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).

• Optimal step length EM algorithm (OSLEM) for the estimation of haplotype frequency and its application in lipoprotein lipase genotyping.

  PMID 12529185 · PMC149347 · BMC bioinformatics · 2003 · 5 claims · 4 setups

  Full-text index only

  OSLEM (Optimal Step Length EM), which approximates an optimal step length via a fixed-point search (D_N = D_{N-1} + λ(D_preN - D_{N-1})), runs about twice as fast as standard EM while producing the same haplotype frequency estimates.

  real tailored blood algorithm snp

• CellFishing.jl: an ultrafast and scalable cell search method for single-cell RNA sequencing.

  PMID 30744683 · PMC6371477 · Genome biology · 2019 · 8 claims · 5 setups

  Has reproduction · 97

  CellFishing.jl achieves accuracy comparable to state-of-the-art software (scmap-cell) but is markedly faster

  scrna-seq shekhar2016 svd lsh hamming

• CCL8 as a promising prognostic factor in diffuse large B-cell lymphoma via M2 macrophage interactions: A bioinformatic analysis of the tumor microenvironment.

  PMID 36072582 · PMC9441746 · Frontiers in immunology · 2022 · 8 claims · 8 setups

  Has reproduction · 81

  Higher stromal and ESTIMATE scores are associated with favorable prognosis in DLBCL

  dlbcl ici-related degs ffpe estimate consensus differential

• Genome-wide identification of specific oligonucleotides using artificial neural network and computational genomic analysis.

  PMID 17518996 · PMC1892811 · BMC bioinformatics · 2007 · 7 claims · 4 setups

  Full-text index only

  The IAB algorithm (integration of ANN and BLAST) identifies genome-wide specific oligos much faster than pure BLAST search while maintaining comparable success rate and cross homology

  tigr xanthomonas xcc ann wu-blast whole-genome

• SNP haplotype tagging from DNA pools of two individuals.

  PMID 12709267 · PMC156884 · BMC bioinformatics · 2003 · 8 claims · 3 setups

  Full-text index only

  An algorithm can reconstruct haplotypes from pools of two individuals' DNA under very general conditions, without requiring Hardy-Weinberg equilibrium.

  add2 pooling computational exhaustive

• A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.

  PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups

  Has reproduction · 91

  DeClust is a reference-profile-free deconvolution method that incorporates molecular subtyping directly into the deconvolution process, outputting cohort-level cancer subtype and stromal reference profiles rather than per-individual profiles

  tcga simulated muscle-invasive ccrcc computational simulation-based deconvolution

• Wx: a neural network-based feature selection algorithm for transcriptomic data.

  PMID 31324856 · PMC6642261 · Scientific reports · 2019 · 8 claims · 8 setups

  Has reproduction · 50

  The Wx algorithm ranks genes using a DI score reflecting each gene's classification power for distinguishing two groups.

  tcga gse72056 gse40419 gse103322 bulk single-cell rna-seq

• Software JimenaE allows efficient dynamic simulations of Boolean networks, centrality and system state analysis.

  PMID 36725967 · PMC9892028 · Scientific reports · 2023 · 8 claims · 4 setups

  Has reproduction · 74

  JimenaE performs systematic, exhaustive calculation of all network system states rather than the heuristic approach used by SQUAD.

  mesenchymal arabidopsis dendritic comparison boolean dynamical network

• 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

• Digital sorting of complex tissues for cell type-specific gene expression profiles.

  PMID 23497278 · PMC3626856 · BMC bioinformatics · 2013 · 8 claims · 8 setups

  Has reproduction · 85

  The Digital Sorting Algorithm (DSA) deconvolves mixed tissue expression into cell type-specific profiles using only marker genes, without requiring prior knowledge of cell type frequencies or in vitro pure-cell profiles.

  liver im-9 immune deconvolved microarray simulation roc

• Reconstructing the genomic architecture of mammalian ancestors using multispecies comparative maps.

