Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• PeakPrime: a peak-guided primer design pipeline for target enrichment in 3'-end RNA-seq.

  PMID 41919010 · PMC13034549 · Bioinformatics advances · 2026 · 8 claims · 7 setups

  Full-text index only

  PeakPrime is a reproducible Nextflow pipeline that calls 3′ RNA-seq coverage peaks (MACS2), selects exonic windows, designs strand-appropriate primers (Primer3), and screens specificity (Bowtie2)

  imr-32 universal candidate 10m-read rna-seq targeted quantitative

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• Transcriptome-based high-frequency recurrence index predicts frequent recurrence in non-muscle-invasive bladder cancer after Bacillus Calmette-Guérin therapy.

  PMID 41749284 · PMC13040970 · BMC medicine · 2026 · 8 claims · 7 setups

  Full-text index only

  A 75-gene HfRI signature predicts high-frequency recurrence (≥2 recurrences) in NMIBC patients

  nmibc uromol2021 bulk microarray rna-seq

• Predicting FOX gene candidates for oxic nitrogen fixation using multi-omic machine learning and comparative bioinformatics.

  PMID 41764348 · PMC13056922 · Scientific reports · 2026 · 8 claims · 6 setups

  Full-text index only

  Random Forest, XGBoost, and logistic regression classifiers can meaningfully differentiate literature-validated FOX genes from conserved non-essential genes, with Random Forest achieving the best ROC-AUC (~0.80)

  anabaena diazotrophic gene-level trained bulk quantitative transcription-start-site-derived

• Viewing RNA-seq data on the entire human genome.

  PMID 28979763 · PMC5605993 · F1000Research · 2017 · 8 claims · 3 setups

  Has reproduction · 50

  RNA-Seq Viewer is a web application that visualizes genome-wide RNA-seq expression data pulled from NCBI's SRA and GEO databases using Ideogram.js

  sra web gzip-compressed rna-seq client-side network

• Easy and efficient ensemble gene set testing with EGSEA.

  PMID 29333246 · PMC5747338 · F1000Research · 2017 · 8 claims · 2 setups

  Has reproduction · 97

  EGSEA combines results from up to 12 prominent gene set testing algorithms to obtain a consensus ranking of biologically relevant gene sets

  mammary bulk microarray

• Commonalities in gene expression and methylation changes across two rat models of acquired epilepsy.

  PMID 41530481 · PMC12877007 · Scientific reports · 2026 · 7 claims · 8 setups

  Full-text index only

  71 genes show concordant (same-direction) expression changes and 94 genes show concordant methylation changes across both the kindling and kainic acid epilepsy models

  hippocampus sequencing reduced-representation rt-pcr

• Cell atlases and the developmental foundations of the phenotype.

  PMID 41662466 · PMC12904592 · PLoS computational biology · 2026 · 8 claims · 6 setups

  Full-text index only

  There is a proportional relationship between average developmental similarity (⟨simD⟩) and average phenotypic similarity (⟨simP⟩) across genes, supporting the D–P rule on average

  caenorhabditis gene elegans single-cell phenotype non-negative

• Transcriptome analysis reveals differential splicing events in IPF lung tissue.

  PMID 24647608 · PMC3960165 · PloS one · 2014 · 8 claims · 6 setups

  Has reproduction · 81

  873 genes are differentially expressed in IPF lung tissue versus healthy controls at FDR<5%, with more up-regulated than down-regulated genes.

  lung discovery gene gse24206 sequencing rna-seq real-time

• DESE: estimating driver tissues by selective expression of genes associated with complex diseases or traits.

  PMID 31694669 · PMC6836538 · Genome biology · 2019 · 8 claims · 8 setups

  Has reproduction · 56

  DESE is a unified iterative framework that estimates driver tissues of complex diseases/traits from tissue-selective expression of GWAS-associated genes, and outputs prioritized susceptibility genes as a byproduct

  tissues schizophrenia bipolar coronary rna-seq gwas gene

• AuPairWise: A Method to Estimate RNA-Seq Replicability through Co-expression.

