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).

• An individualized causal framework for learning intercellular communication networks that define microenvironments of individual tumors.

  PMID 36548438 · PMC9822106 · PLoS computational biology · 2022 · 8 claims · 6 setups

  Has reproduction · 67

  An individualized Bayesian causal discovery framework can learn tumor-specific intercellular communication networks (ICNs) by combining single-cell gene expression module (GEM) discovery, bulk tumor deconvolution, and individualized causal network learning.

  hnscc cd45+ cd8+ tcga single-cell bulk pseudo-time

• 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

• Forseti: a mechanistic and predictive model of the splicing status of scRNA-seq reads.

  PMID 38940130 · PMC11256924 · Bioinformatics (Oxford, England) · 2024 · 7 claims · 5 setups

  Has reproduction · 87

  Forseti is the first probabilistic model for resolving the splicing status of exonic scRNA-seq reads by scoring putative fragments linking read alignments to proximate priming sites

  training simulated held-out paired-end cubic mlp

• 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

• Integrated analysis of post-transcriptional regulations reveals insights into acute myeloid leukemia.

  PMID 41407883 · PMC12712020 · Communications biology · 2025 · 8 claims · 6 setups

  Has reproduction · 32

  PTRs computed from integrated transcriptomic/proteomic data of 44 AML samples are highly conserved across AML subtypes and with 29 other human tissues, indicating broadly conserved post-transcriptional mechanisms.

  aml tissues eif4a1 rna-seq cross-tissue fast

• huSA: a comprehensive database for multi-dimensional resolution of bulk, single cell and spatial transcription profiles in skin diseases.

  PMID 41719583 · PMC12923168 · Database : the journal of biological databases and curation · 2026 · 7 claims · 8 setups

  Has reproduction · 50

  huSA is a comprehensive, publicly accessible database integrating bulk RNA-seq, scRNA-seq, and spatial transcriptomics data across 17 skin diseases and 63 independent datasets

  skin scrna-seq scrna-seq transcription cell-cell

• Integration of Transcriptomics With Interpretable Artificial Intelligence for Identifying Molecular Signatures of Physiological Stress in Sleep Deprivation.

  PMID 42216239 · PMC13240488 · Journal of cellular and molecular medicine · 2026 · 8 claims · 7 setups

  Has reproduction · 49

  S100A3 shows consistent discriminatory performance across the training cohort, an independent sleep deprivation cohort, and a chronic insomnia cohort

  blood degs bulk single-gene gene

• A comparative study on recombination activity in cattle.

  PMID 41942849 · PMC13067647 · Genetics, selection, evolution : GSE · 2026 · 8 claims · 8 setups

  Has reproduction · 93

  Genotype data with high systematic missingness across breeds and arrays can be streamlined and analysed with three complementary recombination-estimation approaches (HMM-based LINKPHASE3, deterministic hsphase, likelihood-based hsrecombi)

  six paternal alphasimr-simulated brown snp recombination simulation

• miRbiom: Machine-learning on Bayesian causal nets of RBP-miRNA interactions successfully predicts miRNA profiles.

  PMID 34637468 · PMC8509996 · PloS one · 2021 · 7 claims · 6 setups

  Has reproduction · 100

  RBPs beyond Drosha/DGCR8/Dicer are involved in regulating miRNA biogenesis and explain its spatio-temporal nature

  tissues computational rbps clip-seq rna-seq srna-seq

• Meta-analysis of COVID-19 single-cell studies confirms eight key immune responses.

  PMID 34675242 · PMC8531356 · Scientific reports · 2021 · 8 claims · 8 setups

  Has reproduction · 69

  Only 8 of 20 previously published COVID-19 scRNA-seq findings were reproducible across all relevant datasets in a standardized meta-analysis

  pbmc bronchoalveolar nasopharyngeal combined scrna-seq tcr bcr

• The formation of avian montane diversity across barriers and along elevational gradients.

  PMID 35022441 · PMC8755808 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 75

  Genetic differentiation is generally greater across the oceanic barrier separating Buru and Seram than across the lowland barrier separating New Guinea mountain ranges.

  forest population individuals single whole-genome f_st principal

• Glacier shrinkage will accelerate downstream decomposition of organic matter and alters microbiome structure and function.

