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).

• SPEAQeasy: a scalable pipeline for expression analysis and quantification for R/bioconductor-powered RNA-seq analyses.

  PMID 33932985 · PMC8088074 · BMC bioinformatics · 2021 · 8 claims · 5 setups

  Has reproduction · 65

  SPEAQeasy is a portable, easy-to-install, Nextflow-powered RNA-seq processing pipeline that lowers the computational entry barrier for biologists/clinicians

  provided amygdala rna-seq differentially pipeline bulk rna-based

• SEMdag: Fast learning of Directed Acyclic Graphs via node or layer ordering.

  PMID 39775401 · PMC11709272 · PloS one · 2025 · 8 claims · 5 setups

  Has reproduction · 81

  SEMdag() is a two-step order-based algorithm for fast learning of high-dimensional linear SEMs, using knowledge-based (KB) or data-driven bottom-up (BU) node/layer ordering followed by penalized (L1) DAG estimation

  amyotrophic breast coronavirus st-elevation rna-seq comparative

• GAUGE-Annotated Microbial Transcriptomic Data Facilitate Parallel Mining and High-Throughput Reanalysis To Form Data-Driven Hypotheses.

  PMID 33758032 · PMC8547006 · mSystems · 2021 · 7 claims · 6 setups

  Has reproduction · 70

  GAUGE automatically annotates GEO microbial microarray and RNA-seq data sets, increasing the percentage amenable to analysis from 4% to 33%.

  aeruginosa cerevisiae gauge-annotated microarray rna-seq anova

• Generative and integrative modeling for transcriptomics with formalin fixed paraffin embedded material.

  PMID 41029822 · PMC12486589 · Journal of translational medicine · 2025 · 8 claims · 6 setups

  Has reproduction · 67

  The negative binomial distribution best fits fRNA-seq transcript counts, with little evidence supporting zero-inflated extensions

  compendium ffpe simulated frna-seq statistical bulk integrity

• Requirements for Pseudomonas aeruginosa acute burn and chronic surgical wound infection.

  PMID 25057820 · PMC4109851 · PLoS genetics · 2014 · 8 claims · 8 setups

  Has reproduction · 78

  In vivo gene expression is generally not correlated with a gene's importance for fitness, with the exception of metabolic genes, for which differential expression is more predictive of fitness.

  aeruginosa differentially paired rna-seq tn-seq computational

• Expression Patterns of Immune Genes Reveal Heterogeneous Subtypes of High-Risk Neuroblastoma.

  PMID 32629858 · PMC7408437 · Cancers · 2020 · 8 claims · 8 setups

  Has reproduction · 73

  Unsupervised biclustering of 283 NB-specific immune genes stratifies HR-NB into two reproducible subtypes: ultra-high-risk (UHR-NB) and (revised) HR-NB.

  pediatric target cohorts neuroblastoma bulk spectral kaplan-meier

• 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

• Compression of structured high-throughput sequencing data.

  PMID 24260313 · PMC3832420 · PloS one · 2013 · 8 claims · 7 setups

  Has reproduction · 43

  Leveraging an explicit data schema (separate field encoding, field modeling, template compression, domain modeling) enables stronger compression of HTS alignment data than general-purpose compression of serialized bytes.

  benchmark ten rna-seq exome genome

• Comparative analysis of molecular signatures reveals a hybrid approach in breast cancer: Combining the Nottingham Prognostic Index with gene expressions into a hybrid signature.

  PMID 35143511 · PMC8830616 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 48

  A hybrid signature combining the Nottingham Prognostic Index with SIS-selected gene expressions can be built in a data-driven fashion (NPI treated as a gene expression during feature selection).

  metabric scan-b gene rna-seq feature

• Application of Machine Learning in Predicting Hepatic Metastasis or Primary Site in Gastroenteropancreatic Neuroendocrine Tumors.

  PMID 37887568 · PMC10605255 · Current oncology (Toronto, Ont.) · 2023 · 8 claims · 7 setups

  Has reproduction · 59

  Multi-gene random forest models classify primary tumor vs. liver metastasis samples with 100% accuracy in training/test cohorts and >90% accuracy in an independent validation cohort

  pancreatic rna-seq liver tumor bulk machine multi-label

• Elucidating the Prognostic and Therapeutic Implications of Insulin Resistance Genes in Breast Cancer: A Machine Learning-Powered Analysis.

