ABSTRACT
Nanopore direct RNA sequencing (DRS) enables measurements of RNA modifications. Modification-free transcripts are a practical and targeted control for DRS, providing a baseline measurement for canonical nucleotides within a matched and biologically-derived sequence context. However, these controls can be challenging to generate and carry nanopore-specific nuances that can impact analyses. We produced DRS datasets using modification-free transcripts from in vitro transcription of cDNA from six immortalized human cell lines. We characterized variation across cell lines and demonstrated how these may be interpreted. These data will serve as a versatile control and resource to the community for RNA modification analyses of human transcripts.
ABSTRACT
Pseudouridine (psi) is one of the most abundant human mRNA modifications generated from the isomerization of uridine via psi synthases, including TRUB1 and PUS7. Nanopore direct RNA sequencing combined with our recent tool, Mod-p ID, enables psi mapping, transcriptome-wide, without chemical derivatization of the input RNA and/or conversion to cDNA. This method is sensitive for detecting changes in positional psi occupancies across cell types, which can inform our understanding of the impact on gene expression. We sequenced, mapped, and compared the positional psi occupancy across six immortalized human cell lines derived from diverse tissue types. We found that lung-derived cells have the highest proportion of psi, while liver-derived cells have the lowest. Further, among a list of highly conserved sites across cell types, most are TRUB1 substrates and fall within the coding sequence. We find that these conserved psi positions correspond to higher levels of protein expression than expected, suggesting translation regulation. Interestingly, we identify cell type-specific sites of psi modification in ubiquitously expressed genes. We validate these sites by ruling out single-nucleotide variants, analyzing current traces, and performing enzymatic knockdowns of psi synthases. Finally, we characterize sites with multiple psi modifications on the same transcript (hypermodification type II) and found that these can be conserved or cell type specific. Among these, we discovered examples of multiple psi modifications within the same k-mer for the first time and analyzed the effect on current distribution. Our data support the hypothesis that motif sequence and the presence of psi synthase are insufficient to drive modifications, that psi modifications contribute to regulating translation and that cell type-specific trans-acting factors play a major role in driving pseudouridylation.
ABSTRACT
Chemical modifications in mRNAs such as pseudouridine (psi) can regulate gene expression, although our understanding of the functional impact of individual psi modifications, especially in neuronal cells, is limited. We apply nanopore direct RNA sequencing to investigate psi dynamics under cellular perturbations in SH-SY5Y cells. We assign sites to psi synthases using siRNA-based knockdown. A steady-state enzyme-substrate model reveals a strong correlation between psi synthase and mRNA substrate levels and psi modification frequencies. Next, we performed either differentiation or lead-exposure to SH-SY5Y cells and found that, upon lead exposure, not differentiation, the modification frequency is less dependent on enzyme levels suggesting translational control. Finally, we compared the plasticity of psi sites across cellular states and found that plastic sites can be condition-dependent or condition-independent; several of these sites fall within transcripts encoding proteins involved in neuronal processes. Our psi analysis and validation enable investigations into the dynamics and plasticity of RNA modifications.
ABSTRACT
Synthesis of RNA standards that contain an internal site-specific modification is important for mapping and quantification of the modified nucleotide in sequencing analysis. While RNA containing a site-specific modification can be readily synthesized by solid-state coupling for less than 100-mer nucleotides, longer RNA must be synthesized by enzymatic ligation in the presence of a DNA splint. However, long RNAs have structural heterogeneity, and those generated by in vitro transcription have 3'-end sequence heterogeneity, which together substantially reduce the yield of ligation. Here we describe a method of 3-part splint ligation that joins an in vitro transcribed left-arm RNA, an in vitro transcribed right-arm RNA, and a chemically synthesized modification-containing middle RNA, with an efficiency higher than previously reported. We report that the improved efficiency is largely attributed to the inclusion of a pair of DNA disruptors proximal to the ligation sites, and to a lesser extent to the homogeneous processing of the 3'-end of the left-arm RNA. The yields of the ligated long RNA are sufficiently high to afford purification to homogeneity for practical RNA research. We also verify the sequence accuracy at each ligation junction by nanopore sequencing.
