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At least 19 recordsLinked to original sources
PubMed2023

Unraveling Neuronal Identities Using SIMS: A Deep Learning Label Transfer Tool for Single-Cell RNA Sequencing Analysis.

Large single-cell RNA datasets have contributed to unprecedented biological insight. Often, these take the form of cell atlases and serve as a reference for automating cell labeling of newly sequenced samples. Yet, classification algorithms have lacked the capacity to accurately annotate cells, particularly in complex datasets. Here we present SIMS (Scalable, Interpretable Machine Learning for Single-Cell), an end-to-end data-efficient machine learning pipeline for discrete classification of single-cell data that can be applied to new datasets with minimal coding. We benchmarked SIMS against common single-cell label transfer tools and demonstrated that it performs as well or better than state of the art algorithms. We then use SIMS to classify cells in one of the most complex tissues: the brain. We show that SIMS classifies cells of the adult cerebral cortex and hippocampus at a remarkably high accuracy. This accuracy is maintained in trans-sample label transfers of the adult human cerebral cortex. We then apply SIMS to classify cells in the developing brain and demonstrate a high level of accuracy at predicting neuronal subtypes, even in periods of fate refinement, shedding light on genetic changes affecting specific cell types across development. Finally, we apply SIMS to single cell datasets of cortical organoids to predict cell identities and unveil genetic variations between cell lines. SIMS identifies cell-line differences and misannotated cell lineages in human cortical organoids derived from different pluripotent stem cell lines. When cell types are obscured by stress signals, label transfer from primary tissue improves the accuracy of cortical organoid annotations, serving as a reliable ground truth. Altogether, we show that SIMS is a versatile and robust tool for cell-type classification from single-cell datasets.

Brain organoids↗
PubMed2000

Elucidation of protein-protein interactions using chemical cross-linking or label transfer techniques.

Understanding the architectures of multiprotein complexes is a central problem in biology. Of the many chemical methods available, label transfer and cross-linking are becoming more popular. Recently, label transfer has been applied to very large protein complexes with great success, and new oxidative methods for protein cross-linking have been developed that are fast and highly efficient. Advances in these techniques should increase the understanding of biological structures and mechanisms.

Cross-Linking Reagents↗
PubMedDate not supplied

Pitfalls in characterization of protein interactions using radioiodinated crosslinking reagents. Preparation and testing of a novel photochemical 125I-label transfer reagent.

Much attention has been focused on the study of protein interactions with radioiodinated photo-crosslinking reagents, and pitfalls in using this methodology are discussed. A new photochemical and cleavable heterobifunctional crosslinking reagent, succinimidyl N-14-(2-hydroxybenzoyl)-N-11-(4-azidobenzoyl)-9-oxo-8,11,14-triaza -4,5- dithiatetradecanoate (SHAD) was prepared, and its potential as a label transfer reagent was tested in model systems. SHAD was radioiodinated, and the labeled reagent (125I-SHAD) was converted to an amide (125I-HADM, as a mimicry of conjugation to protein 1) and photolyzed. When compared to the widely used SASD reagent (sulfosuccinimidyl 2-[[(4-azidosalicyl)-amino]ethyl]-1,3- dithiopropionate, Pierce), SHAD has a number of decisive advantages. The amide of 125I-SASD (125I-ASDM) was generated and photolyzed, and it was found that at least 50% of the radioactivity is released from 125I-ASDM after 3 min of irradiation, whereas only approximately 10% is liberated from 125I-HADM under similar conditions. Furthermore, 125I-HADM was photolyzed in the presence of excess amine (mimicry of crosslinking to protein 2), and the product was cleaved by reduction (mimicry of label transfer). The transformations in the course of photolysis were monitored by UV spectroscopy and TLC analysis, and a high degree of reagent cleavage upon reduction was demonstrated. 125I-SHAD was used to crosslink Lys78-plasminogen and fibrin. 125I-SHAD was conjugated to Lys78-plasminogen in the dark. Fibrinogen and thrombin were added, and Lys78-plasminogen was crosslinked to the fibrin clot by exposure to light.(ABSTRACT TRUNCATED AT 250 WORDS)

Azides↗
PubMed2001

High-throughput SNP genotyping by allele-specific PCR with universal energy-transfer-labeled primers.

We have developed a new method for high-throughput genotyping of single nucleotide polymorphisms (SNPs). The technique involves PCR amplification of genomic DNA with two tailed allele-specific primers that introduce priming sites for universal energy-transfer-labeled primers. The output of red and green light is conveniently scored using a fluorescence plate reader. The new method, which was validated on nine model SNPs, is well suited for high-throughput, automated genotyping because it requires only one reaction per SNP, it is performed in a single tube with no post-PCR handling, the same energy-transfer-labeled primers are used for all analyses, and the instrumentation is inexpensive. Possible applications include multiple-candidate gene analysis, genomewide scans, and medical diagnostics.

