Biology subjects

McGill, M.

Publications and source records attributed to McGill, M..

6 recordsLinked to original sources

bioRxiv2026

Deep-learning-based design of an orthogonal self-labeling protein from K-Ras(G12C)

Self-labeling protein (SLP) tags enable versatile labeling of proteins in live cells, yet only two SLPs are commonly used, limiting multiplexing. Here, we repurposed the oncoprotein K-Ras(G12C) and its covalent inhibitors to create a third, orthogonal SLP system. We used a deep-learning-based approach to radically redesign the sequence of K-Ras(G12C) while preserving its covalent-inhibitor binding pocket. Our top design, LUCI-tag, is a 19 kDa, monomeric, thermostable SLP that rapidly and covalently reacts with commercially available K-Ras(G12C) inhibitors bearing diverse payloads. Unlike existing SLPs, LUCI-tag exhibited payload-agnostic labeling kinetics, outperforming HaloTag7 and SNAP-tag for a negatively charged payload. X-ray crystal structures of drug-bound and drug-free LUCI-tag showed the design was structurally accurate and contained a preorganized inhibitor-binding pocket that could explain its rapid labeling kinetics. Proteomics and cell-signaling experiments confirmed LUCI-tag is biologically inert. LUCI-tag enabled rapid, wash-free, live-cell imaging and simultaneous three-color multiplexed experiments with HaloTag7 and SNAP-tag. This work establishes LUCI-tag as an immediately useful orthogonal SLP and demonstrates that covalent drug-target pairs can be repurposed into a broadly applicable platform for protein labeling.

bioengineering↗

bioRxiv2024

Cortical determinants of loudness perception and auditory hypersensitivity

Parvalbumin-expressing inhibitory neurons (PVNs) stabilize cortical network activity, generate gamma rhythms, and regulate experience-dependent plasticity. Here, we observed that activation or inactivation of PVNs functioned like a volume knob in the mouse auditory cortex (ACtx), turning neural and behavioral classification of sound level up or down over a 20dB range. PVN loudness adjustments were "sticky", such that a single bout of 40Hz PVN stimulation sustainably suppressed ACtx sound responsiveness, potentiated feedforward inhibition, and behaviorally desensitized mice to loudness. Sensory sensitivity is a cardinal feature of autism, aging, and peripheral neuropathy, prompting us to ask whether PVN stimulation can persistently desensitize mice with ACtx hyperactivity, PVN hypofunction, and loudness hypersensitivity triggered by cochlear sensorineural damage. We found that a single 16-minute bout of 40Hz PVN stimulation session restored normal loudness perception for one week, showing that perceptual deficits triggered by irreversible peripheral injuries can be reversed through targeted cortical circuit interventions.

neuroscience↗

bioRxiv2023

Cortical contributions to the perception of loudness and hyperacusis

Sound perception is closely linked to the spatiotemporal patterning of neural activity in the auditory cortex (ACtx). Inhibitory interneurons sculpt the patterns of excitatory ACtx pyramidal neuron activity, and thus play a central role in sculpting the perception of sound. Reduced inhibition from parvalbumin-expressing (PV) inhibitory interneurons and the associated increased gain of sound-evoked pyramidal neuron spike rates are well-established consequences of aging and sensorineural hearing loss. Here, we reasoned that changes in PV-mediated inhibition would directly impact the perception of loudness. We hypothesized that ACtx PV activity could function as a perceptual volume knob, where reduced or elevated PV activity would increase or decrease the perceived loudness of sound, respectively. To test these hypotheses, we developed a two-alternative forced-choice loudness classification task for head-fixed mice and demonstrated that noise-induced sensorineural hearing loss directly caused a [~]10 dB loudness hyperacusis that begins hours after noise-induced sensorineural hearing loss and persists for at least several weeks. Conversely, sounds were perceived as [~]10 dB softer during optogenetic activation of ACtx PV neurons without having any effect on the overall detectability of sound. These data suggest that ACtx PV neurons can bi-directionally control the perceived loudness of sound, presumably via the strength of their inhibition onto local pyramidal neurons. Further, these data identify cortical PV neurons as a target for hyperacusis therapies and demonstrate a direct link between acquired sensorineural hearing loss and loudness hyperacusis.

