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defrutos_2001

Course: PHYS 7450, Fall 2009
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Journal Volume Biophysical 81 August 2001 11271132 1127 Aggregation of Nucleosomes by Divalent Cations Marta de Frutos, Eric Raspaud, Amelie Leforestier, and Francoise Livolant Laboratoire de Physique des Solides, Universite de Paris Sud, 91405 Orsay Cedex, France ABSTRACT Conditions of precipitation of nucleosome core particles (NCP) by divalent cations (Ca2 and Mg2 ) have been explored over a large...

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Journal Volume Biophysical 81 August 2001 11271132 1127 Aggregation of Nucleosomes by Divalent Cations Marta de Frutos, Eric Raspaud, Amelie Leforestier, and Francoise Livolant Laboratoire de Physique des Solides, Universite de Paris Sud, 91405 Orsay Cedex, France ABSTRACT Conditions of precipitation of nucleosome core particles (NCP) by divalent cations (Ca2 and Mg2 ) have been explored over a large range of nucleosome and cation concentrations. Precipitation of NCP occurs for a threshold of divalent cation concentration, and redissolution is observed for further addition of salt. The phase diagram looks similar to those obtained with DNA and synthetic polyelectrolytes in the presence of multivalent cations, which supports the idea that NCP/NCP interactions are driven by cation condensation. In the phase separation domain the effective charge of the aggregates was determined by measurements of their electrophoretic mobility. Aggregates formed in the presence of divalent cations (Mg2 ) remain negatively charged over the whole concentration range. They turn positively charged when aggregation is induced by trivalent (spermidine) or tetravalent (spermine) cations. The higher the valency of the counterions, the more significant is the reversal of the effective charge of the aggregates. The sign of the effective charge has no influence on the aspect of the phase diagram. We discuss the possible reasons for this charge reversal in the light of actual theoretical approaches. INTRODUCTION Nucleosome core particles are the structural units of eukaryotic chromatin. They are formed by the association of a 146-bp DNA fragment coiled around a protein octamer composed of four different histones (H2a, H2b, H3, H4). The particle has the shape of a cylinder, 110 in diameter and 60 thick. Its structure has been determined with high resolution (Luger et al., 1997; Harp et al., 2000) with the exception of parts of the histone tails, which are highly positively charged and protrude from the particle. These nucleosome core particles are linked together by DNA to form ordered nucleosomal arrays, which are themselves highly compacted into chromatin by association with H1 histones and other proteins. However, chromatin is not a homogeneous and frozen structure. Cells regulate chromatin folding both temporally and spatially, and histones are dynamic components involved in this regulation through posttranslational modifications (including acetylation, phosphorylation, methylations, etc.) which may take place on the histone tails. Many proteins have been shown to be involved in this remodeling of chromatin, which is suspected to be of great importance in the regulation of transcription or induction of mitosis for instance (Strahl and Allis, 2000). The compaction of chromatin arrays has also been extensively studied in vitro. It has been demonstrated that the polyelectrolyte character of DNA, nucleosome, and chromatin was responsible for the compaction of the fiber (Widom, 1986; Clark and Kimura, 1990). It was shown also that the condensation of the fiber can be achieved by addition of cations in the absence of H1 histones, but the integrity of the histone tails is absolutely required (Fletcher and Hansen, 1996; Widom, 1998). The presence of divalent cations is also necessary to reach the ultimate states of condensation of the fiber. Nevertheless, numerous questions remain open due to the complexity of the system. In the present work we investigate the polyelectrolyte properties of solutions of isolated nucleosome core particles over the range of ionic conditions maintaining the stability of the nucleoprotein complexes. NCP can be viewed as colloids whose charges are heterogeneously distributed at the surface of the particle: negative charges carried by the DNA phosphate groups and positive charges carried by the lysine and arginine residues on the histone