DELVE: feature selection for preserving biological trajectories in single-cell data
Single-cell technologies can measure the expression of thousands of molecular features in individual cells undergoing dynamic biological processes. While examining cells along a computationally-ordered pseudotime trajectory can reveal how changes in gene or protein expression impact cell fate,identifying such dynamic features is challenging due to the inherent noise in single-cell data. Here,we present DELVE,an unsupervised feature selection method for identifying a representative subset of molecular features which robustly recapitulate cellular trajectories. In contrast to previous work,DELVE uses a bottom-up approach to mitigate the effects of confounding sources of variation,and instead models cell states from dynamic gene or protein modules based on core regulatory complexes. Using simulations,single-cell RNA sequencing,and iterative immunofluorescence imaging data in the context of cell cycle and cellular differentiation,we demonstrate how DELVE selects features that better define cell-types and cell-type transitions. DELVE is available as an open-source python package: https://github.com/jranek/delve. Characteristic genes or proteins driving continuous biological processes are difficult to uncover from noisy single-cell data. Here,authors present DELVE,an unsupervised feature selection method to identify core molecular features driving cell fate decisions.
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产品类型:
产品号#:
85850
85857
产品名:
mTeSR™1
mTeSR™1
(Sep 2024)
Nature Communications 15
Multiplex, single-cell CRISPRa screening for cell type specific regulatory elements
CRISPR-based gene activation (CRISPRa) is a strategy for upregulating gene expression by targeting promoters or enhancers in a tissue/cell-type specific manner. Here,we describe an experimental framework that combines highly multiplexed perturbations with single-cell RNA sequencing (sc-RNA-seq) to identify cell-type-specific,CRISPRa-responsive cis-regulatory elements and the gene(s) they regulate. Random combinations of many gRNAs are introduced to each of many cells,which are then profiled and partitioned into test and control groups to test for effect(s) of CRISPRa perturbations of both enhancers and promoters on the expression of neighboring genes. Applying this method to a library of 493 gRNAs targeting candidate cis-regulatory elements in both K562 cells and iPSC-derived excitatory neurons,we identify gRNAs capable of specifically upregulating intended target genes and no other neighboring genes within 1?Mb,including gRNAs yielding upregulation of six autism spectrum disorder (ASD) and neurodevelopmental disorder (NDD) risk genes in neurons. A consistent pattern is that the responsiveness of individual enhancers to CRISPRa is restricted by cell type,implying a dependency on either chromatin landscape and/or additional trans-acting factors for successful gene activation. The approach outlined here may facilitate large-scale screens for gRNAs that activate genes in a cell type-specific manner. Scalable CRISPRa screening of cis-regulatory elements in non-cancer cell lines has proved challenging. Here,the authors describe a scalable,CRISPR activation screening framework to identify regulatory element-gene pairs in diverse cell types including cancer cells and neurons.
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产品类型:
产品号#:
100-0276
100-1130
产品名:
mTeSR™ Plus
mTeSR™ Plus
(May 2024)
Nature Communications 15
Long-read sequencing for 29 immune cell subsets reveals disease-linked isoforms
Alternative splicing events are a major causal mechanism for complex traits,but they have been understudied due to the limitation of short-read sequencing. Here,we generate a full-length isoform annotation of human immune cells from an individual by long-read sequencing for 29 cell subsets. This contains a number of unannotated transcripts and isoforms such as a read-through transcript of TOMM40-APOE in the Alzheimer’s disease locus. We profile characteristics of isoforms and show that repetitive elements significantly explain the diversity of unannotated isoforms,providing insight into the human genome evolution. In addition,some of the isoforms are expressed in a cell-type specific manner,whose alternative 3’-UTRs usage contributes to their specificity. Further,we identify disease-associated isoforms by isoform switch analysis and by integration of several quantitative trait loci analyses with genome-wide association study data. Our findings will promote the elucidation of the mechanism of complex diseases via alternative splicing. This paper unveils the complexity of human immune cell splicing,highlighting cell-specific isoforms and establishing connections between alternative splicing and complex traits. These findings have implications for understanding diseases and the evolution of the genome.
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Suljagic M et al. (DEC 2010)
Blood 116 23 4894--905
The Syk inhibitor fostamatinib disodium (R788) inhibits tumor growth in the Eμ- TCL1 transgenic mouse model of CLL by blocking antigen-dependent B-cell receptor signaling.
