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Mukherjee, B.

Publications and source records attributed to Mukherjee, B..

At least 19 recordsLinked to original sources

The anterior insular cortex mediates higher-order threat learning and memory

Learning about potential threats is indispensable for survival, and its deficits underlie numerous neuropsychiatric disorders. Human brain imaging suggests the anterior insular cortex (AIC) as a key neural correlate of threat learning, yet its mechanistic role remains unclear. Leveraging multimodal systems neuroscience approaches, we demonstrate that AIC excitatory neurons, specifically layer 5 pyramidal neurons projecting to the basolateral amygdala, are essential for higher-order threat learning/memory. They are specifically required when a predictor is temporally separated from an aversive event or when the predictive information is embedded within a diffuse context. In contrast, the AIC is dispensable for elementary, temporally contiguous threat learning. Surprisingly, while the AIC promotes memory formation, it also constrains the level of fear expression during retrieval in a context-dependent manner. This bidirectional control is mediated by the recruitment of distinct AIC neuronal ensembles. Together, we identify a novel circuit mechanism for bidirectional regulation of higher-order threat learning/memory.

neuroscience↗

Task-Dependent Modulation of Upper-Extremity Muscle Synergies during Object Slippage

Preventing object slippage requires the central nervous system to control and coordinate the muscle groups while adapting to the variations in the slip characteristics. Our study investigates how slip characteristics, such as slip direction, slip distance, and slip speed, affect the modulation of muscle synergies as a manifestation of object slippage. Our results reveal that there are shared synergies existing in the upward and downward slip emulation, and that these shared synergies are dependent on slip characteristics. However, there were no specific synergies found to exist in the upward and downward slip conditions. Our results also indicate the existence of combined synergies, as the motor modules in the upward slip direction were found to have shared synergies with multiple motor modules in the downward slip direction. We also observed that the number of shared synergies varied depending on the slip distance and slip speed. Together, these findings suggest that the CNS flexibly reconfigures a limited set of muscle synergies to accommodate varying slip dynamics, balancing control stability with adaptability.

neuroscience↗

Simultaneous Proportional Control of Two Degrees-of-Freedom Human Machine Interface Using Highly Sparse Sonomyography

Non-invasive human-machine interfaces (HMIs) are critical in developing prosthetic systems that offer intuitive, simultaneous, and proportional control over multiple degrees of freedom (DOFs). This study introduces a novel system for intuitive concurrent control of hand and wrist movements using sonomyography based imaging of muscle activity. Our method uses a sparse set of ultrasound scanlines to reduce computational complexity while enhancing usability. We evaluated four regression techniques for wrist and hand angle prediction, focusing on performance with a reduced sonomyographic feature set. We also explored the feasibility of a sonomyography-based system by simulating various factors that could affect prediction, including feature selection and scanline count. Our findings demonstrate that Gaussian process regression excels in predicting wrist and hand angles with just eight equispaced transducers in offline settings. Real-time evaluations with 10 non-disabled participants showed a 93 % success rate for two-DOF tasks using linear regression. The system was tested with an individual with amputation, achieving a 46 % success rate for two-DOF control in a 2D space, even though the ground truth data for model training was collected from the contralateral limb. This study validates our sonomyography-based approach for accurate wrist and hand angle estimation, reducing complexity and demonstrating potential in real-world scenarios.

bioengineering↗

Osmotically Induced Shape Changes in Membrane Vesicles

We develop a self-consistent free-energy framework in which membrane shape and osmotic pressure are determined simultaneously in a finite reservoir by minimizing bending elasticity and solute entropy. Solute conservation makes osmotic pressure a thermodynamic variable rather than an externally prescribed parameter, producing a nonlinear coupling between membrane mechanics and solvent entropy. This coupling modifies the classical stability condition for spherical vesicles: instability emerges from global free-energy competition rather than the linear Helfrich stability criterion. The resulting critical pressures differ by orders of magnitude from Helfrich predictions and agree with simulations for small and large unilamellar vesicles. The framework is relevant to cellular environments involving biomolecular condensate confinement as well as synthetic vesicles and the development of osmotic-pressure-driven encapsulation platforms.

biophysics↗

Synergy unleashed: Leishmania donovani GP63 paralogues cooperatively function to drive parasite infectivity at various pathogenic stages and regulate host survival mechanisms

