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75 result(s) for "Cheng, Linzhao"
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Benchmarking spatial and single-cell transcriptomics integration methods for transcript distribution prediction and cell type deconvolution
Spatial transcriptomics approaches have substantially advanced our capacity to detect the spatial distribution of RNA transcripts in tissues, yet it remains challenging to characterize whole-transcriptome-level data for single cells in space. Addressing this need, researchers have developed integration methods to combine spatial transcriptomic data with single-cell RNA-seq data to predict the spatial distribution of undetected transcripts and/or perform cell type deconvolution of spots in histological sections. However, to date, no independent studies have comparatively analyzed these integration methods to benchmark their performance. Here we present benchmarking of 16 integration methods using 45 paired datasets (comprising both spatial transcriptomics and scRNA-seq data) and 32 simulated datasets. We found that Tangram, gimVI, and SpaGE outperformed other integration methods for predicting the spatial distribution of RNA transcripts, whereas Cell2location, SpatialDWLS, and RCTD are the top-performing methods for the cell type deconvolution of spots. We provide a benchmark pipeline to help researchers select optimal integration methods to process their datasets. This work presents a comprehensive benchmarking analysis of computational methods that integrates spatial and single-cell transcriptomics data for transcript distribution prediction and cell type deconvolution.
Self-organized vascular networks from human pluripotent stem cells in a synthetic matrix
The success of tissue regenerative therapies is contingent on functional and multicellular vasculature within the redeveloping tissue. Although endothelial cells (ECs), which compose the vasculature’s inner lining, are intrinsically able to form nascent networks, these structures regress without the recruitment of pericytes, supporting cells that surround microvessel endothelium. Reconstruction of typical in vivo microvascular architecture traditionally has been done using distinct cell sources of ECs and pericytes within naturally occurring matrices; however, the limited sources of clinically relevant human cells and the inherent chemical and physical properties of natural materials hamper the translational potential of these approaches. Here we derived a bicellular vascular population from human pluripotent stem cells (hPSCs) that undergoes morphogenesis and assembly in a synthetic matrix. We found that hPSCs can be induced to codifferentiate into early vascular cells (EVCs) in a clinically relevant strategy amenable to multiple hPSC lines. These EVCs can mature into ECs and pericytes, and can self-organize to form microvascular networks in an engineered matrix. These engineered human vascular networks survive implantation, integrate with the host vasculature, and establish blood flow. This integrated approach, in which a derived bicellular population is exploited for its intrinsic self-assembly capability to create microvasculature in a deliverable matrix, has vast ramifications for vascular construction and regenerative medicine.
Synaptic dysregulation in a human iPS cell model of mental disorders
Generation and neural differentiation of induced pluripotent stem cells (iPS cells) from patients enables new ways to investigate the cellular pathophysiology of mental disorders; this approach was used with samples from a family with a schizophrenia pedigree and a DISC1 mutation, revealing synaptic abnormalities and large-scale transcriptional dysregulation. DISC1 gene linked to synaptic dysfunction Although altered synaptic function and development are believed to underlie psychiatric disorders such as schizophrenia, evidence from human brains has been largely indirect. In vitro models derived from induced pluripotent stem cells (iPSCs) provide a promising means of study, but the genetic variability and complexity of many psychiatric disorders is a major source of difficulty in interpretation of phenotypes. Hongjun Song and colleagues generate iPSCs from members of a single family in which carriers of mutations in the DISC1 gene are linked to psychiatric disorders. They confirm that neurons carrying mutant DISC1 have synaptic dysfunction, and that these deficits can not only be rescued by correcting the mutation, but also recapitulated in control neurons by introducing the mutation with genome editing. Dysregulated neurodevelopment with altered structural and functional connectivity is believed to underlie many neuropsychiatric disorders 1 , and ‘a disease of synapses’ is the major hypothesis for the biological basis of schizophrenia 2 . Although this hypothesis has gained indirect support from human post-mortem brain analyses 2 , 3 , 4 and genetic studies 5 , 6 , 7 , 8 , 9 , 10 , little is known about the pathophysiology of synapses in patient neurons and how susceptibility genes for mental disorders could lead to synaptic deficits in humans. Genetics of most psychiatric disorders are extremely complex due to multiple susceptibility variants with low penetrance and variable phenotypes 11 . Rare, multiply affected, large families in which a single genetic locus is probably responsible for conferring susceptibility have proven invaluable for the study of complex disorders. Here we generated induced pluripotent stem (iPS) cells from four members of a family in which a frameshift mutation of disrupted in schizophrenia 1 ( DISC1 ) co-segregated with major psychiatric disorders 12 and we further produced different isogenic iPS cell lines via gene editing. We showed that mutant DISC1 causes synaptic vesicle release deficits in iPS-cell-derived forebrain neurons. Mutant DISC1 depletes wild-type DISC1 protein and, furthermore, dysregulates expression of many genes related to synapses and psychiatric disorders in human forebrain neurons. Our study reveals that a psychiatric disorder relevant mutation causes synapse deficits and transcriptional dysregulation in human neurons and our findings provide new insight into the molecular and synaptic etiopathology of psychiatric disorders.
