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).

• Thermophilic and mesophilic sulfate reduction by rare biosphere bacteria in acidic metal-bearing mine wastes from the temperate climate zone.

  PMID 41345487 · PMC12739157 · Scientific reports · 2025 · 7 claims · 8 setups

  Has reproduction · 52

  Sulfate reduction rates (SRR) at in-situ ambient temperature in acidic Bom-Gorkhon tailings sediments are unexpectedly high, up to 9.86 µmol SO4 cm-3 day-1.

  acidic water bu28s pure radioactive 16s shotgun

• binny: an automated binning algorithm to recover high-quality genomes from complex metagenomic datasets.

  PMID 36239393 · PMC9677464 · Briefings in bioinformatics · 2022 · 8 claims · 8 setups

  Has reproduction · 67

  binny outperforms or is highly competitive with commonly used and state-of-the-art binning methods (MetaBAT2, MaxBin2, CONCOCT, VAMB, SemiBin, MetaDecoder)

  cami real-world metagenomic binned genome binning mag

• 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

• Enabling Single-Cell Drug Response Annotations from Bulk RNA-Seq Using SCAD.

  PMID 36762572 · PMC10104628 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023 · 7 claims · 7 setups

  Has reproduction · 81

  SCAD, a transfer learning framework integrating adversarial discriminative domain adaptation (ADDA), can infer single-cell drug sensitivities by transferring knowledge from bulk RNA-seq pharmacogenomic data (GDSC) to scRNA-seq target domains

  pan-cancer pc9 451lu a375 bulk scrna-seq computational

• PowerBacGWAS: a computational pipeline to perform power calculations for bacterial genome-wide association studies.

  PMID 35338232 · PMC8956664 · Communications biology · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  Two computational approaches (sub-sampling and phenotype-simulation) can be implemented to perform power calculations for bacterial GWAS using existing genome collections, packaged as the PowerBacGWAS pipeline

  enterococcus klebsiella mycobacterium faecium pan-genome burden variant

• Detecting DNA modifications from SMRT sequencing data by modeling sequence context dependence of polymerase kinetic.

  PMID 23516341 · PMC3597545 · PLoS computational biology · 2013 · 8 claims · 7 setups

  Has reproduction · 44

  Local sequence context strongly determines position-specific polymerase kinetic rate: roughly 80% of IPD variation is explained by a 10 bp context (7 bases upstream, 2 bases downstream of the incorporation site), saturating at 7 bases upstream.

  plasmid coli wild-type artificial smrt read-mixing distributional

• Competitive enzymatic reaction to control allele-specific extensions.

  PMID 15767273 · PMC1065263 · Nucleic acids research · 2005 · 6 claims · 7 setups

  Full-text index only

  Protease-mediated allele-specific extension (PrASE) uses competition between polymerase activity and Proteinase K-mediated polymerase degradation to allow extension of perfectly matched primers while eliminating slower mismatched primer extension.

  genomic immobilized four individuals multiplex protease-mediated effect

• Towards alignment independent quantitative assessment of homology detection.

  PMID 17205117 · PMC1762415 · PloS one · 2006 · 8 claims · 6 setups

  Full-text index only

  The Fhom Estimator uses the prevalence of a conserved protein feature (X) in two protein sets to estimate the fraction of true homologs among paired proteins, independent of alignment quality.

  curated homologene swiss-prot fruit signalp homologene-based fhom

• Bayesian prediction of microbial oxygen requirement.

  PMID 26913185 · PMC4743139 · F1000Research · 2013 · 7 claims · 8 setups

  Has reproduction · 76

  A naive Bayesian classifier based on presence/absence of class-associated Pfam-A domains can distinguish three oxygen requirement classes (aerobe, anaerobe, facultative anaerobe) from genome sequence, unlike prior studies that only made pairwise distinctions.

  bacterial selected predicted pfam-a genome gene domain

• Identifying and classifying trait linked polymorphisms in non-reference species by walking coloured de bruijn graphs.

  PMID 23536903 · PMC3607606 · PloS one · 2013 · 8 claims · 9 setups

  Has reproduction · 45

  Bubbleparse detects sequence variants directly from NGS reads without a reference genome, using the coloured de Bruijn graph implementation of Cortex plus a new depth-first bubble-finding module.

  arabidopsis bubbleparse escherichia col-0 reference-free alignment-based sequence

• Using ESTs to improve the accuracy of de novo gene prediction.

  PMID 16817966 · PMC1534067 · BMC bioinformatics · 2006 · 8 claims · 8 setups

  Full-text index only

  TWINSCAN_EST combines EST alignments with TWINSCAN via a trainable 'ESTseq' representation and improves exact gene structure prediction accuracy on the whole C. elegans genome

  elegans genome chromosome novo gene partial

• Organismal complexity, cell differentiation and gene expression: human over mouse.

  PMID 17881362 · PMC2095826 · Nucleic acids research · 2007 · 8 claims · 7 setups

  Full-text index only

  Human shows a greater fraction of tissue-specific genes and a greater ratio of total expression of tissue-specific to housekeeping genes than mouse across 32 homologous tissues

  human-mouse oligonucleotide exon comparative

• Sex-biased evolutionary forces shape genomic patterns of human diversity.

  PMID 18818765 · PMC2538571 · PLoS genetics · 2008 · 7 claims · 5 setups

  Full-text index only

  X-linked diversity is higher than the neutral expectation (0.75) relative to autosomal diversity in all six sampled human populations

  humans population simulated computational resequencing coalescent-based coalescent

• A map of human protein interactions derived from co-expression of human mRNAs and their orthologs.

  PMID 18414481 · PMC2387231 · Molecular systems biology · 2008 · 8 claims · 6 setups

  Full-text index only

  Comparing human mRNA co-expression with co-expression of orthologous gene pairs in five other organisms identifies proteins that physically associate

  genes hela proteins worm co-expression quantitative functional

• A genome search for primary vesicoureteral reflux shows further evidence for genetic heterogeneity.

  PMID 18197425 · PMC2259258 · Pediatric nephrology (Berlin, Germany) · 2008 · 8 claims · 7 setups

  Full-text index only

  Genome-wide linkage analysis identifies several novel loci for primary VUR on chromosomes 1, 3, 4, and 22, supporting genetic heterogeneity.

  patients multiplex index pedigree genome-wide fine-mapping haplotype

• Retentive Network promotes efficient RNA language modeling of long sequences.

  PMID 41814064 · PMC13111708 · Communications biology · 2026 · 8 claims · 6 setups

  Full-text index only

  RNAret, a RetNet-based RNA language model with O(n) complexity, achieves training parallelism and low computational overhead while processing long RNA sequences

  million rnacentral mirtarraw rnastralign self-supervised t-sne mirna-mrna

• Public Omics Explorer (POE): Enabling integrative semantic search across GEO omics datasets based on PubMed publications.

  PMID 41282419 · PMC12636342 · Computational and structural biotechnology journal · 2025 · 7 claims · 3 setups

  Has reproduction · 83

  POE performs literature-informed dataset retrieval by semantically linking GEO datasets and ENA records through associated PubMed publications

  geo pubmed-linked sbiobert comparative manual faiss