Alleles↗
PubMed1999

In situ amplification using universal energy transfer-labeled primers.

We developed an amplification detection system in which a universal energy transfer-labeled primer (UniPrimer) is used in combination with any target-specific primer pair. The target specific primers each have a 5' tail sequence, which is homologous to the 3' end of the UniPrimer which, in turn, has a hairpin structure on the 5' end. The hairpin structure brings the fluorophore and quencher into close proximity when the primer is free in solution, providing efficient quenching. When the primer is incorporated into the PCR product, the hairpin structure is unfolded and a fluorescent signal can be detected. Using hepatitis C and human papillomavirus as model systems, this study demonstrates several advantages in the hot-start in situ PCR technique with the UniPrimer system, including target specific detection of one DNA copy per cell without a separate in situ hybridization step and detection of an RNA target by RT in situ PCR without overnight DNase digestion. The UniPrimer-based in situ PCR allows rapid and simple detection of any DNA or RNA target without concern for the background from DNA repair invariably evident in paraffin-embedded tissue when a labeled nucleotide is used.

Cell Line↗
PubMed2006

High-throughput genotyping with energy transfer-labeled primers.

The Amplifluor method for single-nucleotide polymorphisms (SNP) genotyping provides homogeneous assays that utilize a pair of universal energy transfer-labeled primers. The main advantage of this single-step, loci-independent, low-cost method is that it can be readily adapted for new SNPs. The development of any new SNP assay requires only the design and synthesis of three conventional oligonucleotides. Furthermore, Amplifluor-based SNP assays require instrumentation found in most laboratories including a thermocycler and fluorescent plate-reader. Here, we provide detailed protocols for primer design, both manually and using AssayArchitect software. Protocols for SNP analysis are provided along with more than 100 examples for common polymorphisms. Specific cases including polymorphisms caused by the insertion/deletion of nucleotides, and dealing with the AT- and GC-rich sequences are addressed and discussed in detail.

DNA↗
PubMed1995

Combined application of in vivo UV-crosslinking and in vitro label transfer in the examination of AU-rich sequence binding protein-RNA interactions.

A combination of in vivo UV light-induced crosslinking of nucleic acids to proteins and in vitro label transfer assay was applied to investigate specific interactions between AU-rich sequences (ARE) in the 3' UTR of lymphokine mRNAs and cytoplasmic AU-rich sequence element binding proteins (AUBP) in normal human lymphoblasts and MLA 144 gibbon lymphoid tumor cells. We demonstrate that a pool of cytoplasmic AUBP can be effectively crosslinked to RNA in vivo, suggesting a close association of these proteins with ARE sequences in the cytoplasm. We also show that the UV-crosslinked AUBP pool is markedly reduced in malignantly transformed MLA 144 cells compared with normal lymphoblasts, indicating weaker interaction between lymphokine ARE and AUBP in these tumor cells. Similar differences in AUBP-RNA associations were found between the membrane-bound polysomal subfractions of the two cell types where most of the AUBP activity was localized. We suggest that the decreased AUBP-mRNA association in MLA 144 cells might reflect a process concerned with disturbances of mRNA metabolism in the neoplastic phenotype.

Animals↗
PubMed1998

Direct Fluorescence Detection of Allele-Specific PCR Products Using Novel Energy-Transfer Labeled Primers.

Background: Currently analysis of point mutations can be done by allele-specific polymerase chain reaction (PCR) followed by gel analysis or by gene-specific PCR followed by hybridization with an allele-specific probe. Both of these mutation detection methods require post-PCR laboratory time and run the risk of contaminating subsequent experiments with the PCR product liberated during the detection step. The author has combined the PCR amplification and detection steps into a single procedure suitable for closed-tube analysis. Methods and Results: Allele-specific PCR primers were designed as Sunrise energy-transfer primers and contained a 3' terminal mismatch to distinguish between normal and mutant DNA. Cloned normal (W64) and mutant (R64) templates of the beta3-adrenergic receptor gene were tested to verify amplification specificity and yield. A no-target negative control was also run with each reaction. After PCR, each reaction was tested for fluorescence yield by measuring fluorescence on a spectrofluorimeter or fluorescent microtitreplate reader. The cloned controls and 24 patient samples were tested for the W64R mutation by two methods. The direct fluorescence results with the Sunrise allele-specific PCR method gave comparable genotypes to those obtained with the PCR/ restriction digest/gel electrophoresis control method. No PCR artifacts were observed in the negative controls or in the PCR reactions run with the mismatched target. Conclusions: The results of this pilot study indicate good PCR product and fluorescence yield from allele-specific energy-transfer labeled primers, and the capability of distinguishing between normal and mutant alleles based on fluorescence alone, without the need for restriction digestion, gel electrophoresis, or hybridization with an allele-specific probe.

