Human photoreceptor cells from different macular subregions have distinct transcriptional profiles [single-cell RNA-seq]
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ABSTRACT:
ORGANISM(S): Homo sapiens
PROVIDER: GSE169047 | GEO | 2021/05/13
REPOSITORIES: GEO
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Project description:Purpose: The goals of this study were to identify cell specific expression patterns from a donor with a presumed diagnosis of autoimmune retinopathy (AIR). A particular focus of this study was to identify expression signatures of Müller glia and astrocytes in AIR. Methods: Independent libraries were prepared for foveal and peripheral retina from five human donors in two experiments. Foveal and peripheral samples in donors 1-3 were acquired, analyzed, and uploaded in a previous experiment (GSE130636). In donors 4-5, new reads were acquired from a 2-mm fovea-centered punch and an 8-mm peripheral punch from the inferotemporal region in each donor. Donor 4 had no documented history of retinal disease. Donor 5 was followed for 19 years at the University of Iowa Hospitals and Clinics for progressive visual field loss and pigmentary changes and was given a presumptive diagnosis of autoimmune retinopathy. Foveal and peripheral retinal tissue were gently dissociated in papain for 1.25 hours before cryopreservation. In both experiments, libraries were sequenced on a HiSeq4000. Sequenced reads were mapped to the human genome build hg19 with CellRanger(v3.0.1) and filtered to remove cells likely to be doublets or cells with a high proportion of mitochondrial reads. Libraries from all five donors were aggregated to the same effective sequencing depth, and log-normalization of aggregated reads was performed with Seurat (v2.3.4) using a scale factor of 10,000. Results: A total of 23,429 cells were recovered after filtering with 117,885,744 corresponding reads. A total of 9,801 cells were recovered from the fovea while 13,628 cells were recovered from the periphery. A total of 7,189 cells were recovered from the donor with presumed AIR. In total, 23 clusters were identified and corresponded to all retinal cell types. The proportion of recovered cells was compared between the control (donors 1-4) and AIR (donor 5) patients. In addition, differential expression analysis identified genes enriched in each population of cells originating from the AIR donor. Particular emphasis was given to the expression profiles of glial cells (Müller cells and astrocytes) that originated from the AIR donor. Conclusions: This study provides a complementary clinical and molecular interrogation of the retina in a blinding inflammatory condition. Glial cells from the AIR donor were enriched in genes implicated in reactive gliosis, including ANXA1. Clinical, histologic, and transcriptomic evidence identify the loss of cone and rod photoreceptor cells with relative preservation of inner retinal cell types.
2020-02-17 | GSE142449 | GEO
Project description:Purpose: Single-cell RNA sequencing has revolutionized cell-type specific gene expression analysis. The goals of this study are to compare cell specific gene expression patterns between retinal cell types originating from the fovea and the periphery of human eyes. Methods: Independent libraries were prepared for foveal and peripheral samples of neural retina from three donors using the 10x Chromium system. Libraries were sequenced on a HiSeq4000. Sequenced reads were mapped to the human genome build hg19 will CellRanger(v3.0.1) and filters removed cells likely to be doublets or cells with a high proportion of mitochondrial reads. Clustering of cells with similar expression profiles was performed with Seurat (v2.3.4). Results: Independent libraries were prepared for foveal and peripheral samples of neural retina from three donors using the 10x Chromium system. Libraries were sequenced on a HiSeq4000. Sequenced reads were mapped to the human genome build hg19 will CellRanger(v3.0.1) and filters removed cells likely to be doublets or cells with a high proportion of mitochondrial reads. Clustering of cells with similar expression profiles was performed with Seurat (v2.3.4). Conclusions: Our study generates a large atlas of human retinal transcriptomes at the single cell level. We identified the majority of expected neural and supportive cell types, and describe regional differences in gene expression between the fovea and the periphery. Our results show that that single-cell RNA sequencing can be performed on human retina after cryopreservation, and that cone photoreceptors and Muller cells demonstrate region-specific patterns of gene expression.
