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1.
bioRxiv ; 2023 Jul 29.
Article in English | MEDLINE | ID: mdl-37546772

ABSTRACT

Background: Reproducibility of human cortical organoid (hCO) phenotypes remains a concern for modeling neurodevelopmental disorders. While guided hCO protocols reproducibly generate cortical cell types in multiple cell lines at one site, variability across sites using a harmonized protocol has not yet been evaluated. We present an hCO cross-site reproducibility study examining multiple phenotypes. Methods: Three independent research groups generated hCOs from one induced pluripotent stem cell (iPSC) line using a harmonized miniaturized spinning bioreactor protocol. scRNA-seq, 3D fluorescent imaging, phase contrast imaging, qPCR, and flow cytometry were used to characterize the 3 month differentiations across sites. Results: In all sites, hCOs were mostly cortical progenitor and neuronal cell types in reproducible proportions with moderate to high fidelity to the in vivo brain that were consistently organized in cortical wall-like buds. Cross-site differences were detected in hCO size and morphology. Differential gene expression showed differences in metabolism and cellular stress across sites. Although iPSC culture conditions were consistent and iPSCs remained undifferentiated, primed stem cell marker expression prior to differentiation correlated with cell type proportions in hCOs. Conclusions: We identified hCO phenotypes that are reproducible across sites using a harmonized differentiation protocol. Previously described limitations of hCO models were also reproduced including off-target differentiations, necrotic cores, and cellular stress. Improving our understanding of how stem cell states influence early hCO cell types may increase reliability of hCO differentiations. Cross-site reproducibility of hCO cell type proportions and organization lays the foundation for future collaborative prospective meta-analytic studies modeling neurodevelopmental disorders in hCOs.

2.
Elife ; 122023 Jan 11.
Article in English | MEDLINE | ID: mdl-36629315

ABSTRACT

Expression quantitative trait loci (eQTL) data have proven important for linking non-coding loci to protein-coding genes. But eQTL studies rarely measure microRNAs (miRNAs), small non-coding RNAs known to play a role in human brain development and neurogenesis. Here, we performed small-RNA sequencing across 212 mid-gestation human neocortical tissue samples, measured 907 expressed miRNAs, discovering 111 of which were novel, and identified 85 local-miRNA-eQTLs. Colocalization of miRNA-eQTLs with GWAS summary statistics yielded one robust colocalization of miR-4707-3p expression with educational attainment and brain size phenotypes, where the miRNA expression increasing allele was associated with decreased brain size. Exogenous expression of miR-4707-3p in primary human neural progenitor cells decreased expression of predicted targets and increased cell proliferation, indicating miR-4707-3p modulates progenitor gene regulation and cell fate decisions. Integrating miRNA-eQTLs with existing GWAS yielded evidence of a miRNA that may influence human brain size and function via modulation of neocortical brain development.


Subject(s)
MicroRNAs , Neocortex , Neurogenesis , Humans , Gene Expression Profiling , Gene Expression Regulation , MicroRNAs/genetics , MicroRNAs/metabolism , Neocortex/anatomy & histology , Neocortex/growth & development , Organ Size , Phenotype , Quantitative Trait Loci
3.
Biol Psychiatry ; 93(1): 8-17, 2023 01 01.
Article in English | MEDLINE | ID: mdl-36307327

ABSTRACT

BACKGROUND: Bipolar disorder is a highly heritable neuropsychiatric condition affecting more than 1% of the human population. Lithium salts are commonly prescribed as a mood stabilizer for individuals with bipolar disorder. Lithium is clinically effective in approximately half of treated individuals, and their genetic backgrounds are known to influence treatment outcomes. While the mechanism of lithium's therapeutic action is unclear, it stimulates adult neural progenitor cell proliferation, similar to some antidepressant drugs. METHODS: To identify common genetic variants that modulate lithium-induced proliferation, we conducted an EdU incorporation assay in a library of 80 genotyped human neural progenitor cells treated with lithium. These data were used to perform a genome-wide association study to identify common genetic variants that influence lithium-induced neural progenitor cell proliferation. We manipulated the expression of a putatively causal gene using CRISPRi/a (clustered regularly interspaced short palindromic repeats interference/activation) constructs to experimentally verify lithium-induced proliferation effects. RESULTS: We identified a locus on chr3p21.1 associated with lithium-induced proliferation. This locus is also associated with bipolar disorder risk, schizophrenia risk, and interindividual differences in intelligence. We identified a single gene, GNL3, whose expression temporally increased in an allele-specific fashion following lithium treatment. Experimentally increasing the expression of GNL3 led to increased proliferation under baseline conditions, while experimentally decreasing GNL3 expression suppressed lithium-induced proliferation. CONCLUSIONS: Our experiments reveal that common genetic variation modulates lithium-induced neural progenitor proliferation and that GNL3 expression is necessary for the full proliferation-stimulating effects of lithium. These results suggest that performing genome-wide associations in genetically diverse human cell lines is a useful approach to discover context-specific pharmacogenomic effects.


