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).

• Machine learning-predicted chromatin organization landscape across pediatric tumors.

  PMID 41904260 · PMC13039956 · Scientific reports · 2026 · 8 claims · 5 setups

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  SuPreMo-Akita (built on the Akita CNN) enables systematic in silico prediction of somatic SV effects on 3D genome folding across large SV cohorts where experimental testing is infeasible

  somatic per-sample tumor paired mutagenesis dimensionality h3k27ac

• The evolution of gene regulation in mammalian cerebellum development.

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

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  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

• Fabry disease: identification of 50 novel alpha-galactosidase A mutations causing the classic phenotype and three-dimensional structural analysis of 29 missense mutations.

  PMID 16595074 · PMC3500179 · Human genomics · 2006 · 8 claims · 7 setups

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  50 novel α-Gal A mutations were identified in 49 of 66 unrelated families with classic Fabry disease.

  genomic α-gal cos-7 transcripts pcr southern microsatellite

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

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

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  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

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

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

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  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

• 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

• SNAP predicts effect of mutations on protein function.

  PMID 18757876 · PMC2562009 · Bioinformatics (Oxford, England) · 2008 · 8 claims · 3 setups

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  SNAP is a publicly available web-server implementation predicting functional effects (neutral/non-neutral) of single amino acid substitutions.

  mutant insulin neural alanine mutation

• 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

• Mutational analysis of human CEACAM1: the potential of receptor polymorphism in increasing host susceptibility to bacterial infection.

  PMID 16953805 · PMC1859983 · Cellular microbiology · 2007 · 7 claims · 8 setups

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  Ile-91 is the primary docking residue required for binding of all tested Nm and Hi strains to CEACAM1, despite structural diversity of bacterial ligands

  ceacam1 meningitidis influenzae ha3 homology site-directed receptor

• Efficient algorithms for probing the RNA mutation landscape.

  PMID 18688270 · PMC2475669 · PLoS computational biology · 2008 · 8 claims · 4 setups

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  RNAmutants generalizes McCaskill's partition function algorithm to sum over the grand canonical ensemble of all secondary structures of all k-point mutants, simultaneously computing MFE(k) and Z(k) for each k

  element hepatitis hiv utr partition deleterious mutation

• Flux balance analysis of mycolic acid pathway: targets for anti-tubercular drugs.

  PMID 16261191 · PMC1246807 · PLoS computational biology · 2005 · 7 claims · 7 setups

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  A comprehensive stoichiometric model of the MAP was built comprising 197 metabolites, 219 reactions, and 28 proteins

  stoichiometric map tuberculosis flux systematic drug

• Evolution of variants of yeast site-specific recombinase Flp that utilize native genomic sequences as recombination target sites.

  PMID 17003057 · PMC1635253 · Nucleic acids research · 2006 · 8 claims · 8 setups

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  Stepwise directed evolution using chimeric FLRT (FRT/genomic hybrid) intermediate sites can generate Flp variants capable of recombining native genomic FRT-like sequences from the human IL10 gene (FL-IL10A, FL-IL10B).

  coli flp il10 flp-holliday recombination site-specific computational

• SNAP: predict effect of non-synonymous polymorphisms on function.

  PMID 17526529 · PMC1920242 · Nucleic acids research · 2007 · 7 claims · 8 setups

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  SNAP, a neural network-based method using sequence-derived information, predicts whether a non-synonymous SNP is neutral or non-neutral for protein function

  combined escherichia bacteriophage hiv-1 neural benchmark comparative

• A MANBA mutation resulting in residual beta-mannosidase activity associated with severe leukoencephalopathy: a possible pseudodeficiency variant.

  PMID 19728872 · PMC2745377 · BMC medical genetics · 2009 · 8 claims · 7 setups

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  A novel homozygous missense mutation, c.1922G>A (p.Arg641His), in MANBA was identified in a patient with severe neurological disease featuring pyramidal and cerebellar involvement, a phenotype not previously reported in β-mannosidosis.

  family hek293t lymphoid pcr-amplified fluorometric site-directed western

• targetTB: a target identification pipeline for Mycobacterium tuberculosis through an interactome, reactome and genome-scale structural analysis.

  PMID 19099550 · PMC2651862 · BMC systems biology · 2008 · 8 claims · 8 setups

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  A comprehensive in silico target identification pipeline (targetTB) integrating interactome, reactome, essentiality, sequence and structural analyses can identify high-confidence drug targets for Mtb

  tuberculosis mtb protein-protein flux transposon

• Prediction of specificity-determining residues for small-molecule kinase inhibitors.

  PMID 19032760 · PMC2655090 · BMC bioinformatics · 2008 · 8 claims · 5 setups

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  S-Filter is a novel method combining sequence and structural information (within PFAAT) to predict specificity-determining residues and selectivity profiles for small-molecule kinase inhibitors

  panel kinase-inhibitor sequence erk2 caliper radiometric solvent

• 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

• An "omics" approach to uropathogenic Escherichia coli vaccinology.

  PMID 19758805 · PMC2770165 · Trends in microbiology · 2009 · 8 claims · 8 setups

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  An 'omics'-based screening strategy integrating genomic, proteomic, and metabolomic data can identify PASivE UPEC proteins as vaccine candidates

  upec vaccination comparative two-dimensional

• Structural organization and interactions of transmembrane domains in tetraspanin proteins.

  PMID 15985154 · PMC1190194 · BMC structural biology · 2005 · 8 claims · 5 setups

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  TM1, TM2 and TM3 of human tetraspanins display a distinct heptad repeat motif (abcdefg)n, while TM4 lacks this motif.

  tetraspanin cd9 gfp single-cysteine sequence cross-species fluorescence

• Reduced secretion of fibulin 5 in age-related macular degeneration and cutis laxa.

  PMID 16652333 · PMC1828612 · Human mutation · 2006 · 7 claims · 6 setups

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  FBLN5 missense mutations are associated with ARMD in a European (UK/Dutch) cohort, confirming prior US findings

  armd dutch fibulin pef6-ssflag mutation computational site-directed