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1.
Sci Rep ; 14(1): 5670, 2024 03 07.
Artigo em Inglês | MEDLINE | ID: mdl-38453979

RESUMO

The GPT-4 large language model (LLM) and ChatGPT chatbot have emerged as accessible and capable tools for generating English-language text in a variety of formats. GPT-4 has previously performed well when applied to questions from multiple standardized examinations. However, further evaluation of trustworthiness and accuracy of GPT-4 responses across various knowledge domains is essential before its use as a reference resource. Here, we assess GPT-4 performance on nine graduate-level examinations in the biomedical sciences (seven blinded), finding that GPT-4 scores exceed the student average in seven of nine cases and exceed all student scores for four exams. GPT-4 performed very well on fill-in-the-blank, short-answer, and essay questions, and correctly answered several questions on figures sourced from published manuscripts. Conversely, GPT-4 performed poorly on questions with figures containing simulated data and those requiring a hand-drawn answer. Two GPT-4 answer-sets were flagged as plagiarism based on answer similarity and some model responses included detailed hallucinations. In addition to assessing GPT-4 performance, we discuss patterns and limitations in GPT-4 capabilities with the goal of informing design of future academic examinations in the chatbot era.


Assuntos
Educação de Pós-Graduação , Alucinações , Humanos , Conhecimento , Idioma , Estudantes
2.
Bioinformatics ; 39(12)2023 12 01.
Artigo em Inglês | MEDLINE | ID: mdl-38006335

RESUMO

SUMMARY: Experimental methods using microRNA/target ligation have recently provided significant insights into microRNA functioning through generation of chimeric (hybrid) RNA sequences. Here, we introduce Hybkit, a Python3 API, and command-line toolkit for analysis of hybrid sequence data in the "hyb" file format to enable customizable evaluation and annotation of hybrid characteristics. The Hybkit API includes a suite of python objects for developing custom analyses of hybrid data as well as miRNA-specific analysis methods, built-in plotting of analysis results, and incorporation of predicted miRNA/target interactions in Vienna format. AVAILABILITY AND IMPLEMENTATION: Hybkit is provided free and open source under the GNU GPL license at github.com/RenneLab/hybkit and archived on Zenodo (doi.org/10.5281/zenodo.7834299). Hybkit distributions are also provided via PyPI (pypi.org/project/hybkit), Conda (bioconda.github.io/recipes/hybkit/README.html), and Docker (quay.io/repository/biocontainers/hybkit).


Assuntos
MicroRNAs , Software , MicroRNAs/genética , Projetos de Pesquisa
3.
BMC Genomics ; 22(1): 711, 2021 Oct 02.
Artigo em Inglês | MEDLINE | ID: mdl-34600496

RESUMO

BACKGROUND: Species interactions can promote mating behavior divergence, particularly when these interactions are costly due to maladaptive hybridization. Selection against hybridization can indirectly cause evolution of reproductive isolation within species, a process termed cascade reinforcement. This process can drive incipient speciation by generating divergent selection pressures among populations that interact with different species assemblages. Theoretical and empirical studies indicate that divergent selection on gene expression networks has the potential to increase reproductive isolation among populations. After identifying candidate synaptic transmission genes derived from neurophysiological studies in anurans, we test for divergence of gene expression in a system undergoing cascade reinforcement, the Upland Chorus Frog (Pseudacris feriarum). RESULTS: Our analyses identified seven candidate synaptic transmission genes that have diverged between ancestral and reinforced populations of P. feriarum, including five that encode synaptic vesicle proteins. Our gene correlation network analyses revealed four genetic modules that have diverged between these populations, two possessing a significant concentration of neurotransmission enrichment terms: one for synaptic membrane components and the other for metabolism of the neurotransmitter nitric oxide. We also ascertained that a greater number of genes have diverged in expression by geography than by sex. Moreover, we found that more genes have diverged within females as compared to males between populations. Conversely, we observed no difference in the number of differentially-expressed genes within the ancestral compared to the reinforced population between the sexes. CONCLUSIONS: This work is consistent with the idea that divergent selection on mating behaviors via cascade reinforcement contributed to evolution of gene expression in P. feriarum. Although our study design does not allow us to fully rule out the influence of environment and demography, the fact that more genes diverged in females than males points to a role for cascade reinforcement. Our discoveries of divergent candidate genes and gene networks related to neurotransmission support the idea that neural mechanisms of acoustic mating behaviors have diverged between populations, and agree with previous neurophysiological studies in frogs. Increasing support for this hypothesis, however, will require additional experiments under common garden conditions. Our work points to the importance of future replicated and tissue-specific studies to elucidate the relative contribution of gene expression divergence to the evolution of reproductive isolation during incipient speciation.