tails. We analyzed the effects of divalent cations Mg2 and Ca2 , which are widely distributed in biological systems and play an important role in many enzymatic activities related to replication, transcription, and recombination. These divalent cations can induce the compaction of the chromatin fiber (Widom, 1986) but are inefficient in condensing pure DNA in aqueous solution (Bloomfield et al., 1994, 2000). We show that both cations may induce the aggregation of isolated NCP under defined ionic conditions and we question the reasons for this aggregation. Indeed, the stability of the solutions of negatively charged polyelectrolytes in the presence of added multivalent salts depends on the chemical nature of the functional groups carrying the polyion charges and on their interaction with the cations. Two different mechanisms have been proposed to explain the aggregation phenomenon observed at low ionic strength in solutions of polyelectrolytes (Oosawa, 1971; Record et al., 1978). They correspond to two extreme cases depending on the value of the chemical affinity constant between the charged groups and the cations. For a low affinity, the electrostatic interaction leads to the counterion condensation in the vicinity of the macroion. In this case, the aggregation phenomenon is due to the electrostatic interaction resulting from the counterion condensation. On the opposite, for a strong affinity, a Received for publication 27 December 2000 and in final form 20 April 2001. Address reprint requests to Dr. Marta de Frutos, Laboratoire de Physique des Solides, Universite de Paris Sud, bat 510, 91405 Orsay Cedex, France. ^ Tel.: 33-1-6915-5380; Fax: 33-1-6915-8004; E-mail: defrutos@lps.u-psud.fr. 2001 by the Biophysical Society 0006-3495/01/08/1127/06 $2.00 1128 de Frutos et al. specific interaction of the multivalent cation at a particular binding site of the polyelectrolyte leads to the formation of a complex. This chemical association is thought to produce a hydrophobic complex by dehydration of the cation and of the charged group (Sabbagh and Delsanti, 2000). For an intermediate value of the affinity constant, in a static approximation, site-specific binding and condensed states can coexist. The conditions of precipitation of nucleosome core particles have been determined experimentally and compared to the previous results obtained with spermine (4 ) (Raspaud et al., 1999). The role of the electrostatic interactions in the aggregation phenomena is analyzed. Moreover, we have investigated by electrophoretic measurements the effects of the addition of multivalent cations on the effective charge of the aggregates, which let us get information on the repulsion between the nucleosome core particles, for the different added salt concentrations. FIGURE 1 Percentage of NCP in the supernatant as a function of the Mg2 ( ) and Ca2 (E) concentration Cmulti. The plotted data correspond to CNCP 1 mg/ml in a 3.5 mM TE buffer. The values of Cprecip and Credissol are estimated as indicated by the arrows. MATERIALS AND METHODS The nucleosome core particles (NCP) were prepared following the procedure described in Leforestier and Livolant (1997). After selective digestion of H1-depleted calf thymus chromatin with micrococcal nuclease (Pharmacia, Uppsala, Sweden), NCP were purified by gel chromatography over a Sephacryl S300 HR column. NCP were dialyzed against 3.5 mM TE buffer (Tris HCl 3.5 mM, EDTA 0.35 mM, pH 7.6) and concentrated up to 250 mg/ml by ultrafiltration in a pressurized cell (Amicon 8010 with a YM100 membrane). The stability of the core particles was checked by polyacrylamide gel electrophoresis. The length of the DNA extracted from the NCP was measured by polyacrylamide gel electrophoresis as 160 10 basepairs. Two experimental procedures were used to determine the phase diagram. For concentrations below 7 mg/ml NCP, different quantities of divalent salts (MgCl2 and CaCl2) were added to the NCP solution. The samples were vortexed and incubated at room temperature for at least 15 min and centrifuged at 11,000 g for 10 min. We checked that a longer incubation (up to 48 h) and a faster centrifugation (40,000 g) do not change the results. The NCP supernatant concentration was determined by absorbance measurements at 260 nm with a U-1000 Hitachi spectrophotometer. We calculated an absorption coefficient A260 9.87 cm2 mg 1 for our particles containing a 160-bp DNA segment. The curve obtained as a function of the salt concentration, Cmulti, allows