Browsing by Subject "transcriptome"
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Item Open Access A miRNA Host Response Signature Accurately Discriminates Acute Respiratory Infection Etiologies.(Frontiers in microbiology, 2018-01) Poore, Gregory D; Ko, Emily R; Valente, Ashlee; Henao, Ricardo; Sumner, Kelsey; Hong, Christopher; Burke, Thomas W; Nichols, Marshall; McClain, Micah T; Huang, Erich S; Ginsburg, Geoffrey S; Woods, Christopher W; Tsalik, Ephraim LBackground: Acute respiratory infections (ARIs) are the leading indication for antibacterial prescriptions despite a viral etiology in the majority of cases. The lack of available diagnostics to discriminate viral and bacterial etiologies contributes to this discordance. Recent efforts have focused on the host response as a source for novel diagnostic targets although none have explored the ability of host-derived microRNAs (miRNA) to discriminate between these etiologies. Methods: In this study, we compared host-derived miRNAs and mRNAs from human H3N2 influenza challenge subjects to those from patients with Streptococcus pneumoniae pneumonia. Sparse logistic regression models were used to generate miRNA signatures diagnostic of ARI etiologies. Generalized linear modeling of mRNAs to identify differentially expressed (DE) genes allowed analysis of potential miRNA:mRNA relationships. High likelihood miRNA:mRNA interactions were examined using binding target prediction and negative correlation to further explore potential changes in pathway regulation in response to infection. Results: The resultant miRNA signatures were highly accurate in discriminating ARI etiologies. Mean accuracy was 100% [88.8-100; 95% Confidence Interval (CI)] in discriminating the healthy state from S. pneumoniae pneumonia and 91.3% (72.0-98.9; 95% CI) in discriminating S. pneumoniae pneumonia from influenza infection. Subsequent differential mRNA gene expression analysis revealed alterations in regulatory networks consistent with known biology including immune cell activation and host response to viral infection. Negative correlation network analysis of miRNA:mRNA interactions revealed connections to pathways with known immunobiology such as interferon regulation and MAP kinase signaling. Conclusion: We have developed novel human host-response miRNA signatures for bacterial and viral ARI etiologies. miRNA host response signatures reveal accurate discrimination between S. pneumoniae pneumonia and influenza etiologies for ARI and integrated analyses of the host-pathogen interface are consistent with expected biology. These results highlight the differential miRNA host response to bacterial and viral etiologies of ARI, offering new opportunities to distinguish these entities.Item Open Access Evolution of Fungal Endophytes and Their Functional Transitions Between Endophytism and Saprotrophism(2017) Chen, Ko-HsuanThe kingdom Fungi is one of the major groups of the plant microbiome(Hardoim et al., 2015; Vandenkoornhuyse et al., 2015; Peay et al., 2016). Of the various plant-fungus interactions, mycorrhizal fungi that form mutualistic associations with host plants are the best studied symbiotic system(Bonfante & Genre, 2010; van der Heijden et al., 2015). Fungal endophytes represent another major type of plant-fungus symbioses(Rodriguez et al., 2009; Porras-Alfaro & Bayman, 2011). Defined as endosymbionts inhabiting a wide range of plant and lichen hosts without causing obvious symptoms, endophytes are now considered both ubiquitous and hyperdiverse (Stone, 2004; Rodriguez et al., 2009; U'Ren et al., 2012). Yet most of these fungi have to be identified using a phylogenetic approach (Arnold et al., 2009; Gazis et al., 2012; Chen et al., 2015) and remain unknown at lower taxonomic ranks (e.g., genus and species) and undefined in terms of their function in their symptomless hosts(Arnold et al., 2003; Busby et al., 2016). It is now understood that some endophytes are capable of switching to pathogenic(Wipornpan Photita et al.; Ávarez-Loayza et al., 2011) or saprotrophic(U'Ren et al., 2010; Zuccaro et al., 2011; Kuo et al., 2014) modes, but the genetic mechanisms of these switches remain unexplored. Bryophytes are a major component of the vegetation in boreal and arctic regions, where ecosystems are most vulnerable to global climate change(Turetsky et al., 2012; Jassey et al., 2013). It has been proposed that early land plants adopted a terrestrial lifestyle with the help of fungi(Heckman et al., 2001; Field et al., 2015). Mosses do not have mutualistic fungal symbionts such as mycorrhizal fungi(Davey & Currah, 2006; Field et al., 2015), but they are known to harbor diverse fungal endophytes of uncertain functions(U'Ren et al., 2010; Davey et al., 2012; Davey et al., 2013). The growth form of the moss Dicranum scoparium provided an ideal system for studying functional transitions between endophytism and saprotrophism across a senescent gradient. My PhD thesis focuses on the evolutionary history (Chapter 1) and functionality (Chapter 2, 3) of endophytic fungi.
