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Magondu, B.

Publications and source records attributed to Magondu, B..

4 recordsLinked to original sources

Mutation E300 recommended by protein language models gives ChrimsonR amplified photocurrent response

A central challenge in opsin engineering is identifying mutations that reliably improve desired functional properties, a task made difficult by the enormous mutation space and limited throughput of electrophysiological screening. Improving opsin properties such as photocurrent amplitude and light sensitivity have the potential to broaden the use of opsins to low-light and deep-tissue applications. With this goal, we applied zero-shot protein language models (ESM-1b/1v) to recommend ChrimsonR mutations and experimentally validated all 17 of these variants using whole-cell patch clamp electrophysiology (n=6 cells per mutation). Despite many mutations reducing function, protein language models identified both known functional residues and unconventional substitutions that produced large functional gains and synergized with K176R to improve kinetics. Two mutations, E300G and E300P, increased sustained photocurrents from 66 pA (control) to 305 pA and 255 pA at 635 nm, reduced EC50 at 575 nm from 0.19 mW to 0.07 mW, and altered kinetics ({tau}off increased from 0.06 s up to 0.40 s). Our results suggest that protein language models, even without task-specific training, can be used alongside electrophysiological measurements as a strategy for screening opsins for enhanced photocurrent.

neuroscience↗

Sub-second Extracellular Impedance Measurement of Epithelial Cell Monolayers using Step Excitations and Time-domain Analysis

Extracellular electrochemical impedance spectroscopy (EIS) is emerging as a powerful technique in in vitro epithelial research, offering quantitative insights into barrier integrity, morphology, and apical-basolateral polarity noninvasively through metrics such as transepithelial electrical resistance (TER/TEER), transepithelial capacitance (TEC), and membrane ratio (), respectively. However, due to the broad range of frequencies probed, EIS typically requires tens of seconds per measurement, limiting its ability to capture more rapid biological phenomena. We present Time-domain Epithelial Impedance Measurement (TEIM), a method for sub-second extracellular impedance measurements of epithelial cell monolayers based on step (Heaviside function) current excitation and time-domain analysis of the voltage transients, without the need for Fourier transforms. We experimentally demonstrate TEIM measuring TER, TEC, , and model-derived impedance spectrum at [~]0.3 s sampling rate, which represents a 100- fold improvement in time resolution compared with traditional EIS. The accuracy and precision of TEIM were benchmarked against EIS on both electrical circuits and epithelial cell monolayers of immortalized Human Bronchial Epithelial (16HBE) and Human Colorectal Adenocarcinoma (Caco-2) (n = 3 for each), and average percent errors for TER, TEC, and ranged from 0.17-3.55%, 1.13-8.96%, and 0.59-26.35%, respectively. Application of TEIM to monitor Caco-2 responses to saponin, a quick-acting pore-forming detergent, revealed smoothly gated double-exponential transient TER and TEC dynamics that were too rapid to be adequately captured previously using EIS. Overall, TEIM enables electrophysiology studies of rapid changes in epithelial cell culture models and possibly more complex in vitro models, holding promise for future applications in areas such as disease modeling, therapeutic development, and beyond.

bioengineering↗

Screening channelrhodopsins using robotic intracellularelectrophysiology and single cell sequencing

BackgroundOur ability to engineer opsins is limited by an incomplete understanding of how sequence variations influence function. The vastness of opsin sequence space makes systematic exploration difficult. New methodIn recognition of the need for datasets linking opsin genetic sequence to function, we pursued a novel method for screening channel-rhodopsins to obtain these datasets. In this method, we integrate advances in robotic intracellular electrophysiology (Patch) to measure optogenetic properties (Excite), harvest individual cells of interest (Pick) and subsequently sequence them (Sequence), thus tying sequence to function. ResultsWe used this method to sequence more than 50 cells with associated functional characterization. We further demonstrate the utility of this method with experiments on heterogeneous populations of known opsins and single point mutations of a known opsin. Of these point mutations, we found C160W ablates ChrimsonRs response to light. Conclusion and comparison to existing methodsCompared to traditional manual patch clamp screening, which is labor-intensive and low-throughput, this approach enables more efficient, standardized, and scalable characterization of large opsin libraries. This method can enable opsin engineering with large datasets to increase our understanding of opsin sequence-function relationships.

neuroscience↗

Regional susceptibility of PV interneurons in an hAPP-KI mouse model of Alzheimer's disease pathology

Early-stage Alzheimers pathology correlates with disrupted neuronal excitability, which can drive network and cognitive dysfunction even prior to neurodegeneration. However, the emergence and extent of these changes may vary by brain region and cell types situated in those regions. Here we aimed to investigate the effects of AD pathology on different neuron subtypes in both the entorhinal cortex, a region with enhanced pathology in early AD, and the primary visual cortex, a relatively unaffected region in early-stage AD. We designed and employed a semi-automated patch clamp electrophysiology apparatus to record from fast-spiking parvalbumin interneurons and excitatory neurons in these regions, recording from over 150 cells in young adult APP-KI mice. In entorhinal cortex, amyloid overproduction resulted in PV interneuron hypoexcitability, whereas excitatory neurons were concurrently hyperexcitable. Conversely, neurons of either subclass were largely unaffected in the visual cortex. Together, these findings suggest that fast-spiking parvalbumin interneurons in the entorhinal cortex, but not in the visual cortex, play an integral role in AD progression.

neuroscience↗