us to determine the precipitation and redissolution thresholds Cprecip and Credissol (Fig. 1). These values are defined as indicated in Fig. 1. For higher NCP concentrations, the aggregation produces a turbidity of the solution. In these conditions, Cprecip and Credissol were determined by visual inspection of the solution. An overlap region between the measured Cprecip and Credissol ensures the coherence of both methods. In conditions of phase separation, we determined the charge of the NCP aggregates by electrophoretic measurements performed with a Delsa 440 SX instrument (Coulter). These experiments were performed in noncentrifuged solutions at concentrations CNCP 0.1 mg/ml. An electric field is applied to the solution, inducing the movement of the particles. The measured mobility is related to the effective charge at the shear surface of the aggregates (Overbeek, 1952). This method does not allow measurement of the mobility of isolated NCP. Biophysical Journal 81(2) 11271132 RESULTS AND DISCUSSION Precipitation curves (Fig. 1) have been obtained for NCP concentrations ranging from 0.1 to 240 mg/ml in 3.5 mM TE and for divalent cation concentrations varying from 0 to 100 mM. Resulting phase diagrams are given in Fig. 2: the NCP concentration expressed in mM of accessible phosphates Cap is plotted as a function of zmultiCmulti, where zmulti and Cmulti are, respectively, the valence and concentration of FIGURE 2 Phase diagram of NCP in TE 3.5 mM in the presence of different amounts of Mg2 ( ), Ca2 (E), and spermine4 (,). The NCP concentration is expressed as the concentration of accessible phosphates Cap (mM). The solid line corresponds to zmultiCmulti Cap. The dashed line corresponds to the fit of the precipitation concentrations zmultiCprecip 0.77 Cap 3.8 and the dotted one to the redissolution values zmulti 0.08 Credissol 116.4 Cap . The magnesium concentration inducing the maximum precipitation of NCP is indicated by the symbol ( ). Aggregation of Nucleosomes 1129 the multivalent cations. We assume that the positively charged protein octamer neutralizes 130 134 of the 320 negative phosphate DNA charges (Khrapunov et al., 1997). As a consequence, the NCP structural charge Zs is taken equal to 188 negative charges, and the relation between the NCP concentration CNCP expressed in mg/ml and Cap (accessible phosphates) in mM is given by Cap(mM) 0.879 CNCP(mg/ml). The precipitation curves obtained by addition of MgCl2 and CaCl2 (Fig. 1) are similar, but a slightly higher efficiency is observed for CaCl2. Despite this small difference, in a log-log plot the phase separation conditions for MgCl2 and CaCl2 correspond to the same concentration region: precipitation is observed for a low concentration of divalent salt and redissolution is obtained by further addition of salt. For polyelectrolytes carrying sulfonate and sulfate groups, Sabbagh and Delsanti (2000) have demonstrated that the existence of a redissolution limit is the signature of a system driven by the electrostatic interaction resulting from cation condensation. On the contrary, for polyacrylates, the absence of redissolution for the precipitation induced by divalent cations or La3 indicates a complexation phenomena due to a site-specific interaction. In the present case, the reversibility of the phase separation by addition of multivalent cations points to an electrostatic origin of the mechanism. The similarity between phase diagrams obtained for Ca2 and Mg2 strengthens the idea of a nonspecific interaction. Similar phase diagrams were obtained by Raspaud et al. (1998, 1999) for DNA, NCP, and chromatin fragments precipitated with polyamines (spermidine 3 and spermine 4 ). For comparison, the NCP/spermine data are plotted in Fig. 2. The precipitation region is strongly reduced when divalent cations are used instead of the tetravalent cations spermine. Raspaud et al. have proposed a division of the phase diagram into three regions corresponding to three regimes that have been interpreted within the framework of the "ion-bridging" model developed by Olvera de la Cruz et al. (1995). The present data reveal at least two of these regions. For low NCP concentrations, the data can be fitted by the linear relation zmultiCprecip 0.77 Cap 3.8 expressed in mM units (indicated in Fig. 2 by a dashed line). This regime extends to concentrations Cap of the order of 30 mM. We can note that in this concentration range zmultiCprecip Cap, meaning that part of the multivalent