The developed recommender system recommends research facilities at UNC-CH to researchers that are not necessarily at UNC and identified solely by their name and email-ID. The recommendations are ranked based on an analysis of the researcher's publication records as captured by Google Scholar. The researcher publications record is then compared to the publication records of the researcher at UNC-CH and their usage of the UNC core facilities. The proposed system is composed of two modules: (1) Publication Profile Construction (PPC) and (2) Recommendation Generation (RG). In the PPC, we perform the necessary web crawling and construction of the new researcher profile. We also identify the group of UNC researchers with most similar research publications using a variety of similarity measures. In RG, we incorporate the research facility usage data (implicit data) to compute the similarity between the facilities and the cross investigator list of researchers derived from the PPC. Based on these similarity scores, recommendations are suggested. Therefore, this is an example solution of the cold start problem of figuring out how to suggest recommendations for a new researcher, who has not yet used any research facilities. We use leave-one-out cross-validation to test our method. Essentially, we remove the UNC researcher from our database and treat data as test dataset and train the model on the remaining dataset. We verify whether the recommended facilities match their actual usage.
A challenge for basic and clinical biomedical researchers is to determine the particular technologies that can play a role in their research. Core facilities house, centralize, and specialize in particular services and technologies important to biomedical research. At the University of North Carolina at Chapel Hill, over 70 core facilities are available for such use, many with multiple technologies and services. In this paper, we design an Extensible Recommendation System (ERS) to aid investigators in finding which core facilities may impact their research. Recommendation techniques are applied to enhance the process of recognition of technologies and collaborators in a modern biomedical research environment. The architecture of the system has two parts: a core foundation module and extensible module. The foundation module follows from a CMS framework called Plone that handles the basic functions like database queries, user login, etc. The extensible module has a few components such as search component, a recommendation component, etc. The extensible module is designed to be flexible, in that it can be extended by as many recommendation algorithms as we need. In this paper, we compare several recommender systems for biomedical core research facilities. Our simulation results show that the recommender system based on Graph-Theoretic performs best amongst few similar recommenders.
Human flap endonuclease 1 (h-FEN1) mutations have dramatic effects on repeat instability. Current models for repeat expansion predict that h-FEN1 protein prevents mutations by removing 5'-flaps generated at ends of Okazaki fragments by strand displacement synthesis. The models propose that hairpin formations within flaps containing repeats enable them to escape h-FEN1 cleavage. Friedreich's ataxia is caused by expansion mutations in a d(GAA)(n) repeat tract. Single-stranded d( GAA) n repeat tracts, however, do not form stable hairpins until the repeat tracts are quite long. Therefore, to understand how d( GAA) n repeat expansions survive h-FEN1 activity, we determined the effects of h-FEN1 on d( GAA) n repeat expansion during replication of a d( TTC)(n) repeat template. Replication initiated within the repeat tract generated significant expansion that was suppressed by the addition of h-FEN1 at the start of replication. The ability of h-FEN1 to suppress expansion implies that DNA slippage generates a 5'-flap in the nascent strand independent of strand displacement synthesis by an upstream polymerase. Delaying the addition of h-FEN1 to the replication reaction abolished the ability of h- FEN1 ability to suppress d(GAA)(n) repeat expansion products of all sizes, including sizes unable to hairpin. Use of model substrates demonstrated that h- FEN1 cleaves d(GAA)(n) 5'-flaps joined to double-stranded non-repeat sequences but not those joined to double-stranded repeat tracts. The results provide evidence that, given the opportunity, short d(GAA)(n) repeat expansion products rearrange from 5'-flaps to stable internal loops inside the repeat tract. Long expansion products are predicted to form hairpinned flaps and internal loops. Once formed, these DNA conformations resist hFEN1. The biological implications of the results are discussed.
NaeI endonuclease contains a 10-amino acid region with sequence similarity to the active site KXDG motif of DNA ligase except for leucine (Leu-43) in NaeI (43LXDG46). Changing Leu-43 to lysine abolishes the NaeI endonuclease activity and replaces it with topoisomerase and recombinase activities. Here we report the results of substituting Leu-43 with alanine, arginine, asparagine, glutamate, and histidine. Quantitating specific activities and DNA binding values for the mutant proteins determined the range of amino acids at position 43 that alter NaeI mechanism. Substituting alanine, asparagine, glutamate, and histidine for Leu-43 maintained endonuclease activity, but at a lower level. On the other hand, substituting positively charged arginine, like lysine at position 43, converted NaeI to a topoisomerase with no observable double-strand cleavage activity. The specific activities ofNaeI-43K and NaeI-43R and their relative sensitivities to salt, the topoisomerase-inhibiting drugN-[4-(9-acridinylamino)-3-methoxyphenyl]methane-sulfonamide (amsacrine) and single-stranded DNA showed that the two activities are similar. The effect of placing a positive charge at position 43 onNaeI structure was determined by measuring (forNaeI and NaeI-43K) relative susceptibilities to proteolysis, UV, circular dichroism spectra, and temperature melting transitions. The results provide evidence that a positive charge at position 43 induces dramatic changes in NaeI structure that affect both the Endo and Topo domains of NaeI. The identification of four putative DNA ligase motifs in NaeI leads us to speculate that structural changes that superimpose these motifs on the ligase structure may account for the changes in activity.
