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).

• pysradb: A Python package to query next-generation sequencing metadata and data from NCBI Sequence Read Archive.

  PMID 31114675 · PMC6505635 · F1000Research · 2019 · 7 claims · 4 setups

  Has reproduction · 90

  pysradb provides a command-line interface to query metadata and download raw sequencing data from NCBI SRA using the SRAdb SQLite database.

  sra-deposited pc3 sra tissues metadata polya assays

• Reusable building blocks in biological systems.

  PMID 30958230 · PMC6303794 · Journal of the Royal Society, Interface · 2018 · 8 claims · 5 setups

  Has reproduction · 82

  Biological systems can be decomposed into phenotypic building blocks (PBBs) whose reusability ranges from single-use (condition-specific) to constitutive

  tissues mirna randomized est-based quantitative computational

• Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.

  PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 8 claims · 8 setups

  Has reproduction · 71

  AML cases can be categorized into two distinct PANRG (PANoptosis-related gene) clusters with differentially expressed prognostic genes (PRDEGs)

  aml hovon cancer tcga bulk consensus machine

• 5-methylcytosine RNA modification regulators-based patterns and features of immune microenvironment in acute myeloid leukemia.

  PMID 38277218 · PMC10911375 · Aging · 2024 · 8 claims · 8 setups

  Has reproduction · 93

  m5C regulators are differentially expressed between AML and normal samples and correlate with AML prognosis

  tcga aml gse12417 bulk mutation methylation

• A curated collection of transcriptome datasets to investigate the molecular mechanisms of immunoglobulin E-mediated atopic diseases.

  PMID 31290545 · PMC6616200 · Database : the journal of biological databases and curation · 2019 · 7 claims · 8 setups

  Has reproduction · 62

  A curated collection of 33 GEO transcriptome datasets (1860 profiles) relevant to IgE-mediated atopic disease was assembled and made available on the Gene Expression Browser (GXB) platform

  pbmc bronchial nasal skin gene rna-seq

• 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

• Integrated bioinformatics analysis screened the key genes and pathways of idiopathic pulmonary fibrosis.

  PMID 40280949 · PMC12032202 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 93

  5328 differentially expressed transcripts (4083 genes) were identified in GSE173355 by limma, with 4012 transcripts (3206 genes) confirmed by both limma and edgeR (logFC>1, FDR<0.05)

  ipf degs differentially bleomycin-induced bulk methylation kegg

• Grad-seq identifies KhpB as a global RNA-binding protein in Clostridioides difficile that regulates toxin production.

  PMID 37223250 · PMC10117727 · microLife · 2021 · 8 claims · 9 setups

  Has reproduction · 50

  Grad-seq resolves in-gradient sedimentation profiles for ~87-88% of annotated C. difficile transcripts and ~50% of annotated proteins, providing a comprehensive RNA-protein complexome resource

  difficile grad-seq rna-seq lc-ms

• Enabling Single-Cell Drug Response Annotations from Bulk RNA-Seq Using SCAD.

  PMID 36762572 · PMC10104628 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023 · 7 claims · 7 setups

  Has reproduction · 81

  SCAD, a transfer learning framework integrating adversarial discriminative domain adaptation (ADDA), can infer single-cell drug sensitivities by transferring knowledge from bulk RNA-seq pharmacogenomic data (GDSC) to scRNA-seq target domains

  pan-cancer pc9 451lu a375 bulk scrna-seq computational

• rMAP: the Rapid Microbial Analysis Pipeline for ESKAPE bacterial group whole-genome sequence data.

  PMID 34110280 · PMC8461470 · Microbial genomics · 2021 · 8 claims · 8 setups

  Has reproduction · 50

  rMAP is a pipeline capable of profiling the resistomes of ESKAPE pathogens using Illumina WGS data

  eskape same novo snp phylogenetic

• Toxicogenomics research consortium sails into uncharted waters.

  PMID 12460811 · PMC1241122 · Environmental health perspectives · 2002 · 8 claims · 8 setups

  Full-text index only

  The NIEHS-funded $37 million Toxicogenomics Research Consortium (TRC) combines the NIEHS Microarray Center with five academic institutions (UNC, Duke, Fred Hutchinson/UW, MIT, OHSU) to define genetic variability, set gene expression standards, and study environmental stress responses.

  strains nervous mice liver microarray gene toxicogenomic

• Comparing protein abundance and mRNA expression levels on a genomic scale.