cations are free in solution. This regime is reduced when divalent cations are replaced by spermine. Note that the NCP precipitation was determined in the presence of different concentrations of monovalent cations: for spermine experiments, NCP were diluted in 10 mM TE 5 mM NaCl, and for divalent salts (Mg2 and Ca2 ), in 3.5 mM TE (the latter value corresponds to the minimum monovalent salt concentration required to preserve the integrity of the core particles). At identical monovalent salt concentrations, the difference be- tween spermine and magnesium would be enlarged. In agreement with our previous results (Raspaud et al., 1999), a reduction of the coexistence domain is observed by addition of monovalent cations. We checked that at Cap 4 mM the precipitation by Mg2 is completely suppressed by addition of 70 mM NaCl. For higher NCP concentrations, the suppression of the precipitation is expected to occur at higher monovalent cation concentrations. This shrinking of the coexistence domain reveals a competition between the condensation of the different counterion species onto the surface of NCP. Consequently, a fraction of monovalent cations is probably condensed. As monovalent condensed cations do not produce any aggregation of the NCP, the attraction due to multivalent cations is reduced when the monovalent cation concentration increases. For the intermediate range of DNA, NCP, and chromatin concentrations, a linear dependence of Cprecip with the polyelectrolyte concentration was observed with spermine. This universal regime is independent of the monovalent salt concentration and appears to be a common feature for linear polyelectrolytes, and also for particles that can be considered as charged colloids, such as NCP (Raspaud et al., 1998, 1999). In this regime, precipitation occurs when the added cations nearly counterbalance the charges carried by the polyelectrolyte, that is, zmultiCprecip Cap (indicated in Fig. 2 by a continuous line). As a consequence, the multivalent cations are mainly condensed while the monovalent ones are mainly free in the solution. Compared to the NCP/ spermine system, this linear regime is only obtained here within a very small range of NCP concentration, at the junction of the two other regimes. This reduction is due to the important shrinking of the phase separation region. Such a situation was previously reported for DNA precipitated with spermine in the presence of 75 mM NaCl (Raspaud et al., 1998). The redissolution process observed above a certain multivalent cation concentration was already described by Delsanti et al. (1994), Pelta et al. (1996), Saminathan et al. (1999), and Sabbagh and Delsantis (2000). Our results reveal a redissolution limit increasing with the NCP concentration. The data follow the power law Credissol 58.2 C0.08. Such an increase is also observed on poly(styrene ap sulfonate) chains (Delsanti et al., 1994) but was not observed experimentally for DNA (Raspaud et al., 1998). According to the model proposed by Olvera de la Cruz et al. (1995), the redissolution limit dependence on the polyelectrolyte concentration is given by the translational entropy of the chains. This term decreases as the chain length increases. As a result, the translational entropy term is negligible for long chains and the redissolution limit is governed by the interactions with the solvent molecules. This description is consistent with the constant value of the redissolution concentration observed DNA for and for long poly(styrene sulfonate) chains. For NCP and short poly(styrene sulfonate) chains, the variation of the redissolution limit reveals Biophysical Journal 81(2) 11271132 1130 de Frutos et al. FIGURE 3 Minimum concentration of NCP in the supernatant as a function of the initial NCP concentration. NCP were diluted in a TE 3.5 mM buffer. The dashed line corresponds to a power law with an exponent 2/3. an increase of the entropy term. This dependence should also be observed experimentally for short enough DNA fragments. The influence of this term is also revealed by the strong dependence on the molecular species observed in the low concentration range (Raspaud et al., 1998). As shown in Fig. 1, the precipitation rate presents a maximum for a certain multivalent cation concentration. This cation concentration is indicated in Fig. 2 for Mg2 as a function of the initial NCP concentration. The corresponding NCP concentration in the supernatant Csupernatant (Fig. 3) increases as a function