Biology subjects

da Silva, S.

Publications and source records attributed to da Silva, S..

4 recordsLinked to original sources

bioRxiv2026

Time series analysis in a maize landrace reveals rapid fixation of beneficial alleles

Identifying loci in the genome that allow a population to respond to selection pressure is essential to understand evolution and improve crops. Temporally consecutive generations under selection offer the opportunity to identify signatures of selection. Maize, as one of the most important crops worldwide is rich in genetic diversity and a model for breeding advances. Therefore, it is an ideal system to study genetic changes in response to selection. Here, we study the genetic changes in two replicates of a selection experiment in a European maize landrace, which showed rapid trait improvement over three cycles of selection. We identified an increase in genetic divergence across successive doubled-haploid populations derived from each selection cycle, consistent with the effect of strong directional selection. The genetic divergence observed between the replicates was greater than that between generations. In addition to the genome-wide signal, we identified multiple candidate loci under selection through temporal FST outlier analysis comparing the original landrace population to subsequent cycles. These loci showed a significant overlap with genomic regions, controlling intentionally selected traits and other traits. The significant overlap of selected loci between the two replicates shows the importance of major loci in response to directional selection, while the large number of non-overlapping loci demonstrates the polygenic response. Our work shows that the temporal dimension in plant breeding time-series enables the identification of candidate loci under selection and the genome-wide dynamics of change in response to selection.

evolutionary biology↗

bioRxiv2026

Structural dynamics insights into principles underlying the fitness of new broadly potent AAVs

Adeno-associated virus (AAV) is a leading platform for gene therapy, but current clinical-stage vectors require high doses associated with adverse events. Engineering of AAVs has produced more efficient vectors, although the mechanism underlying these improvements often remains poorly understood, limiting further development and raising potential safety concerns. Here, we leveraged a new workflow for AAV engineering with single-cell resolution, called scAAVengr-Hunt, to create best-in-class AAVs for gene delivery. ATX002, the top-performing vector, demonstrates broad potency across species, including nonhuman primate, mouse, and human, as well as across retina and brain. To understand the mechanism underlying this broad potency, we performed molecular dynamics simulations comparing AAV variants spanning a range of fitness levels. Structural dynamics analysis revealed a bifunctional molecular mechanism that confers potency through increased affinity of the capsid to the AAV receptor and regulation of heparan sulfate binding. This work provides critical insights relating structural mechanism to the fitness of engineered AAVs and establishes rich new avenues for AAV engineering through the integration of sequence-level analysis with computational biophysics.

bioengineering↗

bioRxiv2025

Electroporation-Based Gene Delivery and Whole-Organoid Imaging in Human Retinal Organoids

Human retinal organoids (hRetOrg) derived from human induced pluripotent stem cells (hiPSCs) have emerged as powerful in vitro systems for studying retinal development, modeling retinal diseases, and evaluating therapeutic strategies. However, current genetic manipulation approaches, such as stable hiPSC line generation and viral transduction, are laborious, costly, and inefficient, with limited spatial specificity and high variability. Here, we report a rapid, scalable, and spatially precise electroporation-based platform for efficient plasmid-based gene delivery in early-stage hRetOrg. This method enables tunable and region-specific transfection of retinal progenitor cells without viral vectors or clonal selection. Coupled with resonant-scanning two-photon microscopy, this approach allows fast live cell imaging of whole organoids with subcellular resolution. This versatile system supports high-throughput genetic manipulation and imaging in intact hRetOrg, advancing studies of human retinal development, gene function, and disease. MotivationhRetOrgs offer an unprecedented platform for functional genetic studies of human retinal development and disease. However, existing methods for gene manipulation in hRetOrg are limited by low throughput, inefficiency, and lack of scalability, hindering systematic analysis of gene function and regulatory elements. To address these limitations, we developed a streamlined, high-efficiency pipeline that enables spatially targeted electroporation of hRetOrg during early retinogenesis, combined with fast, high-resolution imaging of whole organoids using two-photon microscopy, allowing studies at both tissue and subcellular scales.

developmental biology↗

bioRxiv2025

SOX2-VSX2 Co-Occupancy Shapes Retinal Neurogenesis Through Dynamic Chromatin Regulation

Retinal neurogenesis is mediated by the coordinated activities of a complex gene regulatory network (GRN) of transcription factors (TFs) in multipotent retinal progenitor cells (RPCs). How this GRN mechanistically guides neural competence remains poorly understood. In this study, we present integrated transcriptional, genetic, and genomic analyses to uncover the regulatory mechanisms of SOX2, a key factor in establishing neural identity in RPCs. We show that SOX2 is preferentially enriched in the RPC-specific enhancer landscape associated with essential regulators of retinogenesis. Disruption of SOX2 expression impairs retinogenesis, marked by a selective loss of enhancer activity near genes essential for RPC proliferation and lineage specification. We identified the RPC transcription factor VSX2 as a binding partner for SOX2, and together, SOX2 and VSX2 co-target a core, retina-specific chromatin repertoire characterized by enhanced TF binding and robust chromatin accessibility. This cooperative binding establishes a shared SOX2-VSX2 transcriptional code that promotes the expression of critical regulators of neurogenesis while repressing the acquisition of alternative lineage cell fate. Our data illuminate fundamental biological insights on how transcription factors act in concert to drive chromatin-based genetic programs underlying retinal neural identity.

developmental biology↗