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Miller M, Tobin T, Aiello DP, Hanson P, Strome E, Johnston SD, Issel-Tarver L, Kushner DB, Keeney JB. CURE on yeast genes of unknown function increases students' bioinformatics proficiency and research confidence. J Microbiol Biol Educ 2024; 25:e0016523. [PMID: 38661403 PMCID: PMC11044640 DOI: 10.1128/jmbe.00165-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Accepted: 12/19/2023] [Indexed: 04/26/2024]
Abstract
Course-based undergraduate research experiences (CUREs) can reduce barriers to research opportunities while increasing student knowledge and confidence. However, the number of widely adopted, easily transferable CUREs is relatively small. Here, we describe a CURE aimed at determining the function of poorly characterized Saccharomyces cerevisiae genes. More than 20 years after sequencing of the yeast genome, nearly 10% of open reading frames (ORFs) still have at least one uncharacterized Gene Ontology (GO) term. We refer to these genes as "ORFans" and formed a consortium aimed at assigning functions to them. Specifically, over 70 faculty members attended summer workshops to learn the bioinformatics workflow and basic laboratory techniques described herein. Ultimately, this CURE was adapted for implementation at 34 institutions, resulting in over 1,300 students conducting course-based research on ORFans. Pre-/post-tests confirmed that students gained both (i) an understanding of gene ontology and (ii) knowledge regarding the use of bioinformatics to assign gene function. After using these data to craft their own hypotheses, then testing their predictions by constructing and phenotyping deletion strains, students self-reported significant gains in several areas, including computer modeling and exposure to a project where no one knows the outcome. Interestingly, most net gains self-reported by ORFan Gene Project participants were greater than published findings for CUREs assessed with the same survey instrument. The surprisingly strong impact of this CURE may be due to the incoming lack of experience of ORFan Project participants and/or the independent thought required to develop testable hypotheses from complex data sets.
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Affiliation(s)
| | - Tammy Tobin
- Susquehanna University, Selinsgrove, Pennsylvania, USA
| | | | | | - Erin Strome
- Northern Kentucky University, Highland Heights, Kentucky, USA
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Somers DJ, Kushner DB, McKinnis AR, Mehmedovic D, Flame RS, Arnold TM. Epigenetic weapons in plant-herbivore interactions: Sulforaphane disrupts histone deacetylases, gene expression, and larval development in Spodoptera exigua while the specialist feeder Trichoplusia ni is largely resistant to these effects. PLoS One 2023; 18:e0293075. [PMID: 37856454 PMCID: PMC10586618 DOI: 10.1371/journal.pone.0293075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 10/03/2023] [Indexed: 10/21/2023] Open
Abstract
Cruciferous plants produce sulforaphane (SFN), an inhibitor of nuclear histone deacetylases (HDACs). In humans and other mammals, the consumption of SFN alters enzyme activities, DNA-histone binding, and gene expression within minutes. However, the ability of SFN to act as an HDAC inhibitor in nature, disrupting the epigenetic machinery of insects feeding on these plants, has not been explored. Here, we demonstrate that SFN consumed in the diet inhibits the activity of HDAC enzymes and slows the development of the generalist grazer Spodoptera exigua, in a dose-dependent fashion. After consuming SFN for seven days, the activities of HDAC enzymes in S. exigua were reduced by 50%. Similarly, larval mass was reduced by 50% and pupation was delayed by 2-5 days, with no additional mortality. Similar results were obtained when SFN was applied topically to eggs. RNA-seq analyses confirm that SFN altered the expression of thousands of genes in S. exigua. Genes associated with energy conversion pathways were significantly downregulated while those encoding for ribosomal proteins were dramatically upregulated in response to the consumption of SFN. In contrast, the co-evolved specialist feeder Trichoplusia ni was not negatively impacted by SFN, whether it was consumed in their diet at natural concentrations or applied topically to eggs. The activities of HDAC enzymes were not inhibited and development was not disrupted. In fact, SFN exposure sometimes accelerated T. ni development. RNA-seq analyses revealed that the consumption of SFN alters gene expression in T. ni in similar ways, but to a lesser degree, compared to S. exigua. This apparent resistance of T. ni can be overwhelmed by unnaturally high levels of SFN or by exposure to more powerful pharmaceutical HDAC inhibitors. These results demonstrate that dietary SFN interferes with the epigenetic machinery of insects, supporting the hypothesis that plant-derived HDAC inhibitors serve as "epigenetic weapons" against herbivores.
