NCL Data2026 · dataset
<p>Results of DeSeq2 analysis of RNA-seq data for ∆rtt109 vs WT.</p><p>Results of DeSeq2 analysis of RNA-seq data for ∆rtt109 vs WT.</p>
NCL Data2026 · dataset
<p>Summary of the datasets utilized here.</p><div><p>A central challenge in downstream single-cell RNA sequencing (scRNA-seq) analysis is the high-dimensional, small-sample (HDSS) regime, often compounded by class imbalance from rare cell types. These factors hinder robust feature (gene) selection and cell clustering and limit the realism of samples generated by existing simulators. We introduce <i>GARAGE</i>, a <b>G</b>raph-<b>A</b>ttentive
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Single-cell RNA sequencing
Data Sheet 1_Exploiting RAG1-deficient chickens to construct a single-cell transcriptional atlas of chicken heterophils during inflammation.xlsxIntroduction<p>Avian heterophils naturally lack myeloperoxidase (MPO), making chicken a unique evolutionary model for investigating MPO-independent innate immune strategies. However, the molecular programs governing heterophil maturation and activation remain largely unexplored.</p>Methods<p>Using single-cell RNA sequencing in a RAG1-deficient chicken model, we mapped heterophil maturation during
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Processed data for: Lycium chinense leaf polysaccharide (LCP) modulates hepatic gluconeogenesis and reshapes gut microbiota in juvenile largemouth bass (Micropterus salmoides) under a high-starch diet<p dir="ltr">This dataset provides the processed data supporting the manuscript"LCP modulates hepatic gluconeogenesis and gut microbiota in juvenileMicropterus salmoides (largemouth bass)" (submitted to the EgyptianJournal of Aquatic Research). It contains eight summary tablesextracted from the doctoral dissertation (Fan, UMS 2026) and, fromVersion 2, four full-resolution matrices generated direct
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Single-cell RNA sequencing
Supplementary file 1_Case Report: Melanocyte-associated mTORC1-related molecular features in an atypical large congenital melanocytic naevus.docx<p>Congenital melanocytic naevi (CMN) are usually associated with activating alterations in NRAS or BRAF, but some extensive lesions lack detectable canonical hotspot variants. We report a 9-year-old boy with a large craniofacial CMN involving the face, scalp, upper eyelid and bulbar conjunctiva, with deep extension, mechanical ptosis and secondary amblyopia. Histology showed benign dermal melanoc
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Table 3_Stage-specific transcriptional atlas of goose satellite cells uncovers sex-biased molecular dynamics associated with embryonic skeletal muscle development.xlsxIntroduction<p>Sexual dimorphism in avian skeletal muscle is established during embryogenesis, but the stage-resolved transcriptional programs governing this process in geese remain largely unexplored.</p>Methods<p>To construct a stage-specific transcriptional atlas of muscle satellite cells (SMSCs), we performed histological examination and RNA sequencing of PAX7<sup>+</sup> SMSCs isolated from m
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Single-cell RNA sequencing
Table 2_Longitudinal single-cell analysis identifies a chemotherapy-suppressed proliferative program associated with adverse prognosis in neuroblastoma.xlsxBackground<p>High-risk neuroblastoma frequently relapses after intensive therapy, but the treatment-associated malignant-neuroblast programs that inform baseline tumor risk remain incompletely defined. We used longitudinal single-cell/single-nucleus RNA-seq data to identify post-treatment transcriptional changes in malignant neuroblasts and evaluated their prognostic relevance in diagnostic bulk R
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Table 1_Stage-specific transcriptional atlas of goose satellite cells uncovers sex-biased molecular dynamics associated with embryonic skeletal muscle development.xlsxIntroduction<p>Sexual dimorphism in avian skeletal muscle is established during embryogenesis, but the stage-resolved transcriptional programs governing this process in geese remain largely unexplored.</p>Methods<p>To construct a stage-specific transcriptional atlas of muscle satellite cells (SMSCs), we performed histological examination and RNA sequencing of PAX7<sup>+</sup> SMSCs isolated from m
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Table 4_Stage-specific transcriptional atlas of goose satellite cells uncovers sex-biased molecular dynamics associated with embryonic skeletal muscle development.xlsxIntroduction<p>Sexual dimorphism in avian skeletal muscle is established during embryogenesis, but the stage-resolved transcriptional programs governing this process in geese remain largely unexplored.</p>Methods<p>To construct a stage-specific transcriptional atlas of muscle satellite cells (SMSCs), we performed histological examination and RNA sequencing of PAX7<sup>+</sup> SMSCs isolated from m