Assuntos
Anuros , Comportamento Sexual Animal , Transmissão Sináptica/genética , Animais , Anuros/genética , Mapeamento Cromossômico , Feminino , Especiação Genética , Masculino , Seleção Genética
4.
BMC Res Notes ; 14(1): 236, 2021 Jun 23.
Artigo em Inglês | MEDLINE | ID: mdl-34162407

RESUMO

OBJECTIVES: Arachnids have fascinating and unique biology, particularly for questions on sex differences and behavior, creating the potential for development of powerful emerging models in this group. Recent advances in genomic techniques have paved the way for a significant increase in the breadth of genomic studies in non-model organisms. One growing area of research is comparative transcriptomics. When phylogenetic relationships to model organisms are known, comparative genomic studies provide context for analysis of homologous genes and pathways. The goal of this study was to lay the groundwork for comparative transcriptomics of sex differences in the brain of wolf spiders, a non-model organism of the pyhlum Euarthropoda, by generating transcriptomes and analyzing gene expression. DATA DESCRIPTION: To examine sex-differential gene expression, short read transcript sequencing and de novo transcriptome assembly were performed. Messenger RNA was isolated from brain tissue of male and female subadult and mature wolf spiders (Schizocosa ocreata). The raw data consist of sequences for the two different life stages in each sex. Computational analyses on these data include de novo transcriptome assembly and differential expression analyses. Sample-specific and combined transcriptomes, gene annotations, and differential expression results are described in this data note and are available from publicly-available databases.


Assuntos
Aranhas , Transcriptoma , Animais , Encéfalo , Feminino , Perfilação da Expressão Gênica , Masculino , Anotação de Sequência Molecular , Filogenia , Aranhas/genética , Transcriptoma/genética
5.
RNA ; 27(6): 694-709, 2021 06.
Artigo em Inglês | MEDLINE | ID: mdl-33795480

RESUMO

MicroRNAs (miRNAs) are small noncoding RNAs that function as critical posttranscriptional regulators in various biological processes. While most miRNAs are generated from processing of long primary transcripts via sequential Drosha and Dicer cleavage, some miRNAs that bypass Drosha cleavage can be transcribed as part of another small noncoding RNA. Here, we develop the target-oriented miRNA discovery (TOMiD) bioinformatic analysis method to identify Drosha-independent miRNAs from Argonaute crosslinking and sequencing of hybrids (Ago-CLASH) data sets. Using this technique, we discovered a novel miRNA derived from a primate specific noncoding RNA, the small NF90 associated RNA A (snaR-A). The miRNA derived from snaR-A (miR-snaR) arises independently of Drosha processing but requires Exportin-5 and Dicer for biogenesis. We identify that miR-snaR is concurrently up-regulated with the full snaR-A transcript in cancer cells. Functionally, miR-snaR associates with Ago proteins and targets NME1, a key metastasis inhibitor, contributing to snaR-A's role in promoting cancer cell migration. Our findings suggest a functional link between a novel miRNA and its precursor noncoding RNA.


Assuntos
Biologia Computacional/métodos , MicroRNAs/metabolismo , RNA Longo não Codificante/genética , Regiões 3' não Traduzidas , Movimento Celular , RNA Helicases DEAD-box/metabolismo , Células HCT116 , Células HEK293 , Humanos , Carioferinas/metabolismo , Células MCF-7 , Nucleosídeo NM23 Difosfato Quinases/antagonistas & inibidores , Nucleosídeo NM23 Difosfato Quinases/genética , Neoplasias/patologia , RNA Longo não Codificante/metabolismo , Ribonuclease III/metabolismo
6.
J Virol ; 95(10)2021 04 26.
Artigo em Inglês | MEDLINE | ID: mdl-33568509