Triplet repeat tracts occur throughout the human genome. Expansions of a (GAA) n /(TTC) n repeat tract during its transmission from parent to child are tightly associated with the occurrence of Friedreich's ataxia. Evidence supports DNA slippage during DNA replication as the cause of the expansions. DNA slippage results in single-stranded expansion intermediates. Evidence has accumulated that predicts that hairpin structures protect from DNA repair the expansion intermediates of all of the disease-associated repeats except for those of Friedreich's ataxia. How the latter repeat expansions avoid repair remains a mystery because (GAA) n and (TTC) n repeats are reported not to self-anneal. To characterize the Friedreich's ataxia intermediates, we generated massive expansions of (GAA) n and (TTC) n during DNA replication in vitro using human polymerase β and the Klenow fragment ofEscherichia coli polymerase I. Electron microscopy, endonuclease cleavage, and DNA sequencing of the expansion products demonstrate, for the first time, the occurrence of large and growing (GAA) n and (TTC) n hairpins during DNA synthesis. The results provide unifying evidence that predicts that hairpin formation during DNA synthesis mediates all of the disease-associated, triplet repeat expansions.
Small DNA repeat tracts are located throughout the human genome. The tracts are unstable, and expansions of certain repeat sequences cause neuromuscular disease. DNA expansions appear to be associated with lagging-strand DNA synthesis and DNA repair. At some sites of repeat expansion, e.g. the myotonic dystrophy type 2 (DM2) tetranucleotide repeat expansion site, more than one repeat tract with similar sequences lie side by side. Only one of the DM2 repeat tracts, however, is found to expand. Thus, DNA base sequence is a possible factor in repeat tract expansion. Here we determined the expansion potential, during DNA replication by human DNA polymerase beta, of several tetranucleotide repeat tracts in which the repeat units varied by one or more bases. The results show that subtle changes, such as switching T for C in a tetranucleotide repeat, can have dramatic consequences on the ability of the nascent-strand repeat tract to expand during DNA replication. We also determined the relative stabilities of self-annealed 100mer repeats by melting-curve analysis. The relative stabilities did not correlate with the relative potentials of the analogous repeats for expansion during DNA replication, suggesting that hairpin formation is not required for expansion during DNA replication.
NaeI, a novel DNA endonuclease, shows topoisomerase and recombinase activities when a Lys residue is substituted for Leu 43. The NaeI–DNA structure demonstrates that each of the two domains of NaeI recognizes one molecule of DNA duplex. DNA recognition induces dramatic rearrangements: narrowing the binding site of the Topo domain 16 Å to grip DNA, widening that of the Endo domain 8 Å to encircle and bend DNA 45° for cleavage, and completely rebuilding the homodimer interface. The NaeI–DNA structure presents the first example of novel recognition of two copies of one DNA sequence by two different amino acid sequences and two different structural motifs in one polypeptide.
NaeI is transformed from DNA endonuclease to DNA topoisomerase and recombinase by a single amino acid substitution. The crystal structure of NaeI was solved at 2.3 Å resolution and shows that NaeI is a dimeric molecule with two domains per monomer. Each domain contains one potential DNA recognition motif corresponding to either endonuclease or topoisomerase activity. The N‐terminal domain core folds like the other type II restriction endonucleases as well as λ‐exonuclease and the DNA repair enzymes MutH and Vsr, implying a common evolutionary origin and catalytic mechanism. The C‐terminal domain contains a catabolite activator protein (CAP) motif present in many DNA‐binding proteins, including the type IA and type II topoisomerases. Thus, the NaeI structure implies that DNA processing enzymes evolved from a few common ancestors. NaeI may be an evolutionary bridge between endonuclease and DNA processing enzymes.