Highly plastic genome of Leishmania is thought to underlie its remarkable ability to adapt to diverse host microenvironments, yet how this plasticity translates into dermal versus visceral persistence remains unclear. GP63, a zinc metalloprotease, is a well-established determinant of promastigote infectivity, particularly in cutaneous leishmaniasis. Despite this, its role in amastigote stage and in visceral disease caused by Leishmania donovani remains undefined. Here, using an integrated approach combining phylogenetics, CRISPR-mediated genome editing, and biochemical analyses, we demonstrate that GP63 paralogues in L. donovani have undergone independent evolutionary diversification to support visceral infection. While GP63-paralogues encoded on chromosome 10, previously implicated in cutaneous manifestation caused by L. major, were found severely truncated and dispensable in L. donovani, two distinct GP63-paralogues encoded on chromosome 28 and 31 were found essential to establish visceral infection. LdGP63_31 facilitates promastigote attachment to macrophages by promoting lipid raft engagement and complement inactivation, thereby enabling host entry and subsequent amastigote differentiation. LdGP63_28 is essential for intracellular amastigote survival by suppressing host inflammatory pyroptosis. Structural and enzymatic analyses revealed preferential host localization and substrate specificities, possibly resulting from distinct amino acid substitution within conserved motifs of these proteases, indicating independent evolutionary adaptations. Importantly, loss of the LdGP63_28 more severely impaired amastigote reinfection than loss of its counterpart LdGP63_31. Together, these findings reveal coordinated functional specialization of GP63-paralogues ensuring visceral adaptation.

microbiology↗

Direct Visualization of Anesthesia-induced Subcellular Dysfunction in Non-Neuronal Tissues of C. elegans

Volatile anaesthetics such as isoflurane, halothane, and sevoflurane are extensively utilized for their reversible induction of unconsciousness, exhibiting well-defined impacts on neural networks. However, their influence on non-neuronal and developing tissues is inadequately comprehended, generating concerns for vulnerable categories, including children and individuals receiving extended anesthesia. To rectify this deficiency, we examined the subcellular impacts of anaesthetics utilizing HEK 293T and HepG2 cell lines, alongside with Caenorhabditis elegans as a comprehensive organismal model. In vitro treatment to lidocaine and isoflurane resulted in mitochondrial depolarization, lysosomal aggregation, and buildup of reactive oxygen species (ROS). In vivo, 8% isoflurane induced mitochondrial fragmentation, loss of branching, and disruption of tubular lysosomes, indicating compromised energy metabolism and autophagic stress. We detected selective transcriptional inhibition of neuron- and immune-related promoters, although RNA Pol I remained active, indicating energy-conservation strategies. Systemic oxidative stress was validated by TIR-1::GFP aggregation and lipofuscin accumulation. Our research is one of the initial investigations that defines anaesthesia-induced subcellular dysfunction beyond the nervous system, providing novel insights for safer anaesthetic protocols and informing long-term health evaluations, especially in individuals who are developing or chronically exposed. Significance statementWhile volatile anaesthetics are widely used for inducing unconsciousness, their effects beyond neurons remain poorly understood. This study reveals that clinically used anaesthetics such as isoflurane and lidocaine cause profound subcellular dysfunction in non-neuronal systems, including mitochondrial depolarization, lysosomal disruption, transcriptional repression, and systemic oxidative stress. Using both human cell lines and Caenorhabditis elegans, we uncover conserved patterns of organellar damage and stress responses. These findings have critical implications for pediatric, intensive care, and long-term anaesthesia cases, urging the need to reassess anaesthetic safety profiles and develop biomarkers for systemic toxicity. Our work opens new avenues for designing cell-type-specific protective strategies under anaesthetic exposure.

pharmacology and toxicology↗

A Hierarchical Cascade of Organellar Silencing and their Regeneration under Anaesthetic Stress in Plants

