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Biology subjects

Lieberman, R.

Publications and source records attributed to Lieberman, R..

7 recordsLinked to original sources

Cellular heterogeneity and dynamics of the human uterus in healthy premenopausal women

The human uterus is a complex and dynamic organ whose lining grows, remodels, and regenerates in every menstrual cycle or upon tissue damage. Here we applied single-cell RNA sequencing to profile more the 50,000 uterine cells from both the endometrium and myometrium of 5 healthy premenopausal individuals, and jointly analyzed the data with a previously published dataset from 15 subjects. The resulting normal uterus cell atlas contains more than 167K cells representing the lymphatic endothelium, blood endothelium, stromal, ciliated epithelium, unciliated epithelium, and immune cell populations. Focused analyses within each major cell type and comparisons with subtype labels from prior studies allowed us to document supporting evidence, resolve naming conflicts, and to propose a consensus annotation system of 39 subtypes. We release their gene expression centroids, differentially expressed genes, and mRNA patterns of literature-based markers as a shared community resource. We find many subtypes show dynamic changes over different phases of the cycle and identify multiple potential progenitor cells: compartment-wide progenitors for each major cell type, transitional cells that are upstream of other subtypes, and potential cross-lineage multipotent stromal progenitors that may be capable of replenishing the epithelial, stromal, and endothelial compartments. When compared to the healthy premenopausal samples, a postpartum and a postmenopausal uterus sample revealed substantially altered tissue composition, involving the rise or fall of stromal, endothelial, and immune cells. The cell taxonomy and molecular markers we report here are expected to inform studies of both basic biology of uterine function and its disorders. SIGNIFICANCEWe present single-cell RNA sequencing data from seven individuals (five healthy pre-menopausal women, one post-menopausal woman, and one postpartum) and perform an integrated analysis of this data alongside 15 previously published scRNA-seq datasets. We identified 39 distinct cell subtypes across four major cell types in the uterus. By using RNA velocity analysis and centroid-centroid comparisons we identify multiple computationally predicted progenitor populations for each of the major cell compartments, as well as potential cross-compartment, multi-potent progenitors. While the function and interactions of these cell populations remain to be validated through future experiments, the markers and their "dual characteristics" that we describe will serve as a rich resource to the scientific community. Importantly, we address a significant challenge in the field: reconciling multiple uterine cell taxonomies being proposed. To achieve this, we focused on integrating historical and contemporary knowledge across multiple studies. By providing detailed evidence used for cell classification we lay the groundwork for establishing a stable, consensus cell atlas of the human uterus.

cell biology↗

Elevated alpha-synuclein attenuates phagocytosis in SNCA triplication human iPSC-derived neuron:microglia co-cultures

Synucleinopathies such as Parkinsons disease (PD) are characterized by pathologic production, aggregation, and cell-to-cell transmission of -synuclein (-syn) protein that results in impaired cellular function. While neurons of the substantia nigra pars compacta express high levels of -synuclein and are highly vulnerable to its aberrant expression or conformation, brain-resident macrophages (microglia) are also sensitive to abnormal -synuclein, with recent reports indicating that elevated levels impair phagocytic ability in vivo and in vitro. To explore the impact of elevated -syn on microglial function we employed a co-culture model containing iPSC-derived neurons and microglia-like cells. iPSCs from healthy control donors and a Parkinsons donor with an allelic triplication of the SNCA gene locus were differentiated into neurons and microglia-like cells. In monoculture, neurons and microglia generated from the SNCA triplication donor expressed higher levels of SNCA transcript and protein. Neurons were found to have significantly greater expression of SNCA compared to microglia, regardless of donor genotype. Co-cultures of neurons and microglia revealed that microglia cultured with SNCA triplication neurons displayed reduction in phagocytosis of fluorescent E. coli, irrespective of microglia donor genotype. SNCA mRNA and protein expression could be reduced with treatment with an antisense oligonucleotide (ASO) targeting SNCA. ASO treatment partially rescued microglia phagocytosis in SNCA triplication co-cultures and in co-cultures containing SNCA triplication neurons and healthy control microglia. Our results complement and extend previous findings of impaired microglial function in the presence of elevated -synuclein in a novel patient-derived co-culture model that utilizes more disease-relevant conditions rather than the relaying on the addition of exogenous -synuclein.

neuroscience↗

Bayesian Metamodeling of pancreatic islet architecture and functional dynamics

The pancreatic islet (islet of Langerhans) is a mini-organ comprising several thousand endocrine cells, functioning jointly to maintain normoglycemia. Cellular networks within an islet were shown to influence its function in health and disease, but there are major gaps in our quantitative understanding of such architecture-function relations. Comprehensive modeling of an islet architecture and function requires the integration of vast amounts of information obtained through different experimental and theoretical approaches. To address this challenge, our lab has recently developed Bayesian metamodeling, a general approach for modeling complex systems by integrating heterogeneous input models. Here, we further developed metamodeling and applied it to construct a metamodel of a pancreatic islet. The metamodel relates islet architecture and function by combining a Monte-Carlo model of architecture trained on islet imaging data; and an ordinary differential equations (ODEs) mathematical model of function trained on calcium imaging, hormone imaging, and electrophysiological data. These input models are converted to a standardized statistical representation relying on Probabilistic Graphical Models; coupled by modeling their mutual relations with the physical world; and finally, harmonized through backpropagation. We validate the metamodel using existing data and use it to derive a testable hypothesis regarding the functional effect of varying intercellular connections. Since metamodeling currently requires substantial expert intervention, we also develop an automation tool for converting models to PGMs (step I) using feedforward neural networks. This automation is a first step towards automating the entire metamodeling process, working towards collaborative science through sharing of expertise, resources, data, and models.

