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1.
PLoS One ; 14(11): e0224288, 2019.
Article in English | MEDLINE | ID: mdl-31738797

ABSTRACT

Bioinformatics, a discipline that combines aspects of biology, statistics, mathematics, and computer science, is becoming increasingly important for biological research. However, bioinformatics instruction is not yet generally integrated into undergraduate life sciences curricula. To understand why we studied how bioinformatics is being included in biology education in the US by conducting a nationwide survey of faculty at two- and four-year institutions. The survey asked several open-ended questions that probed barriers to integration, the answers to which were analyzed using a mixed-methods approach. The barrier most frequently reported by the 1,260 respondents was lack of faculty expertise/training, but other deterrents-lack of student interest, overly-full curricula, and lack of student preparation-were also common. Interestingly, the barriers faculty face depended strongly on whether they are members of an underrepresented group and on the Carnegie Classification of their home institution. We were surprised to discover that the cohort of faculty who were awarded their terminal degree most recently reported the most preparation in bioinformatics but teach it at the lowest rate.


Subject(s)
Biology/education , Computational Biology/education , Curriculum , Faculty/statistics & numerical data , Female , Humans , Male , Motivation , Students/psychology , Surveys and Questionnaires/statistics & numerical data , United States
2.
PLoS One ; 13(6): e0196878, 2018.
Article in English | MEDLINE | ID: mdl-29870542

ABSTRACT

Although bioinformatics is becoming increasingly central to research in the life sciences, bioinformatics skills and knowledge are not well integrated into undergraduate biology education. This curricular gap prevents biology students from harnessing the full potential of their education, limiting their career opportunities and slowing research innovation. To advance the integration of bioinformatics into life sciences education, a framework of core bioinformatics competencies is needed. To that end, we here report the results of a survey of biology faculty in the United States about teaching bioinformatics to undergraduate life scientists. Responses were received from 1,260 faculty representing institutions in all fifty states with a combined capacity to educate hundreds of thousands of students every year. Results indicate strong, widespread agreement that bioinformatics knowledge and skills are critical for undergraduate life scientists as well as considerable agreement about which skills are necessary. Perceptions of the importance of some skills varied with the respondent's degree of training, time since degree earned, and/or the Carnegie Classification of the respondent's institution. To assess which skills are currently being taught, we analyzed syllabi of courses with bioinformatics content submitted by survey respondents. Finally, we used the survey results, the analysis of the syllabi, and our collective research and teaching expertise to develop a set of bioinformatics core competencies for undergraduate biology students. These core competencies are intended to serve as a guide for institutions as they work to integrate bioinformatics into their life sciences curricula.


Subject(s)
Computational Biology/education , Mental Competency , Problem-Based Learning , Adolescent , Adult , Female , Humans , Male , United States
3.
G3 (Bethesda) ; 7(8): 2439-2460, 2017 08 07.
Article in English | MEDLINE | ID: mdl-28667019

ABSTRACT

The discordance between genome size and the complexity of eukaryotes can partly be attributed to differences in repeat density. The Muller F element (∼5.2 Mb) is the smallest chromosome in Drosophila melanogaster, but it is substantially larger (>18.7 Mb) in D. ananassae To identify the major contributors to the expansion of the F element and to assess their impact, we improved the genome sequence and annotated the genes in a 1.4-Mb region of the D. ananassae F element, and a 1.7-Mb region from the D element for comparison. We find that transposons (particularly LTR and LINE retrotransposons) are major contributors to this expansion (78.6%), while Wolbachia sequences integrated into the D. ananassae genome are minor contributors (0.02%). Both D. melanogaster and D. ananassae F-element genes exhibit distinct characteristics compared to D-element genes (e.g., larger coding spans, larger introns, more coding exons, and lower codon bias), but these differences are exaggerated in D. ananassae Compared to D. melanogaster, the codon bias observed in D. ananassae F-element genes can primarily be attributed to mutational biases instead of selection. The 5' ends of F-element genes in both species are enriched in dimethylation of lysine 4 on histone 3 (H3K4me2), while the coding spans are enriched in H3K9me2. Despite differences in repeat density and gene characteristics, D. ananassae F-element genes show a similar range of expression levels compared to genes in euchromatic domains. This study improves our understanding of how transposons can affect genome size and how genes can function within highly repetitive domains.


