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RNA-seq Analysis

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RNA-seq analysis is a high-throughput sequencing technique used to quantify and characterize RNA molecules in a biological sample. It enables the identification of gene expression levels, alternative splicing events, and novel transcripts, providing insights into the transcriptome's composition and dynamics under various conditions.
lightbulbAbout this topic
RNA-seq analysis is a high-throughput sequencing technique used to quantify and characterize RNA molecules in a biological sample. It enables the identification of gene expression levels, alternative splicing events, and novel transcripts, providing insights into the transcriptome's composition and dynamics under various conditions.

Key research themes

1. How can advanced normalization methods improve the accuracy and interpretability of bulk RNA-seq data analysis?

Normalization in RNA-seq is a critical preprocessing step that adjusts for technical and biological biases such as library size differences, sequencing depth, RNA degradation, and copy number alterations. Proper normalization enables more accurate differential expression and downstream analyses. Recent research emphasizes integrated normalization approaches that consider sample quality variability, DNA-level variations like copy number changes, and tailored strategies for degraded or low-input samples. This theme explores computational and experimental strategies to optimize RNA-seq normalization for robust, reproducible results.

Key finding: This study compared five widely used normalization methods for RNA-seq and demonstrated that the choice of normalization strongly influences differential expression results, with sensitivity more impacted by normalization... Read more
Key finding: By evaluating three commercial Illumina library preparation methods across RNA quality and input range (1 ng – 100 ng), this study found that ribosomal RNA depletion and RNA capture protocols perform better than traditional... Read more
Key finding: They introduced a novel normalization method integrating DNA copy number alteration (CNA) information with RNA-seq data normalization and demonstrated that adjusting RNA expression counts by CNA patterns significantly... Read more
Key finding: DaMiRseq provides an integrated normalization pipeline that removes hypervariant genes and unwanted variation through surrogate variable analysis and batch effect correction. This systematic normalization step enhances... Read more
Key finding: This work emphasized rigorous multivariate quality control, including PCA and complexity metrics, to identify outlier samples affecting normalization and expression estimates. Removing outliers significantly improved... Read more

2. What computational strategies improve isoform-level quantification and allele-specific expression analysis from RNA-seq data?

RNA-seq enables transcript-level quantification revealing isoform expression and allele-specific regulation, but short-read ambiguity challenges accurate estimation. Novel computational methods, including alignment-free approaches and hierarchical EM algorithms, have been developed to address multi-mapping reads, short read length, and isoform similarity. This theme encompasses advanced algorithmic techniques that enhance the resolution of isoform quantification and allele-specific expression (ASE) estimation, crucial for understanding transcriptomic complexity and regulatory variation.

Key finding: This comprehensive evaluation showed that recently developed alignment-free methods (Salmon, Kallisto) achieve both fast and accurate isoform-level expression estimation, significantly influenced by gene structural complexity... Read more
Key finding: Introduced EMASE, a hierarchical EM algorithm that distinguishes between gene-level, isoform-level, and allele-specific multi-mapping reads, assigning probabilistic weights accordingly. This method surpasses previous... Read more
Key finding: This study demonstrated that stranded RNA-seq protocols significantly improve the accuracy of isoform and allele-specific expression quantification by resolving read assignment ambiguity in overlapping antisense genes, which... Read more
Key finding: Beyond standard gene-level quantification, this review discusses emerging bioinformatic tools enabling isoform-guided neoantigen prediction, alternative splicing detections, and immune cell deconvolution. The integration of... Read more

3. How can integrated analysis platforms and workflows facilitate comprehensive, reproducible RNA-seq data interpretation?

The complexity of RNA-seq secondary and tertiary analyses involving multiple steps — quality control, normalization, alignment, quantification, differential expression, and functional enrichment — calls for modular, robust, and user-friendly computational frameworks. This theme investigates platforms that combine end-to-end automated workflows, interactive visualization, and interoperable data formats to democratize RNA-seq data analysis for diverse users, enhancing transparency, reproducibility, and comprehensive biological interpretation.

Key finding: GeneTonic integrates differential expression results with functional enrichment data by leveraging expression values and interactive HTML visualizations, facilitating systemic biological interpretation. Implemented in... Read more
Key finding: ARMOR is a Snakemake-based modular workflow providing end-to-end automation from raw sequencing reads to differential expression and gene set analysis, utilizing conda for environment management to enhance reproducibility. It... Read more
Key finding: aTAP is a web-based platform offering an automated, GUI-driven RNA-seq analysis pipeline integrating quality control, de novo transcriptome assembly, quantification, differential expression, and annotation. It lowers... Read more
Key finding: SeqAcademy provides a literate programming-based Jupyter Notebook tutorial pipeline guiding novices through RNA-seq and ChIP-seq analyses using publicly available data and state-of-the-art tools. It emphasizes education by... Read more
Key finding: Besides advanced normalization, DaMiRseq offers a structured workflow for feature selection and classification using ensemble learning, enabling biomarker discovery from RNA-seq. Its integration into R/Bioconductor and... Read more