systems biology↗

Formation of multinucleated globoid cells in Krabbe iPSC-derived microglia cultures: a preliminary investigation

Globoid cell leukodystrophy (Krabbe disease) is a severe demyelinating, neurodegenerative lysosomal storage disorder caused by deficiency in glycosphingolipid catabolic enzyme galactosylceramidase (GALC). Histologically, Krabbe disease is characterized by the appearance of large multinucleated globoid cells that express classical macrophage markers (both of brain-resident microglia and peripheral monocyte-derived). Globoid cells reside near areas of degeneration; however, their functional significance in disease progression remains unclear. In the current study, we differentiated microglia-like cells from iPSCs from a donor with infantile Krabbe disease and compared them to microglia generated from two healthy controls and two donors with the lysosomal storage disorder metachromatic leukodystrophy (MLD), which is genetically distinct from Krabbe disease but presents similarly in terms of severity of demyelination and neurodegeneration. We report the novel finding of prominent formation of giant multinucleated globoid cells from the microglia derived from the Krabbe donor, but not from healthy control or MLD donors. The Krabbe microglia displayed reduced IL-6 protein expression upon stimulation with lipopolysaccharide, and the multinucleated globoid cells themselves appeared deficient in phagocytosis of both disease-relevant myelin debris and E. coli, together hinting at an impairment of normal function. The formation of the globoid cells could be attenuated by fully replacing the medium following passaging, suggesting that yet-to-be determined secreted factors are influencing cell fusion in our culture system. While preliminary, our results imply that globoid cells may be detrimental in Krabbe disease by hindering the normal function of brain-residing macrophages.

neuroscience↗

Molecular correlates of topiramate and GRIK1 rs2832407 genotype in pluripotent stem cell-derived neural cultures

There is growing evidence that the anticonvulsant topiramate is efficacious in reducing alcohol consumption. Further, an intronic single nucleotide polymorphism (rs2832407, C A) in the GRIK1 gene, which encodes the GluK1 subunit of the excitatory kainate receptor, predicted topiramates effectiveness in reducing heavy drinking in a clinical trial. In the current study, we differentiated a total of 22 induced pluripotent stem cell (iPSCs) lines characterized by GRIK1 rs2832407 genotype (10 A/A and 12 C/C) into forebrain-lineage neural cultures to explore molecular correlates of GRIK1 genotype that may relate to topiramates ability to reduce drinking. Our differentiation protocol yielded mixed neural cultures enriched for glutamatergic neurons. Characterization of the GRIK1 locus revealed no effect of rs2832407 genotype on GRIK1 isoform mRNA expression, however a significant difference was observed on GRIK1 antisense-2, with higher expression in C/C neural cultures. Differential effects of acute exposure to 5 M topiramate were observed on the frequency of spontaneous synaptic activity in A/A vs. C/C neurons, with a smaller reduction in excitatory event frequency and a greater reduction in inhibitory event frequency observed in C/C donor neurons. This work highlights the use of iPSC technologies to study pharmacogenetic treatment effects in psychiatric disorders and furthers our understanding of the molecular effects of topiramate exposure in human neural cells.

neuroscience↗

Alcohol-responsive genes identified in human iPSC-derived neural cultures

Alcohol use contributes to numerous diseases and injuries. The nervous system is affected by alcohol in diverse ways, though the molecular mechanisms of these effects are not clearly understood. Using human-induced pluripotent stem cells (iPSCs), we developed a neural cell culture model to identify the mechanisms of alcohols effects. iPSCs were generated from fibroblasts and differentiated into forebrain neural cells cultures that were treated with 50 mM alcohol or sham conditions (same media lacking alcohol) for 7 days. We analyzed gene expression using total RNA sequencing (RNA-seq) for 34 samples derived from 11 subjects and for 10 samples from 5 subjects in an independent experiment that had intermittent exposure to the same dose of alcohol. We also analyzed genetic effects on gene expression and conducted a weighted correlation network analysis. We found that differentiated neural cell cultures have the capacity to recapitulate gene regulatory effects previously observed in specific primary neural tissues and identified 226 genes that were differentially expressed (FDR< 0.1) after alcohol treatment. The effects on expression included decreases in INSIG1 and LDLR, two genes involved in cholesterol homeostasis. We also identified a module of 58 co-expressed genes that were uniformly decreased following alcohol exposure. The majority of these effects were supported in the independent alcohol exposure experiment. Enrichment analysis linked the alcohol responsive genes to cell cycle, notch signaling, and cholesterol biosynthesis pathways, which are disrupted in several neurological disorders. Our findings suggest that there is convergence between these disorders and the effects of alcohol exposure.

neuroscience↗

Hyperexcitable phenotypes in iPSC-derived neurons from patients with 15q11-q13 duplication syndrome, a genetic form of autism

Chromosome 15q11-q13 duplication syndrome (Dup15q) is a neurogenetic disorder caused by duplications of the maternal copy of this region. In addition to hypotonia, motor deficits, and language impairments, Dup15q patients commonly meet the criteria for autism spectrum disorder (ASD) and have a high prevalence of seizures. Here, we explored mechanisms of hyperexcitability in neurons derived from induced pluripotent stem cell (iPSC) lines from Dup15q patients. Maturation of resting membrane potential in Dup15q-derived neurons was similar to neurons from unaffected control subjects, but Dup15q neurons had delayed action potential maturation and increased synaptic event frequency and amplitude. Dup15q neurons also showed impairments in activity-dependent synaptic plasticity and homeostatic synaptic scaling. Finally, Dup15q neurons showed an increased frequency of spontaneous action potential firing compared to control neurons, in part due to disruption of KCNQ2 channels. Together these data point to multiple mechanisms underlying hyperexcitability that may provide new targets for the treatment of seizures and other phenotypes associated with Dup15q.

neuroscience↗