Inhibition of antigen-dependent B-cell receptor (BCR) signaling is considered a promising therapeutic approach in chronic lymphocytic leukemia (CLL),but experimental in vivo evidence to support this view is still lacking. We have now investigated whether inhibition of BCR signaling with the selective Syk inhibitor fostamatinib disodium (R788) will affect the growth of the leukemias that develop in the Eμ-TCL1 transgenic mouse model of CLL. Similarly to human CLL,these leukemias express stereotyped BCRs that react with autoantigens exposed on the surface of senescent or apoptotic cells,suggesting that they are antigen driven. We show that R788 effectively inhibits BCR signaling in vivo,resulting in reduced proliferation and survival of the malignant B cells and significantly prolonged survival of the treated animals. The growth-inhibitory effect of R788 occurs despite the relatively modest cytotoxic effect in vitro and is independent of basal Syk activity,suggesting that R788 functions primarily by inhibiting antigen-dependent BCR signals. Importantly,the effect of R788 was found to be selective for the malignant clones,as no disturbance in the production of normal B lymphocytes was observed. Collectively,these data provide further rationale for clinical trials with R788 in CLL and establish the BCR-signaling pathway as an important therapeutic target in this disease.
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产品类型:
产品号#:
18556
18556RF
18754
18754RF
19754
19754RF
产品名:
Chen Y et al. (OCT 2007)
Blood 110 8 2889--98
Cited2 is required for normal hematopoiesis in the murine fetal liver.
Cited2 (cAMP-responsive elementbinding protein [CBP]/p300-interacting transactivators with glutamic acid [E] and aspartic acid [D]-rich tail 2) is a newly identified transcriptional modulator. Knockout of the Cited2 gene results in embryonic lethality with embryos manifesting heart and neural tube defects. Cited2-/- fetal liver displayed significant reduction in the numbers of Lin(-)c-Kit+Sca-1+ cells,Lin(-)c-Kit+ cells,and progenitor cells of different lineages. Fetal liver cells from Cited2-/- embryos gave rise to markedly reduced number of colonies in the colony-forming unit assay. Primary and secondary transplantation studies showed significantly compromised reconstitution of T-lymphoid,B-lymphoid,and myeloid lineages in mice that received a transplant of Cited2-/- fetal liver cells. Competitive reconstitution experiments further showed that fetal liver hematopoietic stem cell (HSC) function is severely impaired due to Cited2 deficiency. Microarray analysis showed decreased expression of Wnt5a and a panel of myeloid molecular markers such as PRTN3,MPO,Neutrophil elastase,Cathepsin G,and Eosinophil peroxidase in Cited2-/- fetal livers. Decreased expression of Bmi-1,Notch1,LEF-1,Mcl-1,and GATA2 was also observed in Cited2-/- Lin(-)c-Kit+ cells. The present study uncovers for the first time a novel role of Cited2 in the maintenance of hematopoietic homeostasis during embryogenesis and thus provides new insights into the molecular regulation of hematopoietic development.
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产品类型:
产品号#:
03434
03444
产品名:
MethoCult™ GF M3434
MethoCult™ GF M3434
Valamehr B et al. (SEP 2008)
Proceedings of the National Academy of Sciences of the United States of America 105 38 14459--64
Hydrophobic surfaces for enhanced differentiation of embryonic stem cell-derived embryoid bodies.
With their unique ability to differentiate into all cell types,embryonic stem (ES) cells hold great therapeutic promise. To improve the efficiency of embryoid body (EB)-mediated ES cell differentiation,we studied murine EBs on the basis of their size and found that EBs with an intermediate size (diameter 100-300 microm) are the most proliferative,hold the greatest differentiation potential,and have the lowest rate of cell death. In an attempt to promote the formation of this subpopulation,we surveyed several biocompatible substrates with different surface chemical parameters and identified a strong correlation between hydrophobicity and EB development. Using self-assembled monolayers of various lengths of alkanethiolates on gold substrates,we directly tested this correlation and found that surfaces that exhibit increasing hydrophobicity enrich for the intermediate-size EBs. When this approach was applied to the human ES cell system,similar phenomena were observed. Our data demonstrate that hydrophobic surfaces serve as a platform to deliver uniform EB populations and may significantly improve the efficiency of ES cell differentiation.
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产品类型:
产品号#:
03434
03444
产品名:
MethoCult™ GF M3434
MethoCult™ GF M3434
Verfaillie CM (OCT 1993)
Blood 82 7 2045--53
Soluble factor(s) produced by human bone marrow stroma increase cytokine-induced proliferation and maturation of primitive hematopoietic progenitors while preventing their terminal differentiation.