All papers in RNA-seq Analysis

Background Anastrepha fraterculus sp. 1 is considered a quarantine pest in several American countries. Since chemical control applied in an integrated pest management program is the only strategy utilized against this pest, the... more
Children typically experience more mild symptoms of Coronavirus Disease 2019 (COVID-19) when compared to adults. There is a strong body of evidence that children are also less susceptible to Severe Acute Respiratory Syndrome Coronavirus 2... more
Background: Gene expression microarray has been the primary biomarker platform ubiquitously applied in biomedical research, resulting in enormous data, predictive models, and biomarkers accrued. Recently, RNA-seq has looked likely to... more
Summary: Unlike DNA, RNA abundances can vary over several orders of magnitude. Thus, identification of RNA–protein binding sites from high-throughput sequencing data presents unique challenges. Although peak identification in ChIP-Seq... more
Background: The parasitic flowering plant dwarf mistletoe (Arceuthobium spp., Viscaceae) is one of the most destructive forest pests, posing a major threat to numerous conifer species worldwide. Arceuthobium sichuanense (spruce dwarf... more
Phosphate (Pi) deficiency is known to be a major limitation for symbiotic nitrogen fixation (SNF), and hence legume crop productivity globally. However, very little information is available on the adaptive mechanisms, particularly in the... more
Comprising more than 25 000 species, the Sunflower Family (Compositae or Asteraceae) is the largest family of flowering plants. Many of its lineages have experienced recent and rapid radiations, and the family has a deep and widespread... more
We systematically reviewed and meta-analyzed bulk RNA sequencing (RNAseq) studies comparing Alzheimer's disease (AD) patients to controls in human brain tissue. We searched PubMed, Web of Science, and Scopus for human brain bulk RNAseq... more
All organisms, fundamentally, are made from the same raw material, namely the elements of the periodic table. Biochemical diversity is achieved with how these elements are utilized, for what purpose and in which physical location.... more
Alternative splicing generates multiple RNA isoforms from a single gene, enriching genetic diversity and impacting gene function. Effective visualization of these isoforms and their expression patterns is crucial but challenging due to... more
Determining whether the RNA isoforms from medically relevant genes have distinct functions could facilitate direct targeting of RNA isoforms for disease treatment. Here, as a step toward this goal for neurological diseases, we sequenced... more
Biological research is increasingly dependent on computational tools, yet many AI models remain opaque or misaligned with domain-specific workflows. Alchemy Bio introduces AI CoPilot, a research assistant designed to interactively support... more
Motivation: Single-cell and spatial transcriptomics provide unprecedented insight into diseases. Pharmacotranscriptomic approaches are powerful tools that leverage gene expression data for drug repurposing and discovery. Multiple... more
Canine atopic dermatitis (CAD) is a common allergic skin disease in dogs, associated with a defective epidermal barrier. In this study we investigated the alterations in skin keratinocyte proliferation and differentiation in CAD by... more
Artificial intelligence (AI) allows for reforming genomics and biomarker exploration through the ability to detect variants, polygenic risk scoring, and integrate multiomics. AI models are excellent for traditional methods because they... more
The analysis of single-cell genomics data creates an intriguing opportunity for researchers to examine the complex biological system more closely but is challenging due to inherent biological and technical noise. One popular approach... more
Lysine, butyric acid, and zinc play important roles in skin homeostasis, which involves aging, inflammation, and prevention of skin barrier disruption. This bioactivity spectrum is not replicated by any one topical compound currently in... more
The human placenta is a particular organ that inseparably binds the mother and the fetus. The proper development and survival of the conceptus relies on the essential interplay between maternal and fetal factors involved in cooperation... more
Background Anastrepha fraterculus sp. 1 is considered a quarantine pest in several American countries. Since chemical control applied in an integrated pest management program is the only strategy utilized against this pest, the... more
Next generation sequencing protocols such as RNA-seq have made the genome wide characterization of the transcriptome a crucial part of many research projects in biology. Analyses of the resulting data provide key information on gene... more
Significance Plant leaves are colonized by a complex community of microbes that is shaped by host genetics. Although secreted metabolites are thought to mediate this effect, we investigated whether plants might also secrete RNA that could... more
Accurate prediction of RNA tertiary structure from sequence remains a critical challenge in computational biology. This research explores a hierarchical approach, emphasizing the crucial role of secondary structure prediction as an... more
Background Anastrepha fraterculus sp. 1 is considered a quarantine pest in several American countries. Since chemical control applied in an integrated pest management program is the only strategy utilized against this pest, the... more
Background: In present study we performed whole transcriptome analysis in plaque psoriasis patients and compared lesional skin with non-lesional skin and with the skin from healthy controls. We sequenced total RNA from 12 lesional (LP),... more