of the initial NCP concentration. Such a behavior was also observed for DNA/polyamines with different monovalent salt concentrations (Raspaud et al., 1998). For NCP, the dependence is close to the 2/3 power law described for the DNA (indicated by the dashed line in Fig. 3). Because the precipitation rate is sensitive neither to the incubation time nor to the centrifugation conditions, we can hypothesize the presence of only two populations of clusters: large ones, which precipitate readily, and small ones (or single core particles), which remain in suspension for all tested conditions. To study how the charge of the aggregates depends on the ionic conditions, the electrophoretic mobility of the NCP aggregates was measured over a large range of Mg2 (3.5 40 mM), spermidine (0.230 mM), and spermine (0.0525 mM) concentrations (Fig. 4). To allow a comparison whatever the valency of the aggregating agents, the mobility is plotted as a function of the inverse of the Debye screening length (2 lB)1/2[zmulti(zmulti 1) Cmulti 1/2 2Cmonoval] , where lB is the Bjerrum length (in water lB 7 ) and Cmonoval the monovalent cation concentration. A charge inversion is observed between 0.35 and 1 mM spermine. Compared to previous results (Raspaud et al., 1999), the neutrality is reached at a slightly lower spermine Biophysical Journal 81(2) 11271132 FIGURE 4 Electrophoretic mobility U of nucleosome aggregates obtained by addition of Mg2 ( ), spermidine3 ( ), and spermine4 (,) in 3.5 mM TE as a function of the inverse Debye screening length . The explored concentration ranges from 3.5 to 40 mM for Mg2 , from 0.2 to 30 mM for spermidine3 , and from 0.1 to 25 mM for spermine4 . The aggregates are negatively charged for all the Mg2 concentrations. A charge inversion is observed for spermine and in a smaller extent, for spermidine. concentration. This difference can be related to the initial monovalent concentration (3.5 versus 10 mM TE). For spermidine, the charge inversion is observed to a smaller extent: the maximum mobility value remains close to zero. For Mg2 , the aggregates remain negative over the whole explored concentration range. These measurements characterize the charge on the shear surface of the NCP clusters. Shear occurs at a typical 1 distance of the order of the Debye length from the 1 particle because, in our ionic concentration range, is equal to or smaller than the NCP (radius 50 ) and cluster size (Viovy, 2000). As a consequence, at this scale, the cluster charge variation should follow the charge variation of isolated NCP. The solvent layer moving with NCP contains ions, but also the basic protein tails of the core histones. In a first-order approximation we neglect the effects due to the tail extension and we consider that they only contribute to the structural charge of the NCP. In this case, the value of the electrophoretic mobility gives information on the contribution to the total interaction of the electrostatic repulsion between the effective charge of isolated NCP. This effective charge is only regulated by the ion condensation phenomena. Several theories have been proposed to describe the precipitation and redissolution processes. In the mean-field approximations based on the Poisson-Boltzmann approach and on its linear Debye-Huckel form, the descrip tion of the condensation process neglects the ion-ion interactions. An equilibrium is reached between the thermal energy of the counterions and the electrostatic attraction between the ions and the polyelectrolyte. As a consequence, Aggregation of Nucleosomes 1131 the macroion is only partially neutralized, and whatever the particle geometry, the instability of the system occurs for a negative effective charge (Manning, 1978). The short-range attraction responsible for the aggregation phenomena is explained as due to the fluctuations of the condensed counterions, resulting in charge inhomogeneities (Oosawa, 1971; Rouzina and Bloomfield, 1996; Olvera de la Cruz et al., 1995). These charge fluctuations are related to the correlations between multivalent counterions. Recent models taking into account the strong counterion correlations (Shklovskii, 1999; Nguyen et al., 2000) show that this effect leads to a larger amount of condensed counterions, inducing a charge reversal of the macroions for the redissolution conditions. For a charged sphere, this approach predicts (Shklovskii, 1999) that the effective charge saturates at a positive value proportional to zmulti1/2. Other