Subject(s)
DNA , RNA , RNA/genetics , RNA/chemistry , PseudouridineABSTRACT
BACKGROUND: Healthcare spending continues to be an area of improvement across all forms of medicine. Overtreatment or low-value care, including overutilization of laboratory testing, has an estimated annual cost of waste of $75.7-$101.2 billion annually. Providing performance feedback to hospitalists has been shown to be an effective way to encourage the practice of quality-improvement-focused medicine. There remains limited data regarding the implementation of performance feedback and direct results on hospital laboratory testing spending in the short term. OBJECTIVE: The objective of this project was to identify whether performance-based feedback on laboratory utilization between both hospitalists and resident teams results in more conservative utilization of laboratory testing. DESIGN, SETTING, PARTICIPANTS: This quality improvement project was conducted at a tertiary academic medical center, including both direct-care and house-staff teams. INTERVENTION OR EXPOSURE: A weekly performance feedback report was generated and distributed to providers detailing laboratory test utilization by all hospitalists in a ranked system, normalized by the census of patients, for 3 months. MAIN OUTCOMES AND MEASURES: The outcome measure was cumulative laboratory utilization during the intervention period compared to baseline utilization during the corresponding 3 months in the year prior and the weekly trend in laboratory utilization over 52 weeks. The aggregate laboratory utilization rate during intervention and control time periods was defined as the total number of laboratory tests ordered divided by the total number of patient encounters. Additionally, the cost difference was averaged per quarter and reported. The week-by-week trend in laboratory utilization was evaluated using a statistical process control (SPC) chart. RESULTS: We found that following intervention during January-March 2020, the cumulative complete blood count utilization rate decreased from 5.54 to 4.83 per patient encounter and the basic metabolic panels/CMP utilization rate decreased from 6.65 to 6.11 per patient encounter compared with January-March 2019. This equated to cost savings of ~$42,700 in total for the quarter. Nonrandom variation was seen on SPC charts in weekly laboratory utilization rates for common laboratory tests during the intervention period. CONCLUSIONS: We found that our intervention did result in a decrease in laboratory test utilization rates across direct-care and house-staff teams. This study lays promising groundwork for one tool that can be used to eliminate a source of hospital waste and improve the quality and efficiency of patient care.
Subject(s)
Hospitalists , Humans , Feedback , Academic Medical Centers , Quality Improvement , Cost SavingsABSTRACT
Early detection of viruses can prevent the uncontrolled spread of viral infections. Determination of viral infectivity is also critical for determining the dosage of gene therapies, including vector-based vaccines, CAR T-cell therapies, and CRISPR therapeutics. In both cases, for viral pathogens and viral vector delivery vehicles, fast and accurate measurement of infectious titers is desirable. The most common methods for virus detection are antigen-based (rapid but not sensitive) and polymerase chain reaction (PCR)-based (sensitive but not rapid). Current viral titration methods heavily rely on cultured cells, which introduces variability within labs and between labs. Thus, it is highly desirable to directly determine the infectious titer without using cells. Here, we report the development of a direct, fast, and sensitive assay for virus detection (dubbed rapid capture fluorescence in situ hybridization (FISH) or rapture FISH) and cell-free determination of infectious titers. Importantly, we demonstrate that the virions captured are "infectious," thus serving as a more consistent proxy of infectious titers. This assay is unique because it first captures viruses bearing an intact coat protein using an aptamer and then detects genomes directly in individual virions using fluorescence in situ hybridization (FISH); thus, it is selective for infectious particles (i.e., positive for coat proteins and positive for genomes).
Subject(s)
Virus Diseases , Viruses , Humans , In Situ Hybridization, Fluorescence/methods , Viruses/genetics , Polymerase Chain Reaction , VirionABSTRACT
Nanopore direct RNA sequencing (DRS) enables measurements of native RNA modifications. Modification-free transcripts are an important control for DRS. Additionally, it is advantageous to have canonical transcripts from multiple cell lines to better account for human transcriptome variation. Here we generated and analyzed Nanopore DRS datasets for five human cell lines using in vitro transcribed (IVT) RNA. We compared performance statistics amongst biological replicates. We also documented nucleotide and ionic current level variation across cell lines. These data will serve as a resource to the community for RNA modification analysis.
