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).

• SGCP: a spectral self-learning method for clustering genes in co-expression networks.

  PMID 38956463 · PMC11221046 · BMC bioinformatics · 2024 · 7 claims · 4 setups

  Has reproduction · 51

  SGCP, a spectral self-learning method, yields gene co-expression modules with higher GO enrichment than WGCNA, CoExpNets, and CEMiTool across 12 real gene expression datasets.

  real microarray rna-seq same gene dna-microarray rna-sequencing

• ScLRTC: imputation for single-cell RNA-seq data via low-rank tensor completion.

  PMID 34844559 · PMC8628418 · BMC genomics · 2021 · 8 claims · 8 setups

  Has reproduction · 85

  scLRTC imputes dropout entries closest to the original expression values on simulated datasets, outperforming other state-of-the-art methods by SSE and PCC.

  usoskin pollen zeisel yan scrna-seq umap masking

• ConNIS and labeling instability: New statistical methods for improving the detection of essential genes in TraDIS libraries.

  PMID 41790830 · PMC12991369 · PLoS computational biology · 2026 · 7 claims · 4 setups

  Has reproduction · 83

  ConNIS provides an analytic probability distribution for the length of the longest insertion-free sequence within a gene, given gene length and expected insertion count.

  synthetic four real tradis simulation semi-synthetic real-world

• miRNAMap 2.0: genomic maps of microRNAs in metazoan genomes.

  PMID 18029362 · PMC2238982 · Nucleic acids research · 2008 · 8 claims · 6 setups

  Full-text index only

  miRNAMap 2.0 is a resource collecting experimentally verified miRNAs and experimentally verified miRNA target genes in human, mouse, rat and other metazoan genomes

  major tissues conserved predicted quantitative bead-based microarray

• 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

• TransOrGAN: An Artificial Intelligence Mapping of Rat Transcriptomic Profiles between Organs, Ages, and Sexes.

  PMID 37200521 · PMC10433534 · Chemical research in toxicology · 2023 · 8 claims · 5 setups

  Has reproduction · 84

  TransOrGAN can infer transcriptomic profiles between any 2 of 9 rat organs with an average cosine similarity of 0.984 versus real profiles

  fischer computational transcriptomic same bulk gan-based autoencoder

• A method for accurate detection of genomic microdeletions using real-time quantitative PCR.

  PMID 16351727 · PMC1327677 · BMC genomics · 2005 · 8 claims · 5 setups

  Full-text index only

  A qPCR method using unique-sequence primers can reproducibly detect chromosomal microdeletions and microduplications

  genomic genome pcr real-time fluorescence sequence

• Expanding CEP290 mutational spectrum in ciliopathies.

  PMID 19764032 · PMC4340070 · American journal of medical genetics. Part A · 2009 · 7 claims · 4 setups

  Full-text index only

  A large heterozygous genomic deletion spanning the CEP290 C-terminus (exons 42-54) was identified in a JSRD-COR patient previously known to carry only one CEP290 point mutation.

  peripheral genomic quantitative cdna pcr

• treeclimbR pinpoints the data-dependent resolution of hierarchical hypotheses.

  PMID 34001188 · PMC8127214 · Genome biology · 2021 · 7 claims · 6 setups

  Has reproduction · 73

  treeclimbR proposes multiple candidate resolutions on a tree and selects the optimal one in a data-driven manner using three criteria (FDR-controlling range of t, number of rejected leaves, fewest internal nodes)

  synthetic semi-simulated microbiome mirna differential microbiome microrna

• Identification and validation of a metabolic-related gene risk model predicting the prognosis of lung, colon, and breast cancers.

  PMID 39779736 · PMC11711664 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 74

  540 DEGs overlap across breast, colorectal, and lung cancers out of 11,384 DEGs analyzed

  breast colorectal lung common microarray kegg protein-protein

• Genetic Dissection of Tissue-Specific Apolipoprotein E Function for Hypercholesterolemia and Diet-Induced Obesity.

