Lifting the curse from high-dimensional data: automated projection pursuit clustering for a variety of biological data modalities
AbstractUnsupervised clustering is a powerful machine-learning technique widely used to analyze high-dimensional biological data. It plays a crucial role in uncovering patterns,structures,and inherent relationships within complex datasets without relying on predefined labels. In the context of biology,high-dimensional data may include transcriptomics,proteomics,and a variety of single-cell omics data. Most existing clustering algorithms operate directly in the high-dimensional space,and their performance may be negatively affected by the phenomenon known as the curse of dimensionality. Here,we show an alternative clustering approach that alleviates the curse by sequentially projecting high-dimensional data into a low-dimensional representation. We validated the effectiveness of our approach,named automated projection pursuit (APP),across various biological data modalities,including flow and mass cytometry data,scRNA-seq,multiplex imaging data,and T-cell receptor repertoire data. APP efficiently recapitulated experimentally validated cell-type definitions and revealed new biologically meaningful patterns.
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产品类型:
产品号#:
19654
19058
19058RF
100-1525
19654RF
产品名:
EasySep™ Direct 人 PBMC 分选试剂盒
EasySep™人单核细胞富集试剂盒(不去除CD16)
RoboSep™ 人单核细胞富集试剂盒(不去除CD16)含滤芯吸头
EasySep™人单核细胞富集试剂盒(不去除CD16)
RoboSep™ Direct 人 PBMC 分选试剂盒
S. N. Quayle et al. (apr 2020)
Clinical cancer research : an official journal of the American Association for Cancer Research 26 8 1953--1964
CUE-101, a Novel E7-pHLA-IL2-Fc Fusion Protein, Enhances Tumor Antigen-Specific T-Cell Activation for the Treatment of HPV16-Driven Malignancies.
PURPOSE To assess the potential for CUE-101,a novel therapeutic fusion protein,to selectively activate and expand HPV16 E711-20-specific CD8+ T cells as an off-the shelf therapy for the treatment of HPV16-driven tumors,including head and neck squamous cell carcinoma (HNSCC),cervical,and anal cancers. EXPERIMENTAL DESIGN CUE-101 is an Fc fusion protein composed of a human leukocyte antigen (HLA) complex,an HPV16 E7 peptide epitope,reduced affinity human IL2 molecules,and an effector attenuated human IgG1 Fc domain. Human E7-specific T cells and human peripheral blood mononuclear cells (PBMC) were tested to demonstrate cellular activity and specificity of CUE-101,whereas in vivo activity of CUE-101 was assessed in HLA-A2 transgenic mice. Antitumor efficacy with a murine surrogate (mCUE-101) was tested in the TC-1 syngeneic tumor model. RESULTS CUE-101 demonstrates selective binding,activation,and expansion of HPV16 E711-20-specific CD8+ T cells from PBMCs relative to nontarget cells. Intravenous administration of CUE-101 induced selective expansion of HPV16 E711-20-specific CD8+ T cells in HLA-A2 (AAD) transgenic mice,and anticancer efficacy and immunologic memory was demonstrated in TC-1 tumor-bearing mice treated with mCUE-101. Combination therapy with anti-PD-1 checkpoint blockade further enhanced the observed efficacy. CONCLUSIONS Consistent with its design,CUE-101 demonstrates selective expansion of an HPV16 E711-20-specific population of cytotoxic CD8+ T cells,a favorable safety profile,and in vitro and in vivo evidence supporting its potential for clinical efficacy in an ongoing phase I trial (NCT03978689).
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Yang L et al. ( 2014)
Current Protocols in Molecular Biology 107 31.1.1----17
CRISPR/Cas9-Directed Genome Editing of Cultured Cells.
Human genome engineering has been transformed by the introduction of the CRISPR (clustered regularly interspaced short palindromic repeats)/Cas (CRISPR-associated) system found in most bacteria and archaea. Type II CRISPR/Cas systems have been engineered to induce RNA-guided genome editing in human cells,where small RNAs function together with Cas9 nucleases for sequence-specific cleavage of target sequences. Here we describe the protocol for Cas9-mediated human genome engineering,including construct building and transfection methods necessary for delivering Cas9 and guide RNA (gRNA) into human-induced pluripotent stem cells (hiPSCs) and HEK293 cells. Following genome editing,we also describe methods to assess genome editing efficiency using next-generation sequencing and isolate monoclonal hiPSCs with the desired modifications for downstream applications.
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Vasir B et al. (FEB 2005)
Journal of immunology (Baltimore,Md. : 1950) 174 4 2376--86
Dendritic cells induce MUC1 expression and polarization on human T cells by an IL-7-dependent mechanism.
The MUC1 transmembrane mucin is expressed on the surface of activated human T cells; however,the physiologic signals responsible for the regulation of MUC1 in T cells are not known. The present studies demonstrate that IL-7,but not IL-2 or IL-4,markedly induces MUC1 expression on CD3+ T cells. MUC1 was also up-regulated by IL-15,but to a lesser extent than that found with IL-7. The results show that IL-7 up-regulates MUC1 on CD4+,CD8+,CD25+,CD69+,naive CD45RA+,and memory CD45RO+ T cells. In concert with induction of MUC1 expression by IL-7,activated dendritic cells (DC) that produce IL-7 up-regulate MUC1 on allogeneic CD3+ T cells. DC also induce MUC1 expression on autologous CD3+ T cells in the presence of recall Ag. Moreover,DC-induced MUC1 expression on T cells is blocked by a neutralizing anti-IL-7 Ab. The results also demonstrate that DC induce polarization of MUC1 on T cells at sites opposing the DC-T cell synapse. These findings indicate that DC-mediated activation of Ag-specific T cells is associated with induction and polarization of MUC1 expression by an IL-7-dependent mechanism.
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产品类型:
产品号#:
15271HLA
产品名:
RosetteSep™ HLA 淋系细胞富集试剂盒
Luo LZ et al. (JAN 2012)
PLoS ONE 7 3 e30541
DNA repair in human pluripotent stem cells is distinct from that in non-pluripotent human cells.
The potential for human disease treatment using human pluripotent stem cells,including embryonic stem cells and induced pluripotent stem cells (iPSCs),also carries the risk of added genomic instability. Genomic instability is most often linked to DNA repair deficiencies,which indicates that screening/characterization of possible repair deficiencies in pluripotent human stem cells should be a necessary step prior to their clinical and research use. In this study,a comparison of DNA repair pathways in pluripotent cells,as compared to those in non-pluripotent cells,demonstrated that DNA repair capacities of pluripotent cell lines were more heterogeneous than those of differentiated lines examined and were generally greater. Although pluripotent cells had high DNA repair capacities for nucleotide excision repair,we show that ultraviolet radiation at low fluxes induced an apoptotic response in these cells,while differentiated cells lacked response to this stimulus,and note that pluripotent cells had a similar apoptotic response to alkylating agent damage. This sensitivity of pluripotent cells to damage is notable since viable pluripotent cells exhibit less ultraviolet light-induced DNA damage than do differentiated cells that receive the same flux. In addition,the importance of screening pluripotent cells for DNA repair defects was highlighted by an iPSC line that demonstrated a normal spectral karyotype,but showed both microsatellite instability and reduced DNA repair capacities in three out of four DNA repair pathways examined. Together,these results demonstrate a need to evaluate DNA repair capacities in pluripotent cell lines,in order to characterize their genomic stability,prior to their pre-clinical and clinical use.
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