Efficient human iPS cell derivation by a non-integrating plasmid from blood cells with unique epigenetic and gene expression signatures
To identify accessible and permissive human cell types for efficient derivation of induced pluripotent stem cells (iPSCs), we investigated epigenetic and gene expression signatures of multiple postnatal cell types such as fibroblasts and blood cells. Our analysis suggested that newborn cord blood (CB) and adult peripheral blood (PB) mononuclear cells (MNCs) display unique signatures that are closer to iPSCs and human embryonic stem cells (ESCs) than agematched fibroblasts to iPSCs/ESCs, thus making blood MNCs an attractive cell choice for the generation of integration-free iPSCs. Using an improved EBNA1/OriP plasmid expressing 5 reprogramming factors, we demonstrated highly efficient reprogramming of briefly cultured blood MNCs. Within 14 days of one-time transfection by one plasmid, up to 1000 iPSC-like colonies per 2 million transfected CB MNCs were generated. The efficiency of deriving iPSCs from adult PB MNCs was approximately 50-fold lower, but could be enhanced by inclusion of a second EBNA1/ OriP plasmid for transient expression of additional genes such as SV40 T antigen. The duration of obtaining bona fide iPSC colonies from adult PB MNCs was reduced to half (-14 days) as compared to adult fibroblastic cells (28- 30 days). More than 9 human iPSC lines derived from PB or CB blood cells are extensively characterized, including those from PB MNCs of an adult patient with sickle cell disease. They lack V(D)J DNA rearrangements and vector DNA after expansion for 10-12 passages. This facile method of generating integration-free human iPSCs from blood MNCs will accelerate their use in both research and future clinical applications.
Generation of integration-free human induced pluripotent stem cells from postnatal blood mononuclear cells by plasmid vector expression
Several human postnatal somatic cell types have been successfully reprogrammed to induced pluripotent stem cells (iPSCs). Blood mononuclear cells (MNCs) offer several advantages compared with other cell types. They are easily isolated from umbilical cord blood (CB) or adult peripheral blood (PB), and can be used fresh or after freezing. A short culture allows for more efficient reprogramming, with iPSC colonies forming from blood MNCs in 14 d, compared with 28 d for age-matched fibroblastic cells. The advantages of briefly cultured blood MNCs may be due to favorable epigenetic profiles and gene expression patterns. Blood cells from adults, especially nonlymphoid cells that are replenished frequently from intermittently activated blood stem cells, are short-lived in vivo and may contain less somatic mutations than skin fibroblasts, which are more exposed to environmental mutagens over time. We describe here a detailed, validated protocol for effective generation of integration-free human iPSCs from blood MNCs by plasmid vectors.
Concise Review: Stem Cell‐Based Approaches to Red Blood Cell Production for Transfusion
Blood transfusion is a common procedure in modern medicine, and it is practiced throughout the world; however, many countries report a less than sufficient blood supply. Even in developed countries where the supply is currently adequate, projected demographics predict an insufficient supply as early as 2050. The blood supply is also strained during occasional widespread disasters and crises. Transfusion of blood components such as red blood cells (RBCs), platelets, or neutrophils is increasingly used from the same blood unit for multiple purposes and to reduce alloimmune responses. Even for RBCs and platelets lacking nuclei and many antigenic cell‐surface molecules, alloimmunity could occur, especially in patients with chronic transfusion requirements. Once alloimmunization occurs, such patients require RBCs from donors with a different blood group antigen combination, making it a challenge to find donors after every successive episode of alloimmunization. Alternative blood substitutes such as synthetic oxygen carriers have so far proven unsuccessful. In this review, we focus on current research and technologies that permit RBC production ex vivo from hematopoietic stem cells, pluripotent stem cells, and immortalized erythroid precursors. The focus of this review is on current research and technologies that permit red blood cell production ex vivo from hematopoietic stem cells, pluripotent stem cells, and immortalized erythroid precursors to supplement strained blood supplies for transfusion.
