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).

• A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.

  PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups

  Has reproduction · 85

  EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)

  gene same randomized publicly racipe stochastic randomized

• Cancer-specific high-throughput annotation of somatic mutations: computational prediction of driver missense mutations.

  PMID 19654296 · PMC2763410 · Cancer research · 2009 · 7 claims · 7 setups

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  CHASM, a Random Forest-based computational method, was developed to identify and prioritize missense mutations likely to be functional drivers of tumor cell proliferation.

  missense same synthetic tp53 random support principal

• The association of Alu repeats with the generation of potential AU-rich elements (ARE) at 3' untranslated regions.

  PMID 15610565 · PMC544599 · BMC genomics · 2004 · 6 claims · 4 setups

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  Alu repeats are a source of AREs at 3' UTRs of human mRNA, via poly-A regions of Alu generating complementary poly-T/poly-U regions that acquire regular adenine insertions to form ARE motifs.

  utr computationally are repeat positional

• Deducing topology of protein-protein interaction networks from experimentally measured sub-networks.

  PMID 18598366 · PMC2474618 · BMC bioinformatics · 2008 · 7 claims · 6 setups

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  Experimentally measured protein-protein interaction sub-networks are not random samples of their parent networks.

  yeast drosophila networks dppi reanalysis computer repeated

• An integrated in silico-in vitro approach for identifying therapeutic targets against osteoarthritis.

  PMID 36352408 · PMC9648005 · BMC biology · 2022 · 7 claims · 5 setups

  Has reproduction · 84

  A signal transduction/gene regulatory network model of the articular chondrocyte was built combining knowledge-based curation and data-driven (machine learning) network inference

  osteoarthritic articular chondrocyte microarray computational high-throughput

• Screening large-scale association study data: exploiting interactions using random forests.

  PMID 15588316 · PMC545646 · BMC genetics · 2004 · 7 claims · 3 setups

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  Random forest importance measure significantly outperforms the Fisher Exact test as a screening tool when risk SNPs interact.

  simulated same simulation random fisher

• The functional landscape of alternative splicing in hematopoietic lineage commitment.

  PMID 41593078 · PMC12946277 · Nature communications · 2026 · 7 claims · 8 setups

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  FAScore, a Random Forest model integrating 19 dynamic, structural, and conservation features, predicts functional exon-skipping AS events with high accuracy in a species- and lineage-specific manner.

  umbilical bone fetal zebrafish bulk machine exon

• Tri-nucleotide threading for parallel amplification of minute amounts of genomic DNA.

  PMID 16582098 · PMC1421508 · Nucleic acids research · 2006 · 6 claims · 5 setups

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  TnT enables parallel amplification of 75 SNPs from sub-nanogram amounts of genomic DNA

  genomic dbsnp tnt duplex bioinformatic

• Spontaneous symmetry breaking in genome evolution.

  PMID 18367477 · PMC2377439 · Nucleic acids research · 2008 · 6 claims · 3 setups

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  Exon size distributions in sequenced genomes follow a lognormal pattern typical of a random Kolmogoroff fractioning process

  animal homo model genome-wide alternatively computational

• Computational tradeoffs in multiplex PCR assay design for SNP genotyping.

  PMID 16042802 · PMC1190169 · BMC genomics · 2005 · 7 claims · 6 setups

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  Achieving high-multiplexing/high-coverage multiplex PCR designs is subject to a computational phase transition as the SNP-pair compatibility probability crosses a critical threshold

  simulated real chromosome randomly simulation multiplex coverage-vs-n

• Quality control method for RNA-seq using single nucleotide polymorphism allele frequency.

  PMID 25243705 · PMC4231238 · Genes to cells : devoted to molecular & cellular mechanisms · 2014 · 8 claims · 8 setups

  Has reproduction · 50

  SNP allele frequency distributions from RNA-seq reads can detect contaminating cells whose genomic background differs from the target cells; the mode of the distribution reflects the cellular composition while its variance reflects PCR bias.

  mathematical escs pure stap simulation rna-seq contamination

• MetaPepticon: automated prediction of anticancer peptides from microbial genomes and metagenomes.

  PMID 41918857 · PMC13034871 · PeerJ · 2026 · 7 claims · 6 setups

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  MetaPepticon is a modular, end-to-end Snakemake pipeline that predicts ACP candidates directly from raw genomic, metagenomic, transcriptomic, metatranscriptomic reads, assembled contigs, or peptide sequences.

  validated gut representative predicted acp shotgun genome

• Exploring the immunome: A brave new world for human vaccine development.

  PMID 20009527 · PMC2919815 · Human vaccines · 2009 · 7 claims · 7 setups

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  Screening the Mtb proteome in silico for epitopes ('fishing for antigens using epitopes as bait') revealed a remarkable diversity of human immune responses to Mtb proteins without an ascribed function, suggesting human immune response to Mtb is omnivorous rather than focused on single immunodominant proteins.

  mycobacterium subjects francisella autologous epitope-mapping response epitope

• Threshold-dominated regulation hides genetic variation in gene expression networks.

  PMID 18062810 · PMC2238762 · BMC systems biology · 2007 · 8 claims · 2 setups

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  Threshold robustness (insensitivity of a singular/regulating variable's equilibrium value to parameter perturbations, except threshold changes) increases with increasing response function steepness and is present even under Michaelis-Menten conditions, not just in the step-function limit.

  three-gene illustrative numerical analytical

• Compensatory mutations cause excess of antagonistic epistasis in RNA secondary structure folding.

  PMID 12590655 · PMC149451 · BMC evolutionary biology · 2003 · 6 claims · 1 setups

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  RNA secondary structure folding shows a clear prevalence of antagonistic epistasis (β < 1) among reference sequences

  randomly

• Emergent dynamics of underlying regulatory network links EMT and androgen receptor-dependent resistance in prostate cancer.

  PMID 36851919 · PMC9957767 · Computational and structural biotechnology journal · 2023 · 8 claims · 7 setups

  Has reproduction · 78

  Simulations of the EMT-AR crosstalk network reveal four possible phenotypes: epithelial-sensitive (ES), epithelial-resistant (ER), mesenchymal-resistant (MR), and mesenchymal-sensitive (MS), with MS occurring rarely

  gene racipe clinical tcga racipe influence principal

• 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

• Automated recognition of retroviral sequences in genomic data--RetroTector.

  PMID 17636050 · PMC1976444 · Nucleic acids research · 2007 · 8 claims · 8 setups

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  RetroTector uses 'fragment threading' (detection of chains of conserved retroviral motifs satisfying distance constraints) combined with LTR detection and protein reconstruction to identify ERVs in genomic sequences

  reference genome chimpanzee red motif whole-genome simulated

• Bacteriophage Mu integration in yeast and mammalian genomes.

  PMID 18953026 · PMC2602771 · Nucleic acids research · 2008 · 8 claims · 8 setups

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  In vitro-assembled Mu transpososomes, delivered by electroporation, efficiently integrate marker genes into yeast, mouse ES, human HeLa, and human ES cell genomes

  cerevisiae ab2.2 hela fes29 electroporation southern transposition

• Disease-aging network reveals significant roles of aging genes in connecting genetic diseases.

  PMID 19779549 · PMC2739292 · PLoS computational biology · 2009 · 8 claims · 8 setups

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  Human disease genes are much closer to aging genes in the PPI network than expected by chance

  protein-protein randomized dan aging network degree-conserved closeness