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1.
Sci Rep ; 10(1): 15251, 2020 09 17.
Article in English | MEDLINE | ID: mdl-32943655

ABSTRACT

Single cell transcriptomics is revolutionising our understanding of tissue and disease heterogeneity, yet cell type identification remains a partially manual task. Published algorithms for automatic cell annotation are limited to known cell types and fail to capture novel populations, especially cancer cells. We developed northstar, a computational approach to classify thousands of cells based on published data within seconds while simultaneously identifying and highlighting new cell states such as malignancies. We tested northstar on data from glioblastoma, melanoma, and seven different healthy tissues and obtained high accuracy and robustness. We collected eleven pancreatic tumors and identified three shared and five private neoplastic cell populations, offering insight into the origins of neuroendocrine and exocrine tumors. Northstar is a useful tool to assign known and novel cell type and states in the age of cell atlases.


Subject(s)
Algorithms , Glioblastoma/classification , Glioblastoma/pathology , Melanoma/classification , Melanoma/pathology , Brain/cytology , Cluster Analysis , Databases, Factual , Gene Expression Profiling , Humans , Neuroendocrine Tumors/classification , Neuroendocrine Tumors/pathology , Pancreas, Exocrine/pathology , Pancreatic Neoplasms/classification , Pancreatic Neoplasms/pathology , Single-Cell Analysis
2.
Proc Natl Acad Sci U S A ; 116(11): 5037-5044, 2019 03 12.
Article in English | MEDLINE | ID: mdl-30814220

ABSTRACT

Methanogenic archaea are major contributors to the global carbon cycle and were long thought to belong exclusively to the euryarchaeal phylum. Discovery of the methanogenesis gene cluster methyl-coenzyme M reductase (Mcr) in the Bathyarchaeota, and thereafter the Verstraetearchaeota, led to a paradigm shift, pushing back the evolutionary origin of methanogenesis to predate that of the Euryarchaeota. The methylotrophic methanogenesis found in the non-Euryarchaota distinguished itself from the predominantly hydrogenotrophic methanogens found in euryarchaeal orders as the former do not couple methanogenesis to carbon fixation through the reductive acetyl-CoA [Wood-Ljungdahl pathway (WLP)], which was interpreted as evidence for independent evolution of the two methanogenesis pathways. Here, we report the discovery of a complete and divergent hydrogenotrophic methanogenesis pathway in a thermophilic order of the Verstraetearchaeota, which we have named Candidatus Methanohydrogenales, as well as the presence of the WLP in the crenarchaeal order Desulfurococcales. Our findings support the ancient origin of hydrogenotrophic methanogenesis, suggest that methylotrophic methanogenesis might be a later adaptation of specific orders, and provide insight into how the transition from hydrogenotrophic to methylotrophic methanogenesis might have occurred.


Subject(s)
Euryarchaeota/classification , Euryarchaeota/metabolism , Hydrogen/metabolism , Methane/metabolism , Phylogeny , Euryarchaeota/genetics , Genes, Archaeal , Metagenome
3.
Crit Rev Biochem Mol Biol ; 53(1): 49-63, 2018 02.
Article in English | MEDLINE | ID: mdl-29108427

ABSTRACT

Synchronizing the convergence of the two-oppositely moving DNA replication machineries at specific termination sites is a tightly coordinated process in bacteria. In Escherichia coli, a "replication fork trap" - found within a chromosomal region where forks are allowed to enter but not leave - is set by the protein-DNA roadblock Tus-Ter. The exact sequence of events by which Tus-Ter blocks replisomes approaching from one direction but not the other has been the subject of controversy for many decades. Specific protein-protein interactions between the nonpermissive face of Tus and the approaching helicase were challenged by biochemical and structural studies. These studies show that it is the helicase-induced strand separation that triggers the formation of new Tus-Ter interactions at the nonpermissive face - interactions that result in a highly stable "locked" complex. This controversy recently gained renewed attention as three single-molecule-based studies scrutinized this elusive Tus-Ter mechanism - leading to new findings and refinement of existing models, but also generating new questions. Here, we discuss and compare the findings of each of the single-molecule studies to find their common ground, pinpoint the crucial differences that remain, and push the understanding of this bipartite DNA-protein system further.


