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1.
Cancer Cell ; 40(12): 1537-1549.e12, 2022 12 12.
Article in English | MEDLINE | ID: mdl-36400018

ABSTRACT

In the Circulating Cell-free Genome Atlas (NCT02889978) substudy 1, we evaluate several approaches for a circulating cell-free DNA (cfDNA)-based multi-cancer early detection (MCED) test by defining clinical limit of detection (LOD) based on circulating tumor allele fraction (cTAF), enabling performance comparisons. Among 10 machine-learning classifiers trained on the same samples and independently validated, when evaluated at 98% specificity, those using whole-genome (WG) methylation, single nucleotide variants with paired white blood cell background removal, and combined scores from classifiers evaluated in this study show the highest cancer signal detection sensitivities. Compared with clinical stage and tumor type, cTAF is a more significant predictor of classifier performance and may more closely reflect tumor biology. Clinical LODs mirror relative sensitivities for all approaches. The WG methylation feature best predicts cancer signal origin. WG methylation is the most promising technology for MCED and informs development of a targeted methylation MCED test.


Subject(s)
Cell-Free Nucleic Acids , Neoplasms , Humans , Cell-Free Nucleic Acids/genetics , Early Detection of Cancer , Neoplasms/diagnosis , Neoplasms/genetics , Biomarkers, Tumor/genetics , DNA Methylation
2.
Article in English | MEDLINE | ID: mdl-30087100

ABSTRACT

Neuroendocrine tumors (NETs) arising from tailgut cysts are a rare but increasingly reported entity with gene expression profiles that may be indicative of the gastrointestinal cell of origin. We present a case report describing the unique pathological and genomic characteristics of a tailgut cyst NET that metastasized to liver. The histologic and immunohistochemical findings were consistent with a well-differentiated NET. Genomic testing indicates a germline frameshift in BRCA1 and a few somatic mutations of unknown significance. Transcriptomic analysis suggests an enteroendocrine L cell in the tailgut as a putative cell of origin. Genomic profiling of a rare NET and metastasis provides insight into its origin, development, and potential therapeutic options.


Subject(s)
Hamartoma/genetics , Hamartoma/pathology , Aged , BRCA1 Protein/genetics , Carcinoid Tumor , Cysts/metabolism , Humans , Liver/pathology , Liver Neoplasms/metabolism , Male , Neoplasm Metastasis/pathology , Neuroendocrine Tumors/genetics , Neuroendocrine Tumors/pathology , Sacrococcygeal Region/pathology
3.
Cell ; 172(3): 549-563.e16, 2018 01 25.
Article in English | MEDLINE | ID: mdl-29275860

ABSTRACT

The immune system can mount T cell responses against tumors; however, the antigen specificities of tumor-infiltrating lymphocytes (TILs) are not well understood. We used yeast-display libraries of peptide-human leukocyte antigen (pHLA) to screen for antigens of "orphan" T cell receptors (TCRs) expressed on TILs from human colorectal adenocarcinoma. Four TIL-derived TCRs exhibited strong selection for peptides presented in a highly diverse pHLA-A∗02:01 library. Three of the TIL TCRs were specific for non-mutated self-antigens, two of which were present in separate patient tumors, and shared specificity for a non-mutated self-antigen derived from U2AF2. These results show that the exposed recognition surface of MHC-bound peptides accessible to the TCR contains sufficient structural information to enable the reconstruction of sequences of peptide targets for pathogenic TCRs of unknown specificity. This finding underscores the surprising specificity of TCRs for their cognate antigens and enables the facile indentification of tumor antigens through unbiased screening.


