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).

• Essential Genes of Vibrio anguillarum and Other Vibrio spp. Guide the Development of New Drugs and Vaccines.

  PMID 34745063 · PMC8564382 · Frontiers in microbiology · 2021 · 7 claims · 7 setups

  Has reproduction · 67

  Tn-seq using the TnSC189 mariner transposon identified 329 essential genes in V. anguillarum NB10Sm from a library of 52,662 insertion mutants.

  vibrio coli anguillarum transposon-insertion conjugative functional

• Comparing the utility of in vivo transposon mutagenesis approaches in yeast species to infer gene essentiality.

  PMID 32681306 · PMC7599172 · Current genetics · 2020 · 7 claims · 7 setups

  Has reproduction · 81

  A machine-learning (Random Forest) approach trained on transposon insertion features can predict gene essentiality genome-wide in yeast species

  saccharomyces schizosaccharomyces candida computational transposon random

• Mod(mdg4) variants repress telomeric retrotransposon HeT-A by blocking subtelomeric enhancers.

  PMID 36373634 · PMC9723646 · Nucleic acids research · 2022 · 8 claims · 8 setups

  Has reproduction · 68

  Specific splice variants of Mod(mdg4) repress HeT-A by blocking subtelomeric enhancers in ovarian somatic cells (OSCs)

  drosophila ovarian osc melanogaster chip-seq sirna western

• Uncertainty-aware genomic deep learning with knowledge distillation.

  PMID 41523993 · PMC12779563 · NPJ artificial intelligence · 2026 · 7 claims · 6 setups

  Full-text index only

  DEGU distills an ensemble of teacher DNNs into a single student model by jointly predicting the ensemble mean and the variability (epistemic uncertainty) across ensemble predictions.

  drosophila k562 deepstarr starr-seq starr-seq-derived lentimpra base-resolution

• Deep-learning prediction of gene expression from personal genomes.

  PMID 41495833 · PMC12869966 · Genome biology · 2026 · 8 claims · 8 setups

  Full-text index only

  Fine-tuning Enformer on paired personal WGS and RNA-seq data (Variformer) corrects Enformer's failure to predict inter-individual gene expression differences across held-out people.

  gtex rosmap same monocyte paired mutagenesis chromhmm

• Rtf1-dependent transcriptional pausing regulates cardiogenesis.

  PMID 41537425 · PMC12807453 · eLife · 2026 · 8 claims · 7 setups

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  Rtf1 activity is essential for differentiation of the myocardial lineage from mesoderm

  zebrafish embryo embryonic mescs crispr situ shrna

• Requirements for Pseudomonas aeruginosa acute burn and chronic surgical wound infection.

  PMID 25057820 · PMC4109851 · PLoS genetics · 2014 · 8 claims · 8 setups

  Has reproduction · 78

  In vivo gene expression is generally not correlated with a gene's importance for fitness, with the exception of metabolic genes, for which differential expression is more predictive of fitness.

  aeruginosa differentially paired rna-seq tn-seq computational

• Endogenous retroviruses mediate transcriptional rewiring in response to oncogenic signaling in colorectal cancer.

  PMID 39018396 · PMC466953 · Science advances · 2024 · 8 claims · 8 setups

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  Primate-specific ERVs are a rich source of enhancers displaying cancer-specific activity across multiple tumor types

  cancer hct116 tcga colorectal atac-seq chip-seq bulk

• The evolution of gene regulation in mammalian cerebellum development.

  PMID 41610256 · PMC7618896 · Science (New York, N.Y.) · 2026 · 8 claims · 8 setups

  Full-text index only

  Combined single-nucleus RNA-seq and ATAC-seq atlases of cerebellum development were generated/integrated across six mammals (human, bonobo, macaque, marmoset, mouse, opossum)

  developing opossum marmoset cultures single-nucleus bulk gene

• Parameter-efficient fine-tuning enables scalable transfer of regulatory sequence models to novel contexts.

  PMID 41618434 · PMC12930932 · Genome biology · 2026 · 8 claims · 7 setups

  Full-text index only

  PEFT enables accurate transfer of Borzoi to new datasets while significantly reducing GPU memory and runtime compared to joint training or full fine-tuning

  gtex encode wi-38 thp-1 bulk eqtl variant-flowfish

• Inherited resilience to clonal hematopoiesis by modifying stem cell RNA regulation.

  PMID 41477881 · PMC12850507 · Science (New York, N.Y.) · 2026 · 8 claims · 8 setups

  Full-text index only

  A haplotype at the 17q22 locus, tagged by the noncoding variant rs17834140-T, is a causal protective variant against CHIP and myeloid malignancies

  population hspcs cd34+cd45ra-cd90+ heterozygous gwas atac-seq crispr

• nf-core/crisprseq: a versatile pipeline for comprehensive analysis of CRISPR gene editing and screening assays.

  PMID 41551929 · PMC12805889 · NAR genomics and bioinformatics · 2026 · 8 claims · 5 setups

  Full-text index only

  nf-core/crisprseq is the first generic pipeline enabling analysis of the broad spectrum of CRISPR designs, from targeted gene edits (KO, KI, BE, PE) to large-scale functional screens

  spike-in prjeb53901 a375 prjna326019 targeted crispr computing

• Interpretable prediction models for widespread m6A RNA modification across cell lines and tissues.

  PMID 37995291 · PMC10697738 · Bioinformatics (Oxford, England) · 2023 · 8 claims · 8 setups

  Has reproduction · 79

  CLSM6A is a set of CNN-based deep learning models that predict single-nucleotide-resolution m6A RNA modification sites across eight cell lines and three tissues in H. sapiens

  hct116 a549 brain hek293t miclip m6a-clip-seq m6a-seq

• A cross-species approach to identify transcriptional regulators exemplified for Dnajc22 and Hnf4a.

  PMID 28642491 · PMC5481429 · Scientific reports · 2017 · 8 claims · 8 setups

  Has reproduction · 76

  Hnf4a is a major transcriptional regulator of Dnajc22

  atlas roadmap liver-specific kidney co-expression transcription reanalysis