Transcriptional landscape of myogenesis from human pluripotent stem cells reveals a key role of TWIST1 in maintenance of skeletal muscle progenitors
Generation of skeletal muscle cells with human pluripotent stem cells (hPSCs) opens new avenues for deciphering essential, but poorly understood aspects of transcriptional regulation in human myogenic specification. In this study, we characterized the transcriptional landscape of distinct human myogenic stages, including OCT4::EGFP+ pluripotent stem cells, MSGN1::EGFP+ presomite cells, PAX7::EGFP+ skeletal muscle progenitor cells, MYOG::EGFP+ myoblasts, and multinucleated myotubes. We defined signature gene expression profiles from each isolated cell population with unbiased clustering analysis, which provided unique insights into the transcriptional dynamics of human myogenesis from undifferentiated hPSCs to fully differentiated myotubes. Using a knock-out strategy, we identified TWIST1 as a critical factor in maintenance of human PAX7::EGFP+ putative skeletal muscle progenitor cells. Our data revealed a new role of TWIST1 in human skeletal muscle progenitors, and we have established a foundation to identify transcriptional regulations of human myogenic ontogeny (online database can be accessed in http://www.myogenesis.net/).
Efficient high-precision transgene knock-in by Recombinases (Redα/β)-enhanced DNA integration-CRISPR-Cas9 (RED-CRISPR)
CRISPR-Cas9 tools have revolutionized genetic engineering, yet the efficient precise integration of DNA cargos, particularly for large DNA payloads (>1 kilobase, kb), remains a technical bottleneck. Herein, we develop a Recombinases (Redα/β)-enhanced DNA integration-CRISPR-Cas9 approach, referred to as RED-CRISPR, which offers a versatile yet robust homology-directed repair (HDR) strategy enabling efficient and precise kb-scale DNA insertion across various cell types, including immortalized and primary cells of variable origins. RED-CRISPR significantly enhances HDR efficiencies by 2- to 5-fold change across diverse loci and further elevates HDR rates by 1.5- to 2.5-fold when synergizing with other HDR-enhancing strategies. We achieved up to 45% knock-in efficiency for CAR-T cell manufacturing, and attained 43% knock-in rate for generation of genetically modified mice using an 8-kb DNA cargo. Through a head-to-head comparison, RED-CRISPR profoundly mitigates off-target mutational burden and chromosomal translocations. We envision RED-CRISPR as a powerful genome-editing tool with broad biomedical and therapeutic applications. Insertion of a long DNA sequence into the host genome is challenging in mammalian cells. Here, the authors develop a recombinase (Redα/β)-enhanced DNA integration approach, which enables efficient and precise kilobase-scale DNA insertion in both primary cells and mouse embryos.
Efficient and Scalable Expansion of Human Pluripotent Stem Cells Under Clinically Compliant Settings: A View in 2013
Human pluripotent stem cells (hPSCs) hold great promise for revolutionizing regenerative medicine for their potential applications in disease modeling, drug discovery, and cellular therapy. Many their applications require robust and scalable expansion of hPSCs, even under settings compliant to good clinical practices. Rapid evolution of media and substrates provided safer and more defined culture conditions for long-term expansion of undifferentiated hPSCs in either adhesion or suspension. With well-designed automatic systems or fully controlled bioreactors, production of a clinically relevant quantity of hPSCs could be achieved in the near future. The goal is to find a scalable, xeno-free, chemically defined, and economic culture system for clinical-grade expansion of hPSCs that complies the requirements of current good manufacturing practices. This review provides an updated overview of the current development and challenges on the way to accomplish this goal, including discussions on basic principles for bioprocess design, serum-free media, extracellular matric or synthesized substrate, microcarrier- or cell aggregate-based suspension culture, and scalability and practicality of equipment.