In Chapter 1, I investigated the phylogenetic placements of fungal endophytes within the pharmaceutically and agriculturally important class Eurotiomycetes. The class Eurotiomycetes (Pezizomycotina, Ascomycota) includes various fungi with different ecological traits, including animal pathogens, saprotrophs, ectomycorrhizae, plant pathogens, rock-inhabiting fungi, lichens and endophytes(Geiser et al., 2006; Schoch et al., 2009; Gueidan et al., 2015). Phylogenetic affiliations of eurotiomycetous fungal endophytes with their ecologically diverse relatives had not been evaluated, leaving a gap in our understanding of the major evolutionary trends and ecological breadth of Eurotiomycetes as a whole. To fill this gap, we recently inferred the phylogenetic and taxonomic affinities of representatives of class 3 endophytes within Eurotiomycetes (Chen et al., 2015). Our results based on seven loci and 157 taxa revealed an undescribed new order (Phaeomoniellales) composed mainly of fungal endophytes and plant pathogens, and to a lesser extent, endolichenic and lichen-forming fungi. However, most of the deep nodes within this order were poorly supported. Interestingly, while described species of the order Phaeomoniellales are mostly plant pathogens on angiosperms (e.g., Genera Vitis, Nephelium and Prunus(Groenewald et al., 2001; Damm U. et al., 2010; Rossman et al., 2010; Thambugala et al., 2014)), endophytes within this order were mostly isolated from leaves of gymnosperms (Fig.1). These results, first-authored by the Co-PI, have been published in the journal Molecular Phylogenetic and Evolution(Chen et al., 2015).
In Chapter 2, I used metatranscriptomes of fungal ribosomal RNA to detect active fungal communities across a gradual gradient of senescence in wild-collected gametophytes of Dicranum scoparium (Bryophyta) to understand the distribution and the active component of fungal communities at a given time in adjacent living, senescing, and dead tissues. My results suggested that Ascomycota generally were more prevalent and active in living tissues, whereas Basidiomycota were more prevalent and active in senescing and dead tissues. Differences in community assembly detected by metatranscriptomics were echoed by amplicon sequencing of cDNA and compared to culture-based inferences and observation of fungal fruit bodies in the field. The combination of metatranscriptomics and amplicon sequencing of cDNA is promising for studying symbiotic systems with complex microbial diversity, allowing simultaneous detection of microbial presence, abundance and metabolic activity in symbiotic systems.
In Chpater3, I investigated the functions of D. scoparium across its naturally occurring senescence gradient and the associated fungal nutrient transporter (carbon, amino acid, phosphorus and nitrogen) activities. Higher fungal nutrient-related transporter activities were detected toward the bottom layer of the moss gametophytes. Among the four fungal nutrient types (Amino acid, carbon, nitrogen, phosphorus), the activities of nitrogen-related transporters had a drastic increase proportionally toward the bottom layer. In parallel, nitrogen breakdown was detected as the most enriched Gene Ontology term of D. scoparium for those transcripts having higher expression in the bottom layers. I analyzed the most abundant fungal nitrogen-related transporters in my dataset, the ammonium transporters, using a phylogenetic approach. I revealed that all ammonium transporters actively expressed in association with D. scoparium belong to the MEPg clade. Different sets of potential plant-microbe communication/defense/symbiosis-related genes are highly expressed in top vs. bottom layers, which suggest different mechanisms are involved in plant-fungus associations in photosynthetic vs. decomposing tissues.