Subject(s)
Chromosomes/genetics , Drosophila/genetics , Retroelements/genetics , Animals , Base Composition/genetics , Base Sequence , Codon/genetics , Female , Gene Expression Profiling , Genes, Insect , Histones/metabolism , Protein Processing, Post-Translational/genetics , Wolbachia/genetics
4.
G3 (Bethesda) ; 5(5): 719-40, 2015 Mar 04.
Article in English | MEDLINE | ID: mdl-25740935

ABSTRACT

The Muller F element (4.2 Mb, ~80 protein-coding genes) is an unusual autosome of Drosophila melanogaster; it is mostly heterochromatic with a low recombination rate. To investigate how these properties impact the evolution of repeats and genes, we manually improved the sequence and annotated the genes on the D. erecta, D. mojavensis, and D. grimshawi F elements and euchromatic domains from the Muller D element. We find that F elements have greater transposon density (25-50%) than euchromatic reference regions (3-11%). Among the F elements, D. grimshawi has the lowest transposon density (particularly DINE-1: 2% vs. 11-27%). F element genes have larger coding spans, more coding exons, larger introns, and lower codon bias. Comparison of the Effective Number of Codons with the Codon Adaptation Index shows that, in contrast to the other species, codon bias in D. grimshawi F element genes can be attributed primarily to selection instead of mutational biases, suggesting that density and types of transposons affect the degree of local heterochromatin formation. F element genes have lower estimated DNA melting temperatures than D element genes, potentially facilitating transcription through heterochromatin. Most F element genes (~90%) have remained on that element, but the F element has smaller syntenic blocks than genome averages (3.4-3.6 vs. 8.4-8.8 genes per block), indicating greater rates of inversion despite lower rates of recombination. Overall, the F element has maintained characteristics that are distinct from other autosomes in the Drosophila lineage, illuminating the constraints imposed by a heterochromatic milieu.


Subject(s)
Drosophila Proteins/genetics , Drosophila/genetics , Evolution, Molecular , Genome , Genomics , Animals , Codon , Computational Biology , DNA Transposable Elements , Drosophila melanogaster/genetics , Exons , Gene Rearrangement , Heterochromatin , Introns , Molecular Sequence Annotation , Polytene Chromosomes , Repetitive Sequences, Nucleic Acid , Selection, Genetic , Species Specificity
5.
CBE Life Sci Educ ; 13(4): 711-23, 2014.
Article in English | MEDLINE | ID: mdl-25452493

ABSTRACT

In their 2012 report, the President's Council of Advisors on Science and Technology advocated "replacing standard science laboratory courses with discovery-based research courses"-a challenging proposition that presents practical and pedagogical difficulties. In this paper, we describe our collective experiences working with the Genomics Education Partnership, a nationwide faculty consortium that aims to provide undergraduates with a research experience in genomics through a scheduled course (a classroom-based undergraduate research experience, or CURE). We examine the common barriers encountered in implementing a CURE, program elements of most value to faculty, ways in which a shared core support system can help, and the incentives for and rewards of establishing a CURE on our diverse campuses. While some of the barriers and rewards are specific to a research project utilizing a genomics approach, other lessons learned should be broadly applicable. We find that a central system that supports a shared investigation can mitigate some shortfalls in campus infrastructure (such as time for new curriculum development, availability of IT services) and provides collegial support for change. Our findings should be useful for designing similar supportive programs to facilitate change in the way we teach science for undergraduates.


Subject(s)
Genomics/education , Curriculum , Models, Educational , Program Development , United States , Universities
6.
Appl Microbiol Biotechnol ; 98(15): 6715-23, 2014 Aug.
Article in English | MEDLINE | ID: mdl-24788326

ABSTRACT

Metabolic engineers develop inexpensive enantioselective syntheses of high-value compounds, but their designs are sometimes confounded by the misfolding of heterologously expressed proteins. Geobacillus stearothermophilus NUB3621 is a readily transformable facultative thermophile. It could be used to express and properly fold proteins derived from its many mesophilic or thermophilic Bacillaceae relatives or to direct the evolution of thermophilic variants of mesophilic proteins. Moreover, its capacity for high-temperature growth should accelerate chemical transformation rates in accordance with the Arrhenius equation and reduce the risks of microbial contamination. Its tendency to sporulate in response to nutrient depletion lowers the costs of storage and transportation. Here, we present a draft genome sequence of G. stearothermophilus NUB3621 and describe inducible and constitutive expression plasmids that function in this organism. These tools will help us and others to exploit the natural advantages of this system for metabolic engineering applications.


