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).

• Evaluation of classification and forecasting methods on time series gene expression data.

  PMID 33156855 · PMC7647064 · PloS one · 2020 · 8 claims · 4 setups

  Has reproduction · 74

  Deep learning based methods generally outperform traditional approaches for time series gene expression classification.

  gene gse6186 time short convolutional

• Cell-Type-Specific Gene Modules Related to the Regional Homogeneity of Spontaneous Brain Activity and Their Associations With Common Brain Disorders.

  PMID 33958982 · PMC8093778 · Frontiers in neuroscience · 2021 · 8 claims · 6 setups

  Has reproduction · 59

  Fourteen gene modules were consistently (Bonferroni-corrected) associated with ReHo across a discovery sample and two independent replication samples (including one non-Chinese HCP cohort).

  healthy postmortem ahba neocortex resting-state microarray weighted

• Gene Set Enrichment Analysis Reveals Individual Variability in Host Responses in Tuberculosis Patients.

  PMID 34421903 · PMC8375662 · Frontiers in immunology · 2021 · 8 claims · 8 setups

  Has reproduction · 71

  TB patients show substantial individual variability in the intensity of hallmark IFN responses, as well as in complement system, metabolic, and other pathway responses.

  blood cynomolgus external gene differential principal

• 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 · 6 setups

  Has reproduction · 92

  MCF-7 cell lines and human breast cancer tissues show only minimal similarity in biological processes, though some fundamental functions like cell cycle are conserved.

  mcf-7 breast wgcna-derived top bulk microarray rsem-normalized

• A global database for modeling tumor-immune cell communication.

  PMID 37438390 · PMC10338499 · Scientific data · 2023 · 7 claims · 6 setups

  Has reproduction · 66

  TICCom integrates 739 experimentally-validated or manually-curated TIC interactions collected from more than 3,000 literatures

  pubmed scrna-seq tcga basal manual scrna-seq bulk

• Assessing Bos taurus introgression in the UOA Bos indicus assembly.

  PMID 34922445 · PMC8684283 · Genetics, selection, evolution : GSE · 2021 · 7 claims · 6 setups

  Has reproduction · 86

  Aligning B. taurus samples to UOA_Brahman_1 detects up to 5 million more SNVs than aligning to ARS_UCD1.2, and aligning B. indicus samples to ARS_UCD1.2 detects 1.5 million more SNVs than aligning to UOA_Brahman_1, demonstrating reference-genome bias.

  cattle same per-breed merged whole-genome snv principal

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

  PMID 35117753 · PMC8799101 · Translational cancer research · 2020 · 8 claims · 5 setups

  Has reproduction · 32

  Naïve Bayes using a 22-gene panel is the best-performing and most stable machine learning model for predicting LUAD survival time (>3 vs <3 years)

  tcga geo rna-seq methylation sequencing

• Software JimenaE allows efficient dynamic simulations of Boolean networks, centrality and system state analysis.

  PMID 36725967 · PMC9892028 · Scientific reports · 2023 · 8 claims · 4 setups

  Has reproduction · 74

  JimenaE performs systematic, exhaustive calculation of all network system states rather than the heuristic approach used by SQUAD.

  mesenchymal arabidopsis dendritic comparison boolean dynamical network

• Whole-genome sequencing of cryopreserved resources from French Large White pigs at two distinct sampling times reveals strong signatures of convergent and divergent selection between the dam and sire lines.

  PMID 36864379 · PMC9979506 · Genetics, selection, evolution : GSE · 2023 · 6 claims · 8 setups

  Has reproduction · 100

  French LWD and LWS lines have lost approximately 5% of the SNPs that segregated in the 1977 ancestral population.

  boars lwd lws pig whole-genome genetic genome-wide

• 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

• 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

• VIGET: A web portal for study of vaccine-induced host responses based on Reactome pathways and ImmPort data.

  PMID 37180100 · PMC10172660 · Frontiers in immunology · 2023 · 7 claims · 7 setups

  Has reproduction · 64

  VIGET is a web portal that lets users select vaccines/ImmPort studies, run differential gene expression analysis, and perform Reactome-based pathway enrichment and functional interaction network construction

  blood lists differentially individual differential pathway functional

• FEM: mining biological meaning from cell level in single-cell RNA sequencing data.

  PMID 34909283 · PMC8641482 · PeerJ · 2021 · 8 claims · 5 setups

  Has reproduction · 75

  The FEM algorithm converts a single-cell gene expression matrix into a functional expression matrix using multi-module gene set enrichment analysis, utilizing information from all expressed genes rather than discarding filtered genes.

  pbmc pancreas liver scrna-seq single-cell fisher's dimensionality

• Bioinformatics Analysis of the Characteristics and Correlation of m6A Methylation in Breast Cancer Progression.

  PMID 35655723 · PMC9148239 · Contrast media & molecular imaging · 2022 · 8 claims · 8 setups

  Has reproduction · 48

  Breast cancer samples can be classified into 4 m6A subtypes (quiescent, m6A methylation, protein-binding, mixed) based on Z-score median of Set1 (writer+reader) and Set2 (eraser) gene expression

  breast tcga-brca gse25066 bioinformatics survival alternative

• CanCellCap: robust cancer cell capture across tissue types on single-cell RNA-seq data by multi-domain learning.

  PMID 40739511 · PMC12312500 · BMC biology · 2025 · 8 claims · 7 setups

  Has reproduction · 42

  CanCellCap identifies cancer cells in scRNA-seq data across 13 tissue types, 23 cancer types, and 7 sequencing platforms with 0.977 average accuracy

  cancer testing sequencing unseen scrna-seq spatial

• GlASS - Global Aggregation of Stream Silica.

  PMID 41115898 · PMC12537932 · Scientific data · 2025 · 8 claims · 4 setups

  Has reproduction · 89

  GlASS harmonizes dissolved Si, N, and P chemistry, daily discharge, and watershed characteristic data for 421 rivers across 8+ climate zones into a single public database.

  rivers watersheds sites river daily remote

• Prediction, syntax and semantic grounding in the brain and large language models.

  PMID 41807493 · PMC12979642 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 86

  Nouns show significant pre-onset (anticipatory) neural activity in ERPs/ERFs, suggesting enhanced anticipatory processing for this word class.

  healthy same llama-3.2-1b audio-book combined source cluster-based

• ConNIS and labeling instability: New statistical methods for improving the detection of essential genes in TraDIS libraries.

  PMID 41790830 · PMC12991369 · PLoS computational biology · 2026 · 7 claims · 4 setups

  Has reproduction · 83

  ConNIS provides an analytic probability distribution for the length of the longest insertion-free sequence within a gene, given gene length and expected insertion count.

  synthetic four real tradis simulation semi-synthetic real-world

• Prospects of telomere-to-telomere assembly in barley: Analysis of sequence gaps in the MorexV3 reference genome.

  PMID 35338551 · PMC9241371 · Plant biotechnology journal · 2022 · 7 claims · 8 setups

  Has reproduction · 71

  Almost all centromeric sequences and 45S ribosomal DNA repeat arrays are absent from the MorexV3 pseudomolecules

  barley optical chip-seq k-mer

• Strong population differentiation in lingcod (Ophiodon elongatus) is driven by a small portion of the genome.

  PMID 33294007 · PMC7691466 · Evolutionary applications · 2020 · 7 claims · 8 setups

  Has reproduction · 84

  Lingcod comprise two distinct genetic clusters separated latitudinally at a break near Point Reyes off Northern California, with a high frequency of admixed individuals near the break.

  ophiodon single lingcod subset radseq genome bayesian