2019-05-17 | GSE130636 | GEO
Project description:Purpose: The goals of this study were to identify cell specific expression patterns from infant and aged choroid, with a particular emphasis on how endothelial gene expression changes with age. Methods: Independent libraries were prepared for infant and adult choroidal cells from four human donors. Macular and peripheral samples from single-cell donors 18-21 were acquired, analyzed, and uploaded in a previous experiment (GSE135922). In single-cell donors 22-25, new reads were acquired from a 12-mm macula-centered punch. Choroidal punches gently dissociated in collagenase II for 1 hours before cryopreservation. Thawed cells were enriched endothelial cells by incubating with anti-CD31-microbeads. Both CD31-positive and CD31-negative libraries from single-cell donors 22-25 were sequenced on an Illumina NovaSeq system. Sequenced reads were mapped to the human genome build hg19 with CellRanger(v3.0.1) and filtered to remove cells likely to be doublets or cells with a high proportion of mitochondrial reads. Libraries from single-cell donors 22-25 were aggregated with donors 18-21 using canonical correlation analysis. Feature selection was performed with the variance stabilizing transformation before integration was performed with Seurat (v3.0.1). Results: A total of 37,070 cells were recovered after filtering with 415,740,738 corresponding reads. A total of 17,229 cells were recovered from infant libraries while 19,841 cells were recovered from the adult libraries. Clusters were assigned to known choroidal cell types based on expression of distinguishing marker genes. Differential expression analysis identified genes enriched in each population of cells originating from infant versus adult libraries. Particular emphasis was given to genes enriched in infant choriocapillaris endothelial cells. Conclusions: This study provides a transcriptomic comparison of infant and aged human donor choroid at the bulk and single-cell levels. The aged choroid, in particular the aged vasculature, is enriched in pro-inflammatory genes.
2020-04-23 | GSE149100 | GEO
Project description:Differences in regional protein expression within the human retina may explain molecular predisposition of specific regions to ophthalmic diseases like age-related macular degeneration, cystoid macular edema, retinitis pigmentosa, and diabetic retinopathy. To quantify protein levels in the human retina and identify patterns of differentially-expressed proteins, we collected foveal, macular, and peripheral retina punch biopsies from healthy donor eyes and analyzed protein content by liquid chromatography-tandem mass spectrometry (LC-MS/MS).
2018-02-26 | PXD008462 | Pride
Project description:Purpose: The goals of this study were to identify cell specific expression patterns from the fovea, perifovea, and macular neural retina. Methods: Independent libraries were prepared for human foveal (1mm), perifoveal (4mm), and macular (8mm) regions of neural retina. Poly-A selected RNA transcripts underwent 150 base-pair paired-end sequencing with an Illumina HiSeq 4000. Reads were mapped to the human genome hg19 with STAR (version = 020201) and quantified with the featureCounts function from the Rsubread package (version = 1.28.1). Differential expression analysis was performed with edgeR (version = 3.26.8). Results: Differential expression analysis identified genes enriched in each retinal region. Conclusions: This study provides a transcriptomic comparison of foveal, perifoveal, and macular human neural retina at the bulk and single-cell levels.
2021-05-13 | GSE169046 | GEO
Project description:Purpose: The goals of this study were to identify expression patterns in a large population of human donor choroids, including donors with early atrophic AMD Methods: Independent libraries were prepared for choroidal cells from twenty human donors. Macular samples from donors 1,2,3,5, 11, and 12 were acquired, analyzed, and uploaded in previous experiments (GSE135922 - donors 1,2, 11, and 12; GSE149100- donors 3 and 5). Choroidal punches were gently dissociated in collagenase II for 1 hour before cryopreservation. Thawed cells underwent endothelial cell enrichment by incubating with anti-CD31-microbeads. Final libraries were sequenced on an Illumina NovaSeq system. Sequenced reads were mapped to the human genome build hg38 with CellRanger(v6.0.0) and filtered to remove cells likely to be doublets or cells with a high proportion of mitochondrial reads. Feature selection was performed with the variance stabilizing transformation before integration was performed with Seurat (v4). Results: A total of 30416 cells were recovered after filtering with 5,607,479,828 corresponding reads. A total of 17097 cells were recovered from AMD donor libraries while 13319 cells were recovered from control donors. Clusters were assigned to known choroidal cell types based on expression of distinguishing marker genes. Differential expression analysis identified genes enriched in each population of cells originating from AMD versus control libraries. Particular emphasis was given to choriocapillaris endothelial cells. Conclusions: This study characterizes new gene expression signatures for several choroidal cells, including tissue resident macrophages, inflammatory macrophages, arterioles, and venules.
