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Biology subjects

Chen, L. J.

Publications and source records attributed to Chen, L. J..

5 recordsLinked to original sources

Physics-Informed Neural Networks for Real-Time Deformation-Aware AR Surgical Tracking

Soft tissue deformation severely degrades registration accuracy in AR-assisted surgery. We propose a physics-informed neural network (PINN) that integrates biomechanical priors into real-time depth-based registration. The model embeds finite element elasticity constraints directly into the loss function, allowing neural predictions to remain physically plausible under deformation. Validated on liver and brain phantoms with induced deformations up to 20 mm, the method achieved mean registration error of 1.1 mm, compared with 2.9 mm for conventional ICP and 1.8 mm for FEM-only solvers. Frame rates remained at 22 fps on GPU hardware. Results demonstrate that embedding physics constraints within deep learning significantly enhances robustness in dynamic surgical contexts.

bioengineering↗

Structural mechanism of leaflet-specific phospholipid modulation of a pentameric ligand-gated ion channel

Pentameric ligand-gated ion channels (pLGICs) mediate synaptic transmission and are sensitive to their lipid environment. The mechanism of phospholipid modulation of any pLGIC is not well understood. We demonstrate that the model pLGIC, ELIC (Erwinia ligand-gated ion channel), is positively modulated by the anionic phospholipid, phosphatidylglycerol, from the outer leaflet of the membrane. To elucidate the mechanism of phosphatidylglycerol modulation, we determine a structure of ELIC in an open conformation. The structure shows a bound phospholipid in an outer leaflet site, and conformational changes in the phospholipid binding site unique to the open state. In combination with streamlined alchemical free energy perturbation calculations and functional measurements in asymmetric liposomes, the data support a mechanism by which an anionic phospholipid stabilizes the open state of a pLGIC by specific, state-dependent binding to this site.

biophysics↗

Polyunsaturated fatty acids inhibit a pentameric ligand-gated ion channel through one of two binding sites

Polyunsaturated fatty acids (PUFAs) inhibit pentameric ligand-gated ion channels (pLGICs) but the mechanism of inhibition is not well understood. The PUFA, docosahexaenoic acid (DHA), inhibits agonist responses of the pLGIC, ELIC, more effectively than palmitic acid, similar to the effects observed in the GABAA receptor and nicotinic acetylcholine receptor. Using photo-affinity labeling and coarse-grained molecular dynamics simulations, we identified two fatty acid binding sites in the outer transmembrane domain (TMD) of ELIC. Fatty acid binding to the photolabeled sites is selective for DHA over palmitic acid, and specific for an agonist-bound state. Hexadecyl-methanethiosulfonate modification of one of the two fatty acid binding sites in the outer TMD recapitulates the inhibitory effect of PUFAs in ELIC. The results demonstrate that DHA selectively binds to multiple sites in the outer TMD of ELIC, but that state-dependent binding to a single intrasubunit site mediates DHA inhibition of ELIC.

biochemistry↗

A large cross-ancestry meta-analysis of genome-wide association studies identifies 69 novel risk loci for primary open-angle glaucoma and includes a genetic link with Alzheimer's disease

We conducted a large multi-ethnic meta-analysis of genome-wide association studies for primary open-angle glaucoma (POAG) on a total of 34,179 cases vs 349,321 controls, and identified 127 independent risk loci, almost doubling the number of known loci for POAG. The majority of loci have broadly consistent effect across European, Asian and African ancestries. We identify a link, both genome-wide and at specific loci, between POAG and Alzheimers disease. Gene expression data and bioinformatic functional analyses provide further support for the functional relevance of the POAG risk genes. Several drug compounds target these risk genes and may be potential candidates for developing novel POAG treatments.

genetics↗

Clinical investigation and genetic analysis of a peripheral sclerocornea pedigree

BackgroundSclerocomea is a rare congenital disorder characterized with cornea opacification. We identified a heterozygous missense RAD21 variant in a non-cons anguineous Chinese family with multiple peripheral sclerocomea patients spanning across three generations inherited in an autosomal dominant manner. MethodsComprehensive ophthalmic examinations were conducted on all 14 members. Whole exome sequencing was used to identify the genetic alterations in the affected pedigree members. Lymphoblastoid cell lines (LCLs) were established using blood samples from all members. Cleavage of RAD21 protein was quantified in these cell lines. ResultsAll affected individuals showed features of scleralization over the peripheral cornea of both eyes. Mean horizontal and vertical corneal diameter were significantly decreased in the affected members. Significant differences were also observed on mean apex pachymetry between affected and unaffected subjects. A RAD21C1348T variant was co-segregated with affected members. Both the wild-type allele and the missense variant were expressed at the mRNA level. This variant caused RAD21 R450C substitution at the separase cleavage site, which led to reduced RAD21 cleavage. ConclusionWe believe this is the first report of genetic variant in sclerocornea without other syndromes. Further work is needed to confirm the RAD21R450C variant with sclerocomea.

genetics↗