Item Open Access Evolutionary Divergence of Gene and Protein Expression in the Brains of Humans and Chimpanzees.(Genome Biol Evol, 2015-07-10) Bauernfeind, Amy L; Soderblom, Erik J; Turner, Meredith E; Moseley, M Arthur; Ely, John J; Hof, Patrick R; Sherwood, Chet C; Wray, Gregory A; Babbitt, Courtney CAlthough transcriptomic profiling has become the standard approach for exploring molecular differences in the primate brain, very little is known about how the expression levels of gene transcripts relate to downstream protein abundance. Moreover, it is unknown whether the relationship changes depending on the brain region or species under investigation. We performed high-throughput transcriptomic (RNA-Seq) and proteomic (liquid chromatography coupled with tandem mass spectrometry) analyses on two regions of the human and chimpanzee brain: The anterior cingulate cortex and caudate nucleus. In both brain regions, we found a lower correlation between mRNA and protein expression levels in humans and chimpanzees than has been reported for other tissues and cell types, suggesting that the brain may engage extensive tissue-specific regulation affecting protein abundance. In both species, only a few categories of biological function exhibited strong correlations between mRNA and protein expression levels. These categories included oxidative metabolism and protein synthesis and modification, indicating that the expression levels of mRNA transcripts supporting these biological functions are more predictive of protein expression compared with other functional categories. More generally, however, the two measures of molecular expression provided strikingly divergent perspectives into differential expression between human and chimpanzee brains: mRNA comparisons revealed significant differences in neuronal communication, ion transport, and regulatory processes, whereas protein comparisons indicated differences in perception and cognition, metabolic processes, and organization of the cytoskeleton. Our results highlight the importance of examining protein expression in evolutionary analyses and call for a more thorough understanding of tissue-specific protein expression levels.Item Open Access Exploring Mechanisms of Bacterial Adaptation to Seasonal Temperature Change(2016) Yung, Cheuk ManThis research examines three potential mechanisms by which bacteria can adapt to different temperatures: changes in strain-level population structure, gene regulation and particle colonization. For the first two mechanisms, I utilize bacterial strains from the Vibrionaceae family due to their ease of culturability, ubiquity in coastal environments and status as a model system for marine bacteria. I first examine vibrio seasonal dynamics in temperate, coastal water and compare the thermal performance of strains that occupy different thermal environments. Our results suggest that there are tradeoffs in adaptation to specific temperatures and that thermal specialization can occur at a very fine phylogenetic scale. The observed thermal specialization over relatively short evolutionary time-scales indicates that few genes or cellular processes may limit expansion to a different thermal niche. I then compare the genomic and transcriptional changes associated with thermal adaptation in closely-related vibrio strains under heat and cold stress. The two vibrio strains have very similar genomes and overall exhibit similar transcriptional profiles in response to temperature stress but their temperature preferences are determined by differential transcriptional responses in shared genes as well as temperature-dependent regulation of unique genes. Finally, I investigate the temporal dynamics of particle-attached and free-living bacterial community in coastal seawater and find that microhabitats exert a stronger forcing on microbial communities than environmental variability, suggesting that particle-attachment could buffer the impacts of environmental changes and particle-associated communities likely respond to the presence of distinct eukaryotes rather than commonly-measured environmental parameters. Integrating these results will offer new perspectives on the mechanisms by which bacteria respond to seasonal temperature changes as well as potential adaptations to climate change-driven warming of the surface oceans.
Item Open Access Neonatal Rhesus Macaques Have Distinct Immune Cell Transcriptional Profiles following HIV Envelope Immunization.(Cell reports, 2020-02) Han, Qifeng; Bradley, Todd; Williams, Wilton B; Cain, Derek W; Montefiori, David C; Saunders, Kevin O; Parks, Robert J; Edwards, Regina W; Ferrari, Guido; Mueller, Olaf; Shen, Xiaoying; Wiehe, Kevin J; Reed, Steven; Fox, Christopher B; Rountree, Wes; Vandergrift, Nathan A; Wang, Yunfei; Sutherland, Laura L; Santra, Sampa; Moody, M Anthony; Permar, Sallie R; Tomaras, Georgia D; Lewis, Mark G; Van Rompay, Koen KA; Haynes, Barton FHIV-1-infected infants develop broadly neutralizing antibodies (bnAbs) more rapidly than adults, suggesting differences in the neonatal versus adult responses to the HIV-1 envelope (Env). Here, trimeric forms of HIV-1 Env immunogens elicit increased gp120- and gp41-specific antibodies more rapidly in neonatal macaques than adult macaques. Transcriptome analyses of neonatal versus adult immune cells after Env vaccination reveal that neonatal macaques have higher levels of the apoptosis regulator BCL2 in T cells and lower levels of the immunosuppressive interleukin-10 (IL-10) receptor alpha (IL10RA) mRNA transcripts in T cells, B cells, natural killer (NK) cells, and monocytes. In addition, immunized neonatal macaques exhibit increased frequencies of activated blood T follicular helper-like (Tfh) cells compared to adults. Thus, neonatal macaques have transcriptome signatures of decreased immunosuppression and apoptosis compared with adult macaques, providing an immune landscape conducive to early-life immunization prior to sexual debut.Item Open Access Potential Influence of Staphylococcus aureus Clonal Complex 30 Genotype and Transcriptome on Hematogenous Infections.