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Current Protocols

Wiley

Preprints posted in the last 30 days, ranked by how well they match Current Protocols's content profile, based on 15 papers previously published here. The average preprint has a 0.01% match score for this journal, so anything above that is already an above-average fit.

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A robust approach for preserving and sectioning fragile 3D spheroids for high-quality histological analysis

Cervantes-Rivera, R.; Figueroa Ortiz, S. J.; Romero Rosas, A. Z.; Sanchez Orozco, A.; Herrera-Vargas, M. A.; Melendez-Herrera, E.; Lopez-Rodriguez, M.; Ochoa-Zarzosa, A.; Lopez-Meza, J. E.

2026-08-11 cell biology 10.64898/2026.08.05.743094 medRxiv
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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 successful application across different cell line spheroids, with subsequent compatibility with hematoxylin and eosin (H&E) staining protocols. Compared to conventional methods, our approach significantly reduces sample loss, improves 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 and molecular assessment in translational research settings. Key featuresO_LIMaintains spheroid integrity: Prevents mechanical distortion, fragmentation, and loss of spatial orientation during processing. C_LIO_LISignificantly reduces sample loss: Decreases failure rate compared to traditional methods, conserving valuable samples. C_LIO_LIBroad spheroid compatibility: Works effectively with primary tumor-derived, stem cell-derived, and co-culture spheroid models. C_LIO_LIEnables high-quality sectioning and staining: Delivers consistent, reproducible sections that are fully compatible with H&E, IHC, and IF. C_LI Graphical overview O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=140 SRC="FIGDIR/small/743094v1_ufig1.gif" ALT="Figure 1"> View larger version (44K): org.highwire.dtl.DTLVardef@1670c4org.highwire.dtl.DTLVardef@145810aorg.highwire.dtl.DTLVardef@1accb1org.highwire.dtl.DTLVardef@17481c0_HPS_FORMAT_FIGEXP M_FIG C_FIG

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Low-latency multicamera 3D tracking of insects with Braid

Harrap, M. J. M.; Straw, A. D.

2026-08-26 animal behavior and cognition 10.64898/2026.08.21.745392 medRxiv
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Advances in camera technology and computer vision techniques have allowed researchers to track animals in 3D in ways which previously were difficult or impossible. Many such 3D tracking tools make use of multiple cameras, but unfamiliarity with the principles and technology involved can make it difficult to employ such techniques. In this protocol, we describe Braid, open-source software for live, multi-camera 3D tracking of insects. Using background-subtraction, Braid performs detection of objects without requiring the use of physical markers affixed to the insect. Braid constructs low-latency 3D position estimates using Kalman filtering and nearest neighbor data association. We document in detail the process of tracking freely flying bees within a flight arena using Braid. This protocol includes instructions on installation, configuration of cameras, setup, calibration, and operation. Within the system described here, we demonstrate that Braid can achieve position estimates accurate to <1 millimeter (within a 0.3 cubic meter volume). These factors make Braid suitable for tracking small, fast-flying animals like insects. Braid's low latency allows live tracking, removing the necessity to collect large video files and making it suitable for integration in closed loop systems such as virtual reality. Code is available at https://github.com/strawlab/strand-braid

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Addition of 2', 3' cis-dialdehydes, 2', 3' cis-diols and phosphoryl groups to the 3' end of oligonucleotides using periodate-oxidized nucleoside triphosphates and terminal deoxynucleotidyl transferase

Anderson, R. S.; Beattie, K. L.

2026-08-27 biochemistry 10.64898/2026.08.26.747364 medRxiv
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We present a simple and efficient way to add cis dialdehydes, phosphoryl groups, or cis diols to the 3 prime end of oligonucleotides using periodate oxidized nucleotides (oNTPs) and terminal deoxynucleotidyl transferase (TdT). The 3 prime end cis dialdehyde-modified oligos are generated by incubating TdT with an oligo for several minutes followed by addition of a oNTP and incubated at 30 degrees C for 30 minutes to an hour. After allowing the addition of the cis dialdehydes, heating the reaction mixture at 90 to 95 degrees C for 10 minutes yields oligonucleotides with 3 prime phosphoryl groups. The 3 prime cis diol modified oligos are synthesized by starting with 3 prime cis diol nucleotides (HO-NTPs). The cis dialdehyde modified oligonucleotides and cis diols may then be used for a variety of investigations such as studying the interaction of proteins with the 3 prime end of DNA, and possibly RNA. As an example, we demonstrate the efficacy of using an oligonucleotide modified with oGMP at the 3 prime end as an affinity label for TdT and identified a peptide fragment that has been shown to contain two of three aspartate residues found to be in the TdT active site.

