A semi-automated machine learning-aided approach to quantitative analysis of centrosomes and microtubule organization.

Microtubules (MTs) promote important cellular functions including migration, intracellular trafficking, and chromosome segregation. The centrosome, comprised of two centrioles surrounded by the pericentriolar material (PCM), is the cell's central MT-organizing center. Centrosomes in cancer cells are commonly numerically amplified. However, the question of how the amplification of centrosomes alters MT organization capacity is not well studied. We developed a quantitative image-processing and machine learning-aided approach for the semi-automated analysis of MT organization. We designed a convolutional neural network-based approach for detecting centrosomes, and an automated pipeline for analyzing MT organization around centrosomes, encapsulated in a semi-automatic graphical tool. Using this tool, we find that breast cancer cells with supernumerary centrosomes not only have more PCM protein per centrosome, which gradually increases with increasing centriole numbers, but also exhibit expansion in PCM size. Furthermore, cells with amplified centrosomes have more growing MT ends, higher MT density and altered spatial distribution of MTs around amplified centrosomes. Thus, the semi-automated approach developed here enables rapid and quantitative analyses revealing important facets of centrosomal aberrations.

Gene Regulatory Programs that Specify Age-Related Differences during Thymocyte Development.

T cell development is fundamental to immune system establishment, yet how this development changes with age remains poorly understood. Here, we construct a transcriptional and epigenetic atlas of T cell developmental programs in neonatal and adult mice, revealing the ontogeny of divergent gene regulatory programs and their link to age-related differences in phenotype and function. Specifically, we identify a gene module that diverges with age from the earliest stages of genesis and includes programs that govern effector response and cell cycle regulation. Moreover, we reveal that neonates possess more accessible chromatin during early thymocyte development, likely establishing poised gene expression programs that manifest later in thymocyte development. Finally, we leverage this atlas, employing a CRISPR-based perturbation approach coupled with single-cell RNA sequencing as a readout to uncover a conserved transcriptional regulator, Zbtb20, that contributes to age-dependent differences in T cell development. Altogether, our study defines transcriptional and epigenetic programs that regulate age-specific differences in T cell development.

A Short CEP135 Splice Isoform Controls Centriole Duplication.

Centriole duplication is coordinated such that a single round of duplication occurs during each cell cycle. Disruption of this synchrony causes defects including supernumerary centrosomes in cancer and perturbed ciliary signaling [1-5]. To preserve the normal number of centrioles, the level, localization, and post-translational modification of centriole proteins is regulated so that, when centriole protein expression and/or activity are increased, centrioles self-assemble. Assembly is initiated by the formation of the cartwheel structure that comprises the base of centrioles [6-11]. SAS-6 constitutes the cartwheel, and SAS-6 levels remain low until centriole assembly is initiated at S phase onset [3, 12, 13]. CEP135 physically links to SAS-6 near the site of microtubule nucleation and binds to CPAP for triplet microtubule formation [13, 14]. We identify two distinct protein isoforms of CEP135 that antagonize each other to modulate centriole duplication: full-length CEP135 (CEP135(full)) promotes new assembly, whereas a short isoform, CEP135(mini), represses it. CEP135(mini) represses centriole duplication by limiting the centriolar localization of CEP135(full) binding proteins (SAS-6 and CPAP) and the pericentriolar localization of γ-tubulin. The CEP135 isoforms exhibit distinct and complementary centrosomal localization during the cell cycle. CEP135(mini) protein decreases from centrosomes upon anaphase onset. We suggest that the decrease in CEP135(mini) from centrosomes promotes centriole assembly. The repression of centriole duplication by a splice isoform of a protein that normally promotes it serves as a novel mechanism to limit centriole duplication.