Subject(s)
DNA Replication , DNA, Bacterial/genetics , DNA-Binding Proteins/metabolism , Escherichia coli Proteins/metabolism , Escherichia coli/genetics , Bacteria/chemistry , Bacteria/genetics , Bacteria/metabolism , Bacterial Proteins/chemistry , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Chromosomes, Bacterial/chemistry , Chromosomes, Bacterial/genetics , Chromosomes, Bacterial/metabolism , DNA, Bacterial/chemistry , DNA, Bacterial/metabolism , DNA-Binding Proteins/chemistry , DNA-Binding Proteins/genetics , Escherichia coli/chemistry , Escherichia coli/metabolism , Escherichia coli Proteins/chemistry , Escherichia coli Proteins/genetics , Models, Molecular , Protein Interaction Maps
4.
Methods ; 105: 90-8, 2016 08 01.
Article in English | MEDLINE | ID: mdl-27038745

ABSTRACT

Recent advances in high-throughput single-molecule magnetic tweezers have paved the way for obtaining information on individual molecules as well as ensemble-averaged behavior in a single assay. Here we describe how to design robust high-throughput magnetic tweezers assays that specifically require application of high forces (>20pN) for prolonged periods of time (>1000s). We elaborate on the strengths and limitations of the typical construct types that can be used and provide a step-by-step guide towards a high tether yield assay based on two examples. Firstly, we discuss a DNA hairpin assay where force-induced strand separation triggers a tight interaction between DNA-binding protein Tus and its binding site Ter, where forces up to 90pN for hundreds of seconds were required to dissociate Tus from Ter. Secondly, we show how the LTag helicase of Simian virus 40 unwinds dsDNA, where a load of 36pN optimizes the assay readout. The approaches detailed here provide guidelines for the high-throughput, quantitative study of a wide range of DNA-protein interactions.


Subject(s)
DNA Helicases/chemistry , DNA-Binding Proteins/chemistry , High-Throughput Screening Assays/methods , Single Molecule Imaging/methods , DNA/chemistry , DNA Helicases/isolation & purification , DNA-Binding Proteins/genetics , Optical Tweezers , Simian virus 40/enzymology
5.
Nucleic Acids Res ; 43(21): 10421-9, 2015 Dec 02.
Article in English | MEDLINE | ID: mdl-26496948

ABSTRACT

Transcription in RNA viruses is highly dynamic, with a variety of pauses interrupting nucleotide addition by RNA-dependent RNA polymerase (RdRp). For example, rare but lengthy pauses (>20 s) have been linked to backtracking for viral single-subunit RdRps. However, while such backtracking has been well characterized for multi-subunit RNA polymerases (RNAPs) from bacteria and yeast, little is known about the details of viral RdRp backtracking and its biological roles. Using high-throughput magnetic tweezers, we quantify the backtracking by RdRp from the double-stranded (ds) RNA bacteriophage Φ6, a model system for RdRps. We characterize the probability of entering long backtracks as a function of force and propose a model in which the bias toward backtracking is determined by the base paring at the dsRNA fork. We further discover that extensive backtracking provides access to a new 3'-end that allows for the de novo initiation of a second RdRp. This previously unidentified behavior provides a new mechanism for rapid RNA synthesis using coupled RdRps and hints at a possible regulatory pathway for gene expression during viral RNA transcription.


Subject(s)
Bacteriophage phi 6/enzymology , RNA-Dependent RNA Polymerase/metabolism , Transcription Initiation Site , Templates, Genetic , Transcription, Genetic
6.
Curr Opin Struct Biol ; 34: 116-22, 2015 Oct.
Article in English | MEDLINE | ID: mdl-26434413

ABSTRACT

Single-molecule experiments provide a unique means for real-time observation of the activity of individual biomolecular machines. Through such techniques, insights into the mechanics of for example, polymerases, helicases, and packaging motors have been gleaned. Here we describe the recent advances in single-molecule force spectroscopy instrumentation that have facilitated high-throughput acquisition at high spatiotemporal resolution. The large datasets attained by such methods can capture rare but important events, and contain information regarding stochastic behaviors covering many orders of magnitude in time. We further discuss analysis of such data sets, and with a special focus on the pause states described in the general literature on RNA polymerase pausing we compare and contrast the signatures of different reaction pathways.


