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1.
Nature ; 602(7896): 268-273, 2022 02.
Article in English | MEDLINE | ID: mdl-35110736

ABSTRACT

Genetic risk for autism spectrum disorder (ASD) is associated with hundreds of genes spanning a wide range of biological functions1-6. The alterations in the human brain resulting from mutations in these genes remain unclear. Furthermore, their phenotypic manifestation varies across individuals7,8. Here we used organoid models of the human cerebral cortex to identify cell-type-specific developmental abnormalities that result from haploinsufficiency in three ASD risk genes-SUV420H1 (also known as KMT5B), ARID1B and CHD8-in multiple cell lines from different donors, using single-cell RNA-sequencing (scRNA-seq) analysis of more than 745,000 cells and proteomic analysis of individual organoids, to identify phenotypic convergence. Each of the three mutations confers asynchronous development of two main cortical neuronal lineages-γ-aminobutyric-acid-releasing (GABAergic) neurons and deep-layer excitatory projection neurons-but acts through largely distinct molecular pathways. Although these phenotypes are consistent across cell lines, their expressivity is influenced by the individual genomic context, in a manner that is dependent on both the risk gene and the developmental defect. Calcium imaging in intact organoids shows that these early-stage developmental changes are followed by abnormal circuit activity. This research uncovers cell-type-specific neurodevelopmental abnormalities that are shared across ASD risk genes and are finely modulated by human genomic context, finding convergence in the neurobiological basis of how different risk genes contribute to ASD pathology.


Subject(s)
Autism Spectrum Disorder , Genetic Predisposition to Disease , Neurons , Autism Spectrum Disorder/genetics , Autism Spectrum Disorder/metabolism , Autism Spectrum Disorder/pathology , Cerebral Cortex/cytology , DNA-Binding Proteins/genetics , GABAergic Neurons/metabolism , GABAergic Neurons/pathology , Histone-Lysine N-Methyltransferase/genetics , Humans , Neurons/classification , Neurons/metabolism , Neurons/pathology , Organoids/cytology , Proteomics , RNA-Seq , Single-Cell Analysis , Transcription Factors/genetics
2.
Nat Methods ; 19(3): 284-295, 2022 03.
Article in English | MEDLINE | ID: mdl-34811556

ABSTRACT

Tissues and organs are composed of distinct cell types that must operate in concert to perform physiological functions. Efforts to create high-dimensional biomarker catalogs of these cells have been largely based on single-cell sequencing approaches, which lack the spatial context required to understand critical cellular communication and correlated structural organization. To probe in situ biology with sufficient depth, several multiplexed protein imaging methods have been recently developed. Though these technologies differ in strategy and mode of immunolabeling and detection tags, they commonly utilize antibodies directed against protein biomarkers to provide detailed spatial and functional maps of complex tissues. As these promising antibody-based multiplexing approaches become more widely adopted, new frameworks and considerations are critical for training future users, generating molecular tools, validating antibody panels, and harmonizing datasets. In this Perspective, we provide essential resources, key considerations for obtaining robust and reproducible imaging data, and specialized knowledge from domain experts and technology developers.


Subject(s)
Antibodies , Cell Communication , Diagnostic Imaging
3.
Sci Rep ; 10(1): 21487, 2020 12 08.
Article in English | MEDLINE | ID: mdl-33293587

ABSTRACT

Brain organoids grown from human pluripotent stem cells self-organize into cytoarchitectures resembling the developing human brain. These three-dimensional models offer an unprecedented opportunity to study human brain development and dysfunction. Characterization currently sacrifices spatial information for single-cell or histological analysis leaving whole-tissue analysis mostly unexplored. Here, we present the SCOUT pipeline for automated multiscale comparative analysis of intact cerebral organoids. Our integrated technology platform can rapidly clear, label, and image intact organoids. Algorithmic- and convolutional neural network-based image analysis extract hundreds of features characterizing molecular, cellular, spatial, cytoarchitectural, and organoid-wide properties from fluorescence microscopy datasets. Comprehensive analysis of 46 intact organoids and ~ 100 million cells reveals quantitative multiscale "phenotypes" for organoid development, culture protocols and Zika virus infection. SCOUT provides a much-needed framework for comparative analysis of emerging 3D in vitro models using fluorescence microscopy.