authors (Solis and Olvera de la Cruz, 2000) have demonstrated within a twostate model that, depending on the cation size and valence, the redissolution can occur for a partial neutralization or for an inverted charge of the polyelectrolyte. This approach reveals the importance of the electrostatic contribution of ion fluctuations in the diluted phase. The comparison between our data and these results cannot be done in a simple way because in our experiments, the cation valence varies with its size. In our mobility experiments, when the valence of the counterion increases, the effective charge of the aggregates is shifted to positive values. Such experimental variation is consistent with the given theoretical descriptions. The higher the valence of the added cation, the higher the deviation from the negative charge predicted for the aggregate within the mean-field approximations. This suggests that correlations between condensed cations responsible for the predicted charge inversion increase with the valence. Another approach to explain the experimental results is to consider the influence of the basic histone tails, which may extend more or less out of the particle depending on the ionic conditions. In this case, NCP may be viewed as polyampholytes where, at high salt concentrations, the basic protein tails are more hydrodynamically exposed than DNA with its condensed counterions. As predicted by Long et al. (1998), the resulting electrophoretic mobility of linear polyampholytes in high salt solutions does not depend only on the structural charge, but also on the surface charge distribution. However, because the tail extension varies with the ionic environment, no simple law can be established. Moreover, in this situation, electrophoretic mobility only gives information on the apparent charge localized at the shear surface, and not on the effective charge contributing to the total interaction between isolated NCP. The validity of these two descriptions depends on the importance of the influence of the protein tails. The first description is valid if the tails introduce negligible charge inhomogeneities at the NCP surface; that is, if the electromobility is mainly determined by DNA with its condensed counterions. For a strong influence of the proteic tails, it would be essential to take into account the exact conformation of the particle. In conclusion, we have shown that the NCP precipitation due to divalent salts can be related to the short-range electrostatic attraction produced by the cation condensation. No evidence was found for a specific interaction between divalent cations and NCP leading to a complexation phenomenon. As observed for other polyelectrolytes, the NCP phase diagram can be divided into three regions depending on the value of zmultiCmulti/Cap. The regime corresponding roughly to zmultiCmulti/Cap 1 is independent of the object specificities (molecular weight, charge density, structure, etc.). The similarity for polyelectrolytes of different shapes confirms that precipitation is driven by local interactions between polyions. For this regime and for zmultiCmulti/Cap 1, the aggregation is mainly governed by the electrostatic attraction involving counterion condensation. The third regime (zmultiCmulti/Cap 1) is characterized by a large excess of free cations relative to the polyelectrolyte low concentration. As a consequence, the electrostatic interactions are strongly screened and the phase diagram is highly sensitive to the fine structure and chemical composition of the particles. For NCP, the histones tails and their exact conformation are therefore expected to play an important role. In this respect, it would now be interesting to investigate the effect of histone tail removal or acetylation on this phase diagram. We can expect a strong influence of histone tails in the low concentration region, where precipitation is therefore likely to be suppressed. However, in the high concentration regions where electrostatic interactions dominate, this effect should be negligible and the precipitation could well be maintained. As a consequence on the phase diagram, histone tail removal or modification can be expected to result in shrinkage and closure on the low concentration side of the biphasic domain. In any case, this work highlights the need of ...

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UCLA - M - 150
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ECCD - COMP - 5900