RESUMO

Kaposi's sarcoma (KS) results from the transformation of Kaposi's sarcoma-associated herpesvirus (KSHV)-infected endothelial cells. The contribution of the KSHV microRNAs (miRNAs) to the process of oncogenesis in endothelial cells has not been fully elucidated. To better understand the contributions of individual miRNAs to oncogenesis-related cellular phenotypes, we used KSHV miRNA knockout mutants, each one lacking one of the twelve miRNA genes. An additional mutant lacked all miRNAs. Since KSHV infection causes a variety of phenotypic changes in endothelial cells, we tested the mutants for their ability to effect such changes in Telomerase-Immortalized Vein Endothelial (TIVE) cells infected with each of the mutant viruses. Wild type- and mutant-infected as well as uninfected cells were evaluated for perturbations to proliferation, migration, tubule formation, and glycolysis. We found broad variation between the different viruses in these aspects. With respect to proliferation rate, ΔmiR-K12-3, ΔmiR-K12-8, and ΔmiR-K12-11 showed significant impairment. Cells infected with ΔmiR-K12-11 had reduced migration. In tubule formation, the ΔmiR-K12-5, -6, and -7 viruses were deficient. At the same time, cells infected with the ΔmiR-K12-10 virus showed dysregulated glycolysis. By combining these observations with previously published KSHV miRNA targetome lists from ribonomics data, we were able to functionally validate a number of new miRNA targets in specific pathways. As proof of concept, miR-K12-3 was shown to target Cathepsin D, a strong promoter of apoptosis. Taken together, the results demonstrate that KSHV miRNAs play different roles in inducing the phenotypic changes which are characteristic of transformed cells.Importance: Kaposi's sarcoma-associated herpesvirus (KSHV) causes Kaposi's sarcoma (KS). The contribution of KSHV microRNAs (miRNAs) to oncogenesis is not fully understood. This is particularly true for human endothelial cells, the cell type from which KS tumors are derived. Here we used a panel of KSHV miRNA knockout viruses in order to shed light on the roles of individual miRNAs in the process of transformation. Latently infected endothelial cells were studied for phenotypic changes related to cancer, including proliferation, migration, angiogenesis, glycolysis, and apoptosis. The mutant-infected cell lines displayed a wide range of phenotypes in these selected measures of oncogenesis which differed from wild type-infected cells and from each other. These results indicate that KSHV miRNAs contribute to different aspects of oncogenesis, and that each one has a unique role to play.

7.
Nucleic Acids Res ; 49(3): 1383-1396, 2021 02 22.
Artigo em Inglês | MEDLINE | ID: mdl-33476375

RESUMO

Super-enhancers (SEs) mediate high transcription levels of target genes. Previous studies have shown that SEs recruit transcription complexes and generate enhancer RNAs (eRNAs). We characterized transcription at the human and murine ß-globin locus control region (LCR) SE. We found that the human LCR is capable of recruiting transcription complexes independently from linked globin genes in transgenic mice. Furthermore, LCR hypersensitive site 2 (HS2) initiates the formation of bidirectional transcripts in transgenic mice and in the endogenous ß-globin gene locus in murine erythroleukemia (MEL) cells. HS2 3'eRNA is relatively unstable and remains in close proximity to the globin gene locus. Reducing the abundance of HS2 3'eRNA leads to a reduction in ß-globin gene transcription and compromises RNA polymerase II (Pol II) recruitment at the promoter. The Integrator complex has been shown to terminate eRNA transcription. We demonstrate that Integrator interacts downstream of LCR HS2. Inducible ablation of Integrator function in MEL or differentiating primary human CD34+ cells causes a decrease in expression of the adult ß-globin gene and accumulation of Pol II and eRNA at the LCR. The data suggest that transcription complexes are assembled at the LCR and transferred to the globin genes by mechanisms that involve Integrator mediated release of Pol II and eRNA from the LCR.


Assuntos
Elementos Facilitadores Genéticos , Regulação da Expressão Gênica , RNA/metabolismo , Transcrição Gênica , Globinas beta/genética , Adulto , Animais , Linhagem Celular Tumoral , Endorribonucleases/genética , Feto , Humanos , Fígado/embriologia , Fígado/metabolismo , Região de Controle de Locus Gênico , Camundongos Transgênicos , RNA/fisiologia , RNA Polimerase II/metabolismo , Globinas beta/biossíntese
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