Subject(s)
Bipolar Disorder , Lithium , Adult , Humans , Lithium/pharmacology , Lithium/metabolism , Lithium/therapeutic use , Genome-Wide Association Study/methods , Bipolar Disorder/drug therapy , Bipolar Disorder/genetics , Bipolar Disorder/metabolism , Genetic Variation , Cell Proliferation , Nuclear Proteins/genetics , GTP-Binding Proteins/genetics , GTP-Binding Proteins/metabolism , GTP-Binding Proteins/therapeutic use
4.
Am J Hum Genet ; 108(9): 1647-1668, 2021 09 02.
Article in English | MEDLINE | ID: mdl-34416157

ABSTRACT

Interpretation of the function of non-coding risk loci for neuropsychiatric disorders and brain-relevant traits via gene expression and alternative splicing quantitative trait locus (e/sQTL) analyses is generally performed in bulk post-mortem adult tissue. However, genetic risk loci are enriched in regulatory elements active during neocortical differentiation, and regulatory effects of risk variants may be masked by heterogeneity in bulk tissue. Here, we map e/sQTLs, and allele-specific expression in cultured cells representing two major developmental stages, primary human neural progenitors (n = 85) and their sorted neuronal progeny (n = 74), identifying numerous loci not detected in either bulk developing cortical wall or adult cortex. Using colocalization and genetic imputation via transcriptome-wide association, we uncover cell-type-specific regulatory mechanisms underlying risk for brain-relevant traits that are active during neocortical differentiation. Specifically, we identified a progenitor-specific eQTL for CENPW co-localized with common variant associations for cortical surface area and educational attainment.


Subject(s)
Chromosomal Proteins, Non-Histone/genetics , Gene Expression Regulation, Developmental , Neocortex/metabolism , Neurogenesis/genetics , Neurons/metabolism , Quantitative Trait Loci , Alleles , Alzheimer Disease/diagnosis , Alzheimer Disease/genetics , Alzheimer Disease/metabolism , Cell Differentiation , Chromatin/chemistry , Chromatin/metabolism , Chromosomal Proteins, Non-Histone/metabolism , Chromosome Mapping , Educational Status , Female , Fetus , Genetic Predisposition to Disease , Genome, Human , Genome-Wide Association Study , Humans , Male , Neocortex/cytology , Neocortex/growth & development , Neural Stem Cells/cytology , Neural Stem Cells/metabolism , Neurons/cytology , Neuroticism , Parkinson Disease/diagnosis , Parkinson Disease/genetics , Parkinson Disease/metabolism , Primary Cell Culture , Prognosis , Schizophrenia/diagnosis , Schizophrenia/genetics , Schizophrenia/metabolism , Transcriptome
5.
Nat Neurosci ; 24(7): 941-953, 2021 07.
Article in English | MEDLINE | ID: mdl-34017130

ABSTRACT

Common genetic risk for neuropsychiatric disorders is enriched in regulatory elements active during cortical neurogenesis. However, it remains poorly understood as to how these variants influence gene regulation. To model the functional impact of common genetic variation on the noncoding genome during human cortical development, we performed the assay for transposase accessible chromatin using sequencing (ATAC-seq) and analyzed chromatin accessibility quantitative trait loci (QTL) in cultured human neural progenitor cells and their differentiated neuronal progeny from 87 donors. We identified significant genetic effects on 988/1,839 neuron/progenitor regulatory elements, with highly cell-type and temporally specific effects. A subset (roughly 30%) of chromatin accessibility-QTL were also associated with changes in gene expression. Motif-disrupting alleles of transcriptional activators generally led to decreases in chromatin accessibility, whereas motif-disrupting alleles of repressors led to increases in chromatin accessibility. By integrating cell-type-specific chromatin accessibility-QTL and brain-relevant genome-wide association data, we were able to fine-map and identify regulatory mechanisms underlying noncoding neuropsychiatric disorder risk loci.