Subject(s)
Adenocarcinoma/immunology , Antigens, Neoplasm/immunology , Colorectal Neoplasms/immunology , Lymphocytes, Tumor-Infiltrating/immunology , Receptors, Antigen, T-Cell/immunology , Aged , Animals , Antigens, Neoplasm/chemistry , Cell Line, Tumor , Cells, Cultured , HEK293 Cells , HLA-A Antigens/chemistry , HLA-A Antigens/immunology , Humans , Male , Middle Aged , Peptide Library , Sf9 Cells , Spodoptera
4.
Proc Natl Acad Sci U S A ; 114(48): E10409-E10417, 2017 11 28.
Article in English | MEDLINE | ID: mdl-29138313

ABSTRACT

Tumor-infiltrating T cells play an important role in many cancers, and can improve prognosis and yield therapeutic targets. We characterized T cells infiltrating both breast cancer tumors and the surrounding normal breast tissue to identify T cells specific to each, as well as their abundance in peripheral blood. Using immune profiling of the T cell beta-chain repertoire in 16 patients with early-stage breast cancer, we show that the clonal structure of the tumor is significantly different from adjacent breast tissue, with the tumor containing ∼2.5-fold greater density of T cells and higher clonality compared with normal breast. The clonal structure of T cells in blood and normal breast is more similar than between blood and tumor, and could be used to distinguish tumor from normal breast tissue in 14 of 16 patients. Many T cell sequences overlap between tissue and blood from the same patient, including ∼50% of T cells between tumor and normal breast. Both tumor and normal breast contain high-abundance "enriched" sequences that are absent or of low abundance in the other tissue. Many of these T cells are either not detected or detected with very low frequency in the blood, suggesting the existence of separate compartments of T cells in both tumor and normal breast. Enriched T cell sequences are typically unique to each patient, but a subset is shared between many different patients. We show that many of these are commonly generated sequences, and thus unlikely to play an important role in the tumor microenvironment.


Subject(s)
Breast Neoplasms/genetics , Genes, T-Cell Receptor beta/immunology , Lymphocytes, Tumor-Infiltrating/immunology , Receptors, Antigen, T-Cell, alpha-beta/genetics , T-Lymphocytes/immunology , Adult , Aged , Breast/pathology , Breast Neoplasms/blood , Breast Neoplasms/immunology , Breast Neoplasms/pathology , Complementarity Determining Regions/genetics , Complementarity Determining Regions/immunology , Female , High-Throughput Nucleotide Sequencing , Humans , Middle Aged , Prognosis , Receptors, Antigen, T-Cell, alpha-beta/immunology , Sequence Analysis, DNA , Tumor Microenvironment/genetics , Tumor Microenvironment/immunology
5.
J Transl Med ; 15(1): 9, 2017 01 13.
Article in English | MEDLINE | ID: mdl-28086979

ABSTRACT

BACKGROUND: Kidney transplantation is the most effective treatment for end-stage renal disease. Sensitization refers to pre-existing antibodies against human leukocyte antigen (HLA) protein and remains a major barrier to successful transplantation. Despite implementation of desensitization strategies, many candidates fail to respond. Our objective was to determine whether measuring B cell repertoires could differentiate candidates that respond to desensitization therapy. METHODS: We developed an assay based on high-throughput DNA sequencing of the variable domain of the heavy chain of immunoglobulin genes to measure changes in B cell repertoires in 19 highly HLA-sensitized kidney transplant candidates undergoing desensitization and 7 controls with low to moderate HLA sensitization levels. Responders to desensitization had a decrease of 5% points or greater in cumulated calculated panel reactive antibody (cPRA) levels, and non-responders had no decrease in cPRA. RESULTS: Dominant B cell clones were not observed in highly sensitized candidates, suggesting that the B cells responsible for sensitization are either not present in peripheral blood or present at comparable levels to other circulating B cells. Candidates that responded to desensitization therapy had pre-treatment repertoires composed of a larger fraction of class-switched (IgG and IgA) isotypes compared to non-responding candidates. After B cell depleting therapy, the proportion of switched isotypes increased and the mutation frequencies of the remaining non-switched isotypes (IgM and IgD) increased in both responders and non-responders, perhaps representing a shift in the repertoire towards memory B cells or plasmablasts. Conversely, after transplantation, non-switched isotypes with fewer mutations increased, suggesting a shift in the repertoire towards naïve B cells. CONCLUSIONS: Relative abundance of different B cell isotypes is strongly perturbed by desensitization therapy and transplantation, potentially reflecting changes in the relative abundance of memory and naïve B cell compartments. Candidates that responded to therapy experienced similar changes to those that did not respond. Further studies are required to understand differences between these two groups of highly sensitized kidney transplant candidates.