Anaesthetics are pharmacological drugs that temporarily inhibit neural activity by acting on voltage-gated sodium channels and GABA receptors. Although their neurological mechanisms are well-defined, their wider cellular effects, especially in non-neuronal systems, are inadequately understood d. This study utilized Solanum lycopersicum plants root apex cells as a transparent model to examine anaesthetic-induced subcellular alterations via live-cell fluorescence imaging, immunostaining, and super-resolution microscopy. Our findings, first of its kind, demonstrate the initial comprehensive model of sequential causal structure and hierarchical cascade of organelle collapse of different but important organelles such as mitochondria, lysosome, vesicles trafficking and nuclear architectures under anaesthesia in plants. The nucleus is identified as the most important controller of recovery potential and cellular fate. In a time dependent experiment, we found that plant cells exposed to lidocaine for up to four hours could still recover mitochondrial potential, lysosomal function, and nuclear integrity when anaesthesia is removed. However, beyond four hours, the damage, especially to the nucleus, was irreversible, and cells proceeded to programmed cell death. Our data further demonstrate that organelle functions can recover after brief exposure to anaesthetic stress. However, prolonged exposure prevents recovery, resulting in the irreversible degradation of the nucleus leading to complete cell death. The results present novel targets for preventative therapies, such as mitochondrial antioxidants, lysosomal stabilizers, and nuclear structural protectants that could mitigate anaesthetic-induced damage.

plant biology↗

Parkinson's-Linked Synaptojanin 1 Loss in Dopamine Neurons Triggers Synaptic Degeneration and Striatal TH Interneuron Compensation

Presynaptic endocytic dysfunction is an early feature of Parkinson's disease (PD), but how dopamine circuits adapt to chronic synaptic failure remains unclear. In dopamine neuron-specific Synaptojanin 1 knockout mice, loss of this PD-linked endocytic protein causes terminal dystrophy and striatal dopamine deficiency, yet motor coordination is preserved. Chronic endocytic failure induces striatal dopamine-like neurons (DALNs) with circuit-dependent dopaminergic protein accumulation. DALNs do not arise through transcriptional reprogramming; instead, they acquire dopaminergic proteins from midbrain dopamine neurons through selective long-range transfer that favors soluble cargoes and can convey disease-associated proteins, including -synuclein and tau. Functionally, DALNs support local dopamine production, partially preserve motor performance and increase resistance to acute dopaminergic lesions. This adaptation is shared across PD-linked endocytic mutants and is developmentally constrained, but is not reproduced by acute denervation. Thus, synaptic endocytic stress triggers inter-neuronal protein transfer as an adaptive circuit mechanism supporting dopamine compensation and neuroprotection in early PD.

neuroscience↗

Scrutinized lipid utilization disrupts Amphotericin-B responsiveness in clinical isolates of Leishmania donovani

The management of Leishmania donovani (LD), responsible for fatal visceral leishmaniasis (VL), faces increasing challenges due to rising drug-unresponsiveness, leading to increasing treatment failures. While hypolipidemia characterizes VL, LD, a cholesterol auxotroph, relies on host lipid scavenging for its intracellular survival. The aggressive pathology, in terms of increased organ parasite load, observed in hosts infected with antimony-unresponsive-LD (LD-R) as compared to their sensitive counterparts (LD-S), highlights LD-Rs heightened reliance on host lipids. Here we report that LD-R-infection promotes fluid-phase endocytosis in the host, selectively accumulating neutral lipids while excluding oxidized-LDL. LD-R enhances the fusion of endocytosed LDL-vesicles with its phagolysosomal membrane and inhibits cholesterol mobilization from these vesicles by suppressing NPC-1. This provides LD-R amastigotes with excess lipids, supporting their rapid proliferation and membrane synthesis. This excess LDL-influx leads to an eventual accumulation of neutral lipid droplets around LD-R amastigotes, thereby increasing their unresponsiveness towards Amphotericin-B, a second-line amphiphilic antileishmanial. Notably, VL patients showing relapse with Amphotericin-B treatment exhibited significantly lower serum LDL and cholesterol than cured cases. Treatment with Aspirin, a lipid droplet blocker, reduced lipid droplets around LD-R amastigotes, restoring Amphotericin-B responsiveness.

microbiology↗

Synchronized Chromatin Organization Serves as Potent Biomarker in Anaesthesia-based Plant Consciousness