Subject(s)
Gene Expression Regulation, Developmental/genetics , Genetic Variation/genetics , Mental Disorders/genetics , Neurons/physiology , Quantitative Trait Loci/genetics , Cell Differentiation/physiology , Chromatin/genetics , Genetic Predisposition to Disease/genetics , Genome-Wide Association Study , Humans , Neural Stem Cells/physiology , Neurogenesis/genetics , Regulatory Elements, Transcriptional/genetics , Transcription Factors/genetics
6.
ACS Omega ; 3(9): 11383-11391, 2018 Sep 30.
Article in English | MEDLINE | ID: mdl-30288463

ABSTRACT

In mass spectrometry (MS)-based proteomics, protein and peptide sequences are determined by the isolation and subsequent fragmentation of precursor ions. When an isolation window captures only part of a precursor's isotopic distribution, the isotope distributions of the fragments depend on the subset of isolated precursor isotopes. Approximation of the expected isotope distributions of these fragments prior to sequence determination enables MS2 deisotoping, monoisotopic mass calculation, charge assignment of fragment peaks, and deconvolution of chimeric spectra. However, currently such methods do not exist, and precursor isotope distributions are often used as a proxy. Here, we present methods that approximate the isotope distribution of a biomolecule's fragment given its monoisotopic mass, the monoisotopic mass of its precursor, the set of isolated precursor isotopes, and optionally sulfur atom content. Our methods use either the Averagine model or splines, the latter of which have similar accuracy to the Averagine approach, but are 20 times faster to compute. Theoretical and approximated isotope distributions are consistent for fragments of in silico digested peptides. Furthermore, mass spectrometry experiments with the angiotensin I peptide and HeLa cell lysate demonstrate that the fragment methods match isotope peaks in MS2 spectra more accurately than the precursor Averagine approach. The algorithms for the approximation of fragment isotope distributions have been added to the OpenMS software library. By providing the means for analyzing fragment isotopic distributions, these methods will improve MS2 spectra interpretation.

7.
Biochemistry ; 57(2): 241-254, 2018 01 16.
Article in English | MEDLINE | ID: mdl-29303250

ABSTRACT

Lipoprotein lipase (LPL) is a dimeric enzyme that is responsible for clearing triglyceride-rich lipoproteins from the blood. Although LPL plays a key role in cardiovascular health, an experimentally derived three-dimensional structure has not been determined. Such a structure would aid in understanding mutations in LPL that cause familial LPL deficiency in patients and help in the development of therapeutic strategies to target LPL. A major obstacle to structural studies of LPL is that LPL is an unstable protein that is difficult to produce in the quantities needed for nuclear magnetic resonance or crystallography. We present updated LPL structural models generated by combining disulfide mapping, computational modeling, and data derived from single-molecule Förster resonance energy transfer (smFRET). We pioneer the technique of smFRET for use with LPL by developing conditions for imaging active LPL and identifying positions in LPL for the attachment of fluorophores. Using this approach, we measure LPL-LPL intermolecular interactions to generate experimental constraints that inform new computational models of the LPL dimer structure. These models suggest that LPL may dimerize using an interface that is different from the dimerization interface suggested by crystal packing contacts seen in structures of pancreatic lipase.


Subject(s)
Fluorescence Resonance Energy Transfer/methods , Single Molecule Imaging/methods , Biotinylation , Computational Biology , Cysteine/chemistry , Dimerization , HEK293 Cells , Humans , Lipoprotein Lipase/chemistry , Lipoprotein Lipase/genetics , Lipoproteins/metabolism , Models, Molecular , Molecular Docking Simulation , Protein Conformation , Recombinant Proteins/chemistry , Triglycerides/metabolism
8.
Biochemistry ; 56(3): 525-533, 2017 01 24.
Article in English | MEDLINE | ID: mdl-27984852

ABSTRACT

Lipoprotein lipase (LPL) is responsible for the hydrolysis of triglycerides from circulating lipoproteins. Whereas most identified mutations in the LPL gene are deleterious, one mutation, LPLS447X, causes a gain of function. This mutation truncates two amino acids from LPL's C-terminus. Carriers of LPLS447X have decreased VLDL levels and increased HDL levels, a cardioprotective phenotype. LPLS447X is used in Alipogene tiparvovec, the gene therapy product for individuals with familial LPL deficiency. It is unclear why LPLS447X results in a serum lipid profile more favorable than that of LPL. In vitro reports vary as to whether LPLS447X is more active than LPL. We report a comprehensive, biochemical comparison of purified LPLS447X and LPL dimers. We found no difference in specific activity on synthetic and natural substrates. We also did not observe a difference in the Ki for ANGPTL4 inhibition of LPLS447X relative to that of LPL. Finally, we analyzed LPL-mediated uptake of fluorescently labeled lipoprotein particles and found that LPLS447X enhanced lipoprotein uptake to a greater degree than LPL did. An LPL structural model suggests that the LPLS447X truncation exposes residues implicated in LPL binding to uptake receptors.