Subject(s)
Geobacillus stearothermophilus/genetics , Geobacillus stearothermophilus/metabolism , Hot Temperature , Metabolic Engineering , Plasmids/genetics , Plasmids/metabolism , Transformation, Genetic
7.
Protein J ; 30(8): 539-45, 2011 Dec.
Article in English | MEDLINE | ID: mdl-21965022

ABSTRACT

Bile acids deactivate certain enzymes, such as prolyl endopeptidases (PEPs), which are investigated as candidates for protease-based therapy for celiac sprue. Deactivation by bile acids presents a problem for therapeutic enzymes targetted to function in the upper intestine. However, enzyme deactivation by bile acids is not a general phenomenon. Trypsin and chymotrypsin are not deactivated by bile acids. In fact, these pancreatic enzymes are more efficient at cleaving large dietary substrates in the presence of bile acids. We targeted the origin of the apparently different effect of bile acids on prolyl endopeptidases and pancreatic enzymes by examining the effect of bile acids on the kinetics of cleavage of small substrates, and by determining the effect of bile acids on the thermodynamic stabilities of these enzymes. Physiological amounts (5 mM) of cholic acid decrease the thermodynamic stability of Flavobacterium meningosepticum PEP from 18.5 ± 2 kcal/mol to 10.5 ± 1 kcal/mol, while thermostability of trypsin and chymotrypsin is unchanged. Trypsin and chymotrypsin activation by bile and PEP deactivation can both be explained in terms of a common mechanism: bile acid-mediated protein destabilization. Bile acids, usually considered non-denaturing surfactants, in this case act as a destabilizing agent on PEP thus deactivating the enzyme. However, this level of global thermodynamic destabilization does not account for a more than 50% decrease in enzyme activity, suggesting that bile acids most likely modulate enzyme activity through specific local interactions.


Subject(s)
Alphaproteobacteria/enzymology , Bacterial Proteins/chemistry , Bile Acids and Salts/pharmacology , Chryseobacterium/enzymology , Chymotrypsin/chemistry , Pancreas/enzymology , Serine Endopeptidases/chemistry , Trypsin/chemistry , Alphaproteobacteria/chemistry , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Biocatalysis , Celiac Disease/enzymology , Chryseobacterium/chemistry , Chymotrypsin/metabolism , Enzyme Activation/drug effects , Enzyme Stability/drug effects , Humans , Kinetics , Prolyl Oligopeptidases , Serine Endopeptidases/genetics , Serine Endopeptidases/metabolism , Trypsin/metabolism
8.
CBE Life Sci Educ ; 9(3): 189-95, 2010.
Article in English | MEDLINE | ID: mdl-20810950

ABSTRACT

To fully understand the roles proteins play in cellular processes, students need to grasp complex ideas about protein structure, folding, and stability. Our current understanding of these topics is based on mathematical models and experimental data. However, protein structure, folding, and stability are often introduced as descriptive, qualitative phenomena in undergraduate classes. In the process of learning about these topics, students often form incorrect ideas. For example, by learning about protein folding in the context of protein synthesis, students may come to an incorrect conclusion that once synthesized on the ribosome, a protein spends its entire cellular life time in its fully folded native confirmation. This is clearly not true; proteins are dynamic structures that undergo both local fluctuations and global unfolding events. To prevent and address such misconceptions, basic concepts of protein science can be introduced in the context of simple mathematical models and hands-on explorations of publicly available data sets. Ten common misconceptions about proteins are presented, along with suggestions for using equations, models, sequence, structure, and thermodynamic data to help students gain a deeper understanding of basic concepts relating to protein structure, folding, and stability.


Subject(s)
Mathematics , Models, Molecular , Protein Folding , Protein Stability , Proteins/chemistry , Proteins/metabolism , Crystallography, X-Ray , Ligands , Mutation/genetics , Protein Unfolding , Proteins/genetics , Ribosomes/metabolism , Thermodynamics , Transition Temperature
9.
J Microbiol Biol Educ ; 11(1): 50-5, 2010.
Article in English | MEDLINE | ID: mdl-23653698

ABSTRACT

Scientists often model complex biological phenomena in vitro, mimicking conditions found in living organisms. Understanding the power and limitations of biological models is an important topic in undergraduate science. In this activity, students develop their own in vitro model for testing the survival of bacteria from commercial probiotic supplements. Students work in groups to decide which factors are important for survival of bacteria in a chosen portion of the human digestive tract. Groups of students create their own in vitro models of organs such as stomach and/or intestines. Students expose a probiotic supplement to conditions mimicking the chosen portion of the human digestive tract, and measure the effect of those conditions on the survival of bacteria found in the supplement. Students choose to focus on conditions such as low pH found in stomach or pancreatic enzymes found in the upper intestine. Through this activity, students gain experience with serial dilutions and calculations of colony forming units (CFUs). This project also provides the students with the valuable experience of designing experiments in small groups. Students present their findings in a poster session, which provides a venue for discussing the validity and limitation of various models.