Subject(s)
B-Lymphocytes/immunology , Desensitization, Immunologic , HLA Antigens/immunology , Kidney Transplantation , Adult , Female , Humans , Immunoglobulins, Intravenous/therapeutic use , Male , Middle Aged , Rituximab/therapeutic use
6.
Proc Natl Acad Sci U S A ; 113(27): 7515-20, 2016 07 05.
Article in English | MEDLINE | ID: mdl-27313204

ABSTRACT

During the translocation step of prokaryotic protein synthesis, elongation factor G (EF-G), a guanosine triphosphatase (GTPase), binds to the ribosomal PRE-translocation (PRE) complex and facilitates movement of transfer RNAs (tRNAs) and messenger RNA (mRNA) by one codon. Energy liberated by EF-G's GTPase activity is necessary for EF-G to catalyze rapid and precise translocation. Whether this energy is used mainly to drive movements of the tRNAs and mRNA or to foster EF-G dissociation from the ribosome after translocation has been a long-lasting debate. Free EF-G, not bound to the ribosome, adopts quite different structures in its GTP and GDP forms. Structures of EF-G on the ribosome have been visualized at various intermediate steps along the translocation pathway, using antibiotics and nonhydolyzable GTP analogs to block translocation and to prolong the dwell time of EF-G on the ribosome. However, the structural dynamics of EF-G bound to the ribosome have not yet been described during normal, uninhibited translocation. Here, we report the rotational motions of EF-G domains during normal translocation detected by single-molecule polarized total internal reflection fluorescence (polTIRF) microscopy. Our study shows that EF-G has a small (∼10°) global rotational motion relative to the ribosome after GTP hydrolysis that exerts a force to unlock the ribosome. This is followed by a larger rotation within domain III of EF-G before its dissociation from the ribosome.


Subject(s)
Guanosine Triphosphate/metabolism , Peptide Elongation Factor G/metabolism , Ribosomes/metabolism , Amino Acid Sequence , Molecular Sequence Data , Protein Translocation Systems
7.
Biophys J ; 104(6): 1263-73, 2013 Mar 19.
Article in English | MEDLINE | ID: mdl-23528086

ABSTRACT

Myosin V is biomolecular motor with two actin-binding domains (heads) that take multiple steps along actin by a hand-over-hand mechanism. We used high-speed polarized total internal reflection fluorescence (polTIRF) microscopy to study the structural dynamics of single myosin V molecules that had been labeled with bifunctional rhodamine linked to one of the calmodulins along the lever arm. With the use of time-correlated single-photon counting technology, the temporal resolution of the polTIRF microscope was improved ~50-fold relative to earlier studies, and a maximum-likelihood, multitrace change-point algorithm was used to objectively determine the times when structural changes occurred. Short-lived substeps that displayed an abrupt increase in rotational mobility were detected during stepping, likely corresponding to random thermal fluctuations of the stepping head while it searched for its next actin-binding site. Thus, myosin V harnesses its fluctuating environment to extend its reach. Additional, less frequent angle changes, probably not directly associated with steps, were detected in both leading and trailing heads. The high-speed polTIRF method and change-point analysis may be applicable to single-molecule studies of other biological systems.


Subject(s)
Microscopy, Fluorescence , Myosin Type V/chemistry , Animals , Movement , Myosin Type V/metabolism , Rhodamines/chemistry , Rotation , Time Factors
8.
Cold Spring Harb Protoc ; 2012(6): 719-21, 2012 Jun 01.
Article in English | MEDLINE | ID: mdl-22661429

ABSTRACT

Polarized total internal reflection fluorescence microscopy (polTIRFM) can be used to detect the spatial orientation and rotational dynamics of single molecules. polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. This protocol describes the twirling filament assay, so named because actin sometimes twirls about its own axis as it is translocated by myosin. A gliding filament assay is constructed in which a sparsely labeled actin filament (0.3% of the actin monomers contain 6'- iodoacetamidotetramethylrhodamine [IATR]) is translocated by a field of unlabeled myosin V fixed to the surface. The polTIRFM twirling assay differs from a standard gliding filament assay in that full filaments are not visible, but rather individual fluorophores are spaced along each filament. The goal is to investigate possible rotational motions of the actin filament about its axis (i.e., twirling) by measuring the spatial angle of the fluorescent probe as a function of time. Successful assays contain microscopic fields of approximately 50 isolated points of fluorescence that move across the field in the presence of ATP. Actin is usually translocated by more than one myosin molecule, depending on the filament length and the myosin surface density. Sparsely labeled filaments are required because the orientation of only one probe can be resolved at a time.