  PMID 15601531 · PMC3525001 · Human genomics · 2003 · 8 claims · 4 setups

  Full-text index only

  The MGR algorithm applied to human, mouse, cat and cattle comparative maps can impute an ancestral mammalian genome composed of conserved segments.

  cat mammalian genome grimm-synteny comparative

• PPC: an algorithm for accurate estimation of SNP allele frequencies in small equimolar pools of DNA using data from high density microarrays.

  PMID 16199750 · PMC1240117 · Nucleic acids research · 2005 · 7 claims · 6 setups

  Full-text index only

  The PPC algorithm, which applies a probe-pair-specific second-degree polynomial correction, increases the accuracy of allele frequency estimates from pooled DNA compared with previously described algorithms

  individually reference equimolar independently snp reference pooled

• Transcriptome annotation using tandem SAGE tags.

  PMID 17709346 · PMC2034470 · Nucleic acids research · 2007 · 8 claims · 7 setups

  Full-text index only

  A novel algorithm pairs tandem SAGE tags anchored on two different restriction sites (CATG and GATC) to define tag-delimited genomic sequences (TDGS)

  monocyte-derived unigene genome macrophage sage modified virtual

• Computer-aided identification of polymorphism sets diagnostic for groups of bacterial and viral genetic variants.

  PMID 17672919 · PMC1973086 · BMC bioinformatics · 2007 · 6 claims · 8 setups

  Full-text index only

  The Not-N algorithm, incorporated into the Minimum SNPs program, identifies small marker sets diagnostic for user-defined subgroups of genetic variants with 0% false negatives

  hcv campylobacter yersinia clostridium snp comparative cgh

• Decision tree-driven tandem mass spectrometry for shotgun proteomics.

  PMID 18931669 · PMC2597439 · Nature methods · 2008 · 8 claims · 5 setups

  Full-text index only

  A decision tree (DT) algorithm that selects CAD or ETD per precursor based on z and m/z yields more peptide identifications than either CAD or ETD alone

  saccharomyces proteome embryonic nlc-ms phosphoproteomics sequential

• Assessing batch effects of genotype calling algorithm BRLMM for the Affymetrix GeneChip Human Mapping 500 K array set using 270 HapMap samples.

  PMID 18793462 · PMC2537568 · BMC bioinformatics · 2008 · 8 claims · 4 setups

  Full-text index only

  Batch size affects genotype calling results (call rate and concordance) and the resulting lists of significantly associated SNPs.

  hapmap genotype genotype raw case-control

• Evaluation of two methods for computational HLA haplotypes inference using a real dataset.

  PMID 18230173 · PMC2268655 · BMC bioinformatics · 2008 · 8 claims · 5 setups

  Full-text index only

  PHASE v2.1.1 had the best overall performance in both haplotype construction and frequency calculation compared to Arlequin V3.0

  genotypic unrelated computational direct

• Local combinational variables: an approach used in DNA-binding helix-turn-helix motif prediction with sequence information.

  PMID 19651875 · PMC2761287 · Nucleic acids research · 2009 · 8 claims · 7 setups

  Full-text index only

  The LCV approach predicts HTH motifs with 93.29% accuracy, 93.93% sensitivity and 92.66% specificity using only primary sequence information

  quintessentialset-88 hth same newly lcs svm traditional

• FLYNC: a machine-learning-driven framework for discovering long noncoding RNAs in Drosophila melanogaster.

  PMID 41551930 · PMC12805895 · NAR genomics and bioinformatics · 2026 · 7 claims · 8 setups

  Full-text index only

  FLYNC, an explainable boosting machine (EBM) model, accurately predicts the probability that a newly identified RNA transcript in D. melanogaster is a lncRNA

  melanogaster drosophila automated ebm hyperparameter

• scDBic: a novel deep learning-based biclustering algorithm for analyzing scRNA-seq data.

  PMID 41746287 · PMC13012890 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

  Full-text index only

  scDBic improves cell clustering by combining deep autoencoder-based cell clustering, gene clustering, and reverse-strategy identification of key gene clusters

  e-mtab-3321 e-mtab-2600 gse45719 gse52529 biclustering ablation