10.
Proc Natl Acad Sci U S A ; 100(20): 11345-9, 2003 Sep 30.
Article in English | MEDLINE | ID: mdl-14504401

ABSTRACT

Ribonucleases H from the thermophilic bacterium Thermus thermophilus and the mesophile Escherichia coli demonstrate a dramatic and surprising difference in their change in heat capacity upon unfolding (DeltaCp degrees ). The lower DeltaCp degrees of the thermophilic protein directly contributes to its higher thermal denaturation temperature (Tm). We propose that this DeltaCp degrees difference originates from residual structure in the unfolded state of the thermophilic protein; we verify this hypothesis by using a mutagenic approach. Residual structure in the unfolded state may provide a mechanism for balancing a high Tm with the optimal thermodynamic stability for a protein's function. Structure in the unfolded state is shown to differentially affect the thermodynamic profiles of thermophilic and mesophilic proteins.


Subject(s)
Ribonuclease H/chemistry , Escherichia coli/enzymology , Models, Molecular , Point Mutation , Protein Conformation , Protein Denaturation , Ribonuclease H/genetics , Thermus thermophilus/enzymology
11.
J Mol Biol ; 329(4): 731-43, 2003 Jun 13.
Article in English | MEDLINE | ID: mdl-12787674

ABSTRACT

NMR studies on the denatured states of proteins indicate that residual structure often resides predominantly in hydrophobic clusters. Such hydrophobic cluster formation implies burial of apolar surface and, consequently, is expected to cause a decrease in heat capacity. We report here that, in the case of ribonuclease H from the thermophile Thermus thermophilus, a sharp decrease in denatured-state heat capacity occurs at about pH 3.8; this result points to the formation of hydrophobic clusters triggered by the protonation of several (about four) carboxylic acid groups, and indicates that the burial of apolar surface is favored by the less hydrophilic character of the uncharged forms of Asp and Glu side-chains. The process is not accompanied by large changes in optically active structure, but appears to be highly cooperative, as indicated by the sharpness of the pH-induced transition in the heat capacity. This acid-induced hydrophobic burial in denatured T.thermophilus ribonuclease H is clearly reflected in the pH dependence of the denaturation temperature (i.e. an abrupt change of slope at about pH 3.8 is seen in the plot of denaturation temperature versus pH), supporting a role for such denatured-state hydrophobic clusters in protein stability. The finding of cooperative protonation of several groups coupled to surface burial in denatured T.thermophilus ribonuclease H emphasizes the potential complexity of denatured-state electrostatics and advises caution when attempting to predict denatured-state properties on the basis of simple electrostatic models. Finally, our results suggest a higher propensity for hydrophobic cluster formation in the denatured state of T.thermophilus ribonuclease H as compared with that of its mesophilic counterpart from Escherichia coli.


Subject(s)
Ribonuclease H/chemistry , Thermus thermophilus/enzymology , Anilino Naphthalenesulfonates/metabolism , Calorimetry, Differential Scanning , Circular Dichroism , Enzyme Stability , Escherichia coli/enzymology , Hot Temperature , Hydrogen-Ion Concentration , Hydrophobic and Hydrophilic Interactions , Models, Theoretical , Protein Conformation , Protein Denaturation , Protein Folding , Ribonuclease H/metabolism , Temperature , Thermodynamics
12.
Protein Sci ; 11(2): 381-9, 2002 Feb.
Article in English | MEDLINE | ID: mdl-11790848

ABSTRACT

To investigate the contribution of the folding cores to the thermodynamic stability of RNases H, we used rational design to create two chimeras composed of parts of a thermophilic and a mesophilic RNase H. Each chimera combines the folding core from one parent protein and the remaining parts of the other. Both chimeras form active, well-folded RNases H. Stability curves, based on CD-monitored chemical denaturations, show that the chimera with the thermophilic core is more stable, has a higher midpoint of thermal denaturation, and a lower change in heat capacity (DeltaCp) upon unfolding than the chimera with the mesophilic core. A possible explanation for the low DeltaCp of both the parent thermophilic RNase H and the chimera with the thermophilic core is the residual structure in the denatured state. On the basis of the studied parameters, the chimera with the thermophilic core resembles a true thermophilic protein. Our results suggest that the folding core plays an essential role in conferring thermodynamic parameters to RNases H.


Subject(s)
Ribonuclease H/chemistry , Thermus thermophilus/enzymology , Amino Acid Sequence , Chimera , Circular Dichroism , Enzyme Stability , Escherichia coli/enzymology , Hot Temperature , Models, Molecular , Molecular Sequence Data , Plasmids , Polymerase Chain Reaction , Protein Denaturation , Protein Folding , Sequence Homology, Amino Acid , Thermodynamics , X-Ray Diffraction
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