NaeI is a type IIe endonuclease that interacts with two DNA recognition sequences to cleave DNA. One DNA sequence serves as a substrate and the other serves to activate cleavage. NaeI is divided into two domains whose structures parallel the two functionalities recognized in NaeI, endonuclease and topoisomerase. In this study, we report evidence for mutations that break interdomain functional communication in a NaeI-DNA complex. Deletion of the initial 124 amino acids of the N-terminal domain of NaeI converted NaeI to a monomer, consistent with self-association being mediated by the Endo domain. Deletions within a small region of the C-terminal DNA binding domain of NaeI (amino acids 182-192) altered the recognition by NaeI of sequences flanking the NaeI recognition sequence. Substituting Ala for Arg182 within this region had no apparent effect on DNA binding but greatly reduced the extent of DNA cleavage even though it is not part of the catalytic Endo domain. Substituting Ala for Ile185 reduced the extent of DNA binding about 1000-fold. Substituting Ala for Lys189 altered flanking sequence recognition. Residues 182-192 are away from the Endo domain responsible for cleavage and also face away from the modeled DNA binding faces of the apoprotein crystal structure. We propose that residues 182-192 are part of a web that mediates the flow of information between the NaeI Endo and Topo domains.
The human genome contains many simple tandem repeats that are widely dispersed and highly polymorphic. At least one group of simple tandem repeats, the DNA trinucleotide repeats, can dramaticallyexpand in size during transmission from one generation to the next to cause disease by a process known as dynamic mutation. We investigated the ability of trinucleotide repeats AAT and CAG to expand in size during DNA replication using a minimal in vitro system composed of the repeat tract, with and without unique flanking sequences, and DNA polymerase. Varying Mg2+concentration and temperature gave dramatic expansions of repeat size during DNA replication in vitro. Expansions of up to 1000-fold were observed. Mismatches partially stabilized the repeat tracts against expansion. Expansions were only detected when the primer was complementary to the repeat tract rather than the flanking sequence. The results imply that cellular environment and whether the growing strand contains a nick or gap are important factors for the expansion process in vivo.
The occurrence of triplet-repeat expansion (TRE) during transmission of genetic information is involved in many neurological and neuromuscular diseases including Fragile X syndrome and myotonic dystrophy. DNA slippage during replicative synthesis appears to cause TRE. The causes of DNA slippage, however, remain mostly unknown. We investigated the effects of abasic sites on the occurrence of TRE during DNA replication in vitro using Escherichia coli Klenow polymerase I as the model polymerase. Here we show that a single abasic site analog, synthesized in the triplet-repeat tract at the 5' end of the template strand, induced dramatic TRE during DNA synthesis. The amount of TRE induced decreased when the abasic site was moved to the middle of the repeat tract, consistent with effectively decreasing the length of the repeat tract. Placing the abasic site in the primer did not induce TRE. TRE was sequence-dependent. The damage-induced increase in growing strand TRE depended on the sequence of the growing strand repeat as AAT similar to ATT > CAG > CTG. The expansions required replication from a primer complementary to the repeat tract. The expanded tracts were sequenced and contained multiple additions of the original repeat. The results imply that DNA damage can play a significant role in generating TRE in vivo.
NaeI is a remarkable type II restriction endonuclease. It must bind two recognition sequences to cleave DNA, forms a covalent protein-DNA intermediate, and is only 1 aa change away from topoisomerase and recombinase activity. The latter activities apparently derive from reactivation of a cryptic DNA ligase active site. Here, we demonstrate that NaeI has two protease-resistant domains, involving approximately the N-terminal and C-terminal halves of the protein, linked by a protease-accessible region of 30 aa. The domains were purified by cloning. The C-terminal domain was shown by gel mobility-shift assay to have approximately 8-fold lower DNA-binding ability than intact NaeI. Analytical ultracentrifugation showed this domain to be a monomer in solution. The N-terminal domain, which contains the catalytic region defined by random mutagenesis, did not bind DNA and was a mixture of different-sized complexes in solution implying that it mediates self-association. DNA greatly inhibited proteolysis of the linker region. The results identify the DNA-binding domain, imply that DNA cleavage and recognition are independent and separable, and lead us to speculate about a cleft-like structure for NaeI.