Journal Article↗
PubMed2024

SIMS: A deep-learning label transfer tool for single-cell RNA sequencing analysis.

Cell atlases serve as vital references for automating cell labeling in new samples, yet existing classification algorithms struggle with accuracy. Here we introduce SIMS (scalable, interpretable machine learning for single cell), a low-code data-efficient pipeline for single-cell RNA classification. We benchmark SIMS against datasets from different tissues and species. We demonstrate SIMS's efficacy in classifying cells in the brain, achieving high accuracy even with small training sets (<3,500 cells) and across different samples. SIMS accurately predicts neuronal subtypes in the developing brain, shedding light on genetic changes during neuronal differentiation and postmitotic fate refinement. Finally, we apply SIMS to single-cell RNA datasets of cortical organoids to predict cell identities and uncover genetic variations between cell lines. SIMS identifies cell-line differences and misannotated cell lineages in human cortical organoids derived from different pluripotent stem cell lines. Altogether, we show that SIMS is a versatile and robust tool for cell-type classification from single-cell datasets.

Single-Cell Analysis↗
PubMed1988

Identification of sequence-specific DNA-binding factors by label transfer: application to the adenovirus-2 major late promoter.

A method of affinity labelling proteins specifically associated with DNA target sequences is proposed. The method utilizes covalent UV-crosslinking of proteins to highly labelled DNA (e.g. in crude cell or nuclear extracts) followed by degradation of the DNA to short oligonucleotides. Proteins selectively labelled by attached residual oligonucleotides are readily amenable to molecular mass determination. Using this approach, we have characterized a HeLa polypeptide specifically bound to a short segment of the adenovirus-2 major late promoter (Ad2 MLP). A molecular mass value (approximately 51 kD) and precise location of the crosslinking site(s) of the protein within the MLP (-55 with respect to the cap site) were determined.

Adenoviruses, Human↗
PubMed1969

Spin-labeled transfer RNA.

The alpha-amino group of valyl-tRNA has been combined chemically with a nitroxide spin label through an amide linkage. This spin-labeled aminoacyl-tRNA has an electron paramagnetic resonance spectrum which reflects the mobility of the aminoacyl end of the tRNA molecule. The rate of tumbling of the spin label has been measured as a function of temperature and ionic strength. An abrupt transition in the nature of the motion occurs at a temperature which is sensitive to the ionic strength of the medium. This change in behavior of the aminoacylated spin label occurs at the same temperature as the midpoint of the optical density melting curves in dilute salt solutions. However, when denaturing agents such as dimethylsulfoxide or urea are added to the solution, the spin melting temperature is lower than the melting temperature as measured by the change in optical density. This suggests that under these conditions the local region of the aminoacyl end of the molecule denatures before the rest of the molecule is disrupted.

Carbon Isotopes↗
PubMed1994

Receptor-mediated label-transfer assay (RELAY): a novel method for the detection of plasma tumor necrosis factor at attomolar concentrations.

We have exploited the extremely high binding specificity of the 55 kDa human tumor necrosis factor (TNF) receptor in an assay designed to detect TNF with sensitivity limited only by limits in the detection of 131I. Bivalent derivatives of the 55 kDa TNF receptor (referred to here as the TNF binding protein), in which the extracellular domain is coupled to an IgG heavy chain, ordinarily bind TNF with very high affinity as a result of the fact that they interact with two separate sites on the trimer surface. The TNF binding protein is radioiodinated to a high specific activity and then added to plasma at a saturating concentration, so that it binds all active TNF present in the solution. Covalent adducts between molecules of TNF and molecules of the binding protein are then produced by crosslinking with disuccinimidyl suberate (DSS). The complexes are swept out of solution using sepharose beads to which polyclonal anti-TNF antibodies have been affixed. On electrophoresis, the complex presents itself as a band of M(r) = 200 kDa (as distinct from the uncomplexed binding protein, which has a size of 120 kDa and which in any case is removed by washing). As little as 50 fg of active TNF (600,000 trimers) can be detected in a 5 ml sample of plasma using this approach, corresponding to the detection of TNF at a 200 aM concentration. Notably, no TNF is detectable in normal plasma specimens, indicating that normal plasma contains active TNF at a concentration beneath 200 aM.

Animals↗