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Affiliation(s)
- Dana J. Somers
- Department of Biology, Program in Biochemistry and Molecular Biology, Dickinson College, Carlisle, PA United States of America
| | - David B. Kushner
- Department of Biology, Program in Biochemistry and Molecular Biology, Dickinson College, Carlisle, PA United States of America
| | - Alexandria R. McKinnis
- Department of Biology, Program in Biochemistry and Molecular Biology, Dickinson College, Carlisle, PA United States of America
| | - Dzejlana Mehmedovic
- Department of Biology, Program in Biochemistry and Molecular Biology, Dickinson College, Carlisle, PA United States of America
| | - Rachel S. Flame
- Department of Biology, Program in Biochemistry and Molecular Biology, Dickinson College, Carlisle, PA United States of America
| | - Thomas M. Arnold
- Department of Biology, Program in Biochemistry and Molecular Biology, Dickinson College, Carlisle, PA United States of America
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Abstract
The pervasive effects of the current coronavirus disease 2019 pandemic are but one reason for educators to refocus their efforts on virology teaching. Additionally, it is critical to understand how viruses function and to elucidate the relationship between virus and host. An understanding of current virology education may improve pedagogical approaches for educating our students and trainees. Faculty who teach undergraduate microbiology indicate that approximately 10% of the course content features viruses; stand-alone virology courses are infrequently offered to undergraduates. Fortunately, virology taught to undergraduates includes foundational material; several approaches for delivery of lecture- and lab-based content exist. At the graduate education level, there is growing appreciation that an emphasis on logic, reasoning, inference, and statistics must be reintroduced into the curriculum to create a generation of scientists who have a greater capacity for creativity and innovation. Educators also need to remove barriers to student success, at all levels of education. Expected final online publication date for the Annual Review of Virology, Volume 8 is September 2021. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
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Affiliation(s)
- David B Kushner
- Department of Biology, Dickinson College, Carlisle, Pennsylvania 17013, USA;
| | - Andrew Pekosz
- Department of Molecular Microbiology and Immunology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland 21205, USA
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Kushner DB. Introducing SELEX via a semester-long course-based undergraduate research experience (CURE). Biochem Mol Biol Educ 2021; 49:605-618. [PMID: 33914410 DOI: 10.1002/bmb.21519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Revised: 12/16/2020] [Accepted: 04/09/2021] [Indexed: 06/12/2023]
Abstract
With the growing importance of the field of RNA biology, undergraduates need to perform RNA-related research. Systematic evolution of ligands by exponential enrichment (SELEX) has become an important method in RNA biology. The principles of SELEX were applied to a semester-long course-based undergraduate research experience (CURE) in which two rounds of in vivo functional selection of regions of a viral RNA were performed. As the labwork had an unknown outcome, students indicated that they were excited by the work and became invested in the experience. By completing two rounds of SELEX, the students repeated molecular methods (e.g., RNA extraction, RT-PCR, agarose gel electrophoresis, DNA purification, cloning, and sequence analysis) and reported that repetition reinforced their learning and helped them build confidence in their lab abilities. Students also appreciated that they did not learn a "technique-per-week" without context, but rather they understood why certain methods were used for certain molecular tasks. Results from a 19-question multiple-choice assessment indicated increased comprehension of theory underlying methods performed. Details regarding experimental methods and timeline, and assessment and attitudinal results from three student cohorts, are described herein.
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Affiliation(s)
- David B Kushner
- Department of Biology, Dickinson College, Carlisle, Pennsylvania, USA
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Bayne CF, Widawski ME, Gao F, Masab MH, Chattopadhyay M, Murawski AM, Sansevere RM, Lerner BD, Castillo RJ, Griesman T, Fu J, Hibben JK, Garcia-Perez AD, Simon AE, Kushner DB. SELEX and SHAPE reveal that sequence motifs and an extended hairpin in the 5' portion of Turnip crinkle virus satellite RNA C mediate fitness in plants. Virology 2018; 520:137-152. [PMID: 29864677 DOI: 10.1016/j.virol.2018.05.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2018] [Revised: 05/06/2018] [Accepted: 05/12/2018] [Indexed: 11/19/2022]
Abstract
Noncoding RNAs use their sequence and/or structure to mediate function(s). The 5' portion (166 nt) of the 356-nt noncoding satellite RNA C (satC) of Turnip crinkle virus (TCV) was previously modeled to contain a central region with two stem-loops (H6 and H7) and a large connecting hairpin (H2). We now report that in vivo functional selection (SELEX) experiments assessing sequence/structure requirements in H2, H6, and H7 reveal that H6 loop sequence motifs were recovered at nonrandom rates and only some residues are proposed to base-pair with accessible complementary sequences within the 5' central region. In vitro SHAPE of SELEX winners indicates that the central region is heavily base-paired, such that along with the lower stem and H2 region, one extensive hairpin exists composing the entire 5' region. As these SELEX winners are highly fit, these characteristics facilitate satRNA amplification in association with TCV in plants.