NaeI protein was originally isolated for its restriction endonuclease properties. NaeI was later discovered to either relax or cleave supercoiled DNA, depending upon whether NaeI position 43 contains a lysine (43K) or leucine (43L) respectively. NaeI-43K DNA relaxation activity appears to be the product of coupling separate endonuclease and ligase domains within the same polypeptide. Whereas NaeI relaxes supercoiled DNA like a topoisomerase, even forming a transient covalent intermediate with the substrate DNA, NaeI shows no obvious sequence similarity to the topoisomerases. To further characterize the topoisomerase activity of NaeI, we report here that NaeI-43K changes the linking number of a single negatively supercoiled topoisomer of pBR322 by units of one and therefore is a type I topoisomerase. Positively supercoiled pBR322 was resistant to NaeI-43K. At low salt concentration NaeI-43K was processive; non-saturating amounts of enzyme relaxed a fraction of the DNA. At high salt concentration the same non-saturating amounts of NaeI-43K partially relaxed all the DNA in a step-wise fashion to give a Gaussian distribution of topoisomers, demonstrating a switch from a processive to a distributive mode of action. NaeI-43K decatenated kinetoplast DNA containing nicked circles, implying that NaeI-43K can cleave opposite a nick. The products of the reaction are decatenated nicked circles under both processive and distributive conditions. The behavior of NaeI-43K is consistent with that of a prokaryotic type I topoisomerase.
Substituting lysine for leucine at position 43 (L43K) transforms NaeI from restriction endonuclease to topoisomerase and makes NaeI hypersensitive to intercalative anticancer drugs. Here we investigated DNA recognition by Nael-L43K. Using DNA competition and gel retardation assays, NaeI-L43K showed reduced affinity for DNA substrate and the ability to bind both single- and double-stranded DNA with a definite preference for the former. Sedimentation studies showed that under native conditions NaeI-L43K, like NaeI, is a dimer. Introduction of mismatched bases into double-stranded DNA significantly increased that DNA's ability to inhibit NaeI-L43K. Wild-type NaeI showed no detectable binding of either single-stranded DNA or mismatched DNA over the concentration range studied. These results demonstrate that the L43K substitution caused a significant change in recognition specificity by NaeI and imply that NaeI-L43K's topoisomerase activity is related to its ability to bind single-stranded and distorted regions in DNA. A mechanism is proposed for the evolution of the NaeI restriction-modification system from a topoisomerase/ligase by a mutation that abolished religation activity and provided a needed change in DNA recognition.
The ability of Klenow polymerase I, phage T7 polymerase (Sequenase), human polymerase alpha, and human polymerase beta to synthesize past (bypass) O6-methylguanine (O6-meG) lesions was studied in the presence of MgCl2 and MnCl2. An end-labeled 16-mer primer was annealed to the 3' end of gel-purified oligodeoxyribonucleotide templates (45-mers), each containing a single O6-meG in place of one G in the sequence -G1G2CG3G4T-. Extension products were analyzed by denaturing polyacrylamide gel electrophoresis and autoradiography. A fraction of the products extended by Klenow fragment terminated either opposite or one base before O6-meG located at sites 1 and 3. Termination occurred primarily one base before O6-meG located at sites 2 and 4. The remaining fractions that bypassed the lesions represented full-length product. In control reactions, the O6-meG-containing templates were annealed with complementary 45-mers, repaired with O6-alkylguanine DNA-alkyltransferase, annealed with an excess of labeled primer, and extended by Klenow fragment. Full-length extension of > 90% was observed with each template. Primer extension past O6-meG by DNA polymerase alpha and Sequenase was partially blocked in a manner which varied with the site of O6-meG in the template while primer extension by DNA polymerase beta was completely blocked (< 2% full length extension) with O6-meG at sites 1-4. Substitution of MnCl2 for MgCl2 in the reaction mixture greatly increased the bypass of O6-meG by Klenow fragment and DNA polymerase alpha but not Sequenase or DNA polymerase beta. The increased ability of Klenow fragment to bypass O6-meG in the presence of MnCl2 was found to result from an increased incorporation of G (O6-meG at sites 1 and 2) and A (O6-meG at sites 1, 2, and 3) opposite the lesion. The results indicate that O6-meG can block in vitro polymerization by several DNA polymerases and are consistent with the observed cytotoxic effects of methylating agents on mammalian cells.
Nae I endonuclease must bind to two DNA sequences for cleavage. Examination of the amino acid sequence of Nae I uncovered similarity to the active site of human DNA ligase I, except for leucine 43 in Nae I instead of the lysine essential for ligase activity. Changing leucine 43 to lysine 43 (L43K) changed Nae I activity: Nae I-L43K relaxed supercoiled DNA to yield DNA topoisomers and recombined DNA to give dimeric molecules. Interruption of the reactions of Nae I and Nae I-L43K with DNA demonstrated transient protein-DNA covalent complexes. These findings imply coupled endonuclease and ligase domains and link Nae I endonuclease to the topoisomerase and recombinase protein families.