@article {68410, title = {Omnipose: a high-precision morphology-independent solution for bacterial cell segmentation.}, journal = {Nature Methods}, year = {2022}, month = {2022 Oct 17}, abstract = {

Advances in microscopy hold great promise for allowing quantitative and precise measurement of morphological and molecular phenomena at the single-cell level in bacteria; however, the potential of this approach is ultimately limited by the availability of methods to faithfully segment cells independent of their morphological or optical characteristics. Here, we present Omnipose, a deep neural network image-segmentation algorithm. Unique network outputs such as the gradient of the distance field allow Omnipose to accurately segment cells on which current algorithms, including its predecessor, Cellpose, produce errors. We show that Omnipose achieves unprecedented segmentation performance on mixed bacterial cultures, antibiotic-treated cells and cells of elongated or branched morphology. Furthermore, the benefits of Omnipose extend to non-bacterial subjects, varied imaging modalities and three-dimensional objects. Finally, we demonstrate the utility of Omnipose in the characterization of extreme morphological phenotypes that arise during interbacterial antagonism. Our results distinguish Omnipose as a powerful tool for characterizing diverse and arbitrarily shaped cell types from imaging data.

}, issn = {1548-7105}, doi = {10.1038/s41592-022-01639-4}, author = {Cutler, Kevin J and Stringer, Carsen and Lo, Teresa W and Rappez, Luca and Stroustrup, Nicholas and Brook Peterson, S and Wiggins, Paul A and Mougous, Joseph D} } @article {45372, title = {A type VI secretion-related pathway in bacteroidetes mediates interbacterial antagonism.}, journal = {Cell Host Microbe}, volume = {16}, year = {2014}, month = {2014 Aug 13}, pages = {227-36}, abstract = {

Bacteroidetes are a phylum of Gram-negative bacteria abundant in mammalian-associated polymicrobial communities, where they impact digestion, immunity, and resistance to infection. Despite the extensive competition at high cell density that occurs in these settings, cell contact-dependent mechanisms of interbacterial antagonism, such as the type VI secretion system (T6SS), have not been defined in this group of organisms. Herein we report the bioinformatic and functional characterization of a T6SS-like pathway in diverse Bacteroidetes. Using prominent human gut commensal and soil-associated species, we demonstrate that these systems localize dynamically within the cell, export antibacterial proteins, and target competitor bacteria. The Bacteroidetes system is a distinct pathway with marked differences in gene content and high evolutionary divergence from the canonical T6S pathway. Our findings offer a potential molecular explanation for the abundance of Bacteroidetes in polymicrobial environments, the observed stability of Bacteroidetes in healthy humans, and the barrier presented by the microbiota against pathogens.

}, issn = {1934-6069}, doi = {10.1016/j.chom.2014.07.007}, author = {Russell, Alistair B and Wexler, Aaron G and Harding, Brittany N and Whitney, John C and Bohn, Alan J and Goo, Young Ah and Tran, Bao Q and Barry, Natasha A and Zheng, Hongjin and Peterson, S Brook and Chou, Seemay and Gonen, Tamir and Goodlett, David R and Goodman, Andrew L and Mougous, Joseph D} } @article {6414, title = {Haemolysin coregulated protein is an exported receptor and chaperone of type VI secretion substrates.}, journal = {Molecular Cell}, volume = {51}, year = {2013}, month = {2013 Sep 12}, pages = {584-93}, abstract = {

Secretion systems require high-fidelity mechanisms to discriminate substrates among the vast cytoplasmic pool of proteins. Factors mediating substrate recognition by the type VI secretion system (T6SS) of Gram-negative bacteria, a widespread pathway that translocates effector proteins into target bacterial cells, have not been defined. We report that haemolysin coregulated protein (Hcp), a ring-shaped hexamer secreted by all characterized T6SSs, binds specifically to cognate effector molecules. Electron microscopy analysis of an Hcp-effector complex from Pseudomonas aeruginosa revealed the effector bound to the inner surface of Hcp. Further studies demonstrated that interaction with the Hcp pore is a general requirement for secretion of diverse effectors encompassing several enzymatic classes. Though previous models depict Hcp as a static conduit, our data indicate it is a chaperone and receptor of substrates. These unique functions of a secreted protein highlight fundamental differences between the export mechanism of T6 and other characterized secretory pathways.

}, issn = {1097-4164}, doi = {10.1016/j.molcel.2013.07.025}, author = {Silverman, Julie M and Agnello, Danielle M and Zheng, Hongjin and Andrews, Benjamin T and Li, Mo and Catalano, Carlos E and Gonen, Tamir and Mougous, Joseph D} }