ABSTRACT
Markers that predict response and resistance to chimeric antigen receptor (CAR) T cells in relapsed/refractory multiple myeloma are currently missing. We subjected mononuclear cells isolated from peripheral blood and bone marrow before and after the application of approved B cell maturation antigen-directed CAR T cells to single-cell multiomic analyses to identify markers associated with resistance and early relapse. Differences between responders and nonresponders were identified at the time of leukapheresis. Nonresponders showed an immunosuppressive microenvironment characterized by increased numbers of monocytes expressing the immune checkpoint molecule CD39 and suppressed CD8+ T cell and natural killer cell function. Analysis of CAR T cells showed cytotoxic and exhausted phenotypes in hyperexpanded clones compared to low/intermediate expanded clones. We identified potential immunotherapy targets on CAR T cells, like PD1, to improve their functionality and durability. Our work provides evidence that an immunosuppressive microenvironment causes resistance to CAR T cell therapies in multiple myeloma.
ABSTRACT
Secreted proteins play critical roles in cellular communication. Methods enabling concurrent measurement of cellular protein secretion, phenotypes and transcriptomes are still unavailable. Here we describe time-resolved assessment of protein secretion from single cells by sequencing (TRAPS-seq). Released proteins are trapped onto the cell surface and probed by oligonucleotide-barcoded antibodies before being simultaneously sequenced with transcriptomes in single cells. We demonstrate that TRAPS-seq helps unravel the phenotypic and transcriptional determinants of the secretion of pleiotropic TH1 cytokines (IFNγ, IL-2 and TNF) in activated T cells. In addition, we show that TRAPS-seq can be used to track the secretion of multiple cytokines over time, uncovering unique molecular signatures that govern the dynamics of single-cell cytokine secretions. Our results revealed that early central memory T cells with CD45RA expression (TCMRA) are important in both the production and maintenance of polyfunctional cytokines. TRAPS-seq presents a unique tool for seamless integration of secretomics measurements with multi-omics profiling in single cells.
Subject(s)
Cell Communication , Cytokines , Gene Expression , PhenotypeABSTRACT
Recent advances in multimodal approaches toward single-cell analyses present valuable data points that can complement standard flow cytometry data. In particular, the overlay of cell-surface proteome data with gene expression analysis presents a necessary advancement, particularly in the field of immunology. Here we describe a copper-free click chemistry method for the generation of antibody-oligonucleotide complexes and present the steps for its employment in the context of the 10× genomics droplet-based single-cell RNA-seq workflow, providing a method for coupling proteomic and transcriptomic analyses in an efficient and cost-effect manner.
Subject(s)
Oligonucleotides , Proteomics , Antibodies , Click Chemistry/methods , Oligonucleotides/genetics , RNA-SeqABSTRACT
Biologists have long desired to understand multi-cellular processes at the resolution of the single cell. Tremendous efforts have been made over more than a century to decipher biology at the single cell level from the advent of immunohistochemistry to high-plex multi-parametric cytometry. More recently, technological developments in extracting and labelling nucleic acids from single cells have boosted single-cell information acquisition to include the genome, transcriptome, epigenome, proteome, and more, even simultaneously collecting data from multiple modalities. Here we will review some of the original motivations that have driven the development of new single cell tools, providing perspective on why these new tools were created and which tools we hope to see developed in the future.
Subject(s)
TranscriptomeABSTRACT
Fusion genes are known to be key drivers of tumor growth in several types of cancer. Traditionally, detecting fusion genes has been a difficult task based on fluorescent in situ hybridization to detect chromosomal abnormalities. More recently, RNA sequencing has enabled an increased pace of fusion gene identification. However, RNA-Seq is inefficient for the identification of fusion genes due to the high number of sequencing reads needed to detect the small number of fusion transcripts present in cells of interest. Here we describe a method, Single Primer Enrichment Technology (SPET), for targeted RNA sequencing that is customizable to any target genes, is simple to use, and efficiently detects gene fusions. Using SPET to target 5701 exons of 401 known cancer fusion genes for sequencing, we were able to identify known and previously unreported gene fusions from both fresh-frozen and formalin-fixed paraffin-embedded (FFPE) tissue RNA in both normal tissue and cancer cells.
Subject(s)
Gene Fusion , High-Throughput Nucleotide Sequencing , In Situ Hybridization, Fluorescence , RNA , Breast Neoplasms/genetics , Breast Neoplasms/pathology , Carcinoma, Ductal, Breast/genetics , Carcinoma, Ductal, Breast/pathology , Humans , Oncogene Fusion , RNA/geneticsABSTRACT
Small molecule probes have been used extensively to explore biologic systems and elucidate cellular signaling pathways. In this study, we use an inhibitor of bacterial communication to monitor changes in the proteome of Salmonella enterica serovar Typhimurium with the aim of discovering unrecognized processes regulated by AI-2-based quorum-sensing (QS), a mechanism of bacterial intercellular communication that allows for the coordination of gene expression in a cell density-dependent manner. In S. typhimurium, this system regulates the uptake and catabolism of intercellular signals and has been implicated in pathogenesis, including the invasion of host epithelial cells. We demonstrate that our QS antagonist is capable of selectively inhibiting the expression of known QS-regulated proteins in S. typhimurium, thus attesting that QS inhibitors may be used to confirm proposed and elucidate previously unidentified QS pathways without relying on genetic manipulation.