2022-02-21 | GSE183320 | GEO
Project description:Purpose: The goals of this study were to identify expression patterns in human macular neovascularization with spatial transcriptomics Methods: Independent libraries were prepared two human donors: one with macular neovascularation (MNV) and one healthy control. Three tissue sections were taken from the MNV donor and two from the control donor. From the right eyes of both donors, a 4 mm diameter macular punch was collected centered on the fovea centralis, as was a 4 mm peripheral punch approximately 12 mm superotemporal from the macula. Both central and peripheral punches (spanning retina, choroid and sclera) were placed in optimal cutting temperature compound (OCT) and were rapidly snap frozen in liquid nitrogen and stored at -80C. Final libraries were sequenced on an Illumina NovaSeq system. Sequenced reads were mapped to the human genome build hg38 with CellRanger(v7.0.0). Feature selection was performed with the variance stabilizing transformation with Seurat (v4). Results: Spots from the MNV and control donor were deconvoluted with CSIDE, which estimated the percent RNA contribution to each spot from different cell types. Differential expression was performed between the MNV and control donors. Within the area of neovascularization, endothelial cells were predicted to increase expression of genes related to Rho family GTPase signaling and integrin signaling. Likewise, VEGF and TGFB1 were identified as potential upstream regulators that could drive the observed gene expression changes produced by endothelial and retinal pigment epithelium cells in the macular neovascularization donor. Conclusions: Overall, this study spatially analyzes gene expression across the retina, retinal pigment epithelium, and choroid in health and describes a set of candidate molecules that become dysregulated in macular neovascularization.
2023-08-07 | GSE234047 | GEO
Project description:Purpose: The goals of this study were to identify cell specific expression patterns of the retinal pigment epithelium (RPE) and a variety of choroidal cell types originating from the macula and the periphery of human donor eyes, with a particular emphasis on identifying expression signatures of choroidal endothelial cells. Methods: Independent libraries were prepared for macular and peripheral samples of combined RPE/choroid from seven donors in two single cell sequencing experiments. In the first experiment, 8-mm macular and peripheral punches of RPE/choroid from Donors 1-3 were digested in papain prior to cryopreservation and subsequent GEM barcoding/library construction. Donors 1-2 had no noted ophthalmologic disease documented, while Donor 3 was diagnosed with age-related macular degeneration. In the second experiment, 12-mm macular and peripheral punches of RPE/choroid from Donors 4-7 were digested in collagenase II prior to cryopreservation, CD31-magentic bead enrichment and subsequent GEM barcoding/library construction. Donors 5-7 had no noted ophthalmologic disease documented, while Donor 4 was diagnosed with age-related macular degeneration. In both experiments, libraries were sequenced on a HiSeq4000. Sequenced reads were mapped to the human genome build hg19 will CellRanger(v3.0.1) and filters removed cells likely to be doublets or cells with a high proportion of mitochondrial reads. Clustering of cells with similar expression profiles was performed with Seurat (v3.0.2). Results: In the first experiment with unenriched RPE/choroid from donors 1-3, we recovered 4,355 cells post filtering with 40,177,477 corresponding reads. A total of 2,167 cells originated from the macula and 2,168 cells originated from the periphery. A total of 11 clusters were identified, and highly enriched genes in each cluster were used to classify clusters into their presumed dominant cell type. Differential expression analysis was performed between cells of macular and peripheral origin in each cluster and between donors with and without a history of age-related macular degeneration. Results: In the second experiment with CD31-enriched RPE/choroid from donors 4-7, we recovered 14,234 cells post filtering with 135,742,297 corresponding reads. A total of 7,647 cells originated from the macula and 6,587 cells originated from the periphery. A total of 8,521 of these cells were presumed endothelial cells. A total of 13 