Anaesthesia has been used for centuries for medical purposes. With the application of anaesthesia, organisms lose their conscious awareness. It provides a temporary loss of sensation, which enables painless performance during surgery. However, the cellular mechanisms underlying the effects of anaesthesia are not clearly understood. It has been proposed that plant root function is analogous to the human brain. Here, using super-resolution imaging technique, we explored an organelle-level understanding of the effect of anaesthesia on plant roots and the stem connecting to the root. Our results showed that the nuclei organized themselves in an orchestrated manner upon treatment with both local and general anaesthesia without damaging their structure. Euchromatin within the nucleus was found to be reorganized in the nuclear periphery, and this process was found to be independent of ATP. In contrast, mitochondria, microtubules, endocytic vesicles, and chloroplasts, which are other important organelles in plant cells, were highly altered or damaged under the same experimental conditions. Eventually, the cellular homeostasis again maintained and process is reversible upon the removal of anaesthesia. Our results suggest that such orchestrated chromatin organization without disturbing the overall structure of the nucleus could be used as a potent biomarker for conscious awareness in plants. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=184 HEIGHT=200 SRC="FIGDIR/small/615456v1_ufig1.gif" ALT="Figure 1"> View larger version (52K): org.highwire.dtl.DTLVardef@18e5582org.highwire.dtl.DTLVardef@1900826org.highwire.dtl.DTLVardef@1073002org.highwire.dtl.DTLVardef@e100f7_HPS_FORMAT_FIGEXP M_FIG C_FIG

plant biology↗

Mechanism of host cell invasion by Leishmania through KMP-11 mediated cholesterol-transport and membrane phase transition

The first step of successful infection by any intracellular pathogen relies on its ability to invade its host cell membrane. However, the detailed structural and molecular understanding underlying lipid membrane modification during pathogenic invasion remains unclear. In this study, we show that a specific Leishmania donovani (LD) protein, KMP-11, forms oligomers that bridge LD and host macrophage (M{Phi}) membranes. This KMP-11 induced interaction between LD and M{Phi} depends on the variations in cholesterol (CHOL) and ergosterol (ERG) contents in their respective membranes. These variations are crucial for the subsequent steps of invasion, including (a) the initial attachment, (b) CHOL transport from M{Phi} to LD, and (c) detachment of LD from the initial point of contact through a liquid ordered (Lo) to liquid disordered (Ld) membrane-phase transition. To validate the importance of KMP-11, we generated KMP-11 depleted LD, which failed to attach and invade host M{Phi}. Through tryptophan-scanning mutagenesis and synthesized peptides, we developed a generalized mathematical model, which demonstrates that the hydrophobic moment and the symmetry sequence code at the membrane interacting protein domain are key factors in facilitating the membrane phase transition and, consequently, the host cell infection process by Leishmania parasites.

biophysics↗

Early 2022 breakthrough infection sera from India target the conserved cryptic class 5 epitope to counteract immune escape by SARS-CoV-2 variants

During the COVID-19 pandemic, the vast majority of epitope mapping studies have focused on sera from mRNA-vaccinated populations from high-income countries. In contrast, here we report an analysis of 164 serum samples isolated from breakthrough infection patients in India during early 2022 who received two doses of the ChAdOx viral vector vaccine. Sera were screened for neutralization breadth against wildtype, Kappa, Delta, and Omicron BA.1 viruses. Three sera with the highest neutralization breadth and potency were selected for epitope mapping using charged scanning mutagenesis coupled to yeast surface display and Next Generation Sequencing. All of these sera primarily targeted the recently identified class 5 cryptic epitope along with the class 1 and class 4 epitopes, targeted to a lesser extent. The class 5 epitope is completely conserved across all SARS-CoV-2 variants and for the majority of the Sarbecoviruses. In line with these observations, a major fraction of the serum samples, including the selected three, show broad neutralizing activity against recent Omicron subvariants including XBB.1.5. This is in contrast with the results obtained with the sera from individuals receiving multiple doses of original and updated mRNA vaccines, where impaired neutralization of XBB and later variant of concerns was observed. Our study demonstrates that two doses of the ChAdOx vaccine in a highly exposed population was sufficient to drive substantial neutralization breadth against emerging and upcoming variants of concern, thus paves the path towards the development of future vaccine candidates. ImportanceWorldwide implementation of COVID19 vaccine and parallel emergence of newer SARS-CoV-2 variants has shaped the humoral immune response in a population specific manner. While characterization of this immune response is important for monitoring the disease progression at population level, it is also imperative for the development of effective countermeasures in the form of novel vaccines and therapeutics. India has implemented the worlds second largest COVID19 vaccination drive and also encountered large number of post vaccination "breakthrough" infections. From a cohort of breakthrough infection patients, we identified individuals whose sera showed broadly cross-reactive immunity against different SARS-CoV-2 variants. Interestingly, these sera primarily target a novel cryptic epitope which was not identified in previous population level studies conducted in western countries. This rare cryptic epitope remains conserved across all SARS-CoV-2 variants including the recently emerged ones and also for the SARS-like coronaviruses that may cause future outbreaks, thus representing a potential target for future vaccines.

