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1.
Oncogenesis ; 7(11): 87, 2018 Nov 16.
Article in English | MEDLINE | ID: mdl-30442938

ABSTRACT

Pancreatic ductal adenocarcinoma (PDAC) is characterized by abundant stroma that harbors tumor-promoting properties. No good biomarkers exist to monitor the effect of stromal targeting therapies or to predict response. We set out to identify such non-invasive markers for PDAC stroma and predict response to therapy. Gene expression datasets, co-culture experiments, xenografts, and patient samples were analyzed. Serum samples were measured from a cohort of 58 resected patients, and 87 metastatic or locally advanced PDAC patients. Baseline and follow-up levels were assessed in 372 additional metastatic PDAC patients who received nab-paclitaxel with gemcitabine (n = 184) or gemcitabine monotherapy (n = 188) in the phase III MPACT trial. Increased levels of ADAM12 were found in PDAC patients compared to healthy controls (p < 0.0001, n = 157 and n = 38). High levels of ADAM12 significantly associated with poor outcome in resected PDAC (HR 2.07, p = 0.04). In the MPACT trial survival was significantly longer for patients who received nab-paclitaxel and had undetectable ADAM12 levels before treatment (OS 12.3 m vs 7.9 m p = 0.0046). Consistently undetectable or decreased ADAM12 levels during treatment significantly associated with longer survival as well (OS 14.4 m and 11.2 m, respectively vs 8.3, p = 0.0054). We conclude that ADAM12 is a blood-borne proxy for stromal activation, the levels of which have prognostic significance and correlate with treatment benefit.

2.
Nature ; 460(7258): 1031-4, 2009 Aug 20.
Article in English | MEDLINE | ID: mdl-19648907

ABSTRACT

Polymerization of actin filaments directed by the actin-related protein (Arp)2/3 complex supports many types of cellular movements. However, questions remain regarding the relative contributions of Arp2/3 complex versus other mechanisms of actin filament nucleation to processes such as path finding by neuronal growth cones; this is because of the lack of simple methods to inhibit Arp2/3 complex reversibly in living cells. Here we describe two classes of small molecules that bind to different sites on the Arp2/3 complex and inhibit its ability to nucleate actin filaments. CK-0944636 binds between Arp2 and Arp3, where it appears to block movement of Arp2 and Arp3 into their active conformation. CK-0993548 inserts into the hydrophobic core of Arp3 and alters its conformation. Both classes of compounds inhibit formation of actin filament comet tails by Listeria and podosomes by monocytes. Two inhibitors with different mechanisms of action provide a powerful approach for studying the Arp2/3 complex in living cells.


Subject(s)
Actin-Related Protein 2-3 Complex/antagonists & inhibitors , Actin Cytoskeleton/drug effects , Actin Cytoskeleton/metabolism , Actin-Related Protein 2/antagonists & inhibitors , Actin-Related Protein 2/chemistry , Actin-Related Protein 2/metabolism , Actin-Related Protein 2-3 Complex/chemistry , Actin-Related Protein 2-3 Complex/metabolism , Actin-Related Protein 3/antagonists & inhibitors , Actin-Related Protein 3/chemistry , Actin-Related Protein 3/metabolism , Actins/chemistry , Actins/metabolism , Animals , Biopolymers/chemistry , Biopolymers/metabolism , Cattle , Cell Line , Crystallography, X-Ray , Humans , Hydrophobic and Hydrophilic Interactions , Indoles/classification , Indoles/metabolism , Indoles/pharmacology , Listeria/physiology , Models, Molecular , Monocytes/immunology , Protein Conformation/drug effects , Schizosaccharomyces , Thiazoles/chemistry , Thiazoles/classification , Thiazoles/metabolism , Thiazoles/pharmacology , Thiophenes/classification , Thiophenes/metabolism , Thiophenes/pharmacology
3.
Proc Natl Acad Sci U S A ; 106(35): 14778-83, 2009 Sep 01.
Article in English | MEDLINE | ID: mdl-19706477