Authors: Colin Bellinger, Jun Hou Format: Please use the correct formatting to concentrate your paper into distinct sections. Also, please follow the overall outline supplied by the prof Please clearly state what open source projects you referenced.
ECCD - COMP - 5900
Paper Title: Clone Detection applied to Java Bytecode Author: Mike Norman Formatting suggestions: - Inline bracket over superscript bracket references desirable. - Code segments should be designated as a figure or some equal designation to make refer
ECCD - COMP - 5900
MIKE DOHERTY: A SIGNATURE APPROACH TO ARCHIVE MATCHINGFormattingD: results section B: lacking? D: big and long sections could it be subdivided? Design, could it be divided into smaller sections K: agrees, design section, "oh man", each paragraph s
ECCD - COMP - 5900
Maria Krol and Jeff Snell Review Format and Style Good points: -style and layout is nearly perfect, according to ACM template Ways to improve: -remove the table outline in the author info -References should be written in proper format -move ACM copyr
ECCD - COMP - 5900
Michael Wiwchar Notes: Format and style Good points: No real good points as paper did not follow AMC/IEEE at and really had no format Ways to Improve: Use ACM/IEEE format, Make paper much longer and more complete. Content Good points: Good inclusion
ECCD - COMP - 5900
Recap: 1. Incomplete sentnce/header at the very first paragraph. 2. Format the author name to the center. 3. Categories and Subject descriptions are unnecessary. 4. Reference 2 & 3 are the same. 5. LWN.net(?) 6. The paper needs to address the reason
ECCD - COMP - 5900
Notes on: Fingerprinting Jar files using Winnowing by Cate Huston Was good, succinct, informational Liked the graphs Future work section was good Some section numbering issues Graph overload? Curious about the results that were under
Texas Tech - M - 5365
Here is your next homework assignment: Problem 1 Use the root test on the following series and state what can be concluded: (1 + 1/n)2n . en n=1 Problem 2 Prove the following formula for :=k=02(-1)k 31/2-k 2k + 1Problem 3 Evaluate, or prove
Texas Tech - M - 5365
ARRAYS AND ALIGNMENT IN MATH MODEROBERT BYERLYMatrices are special cases of arrays, which are much more general. Here for example is a system of equations nicely formatted: 2x + x 3y y - 2z + z - z = 0 = 1 = 21 2 , but the AMS envi3 4 ronments (
Texas Tech - M - 5365
First section Second section Third sectionA simple example of a presentation using BeamerR. ByerlyApril 2, 2007R. ByerlyBeamer SampleFirst section Second section Third sectionOutlineFirst sectionR. ByerlyBeamer SampleFirst sectio
Texas Tech - M - 5365
Users Guide for the amsmath Package (Version 2.0)American Mathematical Society 1999/12/13iiCONTENTSContents1 Introduction 2 Options for the amsmath package 3 Displayed equations 3.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . .
Oregon State - MTH - 480
Mth 480 Systems of ODE Bent E. Petersen 20060418 Assignment 2 NAME1 Problem. Due April 26.You may discuss the assigned problems with other people to get ideas (not solutions). The goal, after all is to learn some mathematics, and discussion is an
Wheaton MA - CS - 215
AlgorithmsSelf-Directed Team Exercise Standard Tries Friday 4/21/06Hello from Worcester! Today you have this assignment to work on as a team; you can break some of it into pieces as you see fit (in particular, different people can work on #s 3, 4
Allan Hancock College - CP - 2377
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Allan Hancock College - CP - 2377
import sqlite3def char_generator(): import string for c in string.letters[:26]: yield (c,)con = sqlite3.connect(":memory:")cur = con.cursor()cur.execute("create table characters(c)")cur.executemany("insert into characters(c) v
Uni. Worcester - MME - 518
THALES OF MILETUS C. 636 546 BC Born in Miletus, Greece Thales worked as an engineer, and was responsible for moving Croesus' army across the Halys River. But at the time the roles of mathematician, engineer and philosopher were nearly interchangeab
Wayne State University - MAT - 1110
MAT 1110 - Quiz #2NAME: _Please Print( You are required to show all your work. Failure to do so will cause losing the related points. ( There is enough space provided for each problem. If additional space is needed, use the back of the paper.1.
Air Force Academy - TSV - 552
TEACHINGSpring 2009 (Current): COMP COMP COMP COMP 2200 2810 4730 4920North Carolina Central University Logic for Mathematical Sciences Data Structures Organization of Programming Languages Senior Seminar in Computer Science North Carolina Centra