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Single-cell RNA sequencing
Table 1_Exploiting RAG1-deficient chickens to construct a single-cell transcriptional atlas of chicken heterophils during inflammation.docxIntroduction<p>Avian heterophils naturally lack myeloperoxidase (MPO), making chicken a unique evolutionary model for investigating MPO-independent innate immune strategies. However, the molecular programs governing heterophil maturation and activation remain largely unexplored.</p>Methods<p>Using single-cell RNA sequencing in a RAG1-deficient chicken model, we mapped heterophil maturation during
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Data Sheet 2_Methylglyoxal hampers the angiogenic capacity of human retinal endothelial cells modifying cell transcriptome with the contribution of NRSF/REST.xlsxBackground<p>The functional impairment of retinal microvascular cells is an early and central event in diabetic retinopathy (DR). Methylglyoxal (MGO), the most reactive precursor of advanced glycation end products (AGEs), has been implicated in vascular injury and neuro-retinal dysfunction. Its direct effects on retinal endothelial cells and underlying molecular mechanisms remain poorly understood
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Table 2_Stage-specific transcriptional atlas of goose satellite cells uncovers sex-biased molecular dynamics associated with embryonic skeletal muscle development.xlsxIntroduction<p>Sexual dimorphism in avian skeletal muscle is established during embryogenesis, but the stage-resolved transcriptional programs governing this process in geese remain largely unexplored.</p>Methods<p>To construct a stage-specific transcriptional atlas of muscle satellite cells (SMSCs), we performed histological examination and RNA sequencing of PAX7<sup>+</sup> SMSCs isolated from m
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Single-cell RNA sequencing
Data Sheet 3_Exploiting RAG1-deficient chickens to construct a single-cell transcriptional atlas of chicken heterophils during inflammation.xlsxIntroduction<p>Avian heterophils naturally lack myeloperoxidase (MPO), making chicken a unique evolutionary model for investigating MPO-independent innate immune strategies. However, the molecular programs governing heterophil maturation and activation remain largely unexplored.</p>Methods<p>Using single-cell RNA sequencing in a RAG1-deficient chicken model, we mapped heterophil maturation during
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Supplementary file 1_Transcription factor-driven metabolic stratification reveals glycolytic and lipogenic subtypes with distinct prognostic and functional features in pancreatic cancer.docxObjective<p>Pancreatic ductal adenocarcinoma (PDAC) exhibits profound molecular and metabolic heterogeneity associated with distinct phenotypic states. However, the contribution of transcription factor (TF)-driven regulatory programs to metabolic subtype stratification remains poorly understood. This study aims to determine whether TF-based classification can identify prognostically relevant glyco
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Single-cell RNA sequencing
Table 1_Longitudinal single-cell analysis identifies a chemotherapy-suppressed proliferative program associated with adverse prognosis in neuroblastoma.xlsxBackground<p>High-risk neuroblastoma frequently relapses after intensive therapy, but the treatment-associated malignant-neuroblast programs that inform baseline tumor risk remain incompletely defined. We used longitudinal single-cell/single-nucleus RNA-seq data to identify post-treatment transcriptional changes in malignant neuroblasts and evaluated their prognostic relevance in diagnostic bulk R
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Data Sheet 1_Methylglyoxal hampers the angiogenic capacity of human retinal endothelial cells modifying cell transcriptome with the contribution of NRSF/REST.pdfBackground<p>The functional impairment of retinal microvascular cells is an early and central event in diabetic retinopathy (DR). Methylglyoxal (MGO), the most reactive precursor of advanced glycation end products (AGEs), has been implicated in vascular injury and neuro-retinal dysfunction. Its direct effects on retinal endothelial cells and underlying molecular mechanisms remain poorly understood
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Single-cell RNA sequencing