Subject(s)
Actins/metabolism , Macromolecular Substances/metabolism , Microscopy, Fluorescence/methods , Microscopy, Polarization/methods , Muscle Fibers, Skeletal/metabolism , Myosin Type V/metabolism , Fluorescent Dyes/metabolism , Staining and Labeling/methods
9.
Cold Spring Harb Protoc ; 2012(6): 722-5, 2012 Jun 01.
Article in English | MEDLINE | ID: mdl-22661430

ABSTRACT

Polarized total internal reflection fluorescence microscopy (polTIRFM) can be used to detect the spatial orientation and rotational dynamics of single molecules. polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. This protocol describes how to acquire polTIRFM data and then calibrate the setup. Calibration corrects for any systematic variations in beam intensity and unequal detector sensitivities and is performed for each slide after experimental data are recorded. To convert the intensities into angles, one set of (θ, ϕ, δ(s), δ(f), κ) is then determined from one complete cycle of the incident intensities. This process is repeated for every cycle in the trace to measure the time dependence of rotational motions. The collection and analysis of data is similar for the processive motility assay for myosin V and for the twirling filament assay, in which a sparsely labeled actin filament is translocated by a field of unlabeled myosin V.


Subject(s)
Actins/metabolism , Data Collection/methods , Image Processing, Computer-Assisted/methods , Macromolecular Substances/metabolism , Microscopy, Fluorescence/methods , Microscopy, Polarization/methods , Myosin Type V/metabolism , Fluorescent Dyes/metabolism , Staining and Labeling/methods
10.
Cold Spring Harb Protoc ; 2012(6): 712-5, 2012 Jun 01.
Article in English | MEDLINE | ID: mdl-22661445

ABSTRACT

Polarized total internal reflection fluorescence microscopy (polTIRFM) can be used to detect the spatial orientation and rotational dynamics of single molecules. polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. This protocol describes how to construct sample chambers (flow chambers) for polTIRFM motility assays. Each chamber can hold ∼20 µL of solution. To flow a solution through the chamber, the solution is added to the chamber with a pipette while wicking out the previous contents with filter paper. Each end of the coverslip should extend beyond the edge of the slide to support the pipette tip and filter paper. The flow rate can be roughly controlled by adjusting the contact area between the filter paper and the solution. The chambers can be used for investigating the motility of myosin V in vitro with the processive motility assay, as well as for assessing the motility of actin using the twirling assay.


Subject(s)
Actins/metabolism , Macromolecular Substances/metabolism , Microscopy, Fluorescence/methods , Microscopy, Polarization/methods , Muscle Fibers, Skeletal/metabolism , Myosin Type V/metabolism , Fluorescent Dyes
11.
Cold Spring Harb Protoc ; 2012(6): 716-8, 2012 Jun 01.
Article in English | MEDLINE | ID: mdl-22661446

ABSTRACT

Polarized total internal reflection fluorescence microscopy (polTIRFM) can be used to detect the spatial orientation and rotational dynamics of single molecules. polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. This protocol describes the processive motility assay for investigating the motility of myosin V in vitro. Biotin-Alexa actin filaments are fixed to a slide by biotin/streptavidin linkages and aligned with the microscope x-axis by fluid flow. The orientation of a rhodamine-calmodulin (CaM) probe bound to a single myosin V molecule is determined as it moves along an actin filament. Excess wild-type calmodulin (WT-CaM) is present in the buffer solution to replenish lost CaM from the myosin lever arm. The techniques for myosin V should be generally applicable to other single-molecule experiments where angular changes have an important mechanistic role in their biological function.