ABSTRACT

In a recent multimodel detection and attribution (D&A) study using the pooled results from 22 different climate models, the simulated "fingerprint" pattern of anthropogenically caused changes in water vapor was identifiable with high statistical confidence in satellite data. Each model received equal weight in the D&A analysis, despite large differences in the skill with which they simulate key aspects of observed climate. Here, we examine whether water vapor D&A results are sensitive to model quality. The "top 10" and "bottom 10" models are selected with three different sets of skill measures and two different ranking approaches. The entire D&A analysis is then repeated with each of these different sets of more or less skillful models. Our performance metrics include the ability to simulate the mean state, the annual cycle, and the variability associated with El Niño. We find that estimates of an anthropogenic water vapor fingerprint are insensitive to current model uncertainties, and are governed by basic physical processes that are well-represented in climate models. Because the fingerprint is both robust to current model uncertainties and dissimilar to the dominant noise patterns, our ability to identify an anthropogenic influence on observed multidecadal changes in water vapor is not affected by "screening" based on model quality.

4.
Proc Natl Acad Sci U S A ; 104(39): 15248-53, 2007 Sep 25.
Article in English | MEDLINE | ID: mdl-17881573

ABSTRACT

Data from the satellite-based Special Sensor Microwave Imager (SSM/I) show that the total atmospheric moisture content over oceans has increased by 0.41 kg/m(2) per decade since 1988. Results from current climate models indicate that water vapor increases of this magnitude cannot be explained by climate noise alone. In a formal detection and attribution analysis using the pooled results from 22 different climate models, the simulated "fingerprint" pattern of anthropogenically caused changes in water vapor is identifiable with high statistical confidence in the SSM/I data. Experiments in which forcing factors are varied individually suggest that this fingerprint "match" is primarily due to human-caused increases in greenhouse gases and not to solar forcing or recovery from the eruption of Mount Pinatubo. Our findings provide preliminary evidence of an emerging anthropogenic signal in the moisture content of earth's atmosphere.


Subject(s)
Atmosphere , Climate , Greenhouse Effect , Air Movements , Computer Simulation , Earth, Planet , Ecology , Human Activities , Humans , Humidity , Microwaves , Sunlight , Time Factors , Water/chemistry
5.
Proc Natl Acad Sci U S A ; 104(26): 10768-73, 2007 Jun 26.
Article in English | MEDLINE | ID: mdl-17578928

ABSTRACT

Observations show both a pronounced increase in ocean heat content (OHC) over the second half of the 20th century and substantial OHC variability on interannual-to-decadal time scales. Although climate models are able to simulate overall changes in OHC, they are generally thought to underestimate the amplitude of OHC variability. Using simulations of 20th century climate performed with 13 numerical models, we demonstrate that the apparent discrepancy between modeled and observed variability is largely explained by accounting for changes in observational coverage and instrumentation and by including the effects of volcanic eruptions. Our work does not support the recent claim that the 0- to 700-m layer of the global ocean experienced a substantial OHC decrease over the 2003 to 2005 time period. We show that the 2003-2005 cooling is largely an artifact of a systematic change in the observing system, with the deployment of Argo floats reducing a warm bias in the original observing system.


Subject(s)
Climate , Models, Theoretical , Seawater , Temperature , Computer Simulation , Hot Temperature , Observation , Oceans and Seas , Volcanic Eruptions
6.
J Pept Res ; 65(6): 538-49, 2005 Jun.
Article in English | MEDLINE | ID: mdl-15885113

ABSTRACT

KIF1A, a kinesin-related motor protein that transports pre-synaptic vesicles in neurons, was originally presumed to translocate along microtubules (MT) as a monomer. Protein structure predictions from its amino acid sequence failed to identify the long coiled-coil domains typical of kinesins, which led researchers to believe it does not oligomerize into the canonical kinesin dimer. However, mounting evidence using recombinant chimeric protein indicates that KIF1A, like conventional kinesin, requires dimerization for fast, unidirectional processive movement along MTs. Because these studies are somewhat indirect, we wished to test the oligomerization state of native KIF1A, and to compare that to full-length recombinant protein. We have performed hydrodynamic analyses to determine the molecular weights of the respective complexes. Our results indicate that most native KIF1A is soluble and indeed monomeric, but recombinant KIF1A is a dimer. MT-binding studies also showed that native KIF1A did not bind to MTs in either the presence of AMP-PNP, apyrase, or adenosine triphosphate (ATP), but recombinant KIF1A bound to MTs most stably in the presence of ATP, indicating very different motor functional states. To further characterize KIF1A's dimerization potential, we prepared peptides corresponding to the neck domains of MmKIF1A and CeUnc104, and by circular dichroism spectroscopy compared these peptides for their ability to form coiled-coils. Interestingly, both MmKIF1A and CeUnc104 neck peptides formed homodimeric coiled-coils, with the MmKIF1A neck coiled-coil exhibiting the greater stability. Collectively, from our data and from previous studies, we predict that native KIF1A can exist as both an inactive monomer and an active homodimer formed in part through its neck coiled-coil domain.