Subject(s)
Spectrum Analysis , DNA/chemistry , DNA/metabolism , DNA-Binding Proteins/chemistry , DNA-Binding Proteins/metabolism , DNA-Directed RNA Polymerases/chemistry , DNA-Directed RNA Polymerases/metabolism , Spectrum Analysis/methods
7.
Nat Chem Biol ; 11(8): 579-85, 2015 Aug.
Article in English | MEDLINE | ID: mdl-26147356

ABSTRACT

The bidirectional replication of a circular chromosome by many bacteria necessitates proper termination to avoid the head-on collision of the opposing replisomes. In Escherichia coli, replisome progression beyond the termination site is prevented by Tus proteins bound to asymmetric Ter sites. Structural evidence indicates that strand separation on the blocking (nonpermissive) side of Tus-Ter triggers roadblock formation, but biochemical evidence also suggests roles for protein-protein interactions. Here DNA unzipping experiments demonstrate that nonpermissively oriented Tus-Ter forms a tight lock in the absence of replicative proteins, whereas permissively oriented Tus-Ter allows nearly unhindered strand separation. Quantifying the lock strength reveals the existence of several intermediate lock states that are impacted by mutations in the lock domain but not by mutations in the DNA-binding domain. Lock formation is highly specific and exceeds reported in vivo efficiencies. We postulate that protein-protein interactions may actually hinder, rather than promote, proper lock formation.


Subject(s)
DNA Replication , DNA, Bacterial/metabolism , DNA, Circular/metabolism , DNA-Binding Proteins/metabolism , Escherichia coli Proteins/metabolism , Escherichia coli/metabolism , Base Sequence , Binding Sites , Chromosomes, Bacterial/chemistry , Chromosomes, Bacterial/metabolism , DNA, Bacterial/chemistry , DNA, Circular/chemistry , DNA-Binding Proteins/chemistry , DNA-Binding Proteins/genetics , Escherichia coli/genetics , Escherichia coli Proteins/chemistry , Escherichia coli Proteins/genetics , Models, Molecular , Molecular Sequence Data , Mutation , Protein Binding , Protein Structure, Secondary , Protein Structure, Tertiary
8.
Cell Rep ; 10(6): 983-992, 2015 Feb 17.
Article in English | MEDLINE | ID: mdl-25683720

ABSTRACT

RNA viruses have specific mutation rates that balance the conflicting needs of an evolutionary response to host antiviral defenses and avoidance of the error catastrophe. While most mutations are known to originate in replication errors, difficulties of capturing the underlying dynamics have left the mechanochemical basis of viral mutagenesis unresolved. Here, we use multiplexed magnetic tweezers to investigate error incorporation by the bacteriophage Φ6 RNA-dependent RNA polymerase. We extract large datasets fingerprinting real-time polymerase dynamics over four magnitudes in time, in the presence of nucleotide analogs, and under varying NTP and divalent cation concentrations and fork stability. Quantitative analysis reveals a new pause state that modulates polymerase fidelity and so ties viral polymerase pausing to the biological function of optimizing virulence. Adjusting the frequency of such pauses offers a target for therapeutics and may also reflect an evolutionary strategy for virus populations to track the gradual evolution of their hosts.

