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).

• Imputation of missing genotypes: an empirical evaluation of IMPUTE.

  PMID 19077279 · PMC2636842 · BMC genetics · 2008 · 8 claims · 7 setups

  Full-text index only

  IMPUTE achieves 97% median genotype imputation accuracy in Caucasian (NNC) subjects when <10% of SNPs are untyped

  caucasian african random thai genome-wide chromosome principal

• Imputation-based analysis of association studies: candidate regions and quantitative traits.

  PMID 17676998 · PMC1934390 · PLoS genetics · 2007 · 8 claims · 2 setups

  Full-text index only

  Imputation-based Bayesian regression increases power to detect association compared with standard single-SNP tests, even when the causal variant is directly typed

  study phenotyped genotype bayesian

• High performance imputation of structural and single nucleotide variants using low-coverage whole genome sequencing.

  PMID 40155798 · PMC11951665 · Genetics, selection, evolution : GSE · 2025 · 7 claims · 6 setups

  Has reproduction · 85

  SNVs are imputed with high accuracy and recall across all tested WGS depths (1-4x), including in samples external to the reference panel.

  atlantic low-coverage genotyping genome

• 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

• Evaluating imputation methods for accurate estimation of cell population fractions in single-cell RNA sequencing.

  PMID 41503159 · PMC12770975 · NAR genomics and bioinformatics · 2026 · 8 claims · 6 setups

  Full-text index only

  Eight prominent imputation methods (MAGIC, SAVER, scVI, DCA, scBiG, kNN-smoothing, scImpute, ALRA) were systematically evaluated for their ability to recover the true non-zero expression fraction using simulated and real-world scRNA-seq data

  basal tracheal airway k562 simulated scrna-seq imputation

• Analyses and comparison of accuracy of different genotype imputation methods.

  PMID 18958166 · PMC2569208 · PloS one · 2008 · 8 claims · 3 setups

  Full-text index only

  Stronger LD produces higher imputation accuracy rates for all five methods

  simulated real linux genotype computational

• SpaGene: A Deep Adversarial Framework for Spatial Gene Imputation.

  PMID 42146899 · PMC13176606 · Computational and structural biotechnology journal · 2026 · 8 claims · 6 setups

  Has reproduction · 74

  SpaGene improves average PCC and SSIM and reduces RMSE compared to 6 baseline methods (SpaGE, gimVI, Tangram, VISTA, spRefine, stDiff) across 8 diverse ST-SC dataset pairs under gene-holdout evaluation.

  pairs nanostring st-sc osmfish_zeisel st-sc 5-fold spatially

• Spatial information matters: are traditional imputation methods effective for spatial transcriptomics data?

  PMID 41627342 · PMC12862982 · Briefings in bioinformatics · 2026 · 7 claims · 3 setups

  Has reproduction · 89

  No single existing SOTA imputation method consistently performs well across newer SRT platforms/datasets

  datasets srt same computational proposed

• Cost-effectively dissecting the genetic architecture of complex wool traits in rabbits by low-coverage sequencing.

  PMID 36401180 · PMC9673297 · Genetics, selection, evolution : GSE · 2022 · 8 claims · 8 setups

  Has reproduction · 50

  BaseVar + STITCH at 1.0X sequencing depth with a sample size >300 achieves the highest genotyping accuracy among tested imputation strategies (genotype concordance >98.8%, genotype accuracy >0.97).

  angora