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).

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs

  afb1 breast training candidate computational bulk weighted

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 7 claims · 8 setups

  Has reproduction · 78

  An integrated framework of bioinformatics, machine learning, and ΔG clustering can prioritize PAHs for AD-associated neurotoxicity.

  proteins microarray ad-associated pahs target differential wgcna

• Enrichment of sequencing targets from the human genome by solution hybridization.

  PMID 19835619 · PMC2784331 · Genome biology · 2009 · 8 claims · 5 setups

  Full-text index only

  Solution hybridization with 120-mer capture probes efficiently enriches targeted genomic sequences for next-generation sequencing

  genome genomic same technical capture solution-hybridization sequence

• Exploring the role and mechanism of Astragalus membranaceus and radix paeoniae rubra in idiopathic pulmonary fibrosis through network pharmacology and experimental validation.

  PMID 37666859 · PMC10477296 · Scientific reports · 2023 · 8 claims · 8 setups

  Has reproduction · 20

  AM and RPR (Huangqi-Chishao decoction) alleviate bleomycin-induced pathological lung fibrotic damage in rats

  ipf common key rats microarray network protein-protein

• Rapid identification of PAX2/5/8 direct downstream targets in the otic vesicle by combinatorial use of bioinformatics tools.

  PMID 18828907 · PMC2760872 · Genome biology · 2008 · 8 claims · 8 setups

  Full-text index only

  A combinatorial bioinformatics pipeline (evolutionary double filtering comparative genomics, GXD/ZFIN database queries, MEDLINE text mining) can rapidly and specifically identify PAX2/5/8 direct downstream targets in the otic vesicle

  genome candidate gxd medline evolutionary gene expression

• 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

• Identification of RNA-Binding Protein Targets with HyperTRIBE in Saccharomyces cerevisiae.

  PMID 37240377 · PMC10218906 · International journal of molecular sciences · 2023 · 7 claims · 8 setups

  Full-text index only

  HyperTRIBE was successfully established in S. cerevisiae by fusing an RBP to the hyper-active catalytic domain of human ADAR2 (E488Q), marking target transcripts with A-to-G editing events detectable by high-throughput sequencing

  cerevisiae khd1 wild-type bfr1-heterozygous hypertribe western meme

• Dissecting microregulation of a master regulatory network.

  PMID 18294391 · PMC2289817 · BMC genomics · 2008 · 8 claims · 6 setups

  Full-text index only

  143 human miRNAs (termed p53-miRs) each contain at least one putative p53 binding site within 10 kb flanking sequence and are predicted to target at least one known gene

  genome mirnas mirna-target predicted p53 mirna cross-referencing

• Network Controllability Reveals Key Mitigation Points for Tumor-Promoting Signaling in Tumor-Educated Platelets.

  PMID 41226816 · PMC12609506 · International journal of molecular sciences · 2025 · 8 claims · 6 setups

  Has reproduction · 84

  TEPs in NSCLC show 111 upregulated and 108 downregulated genes versus non-cancer control platelets, enriched in ECM interaction, cytoskeleton, immune signaling, and platelet activation pathways.

  platelets degs platelet tep bulk pathway k-means

• In silico analysis of missense substitutions using sequence-alignment based methods.

  PMID 18951440 · PMC3431198 · Human mutation · 2008 · 8 claims · 7 setups

  Full-text index only

  Carefully validated PMSA-based computational algorithms can achieve predictive values of ~75-95% for classifying missense substitutions as pathogenic or neutral.

  clinically sequence curated deep blosum62 sift align-gvgd

• From bud formation to flowering: transcriptomic state defines the cherry developmental phases of sweet cherry bud dormancy.

  PMID 31830909 · PMC6909552 · BMC genomics · 2019 · 8 claims · 7 setups

  Has reproduction · 88

  Flower buds in organogenesis, paradormancy, endodormancy and ecodormancy stages are each defined by expression of genes in specific pathways, and the transcriptional state accurately captures the dormancy state.

  sweet garnet peach bulk forcing differential

• Expression and Secretion of Circular RNAs in the Parasitic Nematode, Ascaris suum.

  PMID 35711944 · PMC9194832 · Frontiers in genetics · 2022 · 8 claims · 7 setups

  Has reproduction · 20

  A. suum expresses 1,997 distinct circRNAs identified via next-generation sequencing in adult female body wall and ovary-enriched tissue

  suum circrna qrt-pcr drug

• g:Profiler--a web-based toolset for functional profiling of gene lists from large-scale experiments.

  PMID 17478515 · PMC1933153 · Nucleic acids research · 2007 · 8 claims · 5 setups

  Full-text index only

  g:Profiler integrates four modules (g:Profiler core, g:Convert, g:Orth, g:Sorter) into a single cross-linked web tool for gene list analysis

  input 1000-bp microarray organisms functional transcription gene

• SeqBuster, a bioinformatic tool for the processing and analysis of small RNAs datasets, reveals ubiquitous miRNA modifications in human embryonic cells.

  PMID 20008100 · PMC2836562 · Nucleic acids research · 2010 · 8 claims · 6 setups

  Full-text index only

  SeqBuster is a versatile web-based and stand-alone bioinformatic toolkit for processing and analyzing large-scale small RNA deep sequencing datasets.

  embryonic hesc small sequence adapter

• 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 · 7 claims · 7 setups

  Has reproduction · 71

  AML patients can be categorized into two distinct PANRG-based clusters with differing prognosis and immune characteristics

  aml leukemia bulk consensus immune

• Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.

  PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 85

  Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) were identified for HCM by intersecting DEGs with MR-derived HCM-associated eQTLs.

  left european merged degs bulk two-sample machine

• 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

• Decision tree-driven tandem mass spectrometry for shotgun proteomics.

  PMID 18931669 · PMC2597439 · Nature methods · 2008 · 8 claims · 5 setups

  Full-text index only

  A decision tree (DT) algorithm that selects CAD or ETD per precursor based on z and m/z yields more peptide identifications than either CAD or ETD alone

  saccharomyces proteome embryonic nlc-ms phosphoproteomics sequential

• Perspectives of targeted mass spectrometry for protein biomarker verification.

  PMID 19818677 · PMC2795387 · Current opinion in chemical biology · 2009 · 8 claims · 8 setups

  Full-text index only

  SRM/MRM mass spectrometry can quantify targeted proteotypic peptides as surrogates for candidate biomarker proteins in complex plasma samples

  proteins standard plasma sera srm multiplexed immunoaffinity-srm

• Bulk and single-cell characterisation of the immune heterogeneity of atherosclerosis identifies novel targets for immunotherapy.

  PMID 36855107 · PMC9974063 · BMC biology · 2023 · 8 claims · 8 setups

  Has reproduction · 70

  Integration of scRNA-seq datasets from human atherosclerosis samples identifies 28 distinct immune cell subpopulations with heterogeneity in tissue preference, genetics, function, immune dynamics, transcriptional regulators, metabolism, and cell communication.

  immune atherosclerotic cd4+ cd8+ scrna-seq gsea pseudotime