  PMID 35320603 · PMC9323552 · Global change biology · 2022 · 8 claims · 7 setups

  Has reproduction · 39

  Glacier shrinkage (decreasing glacier influence) accelerates downstream organic matter decomposition rates in glacier-fed streams

  benthic sediment subset stream extracellular chlorophyll-a 16s

• Genome-Wide Survey and Development of the First Microsatellite Markers Database (AnCorDB) in Anemone coronaria L.

  PMID 35328546 · PMC8949970 · International journal of molecular sciences · 2022 · 8 claims · 8 setups

  Has reproduction · 55

  Generated the first draft genome assembly of A. coronaria by Illumina sequencing a haploid androgenetic plant

  haploid mistral assembled masked whole-genome k-mer genome-wide

• Ultra-deep sequencing data from a liquid biopsy proficiency study demonstrating analytic validity.

  PMID 35418127 · PMC9008010 · Scientific data · 2022 · 6 claims · 5 setups

  Has reproduction · 87

  This dataset is the most comprehensive public-facing dataset of ultra-deep ctDNA sequencing data generated to date

  contrived enzymatically extracted targeted

• Satellitome Analysis and Transposable Elements Comparison in Geographically Distant Populations of Spodoptera frugiperda.

  PMID 35455012 · PMC9026859 · Life (Basel, Switzerland) · 2022 · 8 claims · 5 setups

  Has reproduction · 67

  Most transposable elements are commonly shared across all eight geographically distant S. frugiperda samples, except Maverick and PIF/Harbinger elements which show divergent repeat copies

  frugiperda satellite million contigs comparative homology divergence

• A hybrid empirical and parametric approach for managing ecosystem complexity: Water quality in Lake Geneva under nonstationary futures.

  PMID 35733249 · PMC9245694 · Proceedings of the National Academy of Sciences of the United States of America · 2022 · 7 claims · 6 setups

  Has reproduction · 69

  A hybrid model combining empirical dynamic modeling (EDM/S-map) for biogeochemical sink terms with the equation-based Simstrat hydrodynamic model for physical source terms produces substantially better historical DOB forecasts than conventional parametric models.

  lake convergent multivariate s-map

• Genome-wide associations of aortic distensibility suggest causality for aortic aneurysms and brain white matter hyperintensities.

  PMID 35922433 · PMC9349177 · Nature communications · 2022 · 8 claims · 7 setups

  Has reproduction

  GWAS identified 102 genome-wide significant loci (including 27 novel) associated with aortic distensibility and area traits

  same biobank arterial cardiac genome-wide multi-trait snp-based

• Systematic assessment of pathway databases, based on a diverse collection of user-submitted experiments.

  PMID 36088548 · PMC9487593 · Briefings in bioinformatics · 2022 · 8 claims · 6 setups

  Has reproduction · 94

  Well-established, hierarchically organized pathway annotation systems (e.g. GO, Reactome, KEGG) yield the best overall enrichment performance despite covering much of the human genome only in general terms.

  user-submitted string pubmed protein-coding gene hierarchical text-mining

• Fast, accurate, and racially unbiased pan-cancer tumor-only variant calling with tabular machine learning.

  PMID 36611079 · PMC9825621 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction

  Tree-based (XGBoost, LightGBM) and deep-learning (TabNet) tabular ML classifiers achieve state-of-the-art somatic vs germline classification in tumor-only WES samples, outperforming PureCN.

  tcga same metastatic tumor-only whole-exome wes copy-number

• Predicting the pathogenicity of missense variants using features derived from AlphaFold2.

  PMID 37084271 · PMC10203375 · Bioinformatics (Oxford, England) · 2023 · 6 claims · 8 setups

  Has reproduction · 85

  AlphaFold2-derived structural features (solvent accessibility, amino acid network features, physicochemical environment, pLDDT) can be used to train a random forest classifier (AlphScore) that distinguishes proxy-benign from proxy-pathogenic missense variants.

  gnomad alphafold2-predicted alphscore proteins machine secondary physicochemical