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Tsang, K.

Publications and source records attributed to Tsang, K..

5 recordsLinked to original sources

Site-, strain- and mutation-specific osteopetrosis phenotypes in mice with Clcn7 variants

Background: Autosomal dominant osteopetrosis type II (ADOII) is a rare bone disorder caused primarily by heterozygous mutations in CLCN7 and characterized by increased bone mass yet fragility and marked phenotypic heterogeneity among affected individuals. The biological factors underlying this variability remain poorly understood. We investigated the effects of age, sex, genetic background, and mutation type on bone phenotypes in murine models of ADOII carrying heterozygous Clcn7 F318L/+ or G213R/+ mutations. Methods: Bone microarchitecture was assessed by micro-computed tomography in vertebrae and femora from female and male mice across multiple ages (12, 24, and 52 weeks) and strain backgrounds (FVB/NJ, C57BL/6, and 129). Vertebral biomechanical properties were estimated by micro-finite element analysis, while femoral mechanical properties were measured using three-point bending. Results: Clcn7 F318L/+ mice exhibited significantly increased trabecular bone compared with wild-type littermates at vertebral and femoral sites across the lifespan in both sexes. The magnitude of the vertebral trabecular phenotype increased with age, whereas age-related effects in the femur were more modest and site dependent. Vertebral micro-finite element analysis predicted greater stiffness and ultimate force in F318L/+ mice irrespective of age. Cortical thickness was modestly increased, particularly in female mice, but femoral mechanical properties were largely unchanged. The relative increase in vertebral trabecular bone was similar on the FVB/NJ and C57BL/6 backgrounds in males but greater on C57BL/6 in females, whereas the femoral trabecular and cortical responses were markedly attenuated on C57BL/6 in both sexes. In G213R/+ mice, the relative trabecular phenotype was similar on the C57BL/6 and 129 backgrounds, except for a greater vertebral phenotype in 129 males. Likewise, comparison of F318L/+ and G213R/+ mice demonstrated comparable vertebral phenotypes, although mutation-specific differences emerged at the femur, particularly in males. Conclusion: Collectively, these findings demonstrate that heterozygous Clcn7 mutations produce a robust osteopetrotic phenotype characterized primarily by increased trabecular bone mass that is present regardless of sex, age, genetic background, and mutation type. Age and genetic background modify its magnitude in a site- and sex-specific manner, suggesting that local factors may contribute more strongly to phenotypic variation than the specific disease-causing Clcn7 mutation. These results provide insight into determinants of phenotypic heterogeneity in ADOII and establish a framework for future mechanistic studies of osteopetrotic bone quality and fragility.

physiology↗

Predicting the Purity of Multispecific Antibodies From Sequence Using Machine Learning: Methods and Applications

Multispecific antibodies are prominent therapeutic agents, but many molecular formats and drug candidates that show promise during molecular discovery stages cannot be scaled up and developed into drugs due to inadequate developability. During the discovery stages, the selection of molecule format(s), molecule design, purity, and initial physiochemical stability testing criteria largely rely on scientists experience. Machine learning, however, can identify hidden trends in large datasets, aiding in the selection of drug candidates with improved developability. In this study, we present a machine learning approach to predict antibody purity, measured by the percentage of monomer after protein A purification. Using the amino acid sequences of variable regions, molecular formats, germlines and germline pairings, and calculated physiochemical properties as inputs, machine learning models were trained to predict the percentage of monomer for a given multispecific antibody (Figure 1). The dataset employed in this study consists of [~]500 multi-specific antibodies generated during BIs internal drug discovery programs. Our results indicate that machine learning, when applied to sequence, germline, and format data, can effectively predict antibody percentage of monomer. Incorporating this approach into high-throughput multispecific antibody screening processes can save time and resources by reducing the need to test a large subset of potentially unstable antibodies. While this study focused on percentage of monomer as a test case, similar approaches can be employed to predict other antibody properties, such as melting temperature (Tm), hydrophobicity (aHIC), and solution stability properties (AC-SINS). O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=47 SRC="FIGDIR/small/570217v1_fig1.gif" ALT="Figure 1"> View larger version (11K): org.highwire.dtl.DTLVardef@f23246org.highwire.dtl.DTLVardef@c2b81aorg.highwire.dtl.DTLVardef@1c4e59dorg.highwire.dtl.DTLVardef@1bed683_HPS_FORMAT_FIGEXP M_FIG O_FLOATNOFigure 1C_FLOATNO Overview of ML model for predicting multispecific antibody purity from sequence, germline and format information. C_FIG

molecular biology↗

Precise oculocentric mapping of TMS-evoked phosphenes

Transcranial Magnetic Stimulation (TMS) - evoked phosphenes are oculocentric; their perceived location depends upon eye position. We investigated the accuracy and precision of TMS-evoked phosphene oculocentric mapping and demonstrate that perceived phosphene locations map veridically to eye position, although there are considerable individual differences in the reliability of this mapping. Our results emphasize the need to carefully control eye movements when carrying out phosphene localization studies and suggest that individual differences in the reliability of the reported position of individual phosphenes must be considered.

neuroscience↗

Reduction of collinear inhibition in observers with central vision loss using anodal transcranial direct current stimulation: A case series.

People with central vision loss (CVL) due to macular degeneration are forced to rely on their residual peripheral vision and often develop a preferred retinal locus (PRL), a region of intact peripheral retina that is used for fixation. At the PRL, visual processing is impaired due to crowding (cluttering of visual objects). The problem of crowding still persists when images are magnified to account for the lower resolution of peripheral vision. We assessed whether anodal transcranial direct stimulation (a-tDCS), a neuro-modulation technique that alters cortical inhibition, would reduce collinear inhibition (an early component of crowding) when applied to the visual cortex in patients with CVL. Our results showed that applying a-tDCS to the visual cortex for 20mins reduced crowding in three patients with CVL and that the effect was sustained for up to 30mins. Sham stimulation delivered in a separate session had no effect. These initial observations mandate further research into the use of a-tDCS to enhance cortical processing of residual retinal input in patients with CVL.

neuroscience↗

Anodal transcranial direct current stimulation reduces collinear lateral inhibition in normal peripheral vision

Collinear flanking stimuli can reduce the detectability of a Gabor target presented in peripheral vision. This phenomenon is called collinear lateral inhibition and it may contribute to crowding in peripheral vision. Perceptual learning can reduce collinear lateral inhibition in peripheral vision, however intensive training is required. Our aim was to assess whether modulation of collinear lateral inhibition can be achieved within a short time-frame using a single 20-minute session of primary visual cortex anodal transcranial direct current stimulation (a-tDCS). Thirteen observers with normal vision performed a 2AFC contrast detection task with collinear flankers positioned at a distance of 2{lambda} from the target (lateral inhibition) or 6{lambda} (control condition). The stimuli were presented 6{degrees} to the left of a central cross and fixation was monitored with an infra-red eye tracker. Participants each completed two randomly sequenced, single-masked stimulation sessions; real anodal tDCS and sham tDCS. For the 2{lambda} separation condition, a-tDCS induced a significant reduction in detection threshold (reduced lateral inhibition). Sham stimulation had no effect. No effects of a-tDCS were observed for the 6{lambda} separation condition. This result lays the foundation for future work investigating whether a-tDCS may be useful as a visual rehabilitation tool for individuals with central vision loss who are reliant on peripheral vision.

neuroscience↗