Subject(s)
Kinesins/chemistry , Nerve Tissue Proteins/chemistry , Recombinant Proteins/chemistry , Animals , Cattle , Dimerization , Kinesins/genetics , Kinesins/isolation & purification , Kinesins/metabolism , Mice , Microtubules/metabolism , Nerve Tissue Proteins/genetics , Nerve Tissue Proteins/isolation & purification , Nerve Tissue Proteins/metabolism , Peptides/chemistry , Recombinant Proteins/genetics , Recombinant Proteins/isolation & purification , Recombinant Proteins/metabolism
7.
Science ; 292(5515): 270-4, 2001 Apr 13.
Article in English | MEDLINE | ID: mdl-11303099

ABSTRACT

Large-scale increases in the heat content of the world's oceans have been observed to occur over the last 45 years. The horizontal and temporal character of these changes has been closely replicated by the state-of-the-art Parallel Climate Model (PCM) forced by observed and estimated anthropogenic gases. Application of optimal detection methodology shows that the model-produced signals are indistinguishable from the observations at the 0.05 confidence level. Further, the chances of either the anthropogenic or observed signals being produced by the PCM as a result of natural, internal forcing alone are less than 5%. This suggests that the observed ocean heat-content changes are consistent with those expected from anthropogenic forcing, which broadens the basis for claims that an anthropogenic signal has been detected in the global climate system. Additionally, the requirement that modeled ocean heat uptakes match observations puts a strong, new constraint on anthropogenically forced climate models. It is unknown if the current generation of climate models, other than the PCM, meet this constraint.

8.
Biochemistry ; 38(17): 5412-21, 1999 Apr 27.
Article in English | MEDLINE | ID: mdl-10220328

ABSTRACT

Conventional kinesin is capable of long-range, processive movement along microtubules, a property that has been assumed to be important for its role in membrane transport. Here we have investigated whether the Caenorhabditis elegans monomeric kinesin unc104 and the sea urchin heteromeric kinesin KRP85/95, two other members of the kinesin superfamily that function in membrane transport, are also processive. Both motors were fused to green fluorescent protein, and the fusion proteins were tested for processive ability using a single-molecule fluorescence imaging microscope. Neither unc104-GFP nor KRP85/95-GFP exhibited processive movement (detection limit approximately 40 nm), although both motors were functional in multiple motor microtubule gliding assays (v = 1760 +/- 540 and 202 +/- 37 nm/s, respectively). Moreover, the ATP turnover rates (5.5 and 3.1 ATPs per motor domain per second, respectively) are too low to give rise to the observed microtubule gliding velocities, if only a single motor were driving transport with an 8 nm step per ATPase cycle. Instead, the results suggest that these motors have low duty cycles and that high processivity may not be required for efficient vesicle transport. Conventional kinesin's unusual processivity may be required for efficient transport of protein complexes that cannot carry multiple motors.


Subject(s)
Kinesins/chemistry , Kinesins/metabolism , Adenosine Triphosphatases/chemistry , Adenosine Triphosphatases/metabolism , Animals , Caenorhabditis elegans/enzymology , Caenorhabditis elegans/genetics , Calcium-Binding Proteins/biosynthesis , Calcium-Binding Proteins/chemistry , Calcium-Binding Proteins/genetics , Cell-Free System , Dimerization , Genetic Vectors/chemistry , Genetic Vectors/metabolism , Green Fluorescent Proteins , Helminth Proteins/biosynthesis , Helminth Proteins/chemistry , Helminth Proteins/genetics , Humans , Kinesins/genetics , Luminescent Proteins/chemistry , Luminescent Proteins/genetics , Membrane Proteins/biosynthesis , Membrane Proteins/chemistry , Membrane Proteins/genetics , Muscle Proteins/biosynthesis , Muscle Proteins/chemistry , Muscle Proteins/genetics , Peptide Fragments/biosynthesis , Peptide Fragments/chemistry , Peptide Fragments/genetics , Recombinant Fusion Proteins/biosynthesis , Recombinant Fusion Proteins/chemistry , Recombinant Fusion Proteins/metabolism , Reticulocytes
11.
Mol Biol Cell ; 9(8): 2093-106, 1998 Aug.
Article in English | MEDLINE | ID: mdl-9693369