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Affiliation(s)
- Charlie F Bayne
- Department of Biology, Dickinson College, Carlisle, PA 17013, USA
| | - Max E Widawski
- Department of Biology, Dickinson College, Carlisle, PA 17013, USA
| | - Feng Gao
- Department of Cell Biology and Molecular Genetics, University of Maryland, College Park, MD 20742, USA
| | - Mohammed H Masab
- Department of Biology, Dickinson College, Carlisle, PA 17013, USA
| | - Maitreyi Chattopadhyay
- Department of Cell Biology and Molecular Genetics, University of Maryland, College Park, MD 20742, USA
| | | | | | - Bryan D Lerner
- Department of Biology, Dickinson College, Carlisle, PA 17013, USA
| | | | - Trevor Griesman
- Department of Biology, Dickinson College, Carlisle, PA 17013, USA
| | - Jiantao Fu
- Department of Biology, Dickinson College, Carlisle, PA 17013, USA
| | | | | | - Anne E Simon
- Department of Cell Biology and Molecular Genetics, University of Maryland, College Park, MD 20742, USA
| | - David B Kushner
- Department of Biology, Dickinson College, Carlisle, PA 17013, USA.
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Kushner DB. DNA microarrays in the undergraduate microbiology lab: experimentation and handling large datasets in as few as six weeks. J Microbiol Biol Educ 2009; 8:3-12. [PMID: 23653814 PMCID: PMC3577145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
DNA microarrays have significantly impacted the study of gene expression on a genome-wide level but also have forced a more global consideration of research questions. As such, it has become critical to introduce undergraduate students to genomics approaches to research. A challenge with performing a DNA microarray experiment in the teaching lab is determining the time required for the study and how to handle the voluminous data generated. At an unexpectedly low cost, a 6-week, project-based lab module has been developed that provides 3 weeks for wet lab (hands-on work with the DNA microarrays) and 3 weeks for dry lab (analyzing data, using databases to help with data analysis, and considering the meaning of data within the large dataset). Options exist for extending the number of weeks dedicated to the project, but 6 weeks is sufficient for providing an introduction to both experimental genomics and data analysis. Students indicate that being able to both perform array experiments and thoroughly analyze data enriches their understanding of genomics and the complexity of biological systems.
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Affiliation(s)
- David B. Kushner
- Corresponding author. Mailing address: Department of Biology, Dickinson College, P. O. Box 1773, Carlisle, Pennsylvania 17013. Phone: (717) 245-1328. Fax: (717) 245-1130. E-mail:
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Shan X, Russell TA, Paul SM, Kushner DB, Joyce PBM. Characterization of a temperature-sensitive mutation that impairs the function of yeast tRNA nucleotidyltransferase. Yeast 2008; 25:219-33. [DOI: 10.1002/yea.1582] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
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Kushner DB, Lindenbach BD, Grdzelishvili VZ, Noueiry AO, Paul SM, Ahlquist P. Systematic, genome-wide identification of host genes affecting replication of a positive-strand RNA virus. Proc Natl Acad Sci U S A 2003; 100:15764-9. [PMID: 14671320 PMCID: PMC307642 DOI: 10.1073/pnas.2536857100] [Citation(s) in RCA: 208] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Positive-strand RNA viruses are the largest virus class and include many pathogens such as hepatitis C virus and the severe acute respiratory syndrome coronavirus (SARS). Brome mosaic virus (BMV) is a representative positive-strand RNA virus whose RNA replication, gene expression, and encapsidation have been reproduced in the yeast Saccharomyces cerevisiae. By using traditional yeast genetics, host genes have been identified that function in controlling BMV translation, selecting BMV RNAs as replication templates, activating the replication complex, maintaining a lipid composition required for membrane-associated RNA replication, and other steps. To more globally and systematically identify such host factors, we used engineered BMV derivatives to assay viral RNA replication in each strain of an ordered, genome-wide set of yeast single-gene deletion mutants. Each deletion strain was transformed to express BMV replicase proteins and a BMV RNA replication template with the capsid gene replaced by a luciferase reporter. Luciferase expression, which is dependent on viral RNA replication and RNA-dependent mRNA synthesis, was measured in intact yeast cells. Approximately 4500 yeast deletion strains ( approximately 80% of yeast genes) were screened in duplicate and selected strains analyzed further. This functional genomics approach revealed nearly 100 genes whose absence inhibited or stimulated BMV RNA replication and/or gene expression by 3- to >25-fold. Several of these genes were shown previously to function in BMV replication, validating the approach. Newly identified genes include some in RNA, protein, or membrane modification pathways and genes of unknown function. The results further illuminate virus and cell pathways. Further refinement of virus screening likely will reveal contributions from additional host genes.