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DrosoTracker: a web application with a self-calibrating thermal model for husbandry scheduling and lifespan analysis in Drosophila melanogaster

Asti Tello, G. S.; Melani, M.; Liberman, A. C.

2026-08-11 developmental biology 10.64898/2026.08.10.743933 medRxiv
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Planning husbandry tasks and experiments with Drosophila melanogaster requires converting a target date into development times that depend on the rearing temperature. This calculation needs to be done for each cross, genotype, and temperature, and the risk of error grows quickly. Available laboratory management tools let users register stocks, crosses, and track them, but they do not create schedules based on a clear, adjustable thermal model. To fill that gap, we developed DrosoTracker, a self-contained web application that works offline and predicts Drosophila development with a thermal summation model recalibrated through regression on data from Powsner (1935) (T0 = 11.78 {degrees}C, DD = 116.38 {degrees}C{middle dot}days, R{superscript 2} = 0.997). The model offers an optional two-level calibration driven by user observations. A wild-type strain first adjusts the model to the laboratorys own conditions. Then each genotype is calibrated against that reference using a random-effects shrinkage estimator that accounts for measurement error and between-batch variability. The model creates schedules for husbandry tasks, evaluates adult cohort survival with the Kaplan-Meier estimator and the log-rank test, and calculates sample size for lifespan studies using Schoenfelds formula. The quantitative components were checked against independent references, including Rs survival package and manual calculations. Ongoing work is focused on validating the calibrated model using cohorts specifically bred for this purpose. DrosoTracker runs entirely in the browser, stores data locally, and is available in English and Spanish.

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Neuronal quantification in the primary motor cortex of mouse brains fixed with solutions from human gross anatomy laboratories

Gerin-Lajoie, A.; Frigon, E.-M.; Adame-Gonzalez, W.; Dadar, M.; Boire, D.; Maranzano, J.

2026-08-25 neuroscience 10.64898/2026.08.24.744656 medRxiv
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Background: Brain banks usually provide small tissue blocks fixed by immersion in neutral-buffered formalin (NBF). While still underexploited for research, gross anatomy laboratories could provide full brains fixed by perfusion with solutions better suited for gross anatomy dissection. However, the chemicals in these solutions might have a different impact on histology protocols for cell quantification than in NBF-fixed brains. The main goal of this study is to compare the effects on the number and size of labeled neurons of the primary motor cortex (PMC) of mouse brains fixed with three different solutions: (1) NBF, typical of brain banks, (2) a saturated salt solution (SSS), and (3) an alcohol-formaldehyde solution (AFS), both used in human anatomy laboratories. Methods: 27 C57BL/6J mouse brains were perfused with the NBF (N=9), SSS (N=9) or AFS (N=9), then cut in 40-m slices and processed with immunohistochemistry to target neurons. Various quantitative variables were assessed manually and automatically on photomicrographs of 3 regions of interest (ROIs) of the PMC per specimen, namely the total and individual neuronal profile areas, number and diameters. The effects of the three fixatives on these variables were compared using ANOVA or Kruskal-Wallis, depending on the distribution. For measures on individual cells, a generalized linear mixed model was applied. Dice coefficients and correlations were applied to evaluate the agreement of the manual and automatic methods. Results: There was no significant difference between the brains fixed by the three fixatives for the total and individual cell areas, the total cell count and the cell diameters. The values obtained from manual and automatic measures had an overall good agreement (Dice coefficients > 0.79). Conclusion: It was found that the SSS and AFS had similar impacts on the quantitative variables in the tissue as the NBF. These results are promising for neuroscientists interested in using brains from anatomy laboratories for quantitative research on neurons from the PMC.

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Optimized Mn2+-Phos-tag Gels Reveal Sarcomeric Protein Dephosphorylation upon Myofibril Preparation

Syed, S. B.; Fenwick, A.; Bodt, S. M. L.; Wishard, R.; Foster, D. B.