ABSTRACT

The cellular slime mold Dictyostelium discoideum is an attractive system for studying the roles of microtubule-based motility in cell development and differentiation. In this work, we report the first molecular characterization of kinesin-related proteins (KRPs) in Dictyostelium. A PCR-based strategy was used to isolate DNA fragments encoding six KRPs, several of which are induced during the developmental program that is initiated by starvation. The complete sequence of one such developmentally regulated KRP (designated K7) was determined and found to be a novel member of the kinesin superfamily. The motor domain of K7 is most similar to that of conventional kinesin, but unlike conventional kinesin, K7 is not predicted to have an extensive alpha-helical coiled-coil domain. The nonmotor domain is unusual and is rich in Asn, Gln, and Thr residues; similar sequences are found in other developmentally regulated genes in Dictyostelium. K7, expressed in Escherichia coli, supports plus end-directed microtubule motility in vitro at a speed of 0.14 micron/s, indicating that it is a bona fide motor protein. The K7 motor is found only in developing cells and reaches a peak level of expression between 12 and 16 h after starvation. By immunofluorescence microscopy, K7 localizes to a membranous perinuclear structure. To examine K7 function, we prepared a null cell line but found that these cells show no gross developmental abnormalities. However, when cultivated in the presence of wild-type cells, the K7-null cells are mostly absent from the prestalk zone of the slug. This result suggests that in a population composed largely of wild-type cells, the absence of the K7 motor protein interferes either with the ability of the cells to localize to the prestalk zone or to differentiate into prestalk cells.


Subject(s)
Dictyostelium/physiology , Gene Expression Regulation, Developmental , Microtubule-Associated Proteins/genetics , Microtubules/physiology , Amino Acid Sequence , Animals , Cell Polarity , Cloning, Molecular , Conserved Sequence , Dictyostelium/cytology , Dictyostelium/growth & development , Kinesins/biosynthesis , Kinesins/chemistry , Kinesins/genetics , Microtubule-Associated Proteins/biosynthesis , Microtubule-Associated Proteins/chemistry , Microtubules/ultrastructure , Molecular Sequence Data , Polymerase Chain Reaction , Recombinant Proteins/biosynthesis , Recombinant Proteins/chemistry , Sequence Alignment , Sequence Homology, Amino Acid
12.
J Cell Biol ; 140(6): 1407-16, 1998 Mar 23.
Article in English | MEDLINE | ID: mdl-9508773

ABSTRACT

Kinesin is a dimeric motor protein that can move along a microtubule for several microns without releasing (termed processive movement). The two motor domains of the dimer are thought to move in a coordinated, hand-over-hand manner. A region adjacent to kinesin's motor catalytic domain (the neck) contains a coiled coil that is sufficient for motor dimerization and has been proposed to play an essential role in processive movement. Recent models have suggested that the neck enables head-to-head communication by creating a stiff connection between the two motor domains, but also may unwind during the mechanochemical cycle to allow movement to new tubulin binding sites. To test these ideas, we mutated the neck coiled coil in a 560-amino acid (aa) dimeric kinesin construct fused to green fluorescent protein (GFP), and then assayed processivity using a fluorescence microscope that can visualize single kinesin-GFP molecules moving along a microtubule. Our results show that replacing the kinesin neck coiled coil with a 28-aa residue peptide sequence that forms a highly stable coiled coil does not greatly reduce the processivity of the motor. This result argues against models in which extensive unwinding of the coiled coil is essential for movement. Furthermore, we show that deleting the neck coiled coil decreases processivity 10-fold, but surprisingly does not abolish it. We also demonstrate that processivity is increased by threefold when the neck helix is elongated by seven residues. These results indicate that structural features of the neck coiled coil, although not essential for processivity, can tune the efficiency of single molecule motility.