ABSTRACT
Here, we develop and apply a semi-quantitative method for the high-confidence identification of pseudouridylated sites on mammalian mRNAs via direct long-read nanopore sequencing. A comparative analysis of a modification-free transcriptome reveals that the depth of coverage and specific k-mer sequences are critical parameters for accurate basecalling. By adjusting these parameters for high-confidence U-to-C basecalling errors, we identify many known sites of pseudouridylation and uncover previously unreported uridine-modified sites, many of which fall in k-mers that are known targets of pseudouridine synthases. Identified sites are validated using 1000-mer synthetic RNA controls bearing a single pseudouridine in the center position, demonstrating systematic under-calling using our approach. We identify mRNAs with up to 7 unique modification sites. Our workflow allows direct detection of low-, medium-, and high-occupancy pseudouridine modifications on native RNA molecules from nanopore sequencing data and multiple modifications on the same strand.
Subject(s)
Pseudouridine , Saccharomyces cerevisiae , Animals , Humans , RNA, Messenger/genetics , Saccharomyces cerevisiae/genetics , RNA , Transcriptome , Mammals/geneticsABSTRACT
OBJECTIVE: Otitis media (OM) is a common inflammatory disease spectrum. Cytokine signaling, neutrophil activity, and mucin hypersecretion during recurrent and chronic OM contribute to persistent, viscous middle ear (ME) effusions, hearing loss, and potential for developmental delay. Extraesophageal reflux (EER), specifically pepsin, triggers inflammatory signaling in respiratory mucosa and is associated with OM. The objective of this study was to investigate the association of pepsin with ME inflammatory signaling and the outcomes and examine causality in vitro. STUDY DESIGN: Cross-sectional study. METHODS: ME fluid (MEF) and preoperative audiometric data were collected from 30 pediatric subjects undergoing tympanostomy tube placement for recurrent OM or OM with effusion. MEF viscosity was characterized by the surgeon. Pepsin, inflammatory molecules, and mucin were assayed by enzyme-linked immunosorbent assay (ELISA). ME epithelial primary culture was exposed to 0.1 to 1 mg/ml pepsin at pH 5, 6, and 7 for 30 minutes, and cytokine expression was assayed via qPCR. RESULTS: Pepsin was observed in the MEF of 77% of patients (range 71-2,734 ng/ml). Pepsin correlated with effusion viscosity, interleukins -6 and -8, neutrophil elastase, and mucin 5B (P < .05). Pepsin-negative MEF was more frequently absent of interleukin 8 or mucin 5B (P < .05). Weak acid was generally insufficient to elicit cytokine expression in ME cells in vitro, however, pepsin induced IL6, IL8, and TNF at pH 7 (P < .05) and weak acid (pH 6) facilitated a response at lower pepsin concentration. CONCLUSIONS: Pepsin may contribute to inflammatory signaling, persistent viscous effusion, and poorer OM outcomes. LEVEL OF EVIDENCE: 4 Laryngoscope, 132:470-477, 2022.
Subject(s)
Otitis Media with Effusion/etiology , Pepsin A/physiology , Child , Child, Preschool , Cross-Sectional Studies , Female , Humans , Infant , Male , ViscosityABSTRACT
The current therapeutic approach to asthma focuses exclusively on targeting inflammation and reducing airway smooth muscle force to prevent the recurrence of symptoms. However, even when inflammation is brought under control, airways in an asthmatic can still hyperconstrict when exposed to a low dose of agonist. This suggests that there are mechanisms at play that are likely triggered by inflammation and eventually become self-sustaining so that even when airway inflammation is brought back under control, these alternative mechanisms continue to drive airway hyperreactivity in asthmatics. In this study, we hypothesized that stiffening of the airway extracellular matrix is a core pathological change sufficient to support excessive bronchoconstriction even in the absence of inflammation. To test this hypothesis, we increased the stiffness of the airway extracellular matrix by photo-crosslinking collagen fibers within the airway wall of freshly dissected bovine rings using riboflavin (vitamin B2) and Ultraviolet-A radiation. In our experiments, collagen crosslinking led to a twofold increase in the stiffness of the airway extracellular matrix. This change was sufficient to cause airways to constrict to a greater degree, and at a faster rate when they were exposed to 10-5 M acetylcholine for 5 min. Our results show that stiffening of the extracellular matrix is sufficient to drive excessive airway constriction even in the absence of inflammatory signals.NEW & NOTEWORTHY Targeting inflammation is the central dogma on which current asthma therapy is based. Here, we show that a healthy airway can be made to constrict excessively and at a faster rate in response to the same stimulus by increasing the stiffness of the extracellular matrix, without the use of inflammatory agents. Our results provide an independent mechanism by which airway remodeling in asthma can sustain airway hyperreactivity even in the absence of inflammatory signals.