  PMID 27082953 · PMC4833304 · PLoS computational biology · 2016 · 7 claims · 6 setups

  Has reproduction · 88

  Sample-sample correlation of transcript abundances is a misleading measure of replicability for assessing differential expression, because it is dominated by gene-specific dynamic ranges rather than condition-dependent variation.

  liver encode publicly co-expressed rna-seq meta-analysis computational

• De Novo Transcriptome Meta-Assembly of the Mixotrophic Freshwater Microalga Euglena gracilis.

  PMID 34072576 · PMC8227486 · Genes · 2021 · 7 claims · 8 setups

  Has reproduction · 87

  A new consensus transcriptome of E. gracilis was assembled by combining reads from five independent RNA-seq studies (23 samples)

  euglena gracilis consensus bulk in-house novo

• Analysis of subcellular transcriptomes by RNA proximity labeling with Halo-seq.

  PMID 34875090 · PMC8887463 · Nucleic acids research · 2022 · 6 claims · 8 setups

  Has reproduction · 56

  Halo-seq pairs a light-activatable Halo-DBF ligand with Click chemistry to label and purify spatially defined RNA populations in living cells with high spatial specificity (~100 nm radius)

  hela apex-seq proximity dot comparative

• The seeker R package: simplified fetching and processing of transcriptome data.

  PMID 36389425 · PMC9648347 · PeerJ · 2022 · 8 claims · 4 setups

  Has reproduction · 84

  seeker is an R package that wraps existing tools to fetch and process RNA-seq and microarray data, providing a standard interface, simple parallelization, and detailed logging

  liver microarray rna-seq

• Optimal scaling of digital transcriptomes.

  PMID 24223126 · PMC3819321 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 67

  Fifteen existing and novel transcript-count normalization algorithms can be compared with two novel, mutually independent metrics: the number of "uniform" genes (sufficiently low coefficient of variation after normalization) and low average Spearman correlation between normalized expression profiles of gene pairs.

  tissues bodymap mapped 16-sample bulk read transcript

• RNA-SeqEZPZ: a point-and-click pipeline for comprehensive transcriptomics analysis with interactive visualizations.

  PMID 41222189 · PMC12857227 · GigaScience · 2026 · 8 claims · 8 setups

  Full-text index only

  RNA-SeqEZPZ is the first open-source tool offering a point-and-click interface with interactive plots, spanning raw FASTQ reads through differential gene and pathway analysis.

  generic paired-end aligned gene bulk adapter read

• RNA-Seq alignment to individualized genomes improves transcript abundance estimates in multiparent populations.

  PMID 25236449 · PMC4174954 · Genetics · 2014 · 8 claims · 7 setups

  Has reproduction · 50

  Genetic variants distinguishing an individual genome from the reference cause read misalignment and biased transcript abundance estimates, and fine-tuning of alignment algorithms does not correct this problem.

  liver genomic cast simulated bulk high-density rna-seq

• Parameter-efficient fine-tuning enables scalable transfer of regulatory sequence models to novel contexts.

  PMID 41618434 · PMC12930932 · Genome biology · 2026 · 8 claims · 7 setups

  Full-text index only

  PEFT enables accurate transfer of Borzoi to new datasets while significantly reducing GPU memory and runtime compared to joint training or full fine-tuning

  gtex encode wi-38 thp-1 bulk eqtl variant-flowfish

• pyrpipe: a Python package for RNA-Seq workflows.

  PMID 34085037 · PMC8168212 · NAR genomics and bioinformatics · 2021 · 8 claims · 3 setups

  Has reproduction · 79

  pyrpipe enables development of flexible, reproducible, and easy-to-debug RNA-Seq computational pipelines purely in Python, in an object-oriented manner

  circulating zea bulk novo

• Integrating natural and engineered genetic variations to decode regulatory influence on blood traits.

  PMID 41637188 · PMC12932927 · Cell reports · 2026 · 8 claims · 8 setups

  Full-text index only

  Combined MPRA enhancer assays, RNA-seq (DE/ATU) analysis, and CRISPR-Cas9 engineering to dissect the function of 94 rare non-coding variants (RNVs) associated with blood traits

  k-562 chrf-288-11 hl-60 thp-1 massively bulk crispr-cas9