2026-08-24 biochemistry 10.64898/2026.08.21.746362 medRxiv
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Precise quantification of myofilament protein phosphorylation is essential for understanding the regulation of cardiac contractility in health and disease. Although Phos-tag SDS-PAGE is widely used to resolve phosphorylated protein isoforms, its reproducibility and quantitative reliability are often limited by variability in the key experimental factors, including gel composition, electrophoretic conditions, protein loading, and sample preparation. Here, we present a standardized manganese (Mn2+)-Phos-tag SDS-PAGE workflow optimized for cardiac myofilament proteins, using myosin regulatory light chain 2 (MLC2) and cardiac troponin I (cTnI) as model targets. We systematically evaluated critical parameters - including Mn2+ and Phos-tag concentrations, acrylamide composition, electrophoretic regime, buffer chemistry, protein loading, and EDTA-mediated transfer - to define conditions that maximize phospho-species resolution while preserving quantitative fidelity. We further demonstrate that electrophoresis rate, sample loading, and extraction strategy significantly influence band morphology, signal intensity, and the apparent distribution of phospho-species. As a use case scenario, we compared Trichloroacetic acid (TCA) extracted mouse left ventricular homogenates with myofibrils prepared using a widely adopted Triton-X-100 tissue-demembranization protocol. Myofibril preparation was associated with profound MLC2 dephosphorylation at the earliest stages of preparation, whereas cTnI exhibited a marked reduction in higher-order, low-stoichiometry phosphoforms. Further evaluation of Myosin-binding protein C (MyBP-C) showed progressive loss of phosphorylation over the course of 24 hours. We submit that TCA-extracted heart standards in combination with Phos-tag gels can provide valuable quality control for the phosphorylation status of myofibril preparations, and that inclusion of a high-affinity PP2A and PP1 phosphatase inhibitor like okadaic acid may benefit future myofibril mechanics studies.

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Defining a New Standard: Human Platelet Lysate Supports Proliferation and Differentiation of Primary Respiratory Epithelial Cells

Richter, A.; Biermann, J.; Fulde, M.; Schaaf, D.

2026-08-07 cell biology 10.64898/2026.08.07.740940 medRxiv
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Air-liquid interface (ALI) cultures consisting of well-differentiated primary respiratory epithelial cells (PRECs) provide a versatile in vitro model for pharmacological studies and to investigate host-pathogen interactions. Proliferation and differentiation of PRECs require complex media containing several growth factors, hormones, and nutrients. Usually, some of these essential components are provided by the addition of fetal calf serum (FCS). However, several disadvantages of FCS and, most importantly, ethical concerns regarding the method of serum collection have encouraged researchers to find alternatives. Human platelet lysate (hPL) has emerged as a promising alternative to FCS for supporting cell expansion in vitro. In the present study, we investigated the effects of different concentrations of hPL on the proliferation of porcine PRECs and their subsequent differentiation under ALI conditions. Cell morphology was assessed by phase-contrast microscopy, while cell proliferation was evaluated using the ClickTech EdU Cell Proliferation Kit and visualization of proliferating cells by fluorescence microscopy. Differentiation under ALI conditions was monitored by immunofluorescence staining of ciliated cells and the establishment of an intact epithelial barrier was confirmed by measuring transepithelial electrical resistance (TEER). We found that 5% hPL supported efficient cell growth and the subsequent formation of a functional, well-differentiated airway epithelium comparable to or even better than 10% FCS. Thus, hPL offers a reproducible, ethically sound, and scalable alternative to FCS for complex cell culture models in respiratory research, drug development, and host-pathogen interaction studies. LO_SCPLOWAYC_SCPLOW SO_SCPLOWUMMARYC_SCPLOWRespiratory epithelial cells from the lungs of slaughtered animals, such as pigs, can be used for cell culture models to study respiratory diseases and drug development. Air-liquid interface (ALI) cultures closely mimic the natural environment of the airways by exposing the cells to air, making them a valuable alternative to animal experiments. To grow and mature properly, these cells require nutrients and growth factors that are commonly supplied by serum from unborn calves (FCS). However, for ethical and scientific reasons, the use of FCS should be avoided. Therefore, we evaluated whether human platelet lysate (hPL) derived from expired blood donations could replace FCS in ALI cultures. We found that adding 5% hPL to the medium supported efficient cell growth and the development of a well-differentiated airway epithelium. This approach enables the use of an improved and ethically superior model of the (porcine) respiratory tract in accordance with the 3Rs principle.

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Morphological and phenotypic characterization of adipose-derived mesenchymal stem cells isolated from locally adapted Indonesian goat breed

Budipitojo, T.; Padeta, I.; Purwaningrum, M.; Budiariati, V.; Pirarat, N.

