; moreover, its concentration increases with tumor progression and varies according to cancer prognosis. This empirically observed increase in gfDNA may mechanistically stem from enhanced cellular turnover, tissue disorganization, dysbiosis of the local microbiota, and/or fluctuations in immune cell infiltrates. Surprisingly, however, in patients diagnosed with gastric cancer, elevated gfDNA levels were also associated with improved survival. This paradoxical finding may be reconciled by an increased anti-tumor immune cell response in treatment-responsive gastric cancers, as well as by the contribution of non-tumoral DNA from inflammatory processes within the microenvironment of the stomach. Here, we detail a standardized protocol for gastric fluid collection and processing, designed to support downstream gfDNA quantification among other potential molecular applications.
Optical Tissue Clearing and Small-Molecule Labeling of Paraffin-Embedded Breast Cancer and Axillary Lymph Node Human Tissue Samples
Breast cancer is the most frequently diagnosed cancer in women, representing approximately 25% of all cancers in women worldwide. Both breast cancer research and histopathological diagnostics mainly show a two-dimensional planar view of the three-dimensional breast cancerous architecture. Recently, the application of optical tissue clearing, together with 3D microscopy, has been applied to visualize the complexity of whole tumor samples. Preliminary studies on whole-organ mouse mammary glands and tissues from human breast cancer patients subjected to optical tissue clearing and volumetric imaging have enabled the detection of previously unrecognized spatial cellular interactions and structural features within intact breast tissue. There is currently no standardized clearing workflow for breast and lymph node tissues. In this protocol, we optimized and validated the MASH (multiscale architectonic staining of human cortex) immunolabeling-enabled three-dimensional imaging of solvent-cleared organs (iDISCO)-like clearing and labeling pipeline for the investigation of formalin-fixed and paraffin-embedded (FFPE) breast tissue and lymph nodes obtained from breast cancer patients. This illustrates the application of the protocol in a new biological and clinical context, as human breast and lymph node tissues differ substantially from brain tissues in their composition, architecture, and optical properties. Whole FFPE tissue blocks are deparaffinized in liquid paraffin and xylene, bleached through methanol dehydration and a subsequent hydrogen peroxide incubation, and stained with a diverse set of small molecule dyes. As a next step, the tissues are delipidated and subjected to refractive index matching with ethyl cinnamate to reach optimal tissue transparency. Importantly, the applied dehydration and delipidation nicely preserve the morphology of the tissue, and the shrinkage is minimal. This allows reliable 3D imaging of large tissue samples within a timeframe of 10 days, providing clinicians and biomedical researchers with a more holistic view of the FFPE tissue sample and its spatial organization.
A Protocol for Colorectal Tumor Spheroid Culture in Tunable Stiffness Alginate-Based Hydrogels and Subsequent Immunohistochemical Analysis
Tumor mechanical microenvironment, particularly extracellular matrix stiffness, plays a critical role in regulating cancer cell behavior, including proliferation, quiescence, and drug resistance. Conventional 2D culture or stiff 3D scaffolds fail to recapitulate the physiological soft (normal) or pathologically stiff (tumoral) mechanical niches. Here, we present a detailed protocol for establishing a tunable 3D tumor spheroid culture system using sodium alginate–based hydrogels crosslinked with calcium ions at different concentrations to achieve soft or stiff conditions that mimic normal colon and colorectal cancer tissues, respectively. We describe the step-by-step procedures for fabricating stiffness-tunable hydrogels, culturing colorectal cancer spheroids, releasing spheroids for downstream analysis, and performing immunohistochemical staining on intact spheroids. This protocol enables the reproducible investigation of mechanosensitive pathways and drug resistance mechanisms in a physiologically relevant 3D context.
Light-Regulated Cancer Immunotherapy Using Individually Encapsulated Synthetic Circuit–Engineered Cells
Cell therapy holds great promise for cancer immunotherapy, but its clinical efficacy is severely hindered by poor post-transplant cell survival, low homing efficiency, and host immune clearance. To address these challenges, this study develops a novel light-controlled immunotherapy strategy that integrates a red/far-red light genetic switch with single-cell encapsulation engineering. The red/far-red light (660/730 nm) reversible regulatory system enables precise spatiotemporal control over the expression of therapeutic proteins in engineered cells (e.g., CAR-T or engineered HEK 293T cells), allowing on-demand activation of anti-tumor immune responses. On this basis, a mild enzyme-mediated single-cell encapsulation technique is further employed to rapidly form a protective hydrogel coating in situ on the cell surface, thereby enhancing the survival of transplanted cells under hostile in vivo microenvironments. This strategy combines precise gene expression regulation with physical protection, improving therapeutic outcomes without the need for genomic modification of the cells. It provides a new paradigm for developing safe, controllable, and efficient cancer immunotherapy.