clusters were identified, and highly enriched genes in each cluster were used to classify clusters into their presumed dominant cell type(s). Differential expression analysis was performed between cells of macular and peripheral origin in each cluster and between donors with and without a history of age-related macular degeneration. Within each of the endothelial clusters (Clusters 5-8), differential expression analysis was performed between each cluster and the remaining endothelial cells. Conclusions: This study provides a large atlas of single-cell level gene expression patterns of the human retinal pigment epithelium and choroidal cell types. We identify expression patterns of most expected choroidal cell populations and describe macular versus peripheral regional differences. We additionally identify enriched transcripts in specific cell populations in age-related macular degeneration. We characterize gene expression patterns along the choroidal vascular tree, and identify populations of arterial, capillary, and venous endothelial cells. Our results show that single-cell sequencing can be performed on human RPE/choroid after cryopreservation, and that CD31 magnetic bead enrichment can be employed to enrich for endothelial cells for single-cell sequencing.
2019-10-30 | GSE135922 | GEO
Project description:Purpose: The goals of this study were to identify cell specific expression patterns from infant and aged choroid, with a particular emphasis on how endothelial gene expression changes with age. Methods: Independent libraries were prepared for infant and adult choroidal cells from seventeen human donors. Trephine punch biopsies were used to acquire central RPE and choroidal tissue (infants: 4 mm punch biopsy; adults: 8 mm hemisected punch biopsy). Poly-A selected RNA transcripts underwent 150 base-pair paired-end sequencing with an Illumina HiSeq 2000. Reads were mapped to the human genome hg19 with STAR (version = 020201) and quantified with the featureCounts function from the Rsubread package (version = 1.28.1). Differential expression analysis was performed with edgeR (version = 3.26.8). Results: Differential expression analysis identified genes enriched in infant versus adult libraries. Differentially expressed genes (p-value < 0.00001, FDR < 0.001, cpm >2, logFC > 1) were input into WebGestalt for over-representation analysis. Aged choroidal samples were enriched in proinflammatory genes. Conclusions: This study provides a transcriptomic comparison of infant and aged human donor choroid at the bulk and single-cell levels. The aged choroid, in particular the aged vasculature, is enriched in pro-inflammatory genes.
2020-04-23 | GSE149099 | GEO
Project description:Purpose: The goal of this study was to investigate the impact of CMP-001 on gene expression patterns within various immune cell subsets. Methods: Unfractionated PBMCs from a healthy donor were isolated via ficol gradient and treated with and without anti-Qbeta coated CMP-001 (10ug/ml) for 24 hours. Untreated and treated fractions were sequenced on an Illumina HiSeq4000 system. FASTQ files were generated from basecall files with the bcl2fastq software (Illumina) provided by the University of Iowa Institute of Human Genetics. Data files were subsequently downloaded to Argon and mapped to the prebuilt GRCh38 genome with CellRanger (version 3.0.1). After initial mapping datasets were merged together and clustering was performed based on merged data sets using Cell Ranger software. Cells with unique gene counts fewer than 300 or more than 4,000 per cell were eliminated along with a mitochondria gene cutoff of 25%. Log normalization of aggregated reads was performed with Seurat (version 3.0.2) using a scale factor of 10,000. Feature selection was performed with the variance stabilizing transformation before integration was performed with Seurat (v3.0.1). Results: A total of 17,280 cells were recovered after filtering. Clusters were identified based on expression of unique gene markers. Differential expression analysis identified genes enriched in each population of cells corresponding to untreated versus treated libraries. Particular emphasis was given to genes enriched in monocytes. Conclusions: We report that CMP-001 induces a variety of immune responses in each cell cluster, with a unique gene signature displayed by monocytes.
2021-06-30 | GSE162824 | GEO