Single-cell RNA-seq data from Sakimoto et al, 2024<p dir="ltr">Seurat object (Filtered, processed scRNA-seq data) from Sakimoto et al, BJC Reports, 2024 (https://doi.org/10.1038/s44276-024-00112-3).</p>
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Data Sheet 4_Methylglyoxal hampers the angiogenic capacity of human retinal endothelial cells modifying cell transcriptome with the contribution of NRSF/REST.xlsxBackground<p>The functional impairment of retinal microvascular cells is an early and central event in diabetic retinopathy (DR). Methylglyoxal (MGO), the most reactive precursor of advanced glycation end products (AGEs), has been implicated in vascular injury and neuro-retinal dysfunction. Its direct effects on retinal endothelial cells and underlying molecular mechanisms remain poorly understood
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
<b>Fluorescence-based sorting of extracellular vesicles enables detection and omics</b>- RNAseq data<p dir="ltr">RNA sequencing files from pre-sorted and post-sorted fractions of different sources of EVs</p>
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Single-cell RNA sequencing
Data Sheet 4_Exploiting RAG1-deficient chickens to construct a single-cell transcriptional atlas of chicken heterophils during inflammation.xlsxIntroduction<p>Avian heterophils naturally lack myeloperoxidase (MPO), making chicken a unique evolutionary model for investigating MPO-independent innate immune strategies. However, the molecular programs governing heterophil maturation and activation remain largely unexplored.</p>Methods<p>Using single-cell RNA sequencing in a RAG1-deficient chicken model, we mapped heterophil maturation during
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Single-cell RNA sequencing
Data Sheet 2_Exploiting RAG1-deficient chickens to construct a single-cell transcriptional atlas of chicken heterophils during inflammation.xlsxIntroduction<p>Avian heterophils naturally lack myeloperoxidase (MPO), making chicken a unique evolutionary model for investigating MPO-independent innate immune strategies. However, the molecular programs governing heterophil maturation and activation remain largely unexplored.</p>Methods<p>Using single-cell RNA sequencing in a RAG1-deficient chicken model, we mapped heterophil maturation during
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Haplotype-aware non-redundant isoform catalog of <i>Ligusticum chuanxiong</i> leaves<p dir="ltr">This dataset contains the non-redundant isoform GTF file of Ligusticum chuanxiong leaves, generated by FLAIR and SQANTI3 based on Oxford Nanopore long-read sequencing and publicly available short-read RNA-seq data. The file includes both annotated and novel isoforms from the two haplotypes (HapA and HapB) of L. chuanxiong.</p>
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Table 5_Stage-specific transcriptional atlas of goose satellite cells uncovers sex-biased molecular dynamics associated with embryonic skeletal muscle development.xlsxIntroduction<p>Sexual dimorphism in avian skeletal muscle is established during embryogenesis, but the stage-resolved transcriptional programs governing this process in geese remain largely unexplored.</p>Methods<p>To construct a stage-specific transcriptional atlas of muscle satellite cells (SMSCs), we performed histological examination and RNA sequencing of PAX7<sup>+</sup> SMSCs isolated from m
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Table 2_Transcription factor-driven metabolic stratification reveals glycolytic and lipogenic subtypes with distinct prognostic and functional features in pancreatic cancer.xlsxObjective<p>Pancreatic ductal adenocarcinoma (PDAC) exhibits profound molecular and metabolic heterogeneity associated with distinct phenotypic states. However, the contribution of transcription factor (TF)-driven regulatory programs to metabolic subtype stratification remains poorly understood. This study aims to determine whether TF-based classification can identify prognostically relevant glyco
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Table 1_Transcription factor-driven metabolic stratification reveals glycolytic and lipogenic subtypes with distinct prognostic and functional features in pancreatic cancer.xlsxObjective<p>Pancreatic ductal adenocarcinoma (PDAC) exhibits profound molecular and metabolic heterogeneity associated with distinct phenotypic states. However, the contribution of transcription factor (TF)-driven regulatory programs to metabolic subtype stratification remains poorly understood. This study aims to determine whether TF-based classification can identify prognostically relevant glyco