molecular biology↗

Addressing anemia severity in antimony-resistant Leishmania donovani infection at the nexus of oxidative outburst and iron transit

Despite the withdrawal of pentavalent-antimonials in treating Visceral leishmaniasis for more than a decade, recent clinical isolates of Leishmania donovani (LD) exhibit unresponsiveness towards pentavalent-antimony (LD-R). This antimony-unresponsiveness points towards a genetic adaptation that underpins LD-Rs evolutionary persistence and superiority over sensitive counterparts. This study highlights LDs response to antimony exposure in terms of increased potential of scavenging host-derived iron within its parasitophorous vacuoles (PV). LD-R employs a strategy to both produce and rapidly scavenge host-iron in a ROS-dependant manner, and selectively reshuffle iron exporter, Ferroportin, around its PV. Higher iron utilization leads to subsequent iron-insufficiency, compensated by increased erythrophagocytosis facilitated by the breakdown of SIRP, orchestrated by a complex interplay of two proteases, Furin and ADAM10. Understanding these mechanisms is crucial for managing LD-R infections and their associated complications, like anemia, and may also provide valuable insights into understanding resistance developed in other pathogens that rely on host iron.

microbiology↗

Aberrant Connectivity Across the Lifespan in a Mouse Model of Alzheimer's disease and Rescue by mGlur5 Modulator Treatment

Amyloid accumulation in Alzheimers disease (AD) is associated with synaptic damage and altered connectivity in brain networks. While measures of amyloid accumulation and biochemical changes in mouse models have utility for translational studies of certain therapeutics, preclinical analysis of altered brain connectivity using clinically relevant fMRI measures has not been well developed for agents intended to improve neural networks. Here, we conduct a longitudinal study in a double knock-in mouse model for AD (AppNL-G-F/hMapt), monitoring brain connectivity by means of resting-state fMRI. While the 4-month-old AD mice are indistinguishable from wild-type controls (WT), decreased connectivity in the default-mode network is significant for the AD mice relative to WT mice by 6 months of age and is pronounced by 9 months of age. In a second cohort of 20-month-old mice with persistent functional connectivity deficits for AD relative to WT, we assess the impact of two-months of oral treatment with a silent allosteric modulator of mGluR5 (BMS-984923) known to rescue synaptic density. Functional connectivity deficits in the aged AD mice are reversed by the mGluR5-directed treatment. The longitudinal application of fMRI has enabled us to define the preclinical time trajectory of AD-related changes in functional connectivity, and to demonstrate a translatable metric for monitoring disease emergence, progression, and response to synapse-rescuing treatment.

neuroscience↗

Coronaviruses Spike glycoprotein endodomains: the sequence and structure-based comprehensive study

The flexibility of proteins makes them available to interact with many biomolecules in the cell. Specifically, such interactions in viruses help them to perform more functions despite having a smaller genome. Therefore, these flexible regions can be exciting and essential targets to be explored for their role in pathogenicity and therapeutic developments as they achieve essential interactions. In the continuation with our previous study on disordered analysis of SARS-CoV-2 spike cytoplasmic tail (CTR), or endodomain, here we have explored the disordered potential endodomains of six other coronaviruses using multiple bioinformatics approaches and molecular dynamics simulations. Based on the comprehensive analysis of its sequence and structural composition, we report the varying disorder propensity in endodomains of spike proteins of coronaviruses. The observations of this study may help to understand the importance of spike glycoprotein endodomain and creating therapeutic interventions against them.

bioinformatics↗

Multilayer Label Free Non-Faradic Electrochemical Impedance Immunosensor for Cortisol Detection