Subject(s)
Cerebral Cortex/growth & development , Organoids/cytology , Organoids/growth & development , Brain/cytology , Cell Differentiation , Humans , Image Processing, Computer-Assisted , Induced Pluripotent Stem Cells/cytology , Microscopy, Fluorescence/methods , Nerve Net/diagnostic imaging , Neurons/cytology , Phenotype , Pluripotent Stem Cells/cytology
4.
Nat Methods ; 17(6): 609-613, 2020 06.
Article in English | MEDLINE | ID: mdl-32424271

ABSTRACT

We developed entangled link-augmented stretchable tissue-hydrogel (ELAST), a technology that transforms tissues into elastic hydrogels to enhance macromolecular accessibility and mechanical stability simultaneously. ELASTicized tissues are highly stretchable and compressible, which enables reversible shape transformation and faster delivery of probes into intact tissue specimens via mechanical thinning. This universal platform may facilitate rapid and scalable molecular phenotyping of large-scale biological systems, such as human organs.


Subject(s)
Hydrogels/chemistry , Staining and Labeling/methods , Tissue Engineering/methods , Acrylamide/chemistry , Animals , Biomechanical Phenomena , Biomimetic Materials/chemistry , Bioprinting , Cerebral Cortex/chemistry , Cross-Linking Reagents/chemistry , Elastic Modulus , Hippocampus/chemistry , Humans , Materials Testing , Mice , Stress, Mechanical , Tensile Strength
5.
J Neurosci ; 38(44): 9330-9337, 2018 10 31.
Article in English | MEDLINE | ID: mdl-30381424

ABSTRACT

In this photo essay, we present a sampling of technologies from laboratories at the forefront of whole-brain clearing and imaging for high-resolution analysis of cell populations and neuronal circuits. The data presented here were provided for the eponymous Mini-Symposium presented at the Society for Neuroscience's 2018 annual meeting.


Subject(s)
Brain/cytology , Imaging, Three-Dimensional/methods , Microscopy/methods , Nerve Net/cytology , Neurons , Animals , Brain/anatomy & histology , Brain/ultrastructure , Humans , Imaging, Three-Dimensional/trends , Microscopy/trends , Microscopy, Confocal/methods , Microscopy, Confocal/trends , Microscopy, Fluorescence/methods , Microscopy, Fluorescence/trends , Nerve Net/ultrastructure , Neurons/ultrastructure
6.
Nat Photonics ; 11: 583-588, 2017.
Article in English | MEDLINE | ID: mdl-29201136

ABSTRACT

Owing to their electromagnetic properties, tunability and biocompatibility, gold nanorods (GNRs) are being investigated as multifunctional probes for a range of biomedical applications. However, detection beyond the reach of traditional fluorescence and two-photon approaches and quantitation of their concentration in biological tissue remain challenging tasks in microscopy. Here we show how the size and aspect ratio that impart GNRs with their plasmonic properties also make them a source of entropy. We report on how depolarization can be exploited as a strategy to visualize GNR diffusion and distribution in biologically relevant scenarios ex vivo, in vitro and in vivo. We identify a deterministic relation between depolarization and nanoparticle concentration. As a result, some of the most stringent experimental conditions can be relaxed, and susceptibility to artefacts is reduced, enabling microscopic and macroscopic applications.

7.
Nat Biotechnol ; 34(9): 973-81, 2016 09.
Article in English | MEDLINE | ID: mdl-27454740

ABSTRACT

The biology of multicellular organisms is coordinated across multiple size scales, from the subnanoscale of molecules to the macroscale, tissue-wide interconnectivity of cell populations. Here we introduce a method for super-resolution imaging of the multiscale organization of intact tissues. The method, called magnified analysis of the proteome (MAP), linearly expands entire organs fourfold while preserving their overall architecture and three-dimensional proteome organization. MAP is based on the observation that preventing crosslinking within and between endogenous proteins during hydrogel-tissue hybridization allows for natural expansion upon protein denaturation and dissociation. The expanded tissue preserves its protein content, its fine subcellular details, and its organ-scale intercellular connectivity. We use off-the-shelf antibodies for multiple rounds of immunolabeling and imaging of a tissue's magnified proteome, and our experiments demonstrate a success rate of 82% (100/122 antibodies tested). We show that specimen size can be reversibly modulated to image both inter-regional connections and fine synaptic architectures in the mouse brain.