Subject(s)
Asthma , Bronchial Hyperreactivity , Airway Remodeling , Animals , Asthma/drug therapy , Bronchoconstriction , Cattle , Extracellular MatrixABSTRACT
OBJECTIVES/HYPOTHESIS: Cell culture models are valuable tools for investigation of the molecular pathogenesis of diseases including otitis media (OM). Previous study indicates that age-, sex-, and race-associated differences in molecular signaling may impact disease pathophysiology. Currently, a singular immortalized middle ear epithelial (MEE) cell line exists, HMEEC-1, derived from an adult without known middle ear disease. In this study, HMEEC-1 and primary MEE cultures from pediatric patients with and without OM were stimulated with inflammatory cytokines or OM-pathogenic bacterial lysates to examine differences in the response of molecules associated with OM pathogenesis. STUDY DESIGN: Case-control series. METHODS: MEE cultures were established from patients aged <6 years: two with recurrent OM (ROM), two with OM with effusion (OME), and one patient without OM who was undergoing cochlear implant surgery control undergoing cochlear implantation (Peds CI). Primary MEE cultures and HMEEC-1 cells were stimulated with tumor necrosis factor-α, interleukin (IL)-1ß, or nontypeable Haemophilus influenzae lysate. TNFA, IL1B, IL6, IL8, IL10, and MUC5B were assayed via quantitative polymerase chain reaction. IL-8 was assayed by enzyme-linked immunosorbent assay. RESULTS: Gene/protein target expressions were frequently higher in pediatric OM lines than in HMEEC-1 and Peds CI. HMEEC-1 cells were frequently less responsive to stimuli than all pediatric lines. OME lines were often more responsive than ROM lines. CONCLUSIONS: OM may be associated with specific molecular phenotypes that are retained in primary cell culture. Adult-derived HMEEC-1 cells differ significantly in baseline expression and response of OM-associated molecules relative to pediatric MEE cells. Work is underway to immortalize pediatric OM MEE cultures as improved tools for the OM research community. LEVEL OF EVIDENCE: 4 Laryngoscope, 131:410-416, 2021.
Subject(s)
Cytokines/metabolism , Ear, Middle/cytology , Epithelial Cells/metabolism , Otitis Media/metabolism , Signal Transduction , Case-Control Studies , Cell Culture Techniques , Cell Line , Child , Enzyme-Linked Immunosorbent Assay , Female , Haemophilus influenzae , Humans , Interleukin-10/metabolism , Interleukin-1beta/metabolism , Interleukin-6/metabolism , Interleukin-8/metabolism , Male , Mucin-5B/metabolism , Real-Time Polymerase Chain Reaction , Tumor Necrosis Factor-alpha/metabolismABSTRACT
OBJECTIVES: The gastric H+/K+ ATPase proton pump has previously been shown to be expressed in the human larynx, however its contribution to laryngopharyngeal reflux (LPR) signs, symptoms and associated diseases such as laryngeal cancer is unknown. Proton pump expression in the larynx of patients with LPR and laryngeal cancer was investigated herein. A human hypopharyngeal cell line expressing the proton pump was generated to investigate its effects. STUDY DESIGN: In-vitro translational. METHODS: Laryngeal biopsies were obtained from three LPR and eight LSCC patients. ATP4A, ATP4B and HRPT1 were assayed via qPCR. Human hypopharyngeal FaDu cell lines stably expressing proton pump were created using lentiviral transduction and examined via transmission electron microscopy and qPCR for genes associated with inflammation or laryngeal cancer. RESULTS: Expression of ATP4A and ATP4B was detected in 3/3 LPR, 4/8 LSCC-tumor and 3/8 LSCC-adjacent specimens. Expression of ATP4A and ATP4B in FaDu elicited mitochondrial damage and expression of IL1B, PTGS2, and TNFA (P < .0001); expression of ATP4B alone did not. CONCLUSIONS: Gastric proton pump subunits are expressed in the larynx of LPR and LSCC patients. Mitochondrial damage and changes in gene expression observed in cells expressing the full proton pump, absent in those expressing a single subunit, suggest that acid secretion by functional proton pumps expressed in upper airway mucosa may elicit local cell and molecular changes associated with inflammation and cancer. LEVEL OF EVIDENCE: NA Laryngoscope, 131:130-135, 2021.