We have recently shown that conservation and differentiation of primitive human hematopoietic progenitors in in vitro long-term bone marrow cultures (LTBMC) occurs to a greater extent when hematopoietic cells are grown separated from the stromal layer than when grown in direct contact with the stroma. This finding suggests that hematopoiesis may depend mainly on soluble factors produced by the stroma. To define these soluble factors,we examine here whether a combination of defined early-acting cytokines can replace soluble stroma-derived biologic activities that induce conservation and differentiation of primitive progenitors. Normal human Lineage-/CD34+/HLA-DR- cells (DR-) were cultured either in the absence of a stromal layer (stroma-free") or in a culture system in which DR- cells were separated from the stromal layer by a microporous membrane ("stroma-noncontact"). Both culture systems were supplemented three times per week with or without cytokines. These studies show that culture of DR- cells for 5 weeks in a "stroma-free" culture supplemented with a combination of four early acting cytokines (Interleukin-3 [IL-3]�
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产品类型:
产品号#:
05150
05350
产品名:
MyeloCult™ H5100
Ran FA et al. (SEP 2013)
Cell 154 6 1380--1389
Double Nicking by RNA-Guided CRISPR Cas9 for Enhanced Genome Editing Specificity
Targeted genome editing technologies have enabled a broad range of research and medical applications. The Cas9 nuclease from the microbial CRISPR-Cas system is targeted to specific genomic loci by a 20 nt guide sequence,which can tolerate certain mismatches to the DNA target and thereby promote undesired off-target mutagenesis. Here,we describe an approach that combines a Cas9 nickase mutant with paired guide RNAs to introduce targeted double-strand breaks. Because individual nicks in the genome are repaired with high fidelity,simultaneous nicking via appropriately offset guide RNAs is required for double-stranded breaks and extends the number of specifically recognized bases for target cleavage. We demonstrate that using paired nicking can reduce off-target activity by 50- to 1,500-fold in cell lines and to facilitate gene knockout in mouse zygotes without sacrificing on-target cleavage efficiency. This versatile strategy enables a wide variety of genome editing applications that require high specificity. textcopyright 2013 Elsevier Inc.
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产品类型:
产品号#:
05850
05857
05870
05875
85850
85857
85870
85875
产品名:
mTeSR™1
mTeSR™1
Chronopoulou E et al. ( 2014)
1131 47--70
Hybridoma technology for the generation of rodent mAbs via classical fusion
Monoclonal antibodies (mAbs) have proven to be instrumental in the advancement of research,diagnostic,industrial vaccine,and therapeutic applications. The use of mAbs in laboratory protocols has been growing in an exponential fashion for the last four decades. Described herein are methods for the development of highly specific mAbs through traditional hybridoma fusion. For ultimate success,a series of simultaneously initiated protocols are to be undertaken with careful attention to cell health of both the myeloma fusion partner and immune splenocytes. Coordination and attention to detail will enable a researcher with basic tissue culture skills to generate mAbs from immunized rodents to a variety of antigens (including proteins,carbohydrates,DNA,and haptens) (see Note 1). Furthermore,in vivo and in vitro methods used for antigen sensitization of splenocytes prior to somatic fusion are described herein.
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产品类型:
产品号#:
03800
03801
03802
03803
03804
03805
03806
产品名:
ClonaCell™-HY杂交瘤试剂盒
ClonaCell™-HY培养基A
ClonaCell™-HY 培养基 B
ClonaCell™-HY 培养基 C
ClonaCell™-HY 培养基 D
ClonaCell™-HY 培养基 E
ClonaCell™-HY PEG
Mendoza N et al. ( 2014)
1181 97--108
Shrink-induced biomimetic wrinkled substrates for functional cardiac cell alignment and culture.
The anisotropic alignment of cardiomyocytes in native myocardium tissue is a functional feature that is absent in traditional in vitro cardiac cell culture. Microenvironmental factors cue structural organization of the myocardium,which promotes the mechanical contractile properties and electrophysiological patterns seen in mature cardiomyocytes. Current nano- and microfabrication techniques,such as photolithography,generate simplified cell culture topographies that are not truly representative of the multifaceted and multi-scale fibrils of the cardiac extracellular matrix. In addition,such technologies are costly and require a clean room for fabrication. This chapter offers an easy,fast,robust,and inexpensive fabrication of biomimetic multi-scale wrinkled surfaces through the process of plasma treating and shrinking prestressed thermoplastic. Additionally,this chapter includes techniques for culturing stem cells and their cardiac derivatives on these substrates. Importantly,this wrinkled cell culture platform is compatible with both fluorescence and bright-field imaging; real-time physiological monitoring of CM action potential propagation and contraction properties can elucidate cardiotoxicity drug effects.
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