neuroscience↗

bioRxiv2023

Connectome-constrained deep mechanistic networks predict neural responses across the fly visual system at single-neuron resolution

We can now measure the connectivity of every neuron in a neural circuit, but we are still blind to other biological details, including the dynamical characteristics of each neuron. The degree to which connectivity measurements alone can inform understanding of neural computation is an open question. Here we show that with only measurements of the connectivity of a biological neural network, we can predict the neural activity underlying neural computation. We constructed a model neural network with the experimentally determined connectivity for 64 cell types in the motion pathways of the fruit fly optic lobe but with unknown parameters for the single neuron and single synapse properties. We then optimized the values of these unknown parameters using techniques from deep learning, to allow the model network to detect visual motion. Our mechanistic model makes detailed experimentally testable predictions for each neuron in the connectome. We found that model predictions agreed with experimental measurements of neural activity across 24 studies. Our work demonstrates a strategy for generating detailed hypotheses about the mechanisms of neural circuit function from connectivity measurements. We show that this strategy is more likely to be successful when neurons are sparsely connected--a universally observed feature of biological neural networks across species and brain regions.

neuroscience↗

bioRxiv2022

Neural signatures of auditory hypersensitivity following acoustic trauma

Throughout the brain, neurons exhibit a remarkable capacity to maintain stable firing rates despite large perturbations in afferent activity levels. As an exception, homeostatic regulation of neural activity often fails in the adult auditory system after hearing loss. Cochlear deafferentation caused by aging or noise exposure triggers widespread neural hyperactivity, particularly in the auditory cortex (ACtx), which underlies perceptual disorders including tinnitus and hyperacusis. Here, we show that mice with noise-induced damage of the high-frequency cochlear base were behaviorally hypersensitive to spared mid-frequency tones and to direct optogenetic stimulation of auditory thalamocortical neurons. Chronic 2-photon calcium imaging from ACtx pyramidal neurons (PyrNs) revealed an initial stage of diffuse hyperactivity, hypercorrelation, and hyperresponsivity that consolidated around deafferented map regions three or more days after acoustic trauma. Deafferented PyrN ensembles displayed hypersensitive decoding of spared mid-frequency tones, mirroring behavioral hypersensitivity. At the level of individual PyrNs, some exhibited stable, homeostatic gain control after acoustic trauma, while others showed non-homeostatic excess gain. Interestingly, factors such as baseline spontaneous activity levels and sound level encoding could account for 40% of the variability in PyrN gain regulation after acoustic trauma. These findings suggest that non-homeostatic regulation of cortical sound intensity coding following sensorineural loss may underlie the well-established clinical phenomenon of loudness hypersensitivity. Further, while cortical gain changes are triggered by reduced bottom-up afferent input, their subsequent stabilization is also shaped by their local circuit milieu, where baseline response features can identify neurons with the greatest propensity for developing pathological hyperactivity following sensorineural hearing loss.

neuroscience↗

bioRxiv2020

Genomic signatures of the unjamming transition in compressed human bronchial epithelial cells

Epithelial tissue has the capacity to switch from a collective phase that is quiescent, solidlike and non-migratory to one that is dynamic, fluid-like and migratory. In certain physiological and pathophysiological contexts this phenotypic switch has been attributed not to the well-known epithelial-to-mesenchymal transition, EMT, but rather to the recently discovered unjamming transition, UJT. UJT has been characterized thus far mainly at functional and morphological levels whereas underlying genome-wide molecular events remain largely unexplored. Using primary human bronchial epithelial cells and one well-defined trigger of UJT -mechanical compression- here we combine temporal RNA-Seq data and Protein-Protein Interaction networks to provide the first genome-wide analysis of UJT. Our results show that compression induces a multiphasic transcriptional response characterized by an early activation of genes regulating the membrane and actomyosin structure, and a delayed activation of genes regulating the extracellular matrix and cellmatrix interactions. This biphasic response is mediated by a cascade of signaling processes that promotes actin polymerization through the recruitment of integrin-ECM adhesive complexes and promotes increased cellular motility through activation of AP-1 transcription factors via ERK and JNK pathways. These findings, taken together, show that the UJT program is not the result of any single signaling pathway but rather comprises a coordinated interplay of downstream pathways including development, fate selection, energy metabolism, cytoskeletal reorganization, and adhesive interaction with extracellular matrix.

genomics↗