Subject(s)
H(+)-K(+)-Exchanging ATPase/biosynthesis , Laryngeal Neoplasms/enzymology , Laryngopharyngeal Reflux/enzymology , Larynx/enzymology , Cells, Cultured , Gene Expression Regulation , H(+)-K(+)-Exchanging ATPase/genetics , Humans , Hypopharynx/cytology , Laryngeal Neoplasms/genetics , Laryngopharyngeal Reflux/genetics , Tumor Cells, CulturedABSTRACT
The genus Fibrobacter contains cellulolytic bacteria originally isolated from the rumen. Culture-independent investigations have since identified Fibrobacter populations in the gastrointestinal tracts of numerous hindgut-fermenting herbivores, but their physiology is poorly characterized due to few representative axenic cultures. To test the hypothesis that novel Fibrobacter diversity exists in hindgut fermenters, we performed culturing and 16S rRNA gene amplicon sequencing on samples collected from phylogenetically diverse herbivorous hosts. Using a unique approach for recovering axenic Fibrobacter cultures, we isolated 45 novel strains from 11 different hosts. Full-length 16S rRNA gene sequencing of these isolates identified nine discrete phylotypes (cutoff = 0.03%) among them, including several that were only isolated from hindgut-fermenting hosts, and four previously unrepresented by axenic cultures. Our phylogenetic analysis indicated that six of the phylotypes are more closely related to previously described subspecies of Fibrobacter succinogenes, while the remaining three were more closely related to F. intestinalis. Culture-independent bacterial community profiling confirmed that most isolates were representative of numerically dominant phylotypes in their respective samples and strengthened the association of certain phylotypes with either ruminants or hindgut-fermenters. Despite considerable phylogenetic diversity observed among the Fibrobacter strains isolated here, phenotypic characterization suggests a conserved specialization for growth on cellulose.
Subject(s)
Cellulose/metabolism , Fibrobacter/classification , Fibrobacter/isolation & purification , Gastrointestinal Tract/microbiology , Rumen/microbiology , Animals , Bioreactors , Fermentation , Fibrobacter/genetics , Herbivory , Phylogeny , RNA, Ribosomal, 16S/geneticsABSTRACT
Fourteen Holstein cows of similar ages were monitored through their first two lactation cycles, during which ruminal solids and liquids, milk samples, production data, and feed consumption data were collected for each cow during early (76 to 82 days in milk [DIM]), middle (151 to 157 DIM), and late (251 to 257 DIM) lactation periods. The bacterial community of each ruminal sample was determined by sequencing the region from V6 to V8 of the 16S rRNA gene using 454 pyrosequencing. Gross feed efficiency (GFE) for each cow was calculated by dividing her energy-corrected milk by dry matter intake (ECM/DMI) for each period of both lactation cycles. Four pairs of cows were identified that differed in milk production efficiency, as defined by residual feed intake (RFI), at the same level of ECM production. The most abundant phyla detected for all cows were Bacteroidetes (49.42%), Firmicutes (39.32%), Proteobacteria (5.67%), and Tenericutes (2.17%), and the most abundant genera included Prevotella (40.15%), Butyrivibrio (2.38%), Ruminococcus (2.35%), Coprococcus (2.29%), and Succiniclasticum (2.28%). The bacterial microbiota between the first and second lactation cycles were highly similar, but with a significant correlation between total community composition by ruminal phase and specific bacteria whose relative sequence abundances displayed significant positive or negative correlation with GFE or RFI. These data suggest that the ruminal bacterial community is dynamic in terms of membership and diversity and that specific members are associated with high and low milk production efficiency over two lactation cycles.