Subject(s)
Actins/metabolism , Macromolecular Substances/metabolism , Microscopy, Fluorescence/methods , Microscopy, Polarization/methods , Muscle Fibers, Skeletal/metabolism , Myosin Type V/metabolism , Calmodulin/metabolism , Fluorescent Dyes/metabolism , Rhodamines/metabolism , Staining and Labeling/methods
12.
Cold Spring Harb Protoc ; 2012(5)2012 May 01.
Article in English | MEDLINE | ID: mdl-22550304

ABSTRACT

Polarized total internal reflection fluorescence microscopy (polTIRFM) can be used to detect the spatial orientation and rotational dynamics of single molecules. polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. This protocol describes how to label chicken calmodulin (CaM) with bifunctional rhodamine (BR) at two engineered cysteine (Cys) residues (P66C and A73C) so that it cross-links the two Cys sites. The resulting BR-CaM protein is then purified by high-performance liquid chromatography (HPLC) and concentrated by filter centrifugation. To confirm that the two Cys residues in the labeled CaM are actually cross-linked by BR, a sample of purified BR-CaM is digested by an endoproteinase and analyzed by mass spectrometry. The BR-CaM can then be used to label myosin V, which can in turn be used in a polTIRFM processive motility assay.


Subject(s)
Calmodulin/metabolism , Rhodamines/metabolism , Staining and Labeling/methods , Animals , Calmodulin/chemistry , Calmodulin/isolation & purification , Centrifugation , Chickens , Chromatography, High Pressure Liquid , Cross-Linking Reagents/chemistry , Cross-Linking Reagents/metabolism , Cysteine/chemistry , Cysteine/metabolism , Fluorescent Dyes/chemistry , Fluorescent Dyes/metabolism , Microscopy, Fluorescence/methods , Motion , Rhodamines/chemistry
13.
Cold Spring Harb Protoc ; 2012(5)2012 May 01.
Article in English | MEDLINE | ID: mdl-22550303

ABSTRACT

In this article, we describe methods to detect the spatial orientation and rotational dynamics of single molecules using polarized total internal reflection fluorescence microscopy (polTIRFM). polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. We discuss single-molecule versus ensemble measurements, as well as single-molecule techniques for orientation and rotation, and fluorescent probes for orientation studies. Using calmodulin (CaM) as an example of a target protein, we describe a method for labeling CaM with bifunctional rhodamine (BR). We also describe the physical principles and experimental setup of polTIRFM. We conclude with a brief introduction to assays using polTIRFM to assess the interaction of actin and myosin.


Subject(s)
Calmodulin/chemistry , Microscopy, Fluorescence/methods , Motion , Actins/chemistry , Actins/metabolism , Animals , Calmodulin/metabolism , Fluorescent Dyes/metabolism , Myosins/chemistry , Myosins/metabolism , Protein Binding , Rabbits , Rhodamines/metabolism , Staining and Labeling/methods
14.
Cold Spring Harb Protoc ; 2012(5)2012 May 01.
Article in English | MEDLINE | ID: mdl-22550305

ABSTRACT

Polarized total internal reflection fluorescence microscopy (polTIRFM) can be used to detect the spatial orientation and rotational dynamics of single molecules. polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. This protocol describes how to exchange bifunctional rhodamine-calmodulin (BR-CaM) for wild-type calmodulin (WT-CaM) on the lever arm of myosin V. BR-CaM is exchanged at low stoichiometry (∼0.4 BR-CaM per double-headed myosin V) to obtain myosin V molecules with one BR-CaM and to limit the proportion of myosin V molecules with two or more probes. The stoichiometry is very sensitive to the concentration of calcium during the exchange reaction. The labeled myosin V can subsequently be used for investigating the motility of myosin V in vitro with a polTIRFM processive motility assay, which is performed on substrate-attached actin.