Subject(s)
Molecular Probe Techniques , Quorum Sensing , Salmonella typhimurium/cytology , Salmonella typhimurium/metabolism , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Homoserine/analogs & derivatives , Homoserine/metabolism , Lactones/metabolism , Pentanones/pharmacology , Proteomics , Quorum Sensing/drug effects , RNA, Messenger/genetics , RNA, Messenger/metabolism , Salmonella typhimurium/drug effects , Salmonella typhimurium/geneticsABSTRACT
Traditional methods for selecting aptamers require multiple rounds of selection and optimization in order to identify aptamers that bind with high affinity to their targets. Here we describe an assay that requires only one round of positive selection followed by high-throughput DNA sequencing and informatic analysis in order to select high-affinity aptamers. The assay is flexible, requires less hands on time, and can be used by laboratories with minimal expertise in aptamer biology to quickly select high-affinity aptamers to a target of interest. This assay has been utilized to successfully identify aptamers that bind to thrombin with dissociation constants in the nanomolar range.
Subject(s)
Aptamers, Nucleotide/metabolism , High-Throughput Nucleotide Sequencing/methods , SELEX Aptamer Technique/methods , Thrombin/metabolism , Aptamers, Nucleotide/genetics , Gene Library , High-Throughput Nucleotide Sequencing/economics , Humans , Protein Binding , SELEX Aptamer Technique/economicsABSTRACT
Elucidating the molecular changes that arise during neural differentiation and fate specification is crucial for building accurate in vitro models of neurodegenerative diseases using human embryonic stem cells (hESCs). Here we review the importance of hESCs and derived progenitors in treating and modeling neurological diseases, and summarize the current efforts for the differentiation of hESCs into neural progenitors and defined neurons. We recapitulate the recent findings and discuss open questions on aspects of molecular control of gene expression by chromatin modification and methylation, posttranscriptional regulation by alternative splicing and the action of microRNAs, and protein modification. An integrative view of the different levels will hopefully provide much needed insight into understanding stem cell biology.
Subject(s)
Embryonic Stem Cells/physiology , Gene Expression Regulation, Developmental , Neurodegenerative Diseases/therapy , Neurons/physiology , Animals , Cell Differentiation , Cell Proliferation , Cell- and Tissue-Based Therapy , Chromatin/genetics , Chromatin/metabolism , Embryonic Stem Cells/transplantation , Epigenesis, Genetic , Humans , MicroRNAs/genetics , MicroRNAs/metabolism , Models, Biological , Neurons/transplantationABSTRACT
Olfactory neurons project their axons to spatially invariant glomeruli in the olfactory bulb, forming an ordered pattern of innervation comprising the olfactory sensory map. A mirror symmetry exists within this map, such that neurons expressing a given receptor typically project to one glomerulus on the medial face and one glomerulus on the lateral face of the bulb. The mechanisms underlying an olfactory neuron's choice to project medially versus laterally remain largely unknown, however. Here we demonstrate that insulin-like growth factor (IGF) signaling is required for sensory innervation of the lateral olfactory bulb. Mutations that eliminate IGF signaling cause axons destined for targets in the lateral bulb to shift to ectopic sites on the ventral-medial surface. Using primary cultures of olfactory and cerebellar neurons, we further show that IGF is a chemoattractant for axon growth cones. Together these observations reveal a role of IGF signaling in sensory map formation and axon guidance.
Subject(s)
Axons/physiology , Insulin-Like Growth Factor II/metabolism , Insulin-Like Growth Factor I/metabolism , Olfactory Pathways/physiology , Olfactory Receptor Neurons/cytology , Signal Transduction/physiology , Animals , Axons/drug effects , Cerebellum/cytology , Chemotactic Factors/pharmacology , Chromones/pharmacology , Embryo, Mammalian , Enzyme Inhibitors/pharmacology , Gene Expression Regulation, Developmental/physiology , In Vitro Techniques , Insulin-Like Growth Factor I/genetics , Insulin-Like Growth Factor I/pharmacology , Insulin-Like Growth Factor II/genetics , Insulin-Like Growth Factor II/pharmacology , Mice , Mice, Transgenic , Morpholines/pharmacology , Mutation/physiology , Olfactory Bulb/cytology , Olfactory Bulb/embryology , Olfactory Bulb/growth & development , Olfactory Marker Protein/genetics , Olfactory Marker Protein/metabolism , Olfactory Pathways/embryology , Olfactory Receptor Neurons/drug effects , Olfactory Receptor Neurons/physiologyABSTRACT
At the proximal part of mouse chromosome 17 there are three well-defined genes affecting the axis of the embryo and consequently tail length: Brachyury, Brachyury the second, and the t-complex tail interaction (T1, T2, and tct). The existence of T1 and tct in fact defines the classical "t-complex" that occupies approximately 40 cM of mouse chromosome 17. Their relationship to each other and various unlinked interacting genes has been enigmatic. The tint gene was the first of the latter to be identified. We report here its genetic mapping using a microsatellite scan together with outcrosses to Mus spretus and M. castaneous followed by a subsequent testcross to T, T1, and T2 mutants. Surprisingly, tint interacts with T2 but not with T1. The implications of our data suggest that T2 may be part of the T1 regulatory region through direct or indirect participation of tint.
Subject(s)
Chromosome Mapping , Chromosomes , Fetal Proteins/genetics , T-Box Domain Proteins/genetics , Animals , Enhancer Elements, Genetic , Mice , NotochordABSTRACT
How olfactory sensory neurons converge on spatially invariant glomeruli in the olfactory bulb is largely unknown. In one model, olfactory sensory neurons interact with spatially restricted guidance cues in the bulb that orient and guide them to their target. Identifying differentially expressed molecules in the olfactory bulb has been extremely difficult, however, hindering a molecular analysis of convergence. Here, we describe several such genes that have been identified in a screen that compiled microarray data to create a three-dimensional model of gene expression within the mouse olfactory bulb. The expression patterns of these identified genes form the basis of a nascent spatial map of differential gene expression in the bulb.