2026-08-24 cell biology 10.64898/2026.08.23.746531 medRxiv
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Adipose-derived mesenchymal stem cells (gAD-MSCs) are promising candidates for veterinary regenerative medicine, yet the characterization of gAD-MSCs from locally adapted Indonesian goat breeds remains limited. This study aimed to isolate and characterize gAD-MSCs from Peranakan Ettawa (PE) goats using tissue explant culture. Subcutaneous adipose tissue was collected from the base of the tail of healthy PE goats (n=3). Primary cell outgrowth from explants was observed by Day 5, displaying characteristic fibroblast-like, spindle-shaped morphology and strong plastic adherence. Serial passaging to Passage 3 (P3) yielded a morphologically stable, homogeneous cell population. Assessment of cellular metabolic activity via the resazurin assay demonstrated sustained cell viability and a statistically significant increase in metabolic activity between Day 3 and Day 5 (p < 0.05). Furthermore, functional clonogenic capacity, evaluated using the colony-forming unit (CFU) assay, showed continuous temporal expansion of colonies over 14 days, yielding an average of 52.0 + - 4.1 colonies per dish. These findings confirm that expanded gAD-MSCs P3from PE goats maintain characteristic mesenchymal morphology, sustained metabolic activity, and clonogenic capacity. This work provides a baseline cellular profile of PE goat gAD-MSCs, supporting their potential use in veterinary regenerative medicine and tissue engineering.

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Mural-VISTA: A tool for mural cell-vessel interaction assessment and multiscale single-cell topo-morphological analysis

Zeng, H.; Hu, M.; Phng, L.-K.; Matsunaga, Y. T.

2026-09-01 bioinformatics 10.64898/2026.08.27.747487 medRxiv
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Three-dimensional (3D) mural cell morphology is heterogeneous and coupled to vessel geometry, however, measurements from two-dimensional (2D) maximum intensity projections (MIP) obscure overlapping processes and cell-vessel contacts. Accordingly, we developed Mural-VISTA, a semi-automated Python workflow for mural cell-vessel interaction and single-cell topo-morphology analysis of reconstructed surface meshes. This workflow integrates mesh pretreatment, interactive centerline extraction, hierarchical segmentation of cell soma, main axis and secondary processes (branches), and extraction of 36 multiscale (cell process segment level, process level, and whole cell level) topo-morphological and vessel-referenced metrics. Mural-VISTA identified morphological changes in pericytes and vascular smooth muscle cells (vSMCs) with altered RhoA activity. Constitutive active RhoA (RhoA CA) over-expression reduced branch complexity and increased process alignment in both cell types, while increased whole-cell and branch solidity only in vSMCs. Dominant negative RhoA (RhoA DN) over-expression increased branch abundance and reduced branch solidity in pericytes but not vSMCs, suggesting cell-type specific effect of reduced RhoA activity. In conclusion, Mural-VISTA enables quantitative 3D profiling of mural cell architecture and its spatial relationship with the vessel.

10
Click-Prep: An Interactive Data Preparation Tool for Click-qPCR

Kubota, A.; Tajima, A.

2026-08-24 bioinformatics 10.64898/2026.08.20.745930 medRxiv
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Click-qPCR is a browser-based application for relative qPCR analysis that requires a tidy-format CSV file containing four columns: sample, group, gene, and Cq. Preparing this input from qPCR instrument output typically requires manual reformatting and calculation of mean Cq values for technical replicates. To simplify this process, we developed Click-Prep (https://kubo-azu.shinyapps.io/Click-Prep/), an interactive web-based application designed specifically to create Click-qPCR input files. Click-Prep imports CSV, TXT, TSV, and XLS/XLSX files and supports skipping of instrument-generated metadata rows, interactive column mapping, and manual assignment of experimental groups. Users can review technical-replicate measurements, exclude selected rows according to predefined quality-control criteria, and calculate mean Cq values for each sample-group-target combination. Missing or nonnumeric Cq values are flagged for review and must be resolved before the mean is calculated. Click-Prep can also combine compatible formatted CSV files, such as datasets obtained from separate qPCR plates. The resulting dataset is exported as a standardized CSV file containing the four fields required by Click-qPCR. By integrating these operations into a guided browser-based workflow, Click-Prep enables users to prepare Click-qPCR input files rapidly and consistently without programming.

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Aiptasia larvae are phenotypically validated as a model of coral bleaching using high-throughput machine-learning image analysis

Rossi, I.; Meier, E. K.; Nanes Sarfati, D.; Guadalupe Zamora, F.; Fung, S.; Cleves, P. A.; Herr, A.