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Affiliation(s)
- David B Kushner
- Institute for Molecular Virology and Howard Hughes Medical Institute, University of Wisconsin, Madison, WI 53706, USA
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Affiliation(s)
- Paul Ahlquist
- Institute for Molecular Virology, University of Wisconsin-Madison, Madison, Wisconsin 53706, USA.
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Kushner DB, Ricciardi RP. Reduced phosphorylation of p50 is responsible for diminished NF-kappaB binding to the major histocompatibility complex class I enhancer in adenovirus type 12-transformed cells. Mol Cell Biol 1999; 19:2169-79. [PMID: 10022903 PMCID: PMC84009 DOI: 10.1128/mcb.19.3.2169] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Reduced cell surface levels of major histocompatibility complex class I antigens enable adenovirus type 12 (Ad12)-transformed cells to escape immunosurveillance by cytotoxic T lymphocytes (CTL), contributing to their tumorigenic potential. In contrast, nontumorigenic Ad5-transformed cells harbor significant cell surface levels of class I antigens and are susceptible to CTL lysis. Ad12 E1A mediates down-regulation of class I transcription by increasing COUP-TF repressor binding and decreasing NF-kappaB activator binding to the class I enhancer. The mechanism underlying the decreased binding of nuclear NF-kappaB in Ad12-transformed cells was investigated. Electrophoretic mobility shift assay analysis of hybrid NF-kappaB dimers reconstituted from denatured and renatured p50 and p65 subunits from Ad12- and Ad5-transformed cell nuclear extracts demonstrated that p50, and not p65, is responsible for the decreased ability of NF-kappaB to bind to DNA in Ad12-transformed cells. Hypophosphorylation of p50 was found to correlate with restricted binding of NF-kappaB to DNA in Ad12-transformed cells. The importance of phosphorylation of p50 for NF-kappaB binding was further demonstrated by showing that an NF-kappaB dimer composed of p65 and alkaline phosphatase-treated p50 from Ad5-transformed cell nuclear extracts could not bind to DNA. These results suggest that phosphorylation of p50 is a key step in the nuclear regulation of NF-kappaB in adenovirus-transformed cells.
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Affiliation(s)
- D B Kushner
- Department of Microbiology, School of Dental Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
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Pereira DS, Kushner DB, Ricciardi RP, Graham FL. Testing NF-kappa B1-p50 antibody specificity using knockout mice. Oncogene 1996; 13:445-6. [PMID: 8710386] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Cell extracts from knockout mice can provide definitive proof of antibody specificity. Two NF-kappa B1-p50 antibodies, sc-114 (a commercial antibody) and NR1157, were observed to recognize proteins having distinct electrophoretic mobilities of 52-55 kD and 50 kD, respectively, by Western blot analysis. In order to discriminate the specificity of these antibodies for NF-kappa B1-p50, whole cell extracts derived from NF-kappa B1-p105 knockout mice were employed. While the NR1157 antibody completely failed to recognize its 50 kD product in p105-/- knockout extracts, the sc-114 antibody still strongly recognized its 52-55 kD product. These data demonstrate that NR1157, but not sc-114, is highly specific for NF-kappa B1-p50 by Western blot analysis. In addition, these results highlight the utility of knockout cell extracts for discerning antibody specificity.
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Affiliation(s)
- D S Pereira
- Department of Biology, McMaster University, Hamilton, Ontario, Canada
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Kushner DB, Pereira DS, Liu X, Graham FL, Ricciardi RP. The first exon of Ad12 E1A excluding the transactivation domain mediates differential binding of COUP-TF and NF-kappa B to the MHC class I enhancer in transformed cells. Oncogene 1996; 12:143-51. [PMID: 8552385] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
The major histocompatibility complex class I enhancer is the target for adenovirus-12 E1A-mediated down-regulation of class I transcription. In Ad12 transformed rodent cells, the class I enhancer is down-regulated through increased binding of the repressor COUP-TF to the R2 element and decreased binding of the activator NF-kappa B (p50/p65) to the R1 element. The reduced surface levels of class I antigens contribute to the tumorigenic potential of Ad12 transformed cells by favoring their immunoescape from cytotoxic T-lymphocytes. Previous studies using transformed cells containing hybrid Ad5/Ad12 E1A (plus Ad12 E1B) genes have indicated that sequences within the first exon of the 266R Ad12 E1A gene are required for class I down-regulation and tumorigenesis. In this study we demonstrate that these same sequences, which exclude the Ad12 CR3 transactivation domain, are also required for increased COUP-TF binding to the R2 element and decreased NF-kappa B binding to the R1 element of the class I enhancer. We further show that diminished NF-kappa B binding is not due to a lack of NF-kappa B1-p50 in the nuclei of Ad12 transformed rat cells.
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Affiliation(s)
- D B Kushner
- Department of Microbiology, School of Dental Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
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