Background: In present study we performed whole transcriptome analysis in plaque psoriasis patients and compared lesional skin with non-lesional skin and with the skin from healthy controls. We sequenced total RNA from 12 lesional (LP),... more
Cancer is a multigene and widespread disease. Increasing drug resistance leads to the development of new therapeutic targets. Recent research indicates that various cellular components called stress granules (SGs) are engaged in the... more
The Drosophila species’ 4th chromosome has maintained its heterochromatin properties. The goal of the project was to annotate and understand the regulation of the DNA in heterochromatin environment. We annotated contig 52, part of the 4th... more
Blind-side hypermelanosis is an emerging concern across the flatfish aquaculture industry including Chinese tongue sole (Cynoglossus semilaevis). Circular RNAs (circRNAs) as endogenous non-coding RNAs have been acknowledged to play... more
Although the right-handed double helical B-form DNA is most common under physiological conditions, DNA is dynamic and can adopt a number of alternative structures, such as the four-stranded G-quadruplex, left-handed Z-DNA, cruciform and... more
Interleukin-17A, (IL17A) plays a critical role in the development of numerous autoimmune diseases including psoriasis. The clinical success of IL17A neutralizing biologics in psoriasis has underlined its importance as a drug discovery... more
The red flesh coloration of apples is a result of a biochemical pathway involved in the biosynthesis of anthocyanins and anthocyanidins. Based on apple genome analysis, a high number of regulatory genes, mainly transcription factors such... more
SCARB1 is an important gene for carotenoid functioning and maintaining body color. In this study, we examined wild red (SCARB1 +/+), mutant red (SCARB1 − /+), and mutant white (SCARB1 − /−) fish to investigate changes in gene expression... more
Introduction: An important strategy to combat yield loss challenge is the development of varieties with increased tolerance to drought to maintain production. Improvement of crop yield under drought stress is critical to global food... more
Several studies have demonstrated that ultraviolet-band-C (UV-C) irradiation can en-hance plants’ natural resistance to pathogens and diseases. A suitable dose of UV-C radiation in-duces the production of metabolites that strengthen plant... more
Autophagy contributes to reorganizing intracellular components and forming fat droplets during the adipocyte differentiation. Here, we systematically describe the role of autophagy-related genes and gene sets during the differentiation of... more
The oomycete Phytophthora palmivora infects the fruit of cacao trees (Theobroma cacao) causing black pod rot and reducing yields. Cacao genotypes vary in their resistance levels to P. palmivora, yet our understanding of how cacao fruit... more
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Bacterial endosymbionts are highly prevalent among invertebrate animals, in which they can confer fitness benefits such as pathogen defence and/or act as reproductive manipulators, inducing phenotypes including cytoplasmic incompatibility... more
IL-36 cytokines have recently emerged as mediators of inflammation in autoimmune conditions including psoriasis vulgaris (PsV) and generalized pustular psoriasis (GPP). This study used RNA-seq to profile the transcriptome of primary... more
Ischaemic mitral regurgitation (IMR), a frequent complication following myocardial infarction (MI), leads to higher mortality and poor clinical prognosis if untreated. Accumulating evidence suggests that mitral valve (MV) leaflets... more
The application of artificial intelligence (AI) in bioinformatics has shown promising advancements in genomics and proteomics. This study evaluates the performance of convolutional neural networks (CNNs), recurrent neural networks (RNNs),... more
Pseudomonas cichorii is an economically important pathogen which infects many vegetables and ornamentals worldwide. In spite of many studies to understand the underlying mechanisms in virulence of Pseudomonas spp, the function of srf... more
Research Paper Plant phenolic monoterpenes, such as thymol and carvacrol, have a wide range of applications in medicinal, pharmaceutical and other industries. Ajowan is an aromatic medicinal plant from the Apiaceae family with thymol as... more
Background: Single-cell transcriptome (SCT) sequencing technology has reached the level of high-throughput technology where gene expression can be measured concurrently from large numbers of cells. The results of gene expression studies... more
The post-transcriptional processing and chemical modification of HIV RNA are understudied aspects of HIV virology, primarily due to the limited ability to accurately map and quantify RNA modifications. Modification-specific antibodies or... more
De novo assemblies do not have the possibility of quality control with an external sequence. In fact, accuracy and reliability of these assemblies is highly affected by sequencing errors and mis-assemblies. Here, a frequency- based... more
Background: Low iron bioavailability is a common feature of ocean surface water and therefore micro-algae developed original strategies to optimize iron uptake and metabolism. The marine picoeukaryotic green alga Ostreococcus tauri is a... more
Chronic exposure of pancreatic β-cells to elevated nutrient levels impairs their function and potentially induces apoptosis. Like in other cell types, AMPK is activated in β-cells under conditions of nutrient deprivation, while little is... more
Repair and regeneration are key processes for tissue maintenance, and their disruption may lead to disease states. Little is known about the molecular mechanisms that underline the repair and regeneration of the digestive tract. The sea... more
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