2026-08-28 bioengineering 10.64898/2026.08.28.747729 medRxiv
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The sea anemone Aiptasia is a model system for understanding cnidarian loss of symbiotic algae under heat stress (bleaching). While Aiptasia polyps have been widely used to study this process, accurate symbiosis phenotyping grapples with discordant length scales: fine spatial resolution (~100 um) is needed across a whole organism (~5 mm). To address this, we consider small (~100 um), optically transparent Aiptasia larvae as a bleaching model suitable for whole-organism phenotyping by fluorescence microscopy with larvae classified as symbiotic when algae are localized within gastrodermal cells. To expedite phenotyping, we introduce a machine-learning (ML) image-analysis pipeline (SYMPHONY) designed for single-larva resolution analysis of intact larvae. SYMPHONY efficiently identifies the cellular location of internalized algae (accuracy: 79%, precision: 82%, recall: 79%, F1 score: 79%; training dataset composed of 1611 total objects). Additionally, SYMPHONY reports statistically significant larval bleaching under heat stress and corroborates manual phenotyping results, while significantly reducing operator labor from hours to minutes. The combination of the Aiptasia larvae model and the SYMPHONY pipeline aims to accelerate our understanding of symbiosis breakdown.

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A Robust and Scalable Workflow for the Production of Circular Single-Stranded DNA for Genome Engineering Applications

Mathews, S.; Kapoor, M.; Sivacoumar, A.; Acharya, R.; Maiti, S.; Chakraborty, D.

2026-08-17 molecular biology 10.64898/2026.08.14.743880 medRxiv
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Circular single-stranded DNA (cssDNA) is a versatile biomolecule with applications spanning genome editing, DNA nanotechnology, synthetic biology, molecular diagnostics, and aptamer development. Compared with linear single-stranded DNA, cssDNA offers enhanced structural stability, resistance to in-cellulo degradation by exonucleases and enables the generation of long, sequence-defined DNA molecules that are difficult to obtain through conventional chemical synthesis methods. Despite its growing utility, widespread adoption of cssDNA has been limited by the lack of accessible, scalable, and cost-effective production methods, with many existing workflows relying on specialised reagents, extensive optimisation, or commercially synthesised DNA. Here, we present a streamlined, end-to-end protocol for the laboratory-scale production of high-purity cssDNA using an M13 phagemid-based system and standard molecular biology laboratory infrastructure. The workflow encompasses bacterial culture, phage amplification, nuclease treatment, phage precipitation, anion-exchange purification, and quality control, with practical optimisations to improve yield, reproducibility, and scalability. Using this approach, yields range from 120-195 {micro}g of purified cssDNA from 300 mL of culture supernatant. The protocol provides detailed guidance on critical process parameters, troubleshooting, and quality assessment, enabling reliable production of cssDNA suitable for a wide range of downstream molecular biology and genome engineering applications.

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vFLIM: Machine Learning-enabled Light Sheet Fluorescence Lifetime Imaging

Hobson, C. M.; Puls, O. F.; Aaron, J. S.; Denans, N.; Schmidt, A.; Farrants, H.; Schreiter, E. R.; Chew, T.-L.

2026-08-26 bioengineering 10.64898/2026.08.25.747039 medRxiv
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The lifetime of fluorescent molecules provides an orthogonal readout to fluorescence intensity, opening experimental possibilities of measuring changes in local molecular environments, mechanical tension, and metabolism, among other factors. These changes are best studied live and in vivo; however, limitations of slow imaging speeds, high phototoxicity, and increased data size and complexity have significantly impeded progress on this front. Here, we present a complete and transferable pipeline consisting of a light sheet FLIM microscope and an accompanying machine learning model for data processing that renders long-term and/or high-speed volumetric FLIM (vFLIM) tractable in living systems. We benchmark this pipeline across several biological use cases, model systems, lifetime ranges, and spatiotemporal scales, showcasing a suite of possibilities that our workflow enables. This comprehensive pipeline from imaging to analysis is a crucial step forward towards disseminating the power of live vFLIM to the broader bioimaging community.

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Method for modeling oviduct function and impact on embryonic development

Stephens, K. K.; Ahmad, V.; Silva, M. A.; Shifflett, M. K.; Mao, J.; Rizo, J. A.; Hunter, M. I.; Kelleher, A. M.; Winuthayanon, W.