Cortisol, a well-known psychological stress biomarker, produced by the hypothalamic-pituitary-adrenal system, tends to intensify with stressors. Prolonged overexpression of cortisol leads to chronic stress that causes disparities in the proper functioning of the human body. Thus, there is a huge demand for developing a rapid cortisol detection system. Several point-of-care diagnostic techniques are available for rapid cortisol detection, such as electrochemical sensing, which works on changes in the electrical properties due to the binding of an analyte with a biorecognition element. Researchers have used different electrochemical methodologies such as cyclic voltammetry (CV), chronoamperometry, and faradic electrochemical impedance spectroscopy (EIS) for the detection of cortisol, but usage of external redox active reagents, low sensitivity, limited dynamic range, and electrode fouling nature limits their use. Hence, we reported a label-free and non-invasive cortisol detection using non-faradic EIS. A novel multilayer immunosensor was fabricated on PEDOT: PSS coated ITO glass by functionalizing with cortisol antibodies. Specific and rapid detection of cortisol was measured by monitoring the change in impedance in a dynamic range from 50-200 ng/mL. We envision the developed immunosensor has the potential for new developments in stress monitoring, disease prognosis, and enable personalized care. HighlightsO_LINovel PEDOT: PSS based multilayer immunosensor for cortisol detection C_LIO_LIImpedance based label free detection of cortisol using non-faradic EIS C_LIO_LIPresentation of detailed multilayer immunosensor fabrication, experimental detection, and equivalent circuit model with working mechanism C_LIO_LICortisol detection in a dynamic range of 50-200 ng/mL C_LI Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=126 SRC="FIGDIR/small/550009v1_ufig1.gif" ALT="Figure 1"> View larger version (23K): org.highwire.dtl.DTLVardef@16f486forg.highwire.dtl.DTLVardef@fc9b3aorg.highwire.dtl.DTLVardef@333cf1org.highwire.dtl.DTLVardef@1e608e2_HPS_FORMAT_FIGEXP M_FIG C_FIG

bioengineering↗

Atypical NMDA Receptors Limit Synaptic Plasticity in the Adult Ventral Hippocampus

N-methyl-D-aspartate receptors (NMDARs) assemble as functionally diverse heterotetramers. Incorporation of the GluN3A subunit into NMDARs alters conventional NMDAR properties by reducing both magnesium sensitivity and calcium permeability. GluN1 together with GluN3A can also form functional receptors that lack a glutamate binding site and instead serve as excitatory glycine receptors (eGlyRs). GluN3A expression is high in early development but naturally declines to low levels in most brain regions by adulthood. Interestingly, GluN3A expression remains elevated in the CA1 of the adult ventral hippocampus (VH), but not in the dorsal hippocampus (DH). The DH and VH are now well-understood to play very different functional roles, with the DH being primarily involved in cognitive functions and the VH in emotional processing. Why GluN3A persists in the adult VH, and the impact its presence has on glutamatergic neurotransmission in the VH is currently unknown. Here, we show that GluN3A remains elevated both at synaptic and extrasynaptic locations in the adult VH, assembling as GluN1/GluN2/GluN3A NMDARs with reduced magnesium sensitivity, as well as GluN1/GluN3A eGlyRs. By comparing various synaptic properties in the DH and VH of wild-type (WT) and GluN3A knockout (KO) mice, we demonstrate that GluN3A persistence in the VH attenuates glutamate release, limits postsynaptic calcium influx through NMDARs, and reduces the magnitude of NMDAR-dependent long-term potentiation. In comparison, GluN3A KO had relatively little effect on these same properties in the DH. In all, our data demonstrate that GluN3A persistence in the VH represents a key modulator of VH excitability and therefore may play a central role in emotional processing.

neuroscience↗

SonoMyoNet: A Convolutional Neural Network for Predicting Isometric Force From Highly Sparse Ultrasound Images

Ultrasound imaging or sonomyography has been found to be a robust modality for sensing muscle activity due to its ability to directly image deep-seated muscles while providing superior spatiotemporal specificity compared to surface electromyography-based techniques. Quantifying the morphological changes during muscle activity involves computationally expensive approaches to track muscle anatomical structures or extracting features from B-mode images and A-mode signals. In this paper an offline regression convolutional neural network (CNN) called SonoMyoNet for estimating continuous isometric force from sparse ultrasound scanlines has been presented. SonoMyoNet learns features from a few equispaced scanlines selected from B-mode images and utilizes the learned features to accurately estimate continuous isometric force. The performance of SonoMyoNet was evaluated by varying the number of scanlines to simulate the placement of multiple single element ultrasound transducers in a wearable system. Results showed that SonoMyoNet could accurately predict isometric force with just four scanlines and is immune to speckle noise and shifts in the scanline location. Thus, the proposed network reduces the computational load involved in feature tracking algorithms and estimates muscle force from global features of sparse ultrasound images.

bioengineering↗