Subject(s)
Kinesins/chemistry , Kinesins/metabolism , Microtubules/metabolism , Adenosine Triphosphatases/metabolism , Amino Acid Sequence , Animals , Biological Transport/physiology , Kinesins/genetics , Male , Molecular Sequence Data , Mutagenesis/physiology , Protein Conformation , Protein Structure, Secondary , Sea Urchins , Sperm Tail/chemistry , Sperm Tail/enzymology
13.
Cell ; 90(5): 959-66, 1997 Sep 05.
Article in English | MEDLINE | ID: mdl-9298907

ABSTRACT

Members of the kinesin superfamily share a similar motor catalytic domain yet move either toward the plus end (e.g., conventional kinesin) or the minus end (e.g., Ncd) of microtubules. The structural features that determine the polarity of movement have remained enigmatic. Here, we show that kinesin's catalytic domain (316 residues) in a dimeric construct (560 residues) can be replaced with the catalytic domain of Ncd and that the resultant motor moves in the kinesin direction. We also demonstrate that this chimera does not move processively over many tubulin subunits, which is similar to Ncd but differs from the highly processive motion of conventional kinesin. These findings reveal that the catalytic domain contributes to motor processivity but does not control the polarity of movement. We propose that a region adjacent to the catalytic domain serves as a mechanical transducer that determines directionality.


Subject(s)
Drosophila Proteins , Kinesins/chemistry , Kinesins/physiology , Adenosine Triphosphatases/physiology , Amino Acid Sequence , Animals , Drosophila , Escherichia coli , Humans , Molecular Sequence Data , Protein Structure, Tertiary , Recombinant Fusion Proteins/physiology
14.
Proc Natl Acad Sci U S A ; 94(16): 8539-44, 1997 Aug 05.
Article in English | MEDLINE | ID: mdl-9238012

ABSTRACT

Kinesin is a dimeric motor protein that transports organelles in a stepwise manner toward the plus-end of microtubules by converting the energy of ATP hydrolysis into mechanical work. External forces can influence the behavior of kinesin, and force-velocity curves have shown that the motor will slow down and eventually stall under opposing loads of approximately 5 pN. Using an in vitro motility assay in conjunction with a high-resolution optical trapping microscope, we have examined the behavior of individual kinesin molecules under two previously unexplored loading regimes: super-stall loads (>5 pN) and forward (plus-end directed) loads. Whereas some theories of kinesin function predict a reversal of directionality under high loads, we found that kinesin does not walk backwards under loads of up to 13 pN, probably because of an irreversible transition in the mechanical cycle. We also found that this cycle can be significantly accelerated by forward loads under a wide range of ATP concentrations. Finally, we noted an increase in kinesin's rate of dissociation from the microtubule with increasing load, which is consistent with a load dependent partitioning between two recently described kinetic pathways: a coordinated-head pathway (which leads to stepping) and an independent-head pathway (which is static).


Subject(s)
Kinesins/chemistry , Microtubules/chemistry , Animals , Kinesins/ultrastructure , Kinetics , Microtubules/ultrastructure , Protein Conformation
16.
Nature ; 380(6573): 451-3, 1996 Apr 04.
Article in English | MEDLINE | ID: mdl-8602245

ABSTRACT

Kinesin is a two-headed motor protein that powers organelle transport along microtubules. Many ATP molecules are hydrolysed by kinesin for each diffusional encounter with the microtubule. Here we report the development of a new assay in which the processive movement of individual fluorescently labelled kinesin molecules along a microtubule can be visualized directly; this observation is achieved by low-background total internal reflection fluorescence microscopy in the absence of attachment of the motor to a cargo (for example, an organelle or bead). The average distance travelled after a binding encounter with a microtubule is 600 nm, which reflects a approximately 1% probability of detachment per mechanical cycle. Surprisingly, processive movement could still be observed at salt concentrations as high as 0.3 M NaCl. Truncated kinesin molecules having only a single motor domain do not show detectable processive movement, which is consistent with a model in which kinesin's two force-generating heads operate by a hand-over-hand mechanism.