2026-08-07 cell biology 10.64898/2026.08.06.743297 medRxiv
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Direct experimental analysis of the mammalian oviduct is constrained by limited tissue access and the short lifespan of ex vivo preparations. Extracellular matrix-embedded three-dimensional epithelial organoids provide longer-term in vitro models. However, their inward-facing apical surface and the absence of supporting stromal cells limit physiological studies of the oviduct, including ciliary activity and maternal-embryonic interactions. Here, we provide a step-wise protocol detailing the generation of mouse and human oviductal assembloids in which epithelial cells form an outward-facing (apical-out) layer around a stromal core. Epithelial and stromal cells from adult mouse oviducts or human Fallopian tubes are isolated, expanded separately, and subsequently aggregated in a rotational culture system. The protocol also outlines morphological and immunostaining criteria for confirming cellular organization, whole-mount detection of external cilia, measurement of ciliary beat frequency, and co-culture of mouse assembloids with preimplantation embryos. Mouse and human assembloids retained epithelial and stromal identity and displayed cilia at the accessible outer surface. In a proof-of-concept experiment, embryos co-cultured with the assembloids developed to blastocysts at a rate similar to that of in vivo-derived blastocysts. This reductionist system provides a straightforward and tractable model to investigate oviduct physiology and embryo-maternal communication while allowing direct manipulation and observation of the epithelial interface. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=148 SRC="FIGDIR/small/743297v1_ufig1.gif" ALT="Figure 1"> View larger version (50K): org.highwire.dtl.DTLVardef@1917a7borg.highwire.dtl.DTLVardef@41d7org.highwire.dtl.DTLVardef@e2bf98org.highwire.dtl.DTLVardef@90c9f3_HPS_FORMAT_FIGEXP M_FIG C_FIG SummaryThe protocol for generating mouse and human oviductal assembloids by combining epithelial and stromal cells for studying oviductal function in an in vitro setting.

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Democratizing three-dimensional surface phenotyping: an open structured-light platform reveals and removes the projection bias in biological imaging

Gentsch, G. J.; Guo, M.; Platz, A.; Brehm, G.; Hennings, J. C.; Huebner, C. A.; Stark, A. W.; Franke, C.

2026-08-31 bioengineering 10.64898/2026.08.30.748077 medRxiv
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Surface phenotyping underpins plant science, preclinical animal research and entomology, yet across all three the measurement is almost always a photograph, which records a projection and not the surface itself. Here we present the Gentschinator3000, an open structured-light platform that brings high-end metric surface measurement within reach of laboratories with no optics expertise, combining documented open hardware, open reconstruction software and analysis workflows for under 4000 Euro in components. It resolves a planar reference to 45 m local flatness, registers full rotations to a loop closure of 156 m, and performs stably across acquisition ranges that we define. Applying one workflow to a leaf before and after desiccation, to murine anatomy and to a spread lepidopteran, we find that projection underestimates surface area by 11 to 41 %. That error grows with the condition under study, with the evaluation scale and with the direction of view, so it can confound phenotype comparisons dramatically. In murine limbs a 15-degree change of viewing direction shifts a projected inter-segment angle by up to 23.2 degrees, while the three-dimensional angle does not move. Projection geometry can therefore contribute as much to a measured phenotype as the biology it is meant to quantify.

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MIRA: an open source and user-friendly software to automate counting and sizing of fungal spores

Mejias, J.; Adreit, H.; Blanc, A.; Lubin, N.; Jolivet, C.; Guyot, V.; Brayle, O.; Poncelet, N.; Fournier, E.; Wicker, E. P.; Carlier, J.; Tharreau, D.; Ravel, S.

2026-08-07 plant biology 10.64898/2026.08.06.743221 medRxiv
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BackgroundThe quantification of fungal spores constitutes a fundamental metric in phytopathology, serving as the primary variable for inoculum standardization and being used as a proxy for disease severity. Historically, spore quantification has relied on manual hemocytometry, which remains the most precise counting process to date, where chambers such as the Malassez slide are used to count a subsample of the inoculum. However, this method applied manually is highly labor-intensive, time-consuming, and can be prone to operator-dependent variability. To overcome these limitations, we introduce MIRA (Microscopy Image Recognition & Analysis), a novel open-source software integrating You Only Look Once (YOLO) deep learning algorithms. Featuring a user-friendly graphical interface, MIRA is adaptable to multiple camera systems and supports advanced object detection models, including YOLOv11 and YOLOv26. ResultsWe demonstrate that MIRA can be used to accurately detect and count spores from several phytopathogenic fungi, automatically measure spore surface area, and to differentiate spores across different genera. In an exhaustive comparative analysis using Pyricularia oryzae spores as an example, MIRA was benchmarked against manual gold-standard counting slides (Malassez and Kova) and indirect spectrophotometric methods (SPARK). The P. oryzae model loaded via MIRA achieved a strong correlation (R = 0.96) with manual gold standards while reducing processing time by over 90% for high-concentration samples (10 spores/mL). Beyond this benchmark, we also successfully tested specific YOLO models designed to recognize macro- and microconidia of Fusarium oxysporum f. sp. cubense, a model for Pseudocercospora fijiensis, and a single multiclass model capable of identifying six different rice pathogenic fungi. We provide comprehensive tutorials for operating the software and training custom detection models for free using Roboflow and Google Colab. MIRA is available both as open-source Python code and as standalone executables for Windows and Linux. ConclusionsMIRA provides a rapid, accurate, and highly reproducible alternative to manual spore counting, effectively removing a major bottleneck in phytopathology workflows. By combining advanced YOLO-based deep learning with an accessible interface and comprehensive training resources, MIRA makes accessible automated image analysis for researchers without programming expertise. Moreover, MIRA drastically improves the efficiency of high-throughput disease phenotyping and can be adapted for a wide range of microscopic quantification tasks across various biological disciplines.