Subject(s)
Fluorescent Dyes/metabolism , Myosin Type V/chemistry , Rhodamines/metabolism , Staining and Labeling/methods , Animals , Chickens , Microscopy, Fluorescence/methods , Motion , Myosin Type V/isolation & purification , Myosin Type V/metabolism
15.
Cold Spring Harb Protoc ; 2012(5)2012 May 01.
Article in English | MEDLINE | ID: mdl-22550306

ABSTRACT

Polarized total internal reflection fluorescence microscopy (polTIRFM) can be used to detect the spatial orientation and rotational dynamics of single molecules. polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. In this protocol, filamentous actin (F-actin) is polymerized from purified, monomeric actin (G-actin) for use in polTIRFM motility assays in which actin interacts with myosin. The procedures include (1) the preparation of unlabeled F-actin from G-actin; (2) the preparation of F-actin that is sparsely labeled with 6'-IATR (6'-iodoacetamidotetramethylrhodamine); and (3) the preparation of F-actin with a combination of unlabeled, biotinylated, and rhodamine-labeled monomers. Rhodamine-phalloidin actin, also used in polTIRFM assays, can be prepared using a procedure similar to the one for unlabeled actin.


Subject(s)
Actins/chemistry , Actins/metabolism , Microscopy, Fluorescence/methods , Specimen Handling/methods , Animals , Fluorescent Dyes/metabolism , Movement , Myosins/chemistry , Myosins/metabolism , Protein Binding , Rabbits , Staining and Labeling/methods
16.
J Gen Physiol ; 139(2): 101-20, 2012 Feb.
Article in English | MEDLINE | ID: mdl-22291144

ABSTRACT

Myosin V (myoV) is a two-headed myosin capable of taking many successive steps along actin per diffusional encounter, enabling it to transport vesicular and ribonucleoprotein cargos in the dense and complex environment within cells. To better understand how myoV navigates along actin, we used polarized total internal reflection fluorescence microscopy to examine angular changes of bifunctional rhodamine probes on the lever arms of single myoV molecules in vitro. With a newly developed analysis technique, the rotational motions of the lever arm and the local orientation of each probe relative to the lever arm were estimated from the probe's measured orientation. This type of analysis could be applied to similar studies on other motor proteins, as well as other proteins with domains that undergo significant rotational motions. The experiments were performed on recombinant constructs of myoV that had either the native-length (six IQ motifs and calmodulins [CaMs]) or truncated (four IQ motifs and CaMs) lever arms. Native-length myoV-6IQ mainly took straight steps along actin, with occasional small azimuthal tilts around the actin filament. Truncated myoV-4IQ showed an increased frequency of azimuthal steps, but the magnitudes of these steps were nearly identical to those of myoV-6IQ. The results show that the azimuthal deflections of myoV on actin are more common for the truncated lever arm, but the range of these deflections is relatively independent of its lever-arm length.


Subject(s)
Molecular Motor Proteins/metabolism , Myosin Type V/chemistry , Myosin Type V/metabolism , Recombinant Fusion Proteins/chemistry , Recombinant Fusion Proteins/metabolism , Actins/metabolism , Animals , Chickens , Fluorescence Polarization/methods , Microscopy, Polarization/methods , Protein Structure, Tertiary , Rabbits , Structure-Activity Relationship
17.
Methods Enzymol ; 487: 431-63, 2011.
Article in English | MEDLINE | ID: mdl-21187234

ABSTRACT

The experimental study of individual macromolecules has opened a door to determining the details of their mechanochemical operation. Motor enzymes such as the myosin family have been particularly attractive targets for such study, in part because some of them are highly processive and their "product" is spatial motion. But single-molecule resolution comes with its own costs and limitations. Often, the observations rest on single fluorescent dye molecules, which emit a limited number of photons before photobleaching and are subject to complex internal dynamics. Thus, it is important to develop methods that extract the maximum useful information from a finite set of detected photons. We have extended an experimental technique, multiple polarization illumination in total internal reflection fluorescence microscopy (polTIRF), to record the arrival time and polarization state of each individual detected photon. We also extended an analysis technique, previously applied to FRET experiments, that optimally determines times of changes in photon emission rates. Combining these improvements allows us to identify the structural dynamics of a molecular motor (myosin V) with unprecedented detail and temporal resolution.