Subject(s)
Kinesins/metabolism , Microtubules/metabolism , Amino Acid Sequence , Animals , Drosophila , Escherichia coli , Humans , Kinesins/genetics , Microscopy, Fluorescence/methods , Molecular Sequence Data , Osmolar Concentration , Peptide Fragments/genetics , Peptide Fragments/metabolism , Recombinant Fusion Proteins/genetics , Recombinant Fusion Proteins/metabolism
18.
Biophys J ; 68(4): 1583-91, 1995 Apr.
Article in English | MEDLINE | ID: mdl-7787044

ABSTRACT

The change in permanent dipole moment (magnitude of delta mu) for the transition from the 1La state to the ground state of tryptophan is the key photophysical parameter for the interpretation of tryptophan fluorescence spectra in terms of static and dynamic dielectric properties of the surrounding medium. We report measurement of this parameter by means of electric field effect (Stark) spectroscopy for N-acetyl-L-tryptophanamide (NATA) in two solvents, the single tryptophan containing peptide melittin, and 5-methoxytryptophan. The values ranged from 5.9 to 6.2 +/- 0.4 Debye/f for NATA and melittin, where f represents the local field correction. The 1Lb magnitude of delta mu was much smaller. Application of Stark spectroscopy to these chromophores required decomposition of the near-UV absorption into the 1La and 1Lb bands by measurement of the fluorescence excitation anisotropy spectrum and represents an extension of the method to systems where band overlap would normally preclude quantitative analysis of the Stark spectrum. The results obtained for 5-methoxytryptophan point out limitations of this method of spectral decomposition. The relevance of these results to the interpretation of steady-state and time-resolved spectroscopy of tryptophan is discussed.


Subject(s)
Spectrophotometry/methods , Tryptophan/chemistry , Biophysical Phenomena , Biophysics , Electrochemistry , Fluorescence Polarization , Melitten/chemistry , Models, Chemical , Photochemistry , Solvents , Spectrometry, Fluorescence , Tryptophan/analogs & derivatives
19.
J Anim Sci ; 72(9): 2260-3, 1994 Sep.
Article in English | MEDLINE | ID: mdl-8002445

ABSTRACT

A unique law (Act 201) requiring livestock markets to place an identifying mark on calves up to 90 kg each time they are sold went into effect in Wisconsin in 1993. The intent of the law is to reduce the number of times calves are resold and hence become "stale." The original proponents of the law proposed that calves be ear-notched each time they are sold. Ear notching, however, was resisted by Wisconsin regulatory agencies partly because of fear of an adverse public reaction. These authors then conducted a study to determine the approximate amount of discomfort experienced by young Holstein calves during ear notching. Six 2-mo-old Holstein calves were used to determine heart rate and behavioral responses to a standard "V" pig ear notcher (6 mm wide x 14 mm deep) applied between the tip and halfway down the dorsal edge of the left ear. Five other calves were given 30 s of access to a rubber nipple to provide a comparison to a desirable stimulus. Ear notching only elicited a mild startle response that lasted 1 to 2 s followed by resumption of normal behavior. The calves presented with the nipple suckled or butted the nipple for the full 30 s. The mean heart rate for the 30-s period in which treatments occurred was 95 +/- 4.8 bpm and 110 +/- 5.8 bpm for the notched and suckled calves, respectively, and was not influenced by treatments (P = .50).(ABSTRACT TRUNCATED AT 250 WORDS)


Subject(s)
Animal Husbandry/legislation & jurisprudence , Animal Identification Systems/standards , Animal Welfare , Cattle/physiology , Animal Welfare/legislation & jurisprudence , Animals , Behavior, Animal , Cattle/injuries , Ear, External/injuries , Heart Rate , Pain , Pain Measurement/veterinary , Random Allocation , Wisconsin
20.
J Mol Biol ; 203(1): 269-73, 1988 Sep 05.
Article in English | MEDLINE | ID: mdl-3054121

ABSTRACT

Escherichia coli RNA polymerase holoenzyme forms two-dimensional crystals when adsorbed to positively charged lipid layers at the air/water interface. Adsorption of the protein is driven by electrostatic interactions between the positively charged lipid surface and the polymerase molecule, which has a net negative charge. Crystallization is dependent on the adsorption and concentration of RNA polymerase on fluid lipid surfaces. Image analysis of electron micrographs of crystals in negative stain, which diffract to 30 A resolution, shows irregularly shaped protein densities about 100 x 160 A, consistent with the dimensions of single polymerase molecules.


Subject(s)
DNA-Directed RNA Polymerases , Escherichia coli/enzymology , Fourier Analysis , Lipids , Microscopy, Electron , X-Ray Diffraction
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