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HaloUMI: Physics-informed analysis of inhibition halo assays

Pembery, A.; Nadir, H. H.; MacDonald, C.; Leake, M. C.

2026-08-13 biophysics 10.64898/2026.08.08.743694 medRxiv
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Quantification of microbial growth inhibition is central to assays ranging from antibiotic susceptibility of bacteria to sensitivity of yeasts to antifungal therapeutics. Classical analysis approaches derive from zone-of-inhibition (termed halo) formats using filter paper discs, spanning methods from laser detection to machine learning. However, these tools struggle with non-uniform halos, fail to account for lawn density variability despite its experimental influence, and lack accessible, reproducible code. Here, we present Halo Unbiased Measurement of growth Inhibition (HaloUMI); an open-source Python graphical user interface for automated, high-throughput analysis of lawn-based microbial assays. HaloUMI integrates robust image processing with physics-informed models to quantify inhibition zones irrespective of shape, enabling accurate segmentation of uniform and irregular halo phenotypes. This analysis pipeline incorporates the critical correction for spatial heterogeneity in lawn density, improving reproducibility across experimental conditions. The software enhances usability without sacrificing precision, allowing rapid batch processing and intuitive parameter control. HaloUMI can be applied to multiple assay types, including yeast toxin halo, microbial mating, and conventional filter paper disc assays. It yields high-precision measurement of halo size and morphology, with improved consistency compared to standard thresholding and circular fitting. By combining accessibility, flexibility, and biophysical modelling, HaloUMI provides a quantitative framework for irregularly shaped halos of lawns of varying growth potential, enabling generalisable analysis of broad microbial interactions. O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=84 SRC="FIGDIR/small/743694v1_ufig1.gif" ALT="Figure 1"> View larger version (20K): org.highwire.dtl.DTLVardef@1bd7c88org.highwire.dtl.DTLVardef@13ac9b6org.highwire.dtl.DTLVardef@9108e1org.highwire.dtl.DTLVardef@1de06bd_HPS_FORMAT_FIGEXP M_FIG C_FIG

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A Cesium Chloride Gradient Ultracentrifugation-Based Method for the Isolation of DNA from Diverse Recalcitrant Plant Species for Nanopore Sequencing

Labbancz, J.; Dhingra, A.

2026-08-21 molecular biology 10.64898/2026.08.18.745475 medRxiv
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Developments in Nanopore sequencing have enabled telomere to telomere genomic assembly as a routine technique in genomic research. Nanopore DNA sequencing for genomic assembly is typically performed on native DNA molecules, making it particularly sensitive to the quality of input DNA, with contaminating molecules limiting data yields and reducing read quality. As pangenome analysis gains interest, particularly in non-model plant species which are often rich in inhibitory secondary metabolites, the development of methods which can improve the quality and throughput of nanopore sequencing is essential. Here we describe a method for isolation of total DNA from the leaf tissues of diverse Viridiplantae species. The initial lysis buffer consists of a modified CTAB buffer, incorporating dimethyl sulfoxide for the reduction of viscosity, which can be problematic in many plant DNA preparations. An organic extraction with 2-butoxyethanol is utilized to further extract phenolic compounds which may be sufficiently hydrophilic to evade chloroform extraction, while reducing aqueous phase volume. Further cleanup via cesium chloride (CsCl) ultracentrifugation is performed to minimize the carryover of residual contaminating macromolecules. Samples prepared using this method are of consistent high quality, even when extracted from challenging late season leaf tissue or secondary metabolite rich species. Sequencing results from samples prepared by this method outperform those obtained from typical modified CTAB DNA isolation techniques in both quantity and quality. We tested sequencing performance from Vitis DNA isolated using a modified CTAB method and Vitis DNA isolated using the CsCl ultracentrifugation-based method described here. DNA isolated via the method described here produced 83% more >Q10 sequence data (52.61 Gb vs. 28.8 Gb), resulted in a 60% greater read N50 despite more handling steps (32.78kb vs. 20.45kb), and resulted in a higher modal read quality (Q27 vs. Q24). The consistency of this method across diverse plant taxa suggests its use as a general method for DNA isolation prior to Nanopore sequencing and genomic assembly for diverse plant taxa.