Subject(s)
Brain/metabolism , Imaging, Three-Dimensional/methods , Molecular Imaging/methods , Proteome/metabolism , Synapses/metabolism , Synapses/ultrastructure , Animals , Brain/ultrastructure , Female , Gene Expression Profiling/methods , Image Enhancement/methods , Image Interpretation, Computer-Assisted/methods , Immunoassay/methods , Male , Mice , Nerve Tissue Proteins/metabolism , Proteome/ultrastructure , Tissue Distribution
8.
Elife ; 5: e13367, 2016 01 20.
Article in English | MEDLINE | ID: mdl-26789654

ABSTRACT

Advances in microscopy and sample preparation have led to the first ever mapping of individual neurons in the whole mouse brain.


Subject(s)
Brain Mapping , Brain , Animals , Mice , Microscopy , Neurons
9.
ACS Nano ; 8(6): 5515-26, 2014 Jun 24.
Article in English | MEDLINE | ID: mdl-24797313

ABSTRACT

A nanoparticle's physical and chemical properties at the time of cell contact will determine the ensuing cellular response. Aggregation and the formation of a protein corona in the extracellular environment will alter nanoparticle size, shape, and surface properties, giving it a "biological identity" that is distinct from its initial "synthetic identity". The biological identity of a nanoparticle depends on the composition of the surrounding biological environment and determines subsequent cellular interactions. When studying nanoparticle-cell interactions, previous studies have ignored the dynamic composition of the extracellular environment as cells deplete and secrete biomolecules in a process known as "conditioning". Here, we show that cell conditioning induces gold nanoparticle aggregation and changes the protein corona composition in a manner that depends on nanoparticle diameter, surface chemistry, and cell phenotype. The evolution of the biological identity in conditioned media enhances the cell membrane affinity, uptake, and retention of nanoparticles. These results show that dynamic extracellular environments can alter nanoparticle-cell interactions by modulating the biological identity. The effect of the dynamic nature of biological environments on the biological identity of nanoparticles must be considered to fully understand nano-bio interactions and prevent data misinterpretation.


Subject(s)
Metal Nanoparticles/chemistry , Nanotechnology/methods , Proteins/chemistry , Cell Line, Tumor , Cell Membrane/drug effects , Cell Membrane/metabolism , Culture Media, Conditioned/chemistry , Electrophoresis, Polyacrylamide Gel , Gold/chemistry , HeLa Cells , Humans , Kinetics , Mass Spectrometry , Particle Size , Phenotype , Protein Binding , Surface Properties
10.
Nat Commun ; 4: 2718, 2013.
Article in English | MEDLINE | ID: mdl-24177351

ABSTRACT

Nanomaterials are used for numerous biomedical applications, but the selection of optimal properties for maximum delivery remains challenging. Thus, there is a significant interest in elucidating the nano-bio interactions underlying tissue accumulation. To date, researchers have relied on cell culture or animal models to study nano-bio interactions. However, cell cultures lack the complexity of biological tissues and animal models are prohibitively slow and expensive. Here we report a tumour-on-a-chip system where incorporation of tumour-like spheroids into a microfluidic channel permits real-time analysis of nanoparticle (NP) accumulation at physiological flow conditions. We show that penetration of NPs into the tissue is limited by their diameter and that retention can be improved by receptor targeting. NP transport is predominantly diffusion-limited with convection improving accumulation mostly at the tissue perimeter. A murine tumour model confirms these findings and demonstrates that the tumour-on-a-chip can be useful for screening optimal NP designs prior to in vivo studies.


Subject(s)
Nanoparticles/chemistry , Tissue Array Analysis/methods , Animals , Biological Transport , Cell Line, Tumor , Collagen/chemistry , Diffusion , Drug Combinations , Equipment Design , Fluorescent Dyes/chemistry , Humans , Laminin/chemistry , Mice , Microfluidic Analytical Techniques , Microfluidics/methods , Microscopy, Confocal , Nanotechnology/methods , Neoplasm Transplantation , Optics and Photonics , Proteoglycans/chemistry , Silver Staining
11.
J Lab Autom ; 18(1): 99-104, 2013 Feb.
Article in English | MEDLINE | ID: mdl-22933616

ABSTRACT

We demonstrate that endogenous cellular magnesium levels can be used as an accurate determinant of total cell number by inductively coupled plasma techniques, increasing the throughput and reproducibility of nanoparticle-uptake studies. Uptake of either gold nanoparticles or quantum dots did not affect intracellular concentration of Mg. To demonstrate this technique, we show the decreased uptake of nano-urchins in A549 cells compared with gold nanospheres.