Air Force Academy - COMP - 2200
SCHEDULE OF LECTURESDate May 19 May 20 May 21 May 22 May 25 May 26 May 27 May 28 May 29 June 1 June 2 June 3 June 4 June 5 June 8 June 9 June 10 June 11 June 12 June 15 June 16 June 17 June 18 June 19 June 22 June 23 June 24-25Topics Covered Logi
Air Force Academy - COMP - 2810
COMP 2810: DATA STRUCTURESCRN 11041 (Sec 01)SYLLABUS SPRING 2009NORTH CAROLINA CENTRAL UNIVERSITY DEPARTMENT OF MATHEMATICS AND COMPUTER SCIENCEInstructor: Office: Phone: E-mail: Office Hours:Dr. Tzvetalin S. Vassilev 3246 Mary M. Townes Sci
Air Force Academy - COMP - 2810
COURSE OUTLINE: (The instructor reserves the right to adjust this outline as necessary.) Lecture# 1 2 3 4 5 6 7 8 9 Date Jan 07 (Wed) Jan 09 (Fri) Jan 12 (Mon) Jan 14 (Wed) Jan 16 (Fri) Jan 19 (Mon) Jan 21 (Wed) Jan 23 (Fri) Jan 26 (Mon) Jan 28 (Wed)
Air Force Academy - COMP - 2810
COMP 2810 Data Structures, Spring 2009February 7, 2009WRITTEN ASSIGNMENT #2Due on Monday, February 16, 2009 before midnightFor the written assignments, you are not required to submit anything to the instructor. Thus, the deadline is just for y
Air Force Academy - COMP - 2810
COMP 2810 Data Structures, Spring 2009April 8, 2009PROGRAMMING ASSIGNMENT #4Due on Friday, April 24, 2009 before midnightFull, well documented code should be submitted for each of the problems in the assignment. All submissions should arrive a
Air Force Academy - COMP - 2810
COMP 2810 Data Structures, Spring 2009April 8, 2009WRITTEN ASSIGNMENT #4Due on Friday, April 24, 2009 before midnightFor the written assignments, you are not required to submit anything to the instructor. Thus, the deadline is just for your re
Air Force Academy - COMP - 2300
COMP 2300 Discrete Structures for Computing, Fall 2008September 3, 2008Quiz #1Show all your work on the problem to receive full credit. Explain all the assumptions that you make (if any), reference all the rules, theorems and other sources that
Air Force Academy - COMP - 2300
COMP 2300 Discrete Structures for Computing, Fall 2008September 22, 2008Quiz #2 (Solution)# 35, p. 419 Let f : R R be a function and c a non-zero real number. If f is onto, is c f also onto? Justify your answer. Answer: Yes, c f is onto. Just
Air Force Academy - COMP - 2300
COMP 2300 Discrete Structures for Computing, Fall 2008November 24, 2008MIDTERM EXAM #2 (Solution)1. (10 pts.) Let dn = 3n - 2n for all integers n 0. (a) Find the first five terms of the sequence dn . d0 d1 d2 d3 d4 = 30 - 20 = 31 - 21 = 32 - 22
Air Force Academy - COMP - 4730
COMP 4730 Organization of Programming Languages, Spring 2009February 18, 2009ASSIGNMENT #2Due on Wednesday, March 4, 2009 before the start of the classShow all your work on the problems to receive full credit. Justify all your answers. Explain
Air Force Academy - COMP - 4730
COMP 4730 Organization of Programming Languages, Spring 2009March 31, 2009ASSIGNMENT #5Due on Monday, April 13, 2009 before the start of the classShow all your work on the problems to receive full credit. Justify all your answers. Explain all
Air Force Academy - COMP - 4730
COMP 4730 Organization of Programming Languages, Spring 2009February 24, 2009Quiz #4 (Solution)Time: 15 minutes. 1. Consider the grammar: S aAb | bBA A ab | aAB B bB | b Given the right sentential form aaAbBb, draw the parse tree (5 pts.), an
Air Force Academy - COMP - 4730
COMP 4730 Organization of Programming Languages, Spring 2009March 23, 2009Quiz #5 (Solution)Time: 20 minutes. 1. (10 pts.) Consider the array A[4,7,11] of elements that are stored using 4 bytes per element. Write the access function for this arr
Air Force Academy - COMP - 4730
COMP 4730 Organization of Programming Languages, Spring 2009March 30, 2009Quiz #6 (Solution)Scoring: +3 pts. for each correct response, -1 pt. for each incorrect response. Time: 20 minutes. 1. Assuming that all the objects, defined as follows: i
Air Force Academy - COMP - 4730
COMP 4730 Organization of Programming Languages, Spring 2009March 04, 2009MIDTERM EXAM (Solutions)Total Score: Max. Score: Min. Score: Avg. Score: 100, 83, 26, 57.31. (10 pts.) List all major categories of programming languages, outline their
Air Force Academy - COMP - 3300
NORTH CAROLINA CENTRAL UNIVERSITY DEPARTMENT OF MATHEMATICS AND COMPUTER SCIENCE COMP 3300, Fall 2008 SYLLABUS INTRODUCTION TO DATABASE SYSTEMS MWF 11:00 11:50 AM, room 2226 Science Complex Advancing Teaching, Scholarship, and Service through Divers