Subject(s)
Cholesterol, HDL/chemistry , Cholesterol, LDL/chemistry , Lipoprotein Lipase/chemistry , Mutation , Receptors, Lipoprotein/chemistry , Triglycerides/chemistry , Angiopoietin-Like Protein 4 , Angiopoietins/chemistry , Angiopoietins/genetics , Angiopoietins/metabolism , Animals , Biological Transport , Cholesterol, HDL/metabolism , Cholesterol, LDL/metabolism , Cholesterol, VLDL/chemistry , Cholesterol, VLDL/metabolism , Gene Expression , Humans , Hyperlipidemias/blood , Hyperlipidemias/genetics , Hyperlipidemias/pathology , Lipoprotein Lipase/genetics , Lipoprotein Lipase/metabolism , Mice , Models, Molecular , Protein Binding , Protein Domains , Protein Multimerization , Protein Structure, Secondary , Receptors, Lipoprotein/genetics , Receptors, Lipoprotein/metabolism , Recombinant Proteins/chemistry , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , Serine/chemistry , Serine/metabolism , Substrate Specificity , Triglycerides/metabolism
9.
J Biol Chem ; 288(40): 28524-34, 2013 Oct 04.
Article in English | MEDLINE | ID: mdl-23960078

ABSTRACT

Elevated triglycerides are associated with an increased risk of cardiovascular disease, and lipoprotein lipase (LPL) is the rate-limiting enzyme for the hydrolysis of triglycerides from circulating lipoproteins. The N-terminal domain of angiopoietin-like protein 4 (ANGPTL4) inhibits LPL activity. ANGPTL4 was previously described as an unfolding molecular chaperone of LPL that catalytically converts active LPL dimers into inactive monomers. Our studies show that ANGPTL4 is more accurately described as a reversible, noncompetitive inhibitor of LPL. We find that inhibited LPL is in a complex with ANGPTL4, and upon dissociation, LPL regains lipase activity. Furthermore, we have generated a variant of ANGPTL4 that is dependent on divalent cations for its ability to inhibit LPL. We show that LPL inactivation by this regulatable variant of ANGPTL4 is fully reversible after treatment with a chelator.


Subject(s)
Angiopoietins/metabolism , Lipoprotein Lipase/antagonists & inhibitors , Multiprotein Complexes/metabolism , Angiopoietins/isolation & purification , Animals , Biocatalysis , Cattle , Chromatography, Affinity , Cross-Linking Reagents , Enzyme Activation , Heparin , Hot Temperature , Lipoprotein Lipase/isolation & purification , Lipoprotein Lipase/metabolism , Microscopy, Atomic Force , Models, Biological , Sepharose , Time Factors
10.
PLoS One ; 8(6): e66248, 2013.
Article in English | MEDLINE | ID: mdl-23776643

ABSTRACT

In addition to their degradative role in protein turnover, proteases play a key role as positive or negative regulators of signal transduction pathways and therefore their dysregulation contributes to many disease states. Regulatory roles of proteases include their hormone-like role in triggering G protein-coupled signaling (Protease-Activated-Receptors); their role in shedding of ligands such as EGF, Notch and Fas; and their role in signaling events that lead to apoptotic cell death. Dysregulated activation of apoptosis by the caspase family of proteases has been linked to diseases such as cancer, autoimmunity and inflammation. In an effort to better understand the role of proteases in health and disease, a luciferase biosensor is described which can quantitatively report proteolytic activity in live cells and mouse models. The biosensor, hereafter referred to as GloSensor Caspase 3/7 has a robust signal to noise (50-100 fold) and dynamic range such that it can be used to screen for pharmacologically active compounds in high throughput campaigns as well as to study cell signaling in rare cell populations such as isolated cancer stem cells. The biosensor can also be used in the context of genetically engineered mouse models of human disease wherein conditional expression using the Cre/loxP technology can be implemented to investigate the role of a specific protease in living subjects. While the regulation of apoptosis by caspase's was used as an example in these studies, biosensors to study additional proteases involved in the regulation of normal and pathological cellular processes can be designed using the concepts presented herein.


Subject(s)
Caspases/metabolism , Luminescent Measurements/methods , Animals , Apoptosis/physiology , Biosensing Techniques , Blotting, Western , Cell Line, Tumor , Humans , Mice , Peptide Hydrolases/metabolism
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