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Time-Resolved Phenotypic and Transcriptomic Responses of Primary Canine Dermal Fibroblasts to Prolonged Hypothermic Stress

Wang, Y.; Shen, E.; Huang, A.; Lu, E.; Liu, Y.; Huang, J.; Yu, B.; Dai, Q.

2026-08-19 cell biology 10.64898/2026.08.14.744362 medRxiv
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Prolonged low-temperature exposure may extend the preservation window of mammalian cells but can also disrupt cellular homeostasis and ultimately compromise cell viability. This study investigated the time-dependent phenotypic and transcriptomic responses of primary canine dermal fibroblasts to sustained hypothermic stress. Passage-three fibroblasts were continuously maintained at 15 for up to 15 days, with samples collected on Days 0, 3, 6, 9, 12, and 15. Cellular morphology, metabolic activity and viability, and apoptosis were evaluated using bright-field microscopy, Cell Counting Kit-8 assays, and Annexin V-FITC/propidium iodide flow cytometry, respectively. RNA sequencing was performed to characterize dynamic transcriptional changes throughout the exposure period. Early low-temperature exposure was associated with relatively preserved cellular morphology and viability, suggesting a transient adaptive response. With increasing exposure duration, fibroblasts exhibited progressive morphological deterioration, reduced metabolic activity, loss of adhesion, and increased apoptosis. Time-series transcriptomic analysis further revealed temporally coordinated and stage-dependent gene-expression programs associated with metabolic regulation, cellular stress responses, structural homeostasis, and cell survival. Integration of phenotypic and transcriptomic data demonstrated that the response of primary canine dermal fibroblasts to 15 was dynamic rather than linear, progressing from early adaptation to cumulative dysfunction during prolonged exposure. These findings provide a framework for defining the low-temperature tolerance of primary canine dermal fibroblasts and may inform the optimization of protocols for their short- to medium-term preservation and transportation.

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Expanding Reverse Genetics of Positive-Strand RNA Viruses: Optimised Rescue Platforms and Construction of a Novel Fluorescent Reporter Nidovirus

Potter, J. R.; Mostafavi, H.; Amarilla, A. A.; Johnston, R. A.; Parry, R. H.; Varjak, M.; Kohl, A.; Khromykh, A. A.; Newton, N. D.; Hobson-Peters, J.

2026-08-26 molecular biology 10.64898/2026.08.25.746995 medRxiv
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Reverse genetics systems are crucial for facilitating the precise manipulation of viruses across a wide spectrum of translational and fundamental research pipelines. Here, we compared Circular polymerase extension reaction (CPER), Gibson assembly, and infectious subgenomic amplicons (ISA) for bacteria-free recovery of a positive sense RNA virus. Through optimisation of CPER, we demonstrated accelerated virus recovery and enhanced viral yields. We further investigated strategies to improve rescue efficiency across diverse positive-sense RNA virus families through incorporation of alternative promoters and non-coding elements. To evaluate the performance of the Aedes aegypti polyubiquitin promoter (AePUb) in tandem with a hammerhead ribozyme (HH Rbz) and a polymerase pause site for virus recovery in insect cells, we constructed a new fluorescent reporter genome using a 20 kb insect-specific mesonivirus. In vitro recovery by CPER of the mesonivirus was achievable in 1 day when using AePUb with HH Rbz, in comparison to a four-day recovery when using the minimal OpIE2-CA promoter. These elements were additionally assessed for rescue of the orthoflaviviruses, Binjari virus (BinJV) and dengue virus 2 (DENV-2), in insect cells (using AePUb); or in mammalian cells (using the CMV promoter) and for launch of DENV2 and SARS-CoV-2. Both BinJV and DENV-2 demonstrated improved rescue with the AePUb promoter and HH Rbz. However, the addition of the HH Rbz and the polymerase pause site to the CMV linker fragment showed no significant differences to the standard CMV promoter systems for both DENV-2 and SARS-CoV-2, highlighting the context-specific benefits of their implementation. In summary, we demonstrated that a potent constitutive promoter system and a hammerhead ribozyme significantly enhance the efficiency of positive-sense RNA virus rescue using CPER.