Biology subjects

Goetz, S. K.

Publications and source records attributed to Goetz, S. K..

4 recordsLinked to original sources

bioRxiv2025

Structural reorganization underlying stress-induced cytoplasmicsolidification in yeast

Cells employ diverse strategies to rapidly adapt to sudden environmental changes. In yeast, cytoprotective solidification in response to starvation and energy depletion (ED) has been reported and associated with extensive mesoscale macromolecular assembly. Yet, the structural and molecular basis underlying such whole-cell level liquid-to-solid phase transitions remain unknown. Here, we use cryo-electron tomography to characterize the subcellular organization of intact yeast cells exposed to ED and other stressors, and to untangle the effects of molecular crowding versus cytoplasmic acidification previously suggested to underpin solidification. We visualize self-assembly of macromolecules and complexes into ordered assemblies and condensates under ED, and quantify ribosome and polysomes concentrations to probe changes in cytoplasmic crowding. Combined with live-cell microscopy, we pinpoint supramolecular assembly induced by acidification, rather than a uniform increase in intracellular crowding, as the structural basis of cytoplasmic solidification that supports yeast cells adaptation in response to environmental stresses.

molecular biology↗

bioRxiv2022

Convolutional networks for supervised mining of molecular patterns within cellular context

Cryo-electron tomograms capture a wealth of structural information on the molecular constituents of cells and tissues. We present DeePiCt (Deep Picker in Context), an open-source deep-learning framework for supervised structure segmentation and macromolecular complex localization in cellular cryo-electron tomography. To train and benchmark DeePiCt on experimental data, we comprehensively annotated 20 tomograms of Schizosaccharomyces pombe for ribosomes, fatty acid synthases, membranes, nuclear pore complexes, organelles and cytosol. By comparing our method to state-of-the-art approaches on this dataset, we show its unique ability to identify low-abundance and low-density complexes. We use DeePiCt to study compositionally-distinct subpopulations of cellular ribosomes, with emphasis on their contextual association with mitochondria and the endoplasmic reticulum. Finally, by applying pre-trained networks to a HeLa cell dataset, we demonstrate that DeePiCt achieves high-quality predictions in unseen datasets from different biological species in a matter of minutes. The comprehensively annotated experimental data and pre-trained networks are provided for immediate exploitation by the community.

bioinformatics↗

bioRxiv2021

A Modular Platform for Streamlining Automated Cryo-FIB Workflows

Lamella micromachining by focused ion beam milling at cryogenic temperature (cryo-FIB) has matured into a preparation method widely used for cellular cryo-electron tomography. Due to the limited ablation rates of low Ga+ ion beam currents required to maintain the structural integrity of vitreous specimens, current preparation protocols are time-consuming and labor intensive. The improved stability of new generation cryo-FIB instruments now enables automated operations. Here, we present an open-source software tool, SerialFIB, for creating automated and customizable cryo-FIB preparation protocols. The software encompasses a graphical user interface for easy execution of routine lamellae preparations, a scripting module compatible with available python packages, and interfaces with 3-dimensional correlative light and electron microscopy (CLEM) tools. The software enables the streamlining of advanced cryo-FIB protocols such as multi-modal imaging, CLEM guided preparation and in situ lamella lift-out procedures. Our software therefore provides a foundation for further development of advanced cryogenic imaging and sample preparation protocols.

biophysics↗

bioRxiv2020

Nuclear pores constrict upon energy depletion

Nuclear pore complexes (NPCs) fuse the inner and outer nuclear membranes and mediate nucleocytoplasmic exchange. They are made of 30 different nucleoporins that form an intricate cylindrical architecture around an aqueous central channel. This architecture is highly dynamic in space and time. Variations in NPC diameter were reported, but the physiological circumstances and the molecular details remain unknown. Here we combined cryo-electron tomography and subtomogram averaging with integrative structural modeling to capture a molecular movie of the respective large-scale conformational changes in cellulo. While actively transporting NPCs adopt a dilated conformation, they strongly constrict upon cellular energy depletion. Fluorescence recovery after photo bleaching experiments show that NPC constriction is concomitant with reduced diffusion and active transport across the nuclear envelope. Our data point to a model where the energy status of cells is linked to the conformation of NPC architecture.

cell biology↗