9.
Nucleic Acids Res ; 42(18): e137, 2014 Oct.
Article in English | MEDLINE | ID: mdl-25140010

ABSTRACT

Magnetic tweezers are a powerful single-molecule technique that allows real-time quantitative investigation of biomolecular processes under applied force. High pulling forces exceeding tens of picoNewtons may be required, e.g. to probe the force range of proteins that actively transcribe or package the genome. Frequently, however, the application of such forces decreases the sample lifetime, hindering data acquisition. To provide experimentally viable sample lifetimes in the face of high pulling forces, we have designed a novel anchoring strategy for DNA in magnetic tweezers. Our approach, which exploits covalent functionalization based on heterobifunctional poly(ethylene glycol) crosslinkers, allows us to strongly tether DNA while simultaneously suppressing undesirable non-specific adhesion. A complete force and lifetime characterization of these covalently anchored DNA-tethers demonstrates that, compared to more commonly employed anchoring strategies, they withstand 3-fold higher pulling forces (up to 150 pN) and exhibit up to 200-fold higher lifetimes (exceeding 24 h at a constant force of 150 pN). This advance makes it possible to apply the full range of biologically relevant force scales to biomolecular processes, and its straightforward implementation should extend its reach to a multitude of applications in the field of single-molecule force spectroscopy.


Subject(s)
DNA/chemistry , Biomechanical Phenomena , Magnets , Polyethylene Glycols/chemistry , Spectrum Analysis
10.
Rev Sci Instrum ; 85(12): 123114, 2014 Dec.
Article in English | MEDLINE | ID: mdl-25554279

ABSTRACT

To study the behavior of biological macromolecules and enzymatic reactions under force, advances in single-molecule force spectroscopy have proven instrumental. Magnetic tweezers form one of the most powerful of these techniques, due to their overall simplicity, non-invasive character, potential for high throughput measurements, and large force range. Drawbacks of magnetic tweezers, however, are that accurate determination of the applied forces can be challenging for short biomolecules at high forces and very time-consuming for long tethers at low forces below ∼1 piconewton. Here, we address these drawbacks by presenting a calibration standard for magnetic tweezers consisting of measured forces for four magnet configurations. Each such configuration is calibrated for two commonly employed commercially available magnetic microspheres. We calculate forces in both time and spectral domains by analyzing bead fluctuations. The resulting calibration curves, validated through the use of different algorithms that yield close agreement in their determination of the applied forces, span a range from 100 piconewtons down to tens of femtonewtons. These generalized force calibrations will serve as a convenient resource for magnetic tweezers users and diminish variations between different experimental configurations or laboratories.


Subject(s)
Biophysics/instrumentation , Calibration/standards , Magnetic Fields , Magnets , Algorithms , DNA/chemistry , Microspheres , Plasmids
11.
Eur Biophys J ; 39(4): 631-8, 2010 Mar.
Article in English | MEDLINE | ID: mdl-19639311

ABSTRACT

A high-throughput Förster resonance energy transfer (FRET) study was performed on the approximately 100 amino acids long N-terminal domain of the photosynthetic complex CP29 of higher plants. For this purpose, CP29 was singly mutated along its N-terminal domain, replacing one-by-one native amino acids by a cysteine, which was labeled with a BODIPY fluorescent probe, and reconstituted with the natural pigments of CP9, chlorophylls and xanthophylls. Picosecond fluorescence experiments revealed rapid energy transfer (approximately 20-70 ps) from BODIPY at amino-acid positions 4, 22, 33, 40, 56, 65, 74, 90, and 97 to Chl a molecules in the hydrophobic part of the protein. From the energy transfer times, distances were estimated between label and chlorophyll molecules, using the Förster equation. When the label was attached to amino acids 4, 56, and 97, it was found to be located very close to the protein core (approximately 15 A), whereas labels at positions 15, 22, 33, 40, 65, 74, and 90 were found at somewhat larger distances. It is concluded that the entire N-terminal domain is in close contact with the hydrophobic core and that there is no loop sticking out into the stroma. Most of the results support a recently proposed topological model for the N-terminus of CP29, which was based on electron-spin-resonance measurements on spin-labeled CP29 with and without its natural pigment content. The present results lead to a slight refinement of that model.


Subject(s)
Fluorescence Resonance Energy Transfer , Light-Harvesting Protein Complexes/chemistry , Photosystem II Protein Complex/chemistry , Amino Acid Substitution , Artifacts , Boron Compounds/chemistry , Fluorescent Dyes/chemistry , Light-Harvesting Protein Complexes/genetics , Photons , Photosystem II Protein Complex/genetics , Probability , Protein Structure, Tertiary , Time Factors
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