Subject(s)
Cells/metabolism , Nanostructures/analysis , Spectrophotometry, Atomic/methods , Animals , Cell Count , Cell Line, Tumor , Culture Media, Serum-Free , Gold/metabolism , Humans , Magnesium/metabolism , Metal Nanoparticles/analysis , Mice , Signal Processing, Computer-Assisted
12.
Annu Rev Biomed Eng ; 14: 1-16, 2012.
Article in English | MEDLINE | ID: mdl-22524388

ABSTRACT

An understanding of the interactions between nanoparticles and biological systems is of significant interest. Studies aimed at correlating the properties of nanomaterials such as size, shape, chemical functionality, surface charge, and composition with biomolecular signaling, biological kinetics, transportation, and toxicity in both cell culture and animal experiments are under way. These fundamental studies will provide a foundation for engineering the next generation of nanoscale devices. Here, we provide rationales for these studies, review the current progress in studies of the interactions of nanomaterials with biological systems, and provide a perspective on the long-term implications of these findings.


Subject(s)
Biotechnology/methods , Nanoparticles/chemistry , Nanotechnology/methods , Animals , Humans , Kinetics , Nanostructures/chemistry , Neoplasms/therapy , Particle Size , Signal Transduction , Surface Properties
13.
ACS Nano ; 5(7): 5478-89, 2011 Jul 26.
Article in English | MEDLINE | ID: mdl-21692495

ABSTRACT

Aggregation appears to be a ubiquitous phenomenon among all nanoparticles and its influence in mediating cellular uptake and interactions remain unclear. Here we developed a simple technique to produce transferrin-coated gold nanoparticle aggregates of different sizes and characterized their uptake and toxicity in three different cell lines. While the aggregation did not elicit a unique toxic response, the uptake patterns were different between single and aggregated nanoparticles. There was a 25% decrease in uptake of aggregated nanoparticles with HeLa and A549 cells in comparison to single and monodisperse nanoparticles. However, there was a 2-fold increase in MDA-MB 435 cell uptake for the largest synthesized aggregates. These contrasting results suggest that cell type and the mechanism of interactions may play a significant role. This study highlights the need to investigate the behavior of aggregates with cells on a case-by-case basis and the importance of aggregation in mediating targeting and intracellular trafficking.


Subject(s)
Gold/metabolism , Gold/toxicity , Metal Nanoparticles/chemistry , Biological Transport , Cell Survival/drug effects , Gold/chemistry , HeLa Cells , Humans , Kinetics , Particle Size
14.
ACS Nano ; 4(5): 2490-3, 2010 May 25.
Article in English | MEDLINE | ID: mdl-20496953

ABSTRACT

The versatility of nanoparticle design has established nanotechnology as a potential "one-stop solution" to many biological and medical applications. The capacity to control nanoparticle size, shape, and surface chemistry has enabled their use as imaging contrast agents or carriers for drugs and other compounds. However, concerns of nanoparticle toxicity have surfaced that could limit their clinical translation. In order to overcome this challenge, researchers are starting to characterize how particle properties influence their interactions with biological systems. By identifying the specific nanoparticle parameters responsible for toxicity, it may be possible to engineer safer and nontoxic nanoparticles.


Subject(s)
Inflammation/chemically induced , Inflammation/pathology , Microglia/drug effects , Microglia/immunology , Nanoparticles/toxicity , Biological Transport , Cytokines/metabolism , Gold/chemistry , Gold/metabolism , Gold/toxicity , Inflammation/immunology , Metal Nanoparticles/toxicity , Microglia/metabolism
15.
J Immunol ; 181(9): 6283-92, 2008 Nov 01.
Article in English | MEDLINE | ID: mdl-18941219