  PMID 12952525 · PMC193646 · Genome biology · 2003 · 8 claims · 8 setups

  Full-text index only

  Correlations between mRNA expression and protein abundance are generally poor or limited across most studies reviewed, including in yeast and human cancers

  yeast laser-dissected serum myeloid two-dimensional seldi-tof isotope-coded

• Constructing support vector machine ensembles for cancer classification based on proteomic profiling.

  PMID 16689692 · PMC5173238 · Genomics, proteomics & bioinformatics · 2005 · 7 claims · 4 setups

  Full-text index only

  CSVME, built by selecting a subset of base SVMs via SVM-RFE ranking and fusing them with a trained upper-layer SVM, achieves better classification performance than an ensemble of all base SVMs.

  serum computational seldi-tof svm-rfe-based 10-fold

• Quadratic regression analysis for gene discovery and pattern recognition for non-cyclic short time-course microarray experiments.

  PMID 15850479 · PMC1127068 · BMC bioinformatics · 2005 · 8 claims · 8 setups

  Full-text index only

  A step-down quadratic regression method (fitting quadratic, then linear, then null models per gene) identifies differentially expressed genes and classifies them into 9 temporal expression patterns using continuous time information.

  olfactory present same anova-significant microarray step-down peddada

• A DNA microarray survey of gene expression in normal human tissues.

  PMID 15774023 · PMC1088941 · Genome biology · 2005 · 6 claims · 6 setups

  Full-text index only

  Unsupervised hierarchical clustering of gene expression groups normal tissue samples largely according to anatomic location, cellular composition, or physiologic function.

  normal common computational each two-color comparative unsupervised

• Aberration in DNA methylation in B-cell lymphomas has a complex origin and increases with disease severity.

  PMID 23326238 · PMC3542081 · PLoS genetics · 2013 · 8 claims · 8 setups

  Has reproduction · 49

  B-cell non-Hodgkin lymphomas display striking intra-tumor (intra-sample) and inter-patient (inter-sample) cytosine methylation heterogeneity that increases progressively with disease aggressiveness (NBC<NGC<FL<GCB<ABC).

  dlbcl normal same lymphoma help errbs massarray

• Pathway analysis of kidney cancer using proteomics and metabolic profiling.

  PMID 17123452 · PMC1665458 · Molecular cancer · 2006 · 8 claims · 8 setups

  Full-text index only

  31 proteins are differentially expressed with high statistical significance (p<0.05) in ccRCC tumor tissue compared to adjacent non-malignant kidney tissue

  ccrcc rcc computational random gel immunoblotting immunohistochemistry

• Application of functional genomics to primate endometrium: insights into biological processes.

  PMID 17118168 · PMC1775064 · Reproductive biology and endocrinology : RB&E · 2006 · 8 claims · 7 setups

  Full-text index only

  Gene expression profiles differ distinctly across proliferative, early-, mid-, and late-secretory phases of the human menstrual cycle, reflecting sequential estradiol and progesterone action.

  endometrial uterus whole-genome cdna oligonucleotide

• Identification of diagnostic markers for tuberculosis by proteomic fingerprinting of serum.

  PMID 16980117 · PMC7159276 · Lancet (London, England) · 2006 · 8 claims · 5 setups

  Full-text index only

  An SVM classifier trained on serum proteomic profiles discriminated patients with active tuberculosis from controls with clinically overlapping conditions

  serum computational kda spin-column seldi-tof supervised peptide

• Serum diagnosis of diffuse large B-cell lymphomas and further identification of response to therapy using SELDI-TOF-MS and tree analysis patterning.

  PMID 18163913 · PMC2242801 · BMC cancer · 2007 · 8 claims · 8 setups

  Full-text index only

  SELDI-TOF-MS serum proteomic patterns analyzed by decision tree classification (Biomarker Pattern Software) can discriminate DLBCL patients from healthy controls with high sensitivity and specificity.

  serum seldi dlbcl pooled seldi-tof-ms proteinchip decision