bioRxiv Science⌕ Search
Home/Archive/bioRxiv

bioRxiv · 10.1101/2023.12.20.572306

ciliR: a new R package for determining ciliary beat frequency using fast-Fourier transformation.

Grant, O.·Larken, I.·Reitemeier, S.·Mitchison, H. M.·Dawes, W.·Phillips, A.·Cortina-Borja, M.·Smith, C. M.
View original source ↗Export metadata ↓

Abstract

Cilia are motile hair-like structures that play a vital role in our body. Accurate assessment of ciliary beat frequency is pivotal for investigating ciliary dynamics and diagnosing ciliopathies. This study aims to develop software for accurately measuring the beat frequency of cilia captured using high-speed video microscopy. To achieve this, we developed the ciliR package in R, which was validated against manual counting and three other automated methods of counting cilia beat frequency. The results showed that ciliR produced results that were comparable to manual counting. The accuracy of ciliR was defined by its ability to reduce noise, including only counting data in a biologically significant range (0-60 Hz). Our software is a valuable tool for researchers in the field of ciliobiology as it offers a reliable method for detailed ciliary function analysis, thereby contributing to the broader understanding of mechanisms underlying ciliary-related disease. We encourage researchers to try this package and feed-back their findings to the authors. Instructions for use and processes for providing feedback are provided in supplementary material. SummaryciliR is a novel R package designed for analysing ciliary beat frequency (CBF) via ImageJ and RStudio. The advantage of the ciliR system, lies in its integration with the R environment, increasing processing speed and access to data visualization tools and analysis pipelines available in other R packages. The open-source platform invites community feedback to refine functionality, aiming to advance ciliopathy research with an accessible, comprehensive toolkit.

Explore related subjects

cell biologyPreprint

Keep this discovery

Explore connections, maps & timelines

BibTeXRIS

Grant, O., Larken, I., Reitemeier, S., Mitchison, H. M., Dawes, W., Phillips, A., Cortina-Borja, M., Smith, C. M.. 2023-12-20. ciliR: a new R package for determining ciliary beat frequency using fast-Fourier transformation.. https://doi.org/10.1101/2023.12.20.572306

Cite the original work for its findings. Save a collection to share your selection of sources.

KEEP EXPLORING

Related preprints

bioRxiv2026

Functional characterization of Rho GTPase activating proteins SYDE1 and SYDE2

The human genome encodes more than 60 proteins containing Rho GTPase activating protein (RhoGAP) domains, many of which remain understudied with respect to their target specificity and biological roles. SYDE1 and SYDE2 are two such orphan RhoGAPs, for which there are few studies characterizing their biochemical and cellular functions and conflicting reports identifying their cognate GTPases. We previously identified SYDE1 and SYDE2 in a screen for substrates of the c-Jun N-terminal kinases. Here, we show that SYDE1 and SYDE2 are preferentially phosphorylated by JNK1 relative to other mitogen-activated protein kinases (MAPKs) at sites proximal to a kinase docking region. Purified SYDE1 and SYDE2 are shown to have significant catalytic GAP activity toward RhoA, Rac1, and Cdc42. However, neither up- nor down-regulation of SYDE1/2 expression leads to detectable changes in bulk GTP loading of any of these GTPases. Nevertheless, we demonstrate that SYDE1 and SYDE2, in a partially GAP-dependent manner, increase cell spreading and number of focal adhesions, and promote more directionally persistent migration in HEK293 cells. Together, these findings establish SYDE1 and SYDE2 as robust JNK substrates with catalytic activity toward a set of Rho GTPases and reveal basic functions of SYDE1 and SYDE2 in regulating cell morphology, adhesion, and migration.

cell biology↗
bioRxiv2026

The filopodial scaffold polyphosphate dictates cell adhesion-versus-invasion decisions

Inorganic polyphosphate (polyP) is an ancient polymer conserved across all life, serving cell type and location specific functions in every major compartment. Yet its role at the plasma membrane, where it accumulates to peak levels in many primary cells, is largely unknown. Here we identify polyP as a stabilizing component of filopodia, actin based membrane protrusions that govern cell adhesion, contact inhibition, and chemotaxis. Elevating cellular polyP increases filopodial stability and enhances cell adhesion, whereas reducing polyP accelerates filopodial disassembly and promotes cell migration. Mechanistically, we find that polyP acts as a structural filopodial scaffold, recruiting and organizing IRSp53, a membrane curvature inducing protein. We show that metastatic fibroblasts and breast cancer organoids carry markedly reduced and intracellularly reorganized polyP levels relative to their non transformed counterparts. Restoring endogenous polyP via lipid nanoparticle delivery suppresses their invasive phenotypes and reverses prometastatic gene expression signatures, implicating polyP as a primordial tumor suppressor.

cell biology↗
bioRxiv2026

Mitochondrial transfer mediates metabolic communication between beta cells and islet macrophages

Pancreatic islet macrophages support islet homeostasis and adapt their metabolic program in response to environmental cues, including beta cell released factors. Intercellular mitochondrial transfer is a biological process that modulates cellular responses. To test whether beta cells, which are strongly secretory, transfer mitochondria to islet macrophages, we generated mice with beta cell-specific expression of mitochondrial GFP (PhAMfloxIns1Cre). We demonstrate that beta cells transfer mitochondria to islet macrophages in vivo and in vitro. Diabetogenic stressors did not alter the frequency of mitochondrial transfer and macrophages containing beta cell-derived GFP exhibit increased protein synthesis rates. RNA-seq identified upregulation of activity-regulated cytoskeleton associated protein (Arc) in macrophages receiving beta cell-derived mitochondria, while disruption of actin cytoskeleton dynamics prevented mitochondrial transfer. Together, these findings identify mitochondrial transfer as a previously unrecognized mechanism of beta cell-macrophage communication that may contribute to islet homeostasis and immune regulation.

cell biology↗