(Open Forum Infect Dis, 2015-09) Sharma-Kuinkel, Batu K; Mongodin, Emmanuel F; Myers, Jason R; Vore, Kelly L; Canfield, Greg S; Fraser, Claire M; Rude, Thomas H; Fowler, Vance G; Gill, Steven RBackground. The contemporary Staphylococcus aureus clonal complex (CC) 30 lineage is associated with complicated infections, including endocarditis and osteomyelitis. This lineage diverged from the phage-type 80/81 S aureus clone responsible for a major bacterial epidemic of the 20th century. The genome and transcriptome features that contribute to complicated infections of the CC30 lineage are unknown. Methods. Twenty-nine clinical methicillin-resistant S aureus (MRSA) strains (8 from CC30 and 21 from other major CCs were evaluated for virulence using murine and Galleria mellonella sepsis models. Genomic features of CC30 were identified by comparative genome sequencing and RNA-Seq transcriptome analysis of the 29 strains and 31 previously sequenced S aureus genomes. Results. The CC30 isolates displayed lower virulence in the sepsis models compared with other CCs [P < .0001]. Comparisons of orthologous proteins and transcriptome analysis identified genes (eg, nitric oxide reductase) and changes in metabolic pathways (eg, pyrimidine metabolism) that contribute to the distinct CC30 phenotype. Previously reported nonsynonymous single-nucleotide polymorphisms (SNPs) were found in accessory gene regulator C (agrC) and α-hemolysin (hla), molecules important for virulence. Additional nonsynonymous SNPs conserved across clinical CC30 isolates when compared with the first sequenced contemporary CC30 clone, MRSA-16, were identified in multiple genes, suggesting continuing evolutionary divergence in this lineage. Conclusions. Genomic and transcriptional analyses suggest that the CC30 lineage has acquired metabolic features that contribute to persistent and complicated infections. Absence of sepsis-induced mortality in animal models may be due in part to its unique genomic profile and suggests that specific genotypes of S aureus elicit distinct types of infection types.Item Open Access Ribosomal Biogenesis and Endomembrane Expansion Precede Cell Invasion(2023) Costa, Daniel SamCell invasion through basement membrane (BM) barriers is necessary for development and homeostasis, and is misappropriated in diseases like cancer. Many regulators of this complex biological process have been identified by relying on studies completed in vitro and through the analysis of genetic mutants in vivo, however, these methods are unable to identify redundant and subtle regulators of invasion. Capturing the gene expression profile of a cell actively transmigrating BM in vivo remains elusive as invasion through BM is often random. However, a gene expression profile would shed light on genes and pathways that have previously gone unnoticed using traditional screening methods. Here, I use the C. elegans model of anchor cell (AC) invasion through BM as a visually and genetically tractable in vivo model utilizing forward and reverse genetic screening, transcriptome profiling, split-GFP protein tagging strategies, and live cell imaging to investigate and identify new regulators and cellular processes controlling cell invasion through BM. In Chapter 1, I review strategies and mechanisms that invasive cells employ to breach and travel through BM and present AC invasion in C. elegans as an in vivo model of cell invasion. In Chapter 2, I attempt to identify two new regulators of AC invasion identified through a large-scale forward genetic screen. In Chapter 3, by developing methods to isolate individual AC’s, I identify the AC transcriptional profile during invasion, I reveal key roles for ribosome biogenesis and endomembrane expansion in cell invasion through BM and establish the AC transcriptome as a resource to identify mechanisms underlying BM transmigration. Chapter 4 discusses the implications of these findings and future directions.
Item Open Access The evolutionary history of ferns inferred from 25 low-copy nuclear genes.(Am J Bot, 2015-07) Rothfels, CJ; Li, F; Sigel, EM; Huiet, L; Larsson, A; Burge, DO; Ruhsam, M; Deyholos, M; Soltis, DE; Stewart Jr, CNUNLABELLED: • PREMISE OF THE STUDY: Understanding fern (monilophyte) phylogeny and its evolutionary timescale is critical for broad investigations of the evolution of land plants, and for providing the point of comparison necessary for studying the evolution of the fern sister group, seed plants. Molecular phylogenetic investigations have revolutionized our understanding of fern phylogeny, however, to date, these studies have relied almost exclusively on plastid data.• METHODS: Here we take a curated phylogenomics approach to infer the first broad fern phylogeny from multiple nuclear loci, by combining broad taxon sampling (73 ferns and 12 outgroup species) with focused character sampling (25 loci comprising 35877 bp), along with rigorous alignment, orthology inference and model selection.• KEY RESULTS: Our phylogeny corroborates some earlier inferences and provides novel insights; in particular, we find strong support for Equisetales as sister to the rest of ferns, Marattiales as sister to leptosporangiate ferns, and Dennstaedtiaceae as sister to the eupolypods. Our divergence-time analyses reveal that divergences among the extant fern orders all occurred prior to ∼200 MYA. Finally, our species-tree inferences are congruent with analyses of concatenated data, but generally with lower support. Those cases where species-tree support values are higher than expected involve relationships that have been supported by smaller plastid datasets, suggesting that deep coalescence may be reducing support from the concatenated nuclear data.• CONCLUSIONS: Our study demonstrates the utility of a curated phylogenomics approach to inferring fern phylogeny, and highlights the need to consider underlying data characteristics, along with data quantity, in phylogenetic studies.