ABSTRACT

Type I diabetes (T1D) susceptibility is inherited through multiple insulin-dependent diabetes (Idd) genes. NOD.B6 Idd3 congenic mice, introgressed with an Idd3 allele from T1D-resistant C57BL/6 mice (Idd3(B6)), show a marked resistance to T1D compared with control NOD mice. The protective function of the Idd3 locus is confined to the Il2 gene, whose expression is critical for naturally occurring CD4(+)Foxp3(+) regulatory T (nT(reg)) cell development and function. In this study, we asked whether Idd3(B6) protective alleles in the NOD mouse model confer T1D resistance by promoting the cellular frequency, function, or homeostasis of nT(reg) cells in vivo. We show that resistance to T1D in NOD.B6 Idd3 congenic mice correlates with increased levels of IL-2 mRNA and protein production in Ag-activated diabetogenic CD4(+) T cells. We also observe that protective IL2 allelic variants (Idd3(B6) resistance allele) also favor the expansion and suppressive functions of CD4(+)Foxp3(+) nT(reg) cells in vitro, as well as restrain the proliferation, IL-17 production, and pathogenicity of diabetogenic CD4(+) T cells in vivo more efficiently than control do nT(reg) cells. Lastly, the resistance to T1D in Idd3 congenic mice does not correlate with an augmented systemic frequency of CD4(+)Foxp3(+) nT(reg) cells but more so with the ability of protective IL2 allelic variants to promote the expansion of CD4(+)Foxp3(+) nT(reg) cells directly in the target organ undergoing autoimmune attack. Thus, protective, IL2 allelic variants impinge the development of organ-specific autoimmunity by bolstering the IL-2 producing capacity of self-reactive CD4(+) T cells and, in turn, favor the function and homeostasis of CD4(+)Foxp3(+) nT(reg) cells in vivo.


Subject(s)
Alleles , Diabetes Mellitus, Type 1/genetics , Diabetes Mellitus, Type 1/immunology , Forkhead Transcription Factors/biosynthesis , Genetic Variation/physiology , Interleukin-2/genetics , T-Lymphocytes, Regulatory/immunology , T-Lymphocytes, Regulatory/metabolism , Animals , Cells, Cultured , Diabetes Mellitus, Type 1/metabolism , Diabetes Mellitus, Type 1/pathology , Disease Progression , Genetic Predisposition to Disease , Homeostasis/genetics , Homeostasis/immunology , Immunity, Cellular/genetics , Immunity, Innate/genetics , Interleukin-2/metabolism , Interleukin-2/physiology , Mice , Mice, Congenic , Mice, Inbred C57BL , Mice, Inbred NOD , Mice, Transgenic , Pancreas/cytology , Pancreas/immunology , Pancreas/metabolism , T-Lymphocytes, Regulatory/pathology
16.
Diabetes ; 57(1): 113-23, 2008 Jan.
Article in English | MEDLINE | ID: mdl-17928397

ABSTRACT

OBJECTIVE: In this study, we asked whether a possible quantitative or qualitative deficiency in naturally occurring Foxp3(+)CD4(+) regulatory T-cells (nT(reg)), which display potent inhibitory effects on T-cell functions in vitro and in vivo, may predispose to the development of type 1 diabetes. RESEARCH DESIGN AND METHODS: We assessed the frequency and function of Foxp3(+) nT(reg) cells in primary and secondary lymphoid tissues in the NOD animal model of type 1 diabetes. RESULTS: We show that the cellular frequency of Foxp3(+) nT(reg) cells in primary and secondary lymphoid tissues is stable and does not decline relative to type 1 diabetes-resistant mice. We show that thymic and peripheral CD4(+)CD25(+) T-cells are fully functional in vivo. We also examined the functional impact of CD4(+)Foxp3(+) nT(reg) cells on the development of autoimmune diabetes, and we demonstrate that nT(reg) cells do not affect the initial priming or expansion of antigen-specific diabetogenic T-cells but impact their differentiation in pancreatic lymph nodes. Moreover, CD4(+)Foxp3(+) nT(reg) cells also regulate later events of diabetogenesis by preferentially localizing in the pancreatic environment where they suppress the accumulation and function of effector T-cells. Finally, we show that the nT(reg) cell functional potency and intra-pancreatic proliferative potential declines with age, in turn augmenting diabetogenic responses and disease susceptibility. CONCLUSIONS: This study demonstrates that Foxp3-expressing nT(reg) cells in NOD mice regulate diabetogenesis, but temporal alterations in nT(reg) cell function promote immune dysregulation and the onset of spontaneous autoimmunity.


Subject(s)
Diabetes Mellitus, Type 1/immunology , T-Lymphocytes, Regulatory/immunology , Adoptive Transfer , Animals , CD4-Positive T-Lymphocytes/immunology , Cell Division , Cytokines/immunology , Cytokines/physiology , Diabetes Mellitus, Type 1/pathology , Forkhead Transcription Factors/genetics , Forkhead Transcription Factors/physiology , Islets of Langerhans , Ki-67 Antigen/physiology , Lymphocyte Count , Male , Mice , Mice, Inbred C57BL , Mice, Inbred NOD , Pancreas/pathology , Phenotype , T-Lymphocyte Subsets/immunology
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