Subject(s)
Algorithms , Microscopy, Fluorescence/methods , Myosin Type V/ultrastructure , Computer Simulation
19.
Phys Biol ; 6(2): 025001, 2009 Jul 01.
Article in English | MEDLINE | ID: mdl-19571369

ABSTRACT

We calculate the probability of DNA loop formation mediated by regulatory proteins such as Lac repressor (LacI), using a mathematical model of DNA elasticity. Our model is adapted to calculating quantities directly observable in tethered particle motion (TPM) experiments, and it accounts for all the entropic forces present in such experiments. Our model has no free parameters; it characterizes DNA elasticity using information obtained in other kinds of experiments. It assumes a harmonic elastic energy function (or wormlike chain type elasticity), but our Monte Carlo calculation scheme is flexible enough to accommodate arbitrary elastic energy functions. We show how to compute both the 'looping J factor' (or equivalently, the looping free energy) for various DNA construct geometries and LacI concentrations, as well as the detailed probability density function of bead excursions. We also show how to extract the same quantities from recent experimental data on TPM, and then compare to our model's predictions. In particular, we present a new method to correct observed data for finite camera shutter time and other experimental effects. Although the currently available experimental data give large uncertainties, our first-principles predictions for the looping free energy change are confirmed to within about 1 k(B)T, for loops of length around 300 basepairs. More significantly, our model successfully reproduces the detailed distributions of bead excursion, including their surprising three-peak structure, without any fit parameters and without invoking any alternative conformation of the LacI tetramer. Indeed, the model qualitatively reproduces the observed dependence of these distributions on tether length (e.g., phasing) and on LacI concentration (titration). However, for short DNA loops (around 95 basepairs) the experiments show more looping than is predicted by the harmonic-elasticity model, echoing other recent experimental results. Because the experiments we study are done in vitro, this anomalously high looping cannot be rationalized as resulting from the presence of DNA-bending proteins or other cellular machinery. We also show that it is unlikely to be the result of a hypothetical 'open' conformation of the LacI tetramer.


Subject(s)
DNA, Bacterial/chemistry , DNA, Bacterial/metabolism , Escherichia coli Proteins/metabolism , Escherichia coli/metabolism , Nucleic Acid Conformation , Repressor Proteins/metabolism , Computer Simulation , Elasticity , Entropy , Escherichia coli/chemistry , Escherichia coli Proteins/chemistry , Models, Molecular , Protein Binding , Protein Conformation , Protein Multimerization , Repressor Proteins/chemistry
20.
PLoS One ; 4(5): e5621, 2009 May 25.
Article in English | MEDLINE | ID: mdl-19479049

ABSTRACT

In many cases, transcriptional regulation involves the binding of transcription factors at sites on the DNA that are not immediately adjacent to the promoter of interest. This action at a distance is often mediated by the formation of DNA loops: Binding at two or more sites on the DNA results in the formation of a loop, which can bring the transcription factor into the immediate neighborhood of the relevant promoter. These processes are important in settings ranging from the historic bacterial examples (bacterial metabolism and the lytic-lysogeny decision in bacteriophage), to the modern concept of gene regulation to regulatory processes central to pattern formation during development of multicellular organisms. Though there have been a variety of insights into the combinatorial aspects of transcriptional control, the mechanism of DNA looping as an agent of combinatorial control in both prokaryotes and eukaryotes remains unclear. We use single-molecule techniques to dissect DNA looping in the lac operon. In particular, we measure the propensity for DNA looping by the Lac repressor as a function of the concentration of repressor protein and as a function of the distance between repressor binding sites. As with earlier single-molecule studies, we find (at least) two distinct looped states and demonstrate that the presence of these two states depends both upon the concentration of repressor protein and the distance between the two repressor binding sites. We find that loops form even at interoperator spacings considerably shorter than the DNA persistence length, without the intervention of any other proteins to prebend the DNA. The concentration measurements also permit us to use a simple statistical mechanical model of DNA loop formation to determine the free energy of DNA looping, or equivalently, the for looping.


Subject(s)
DNA, Bacterial/chemistry , Gene Expression Regulation, Bacterial , Nucleic Acid Conformation , Transcription, Genetic , Bacterial Proteins/metabolism , Lac Repressors , Mutagenesis , Operator Regions, Genetic , Promoter Regions, Genetic/genetics , Repressor Proteins/metabolism
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