  PMID 26695075 · PMC4687855 · PloS one · 2015 · 8 claims · 8 setups

  Has reproduction

  Hepatocyte apoE is required for normal VLDL production and protects against diet-induced dyslipidemia

  liver plasma pooled real-time western elisa

• 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

• Insights into the coupling of duplication events and macroevolution from an age profile of animal transmembrane gene families.

  PMID 16895434 · PMC1534073 · PLoS computational biology · 2006 · 8 claims · 7 setups

  Full-text index only

  The density of transmembrane gene duplicates positively correlates with the estimated maximum number of cell types of common ancestors

  transmembrane simulated age duplicate maximum kernel monte

• MiPred: classification of real and pseudo microRNA precursors using random forest prediction model with combined features.

  PMID 17553836 · PMC1933124 · Nucleic acids research · 2007 · 8 claims · 8 setups

  Full-text index only

  A hybrid feature combining local contiguous triplet structure-sequence composition, MFE of the secondary structure, and P-value of a randomization test improves classification of real vs pseudo pre-miRNAs

  real combined pre-mirna training random independent repeated

• Adjustment of genomic waves in signal intensities from whole-genome SNP genotyping platforms.

  PMID 18784189 · PMC2577347 · Nucleic acids research · 2008 · 8 claims · 6 setups

  Full-text index only

  Genomic waves are present in both Illumina and Affymetrix SNP genotyping arrays, confirming they are not platform-specific

  representative illumina six snp serial concentration

• DeepGSEA: explainable deep gene set enrichment analysis for single-cell transcriptomic data.

  PMID 38950178 · PMC11236288 · Bioinformatics (Oxford, England) · 2024 · 8 claims · 2 setups

  Has reproduction · 40

  DeepGSEA is an explainable deep gene set enrichment analysis method built on interpretable, prototype-based neural networks.

  simulated real-world simulation scrna-seq-based

• On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve.

  PMID 18076765 · PMC2211327 · BMC bioinformatics · 2007 · 8 claims · 4 setups

  Full-text index only

  The TGDR-AUC algorithm regularizes the empirical AUC by replacing the non-differentiable 0-1 loss with a smooth sigmoid surrogate function and applies constrained threshold gradient descent regularization

  simulated serum preprocessed simulation mass high-resolution

• A comparative study on recombination activity in cattle.

  PMID 41942849 · PMC13067647 · Genetics, selection, evolution : GSE · 2026 · 8 claims · 8 setups

  Has reproduction · 93

  Genotype data with high systematic missingness across breeds and arrays can be streamlined and analysed with three complementary recombination-estimation approaches (HMM-based LINKPHASE3, deterministic hsphase, likelihood-based hsrecombi)

  six paternal alphasimr-simulated brown snp recombination simulation

• Tracing human genetic histories and natural selection with precise local ancestry inference.

  PMID 40379651 · PMC12084304 · Nature communications · 2025 · 7 claims · 7 setups

  Has reproduction · 76

  Orchestra, a two-stage LAI method combining a recombination-distance base layer with a deep learning (convolutional + attention) smoothing module, outperforms RFmix, FLARE and Gnomix in precision and recall across simulated admixture generations.

  1kgp-16pops independent simulated 1kgp simulated population-level local

• Cubic exact solutions for the estimation of pairwise haplotype frequencies: implications for linkage disequilibrium analyses and a web tool 'CubeX'.

  PMID 17980034 · PMC2180187 · BMC bioinformatics · 2007 · 6 claims · 4 setups

  Full-text index only

  CubeX, a Python program/web tool, computes the exact algebraic (Cardan/Nickalls) solution(s) of Hill's cubic equation to estimate pairwise haplotype frequencies, D', r2 and chi-square for each solution

  simulated real apoe igf2 cubic pairwise haplotype