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).

• 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

• Prediction of condition-specific regulatory genes using machine learning.

  PMID 32329779 · PMC7293043 · Nucleic acids research · 2020 · 8 claims · 6 setups

  Has reproduction · 85

  ConSReg integrates expression, DAP-seq TF-DNA binding, and ATAC-seq open chromatin data into machine learning models to predict condition-specific regulatory genes

  arabidopsis zea bulk dap-seq atac-seq

• sRNAbench and sRNAtoolbox 2019: intuitive fast small RNA profiling and differential expression.

  PMID 31114926 · PMC6602500 · Nucleic acids research · 2019 · 8 claims · 3 setups

  Has reproduction

  sRNAtoolbox 2019 adds all major small RNA library preparation protocols (including UMI-based) to sRNAbench with automatic protocol-specific preprocessing.

  biological srp046046 ensembl small consensus genome

• Gene module regulation in dilated cardiomyopathy and the role of Na/K-ATPase.

  PMID 35901050 · PMC9333241 · PloS one · 2022 · 5 claims · 8 setups

  Has reproduction · 55

  Several co-expressed gene modules are significantly associated with left ventricle ejection fraction (LVEF) and the DCM phenotype, enriched in fibrosis-related, small molecule transporting-related, and immune response-related pathways.

  heart degs gene rna-seq bulk differential gene

• Developing prognostic gene panel of survival time in lung adenocarcinoma patients using machine learning.

  PMID 35117753 · PMC8799101 · Translational cancer research · 2020 · 7 claims · 4 setups

  Has reproduction · 32

  A panel of 22 genetic features with Naïve Bayes can predict whether lung adenocarcinoma patient survival time is >3 years (accuracy=75%, AUC=0.81).

  tcga-luad geo bulk expression methylation

• Correcting scale distortion in RNA sequencing data.

  PMID 39875825 · PMC11776150 · BMC bioinformatics · 2025 · 8 claims · 8 setups

  Has reproduction · 76

  Local averaging reveals expression-level-dependent biases that differ from sample to sample across all RNA-seq datasets studied, and are not corrected by conventional normalization (TPM/FPKM)

  tcga su2c gse47774 gtex bulk computational d'agostino

• Comprehensive analyses of telomerase component DKC1 and its association with clinical, molecular and immune landscapes in uterine corpus endometrial carcinoma.

  PMID 40458122 · PMC12127311 · Frontiers in cell and developmental biology · 2025 · 8 claims · 8 setups

  Has reproduction · 71

  DKC1 mRNA and protein expression are significantly upregulated in UCEC tumors compared with non-tumorous endometrial tissue

  ucec ishikawa rna-seq proteomics immunohistochemistry

• Partial correlation network analysis identifies coordinated gene expression within a regional cluster of COPD genome-wide association signals.

  PMID 39418301 · PMC11521246 · PLoS computational biology · 2024 · 7 claims · 4 setups

  Has reproduction · 23

  COPD GWAS loci are more spatially clustered across the genome than expected by chance, with significant enrichment on chromosome 4q.

  lung sakornsakolpat string bulk microarray gwas

• Elucidation of the molecular responses to waterlogging in Jatropha roots by transcriptome profiling.

  PMID 25520726 · PMC4251292 · Frontiers in plant science · 2014 · 8 claims · 8 setups

  Has reproduction · 93

  24 h of waterlogging significantly alters mRNA abundance of 1968 genes in Jatropha roots (931 up, 1037 down).

  jatropha geo bulk semi-quantitative quantitative

• A novel oxidative stress-related gene signature as an indicator of prognosis and immunotherapy responses in HNSCC.

  PMID 38157249 · PMC10781479 · Aging · 2023 · 6 claims · 7 setups

  Has reproduction · 85

  A nine-gene oxidative stress-related scoring (OSRS) model (AREG, CES1, CSTA, FDCSP, JCHAIN, IFFO2, PGLYRP4, SPOCK2, SPINK6) predicts overall survival in HNSCC.

  tcga-hnscc gse41613 gse103322 prjeb23709 bulk single-cell immunotherapy

• Similarities and Differences in Gene Expression Networks Between the Breast Cancer Cell Line Michigan Cancer Foundation-7 and Invasive Human Breast Cancer Tissues.

  PMID 34056582 · PMC8155268 · Frontiers in artificial intelligence · 2021 · 8 claims · 8 setups

  Has reproduction · 92

  MCF-7 cell lines and human breast cancer tissues share only minimal similarity in biological processes, though fundamental functions such as cell cycle are conserved

  mcf-7 breast wgcna top bulk microarray weighted

• Identification of succinylation-related genes in bladder cancer: integration of single-cell and transcriptomic data.

  PMID 42220482 · PMC13218921 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  KCTD16, CD3D and GSDMB are succinylation-related prognostic genes in BLCA

  paired tcga-blca geo gse135337 bulk single-cell rt-qpcr

• Recurrent RNA edits in human preimplantation potentially enhance maternal mRNA clearance.

  PMID 36543858 · PMC9772385 · Communications biology · 2022 · 8 claims · 7 setups

  Has reproduction · 100

  Compiled the largest human embryonic A-to-I editome to date from 2071 RNA-seq transcriptomes and identified thousands of per-stage Recurrent Embryonic Edits (REEs, present in ≥50% of samples per stage)

  preimplantation single uniparental embryos rna-seq paired gene

• 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

• Leveraging RNA-seq deconvolution to improve complex in vitro model characterization.

  PMID 40701251 · PMC12391696 · The Journal of biological chemistry · 2025 · 8 claims · 6 setups

  Has reproduction · 67

  RNA-seq deconvolution can predict cell type proportions from bulk RNA-seq using scRNA-seq references, offering a useful characterization tool for CIVMs where single-cell methods are impractical

  intestine rodent duodenal neonatal bulk scrna-seq marker

• 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

• RNA-sequence analysis of primary alveolar macrophages after in vitro infection with porcine reproductive and respiratory syndrome virus strains of differing virulence.

  PMID 24643046 · PMC3958415 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 41

  Infection of PAMs with either LV or Lena affects signaling pathways directly linked to the innate immune response, including IRF activation, RIG1-like receptors, TLRs and PKR pathways.

  pulmonary prrsv-infected lena-infected 3-week-old rna-seq immunoperoxidase quantitative

• Reducing language barriers, promoting information absorption, and communication using fanyi.

  PMID 39039634 · PMC11332769 · Chinese medical journal · 2024 · 7 claims · 3 setups

  Has reproduction · 67

  The fanyi R package retrieves gene information from NCBI and translates it into multiple languages using AI-driven online translation services

  pbmcs airway gene single-cell bulk functional

• Macrophages on the run: Exercise balances macrophage polarization for improved health.

  PMID 39476967 · PMC11585839 · Molecular metabolism · 2024 · 8 claims · 7 setups

  Has reproduction · 81

  Immediate/acute exercise triggers an M1 (pro-inflammatory) macrophage polarization surge.

  gene affymetrix pooled muscle meta-analysis stepminer gene

• PulmonDB: a curated lung disease gene expression database.

  PMID 31949184 · PMC6965635 · Scientific reports · 2020 · 6 claims · 6 setups

  Has reproduction · 53

  PulmonDB is a curated, web-based gene expression database and R package integrating microarray and RNA-seq data for COPD and IPF with manually curated controlled-vocabulary annotation.

  lung ipf copd curated hierarchical differential