  PMID 40427728 · PMC12109394 · Biology · 2025 · 8 claims · 8 setups

  Has reproduction · 84

  A seven-gene IRG prognostic signature (LIFR, EZR, TBC1D4, NSF, RPL5, SAA1, PGK1) predicts overall survival in breast cancer across training and four validation cohorts

  tcga-brca triple-negative ffpe bulk univariate kaplan-meier

• What's Genetic Variation Got to Do with It? Starvation-Induced Self-Fertilization Enhances Survival in Paramecium.

  PMID 32163147 · PMC7239694 · Genome biology and evolution · 2020 · 8 claims · 5 setups

  Has reproduction · 89

  Self-fertilization enhances heat shock resistance in P. tetraurelia in the absence of new genetic variation

  paramecium heat autogamy bulk

• Functional module detection through integration of single-cell RNA sequencing data with protein-protein interaction networks.

  PMID 33138772 · PMC7607865 · BMC genomics · 2020 · 8 claims · 6 setups

  Has reproduction · 83

  scPPIN integrates scRNA-seq-derived p-values with PPINs to detect maximum-weight connected subgraphs (active/functional modules) via an exact Steiner-tree approach

  liver hepatocyte detected adipose single-cell differential protein-protein

• Differential Hsp90-dependent gene expression is strain-specific and common among yeast strains.

  PMID 37138775 · PMC10149407 · iScience · 2023 · 8 claims · 7 setups

  Has reproduction · 100

  Hsp90-dependent gene expression varies among different yeast strains

  diverse same yeast genomes rna-seq v-src growth

• Polyploidy and the petal transcriptome of Gossypium.

  PMID 24393201 · PMC3890615 · BMC plant biology · 2014 · 8 claims · 8 setups

  Has reproduction · 51

  Most homoeologous gene pairs in polyploid cotton petals are expressed at equal levels, indicating a surprising level of expression homeostasis; only ~20% of expressed genes show significant genome bias.

  petal rna-seq commonly polyploid rna-seq read universal

• mitoXplorer, a visual data mining platform to systematically analyze and visualize mitochondrial expression dynamics and mutations.

  PMID 31799603 · PMC6954439 · Nucleic acids research · 2020 · 5 claims · 5 setups

  Has reproduction · 89

  mitoXplorer integrates transcriptome, proteome, and mutation data with a manually curated mitochondrial interactome of ~1200 genes grouped into 38 mitochondrial processes across four model species.

  rpe-1 trisomic rpe yeast bulk proteomics mitotracker

• GEMmaker: process massive RNA-seq datasets on heterogeneous computational infrastructure.

  PMID 35501696 · PMC9063052 · BMC bioinformatics · 2022 · 6 claims · 3 setups

  Has reproduction · 67

  GEMmaker, an nf-core compliant Nextflow workflow, can quantify gene expression from small to massive RNA-seq datasets while remaining reproducible via versioned containerized software.

  oryza arabidopsis generic rna-seq workflow

• Comprehensive Transcriptome Analysis Reveals Genome-Wide Changes Associated with Endoplasmic Reticulum (ER) Stress in Potato (Solanum tuberosum L.).

  PMID 36430273 · PMC9696714 · International journal of molecular sciences · 2022 · 8 claims · 3 setups

  Has reproduction · 62

  TM treatment of potato leaves produces widespread, time-dependent differential gene expression associated with ER stress and the UPR

  potato rna-seq gene alternative

• lncEvo: automated identification and conservation study of long noncoding RNAs.

  PMID 33563213 · PMC7871587 · BMC bioinformatics · 2021 · 8 claims · 5 setups

  Has reproduction · 61

  lncEvo is an integrated Nextflow/Docker pipeline combining transcriptome assembly, lncRNA identification, and cross-species conservation analysis into a single workflow.

  chimp assembled pairwise raw bulk lncrna comparative

• DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.

  PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 6 claims · 7 setups

  Has reproduction · 84

  DeepProg, an ensemble of deep-learning and machine-learning models, robustly predicts patient survival subtypes from multi-omics data and explicitly models survival as the objective while predicting new patient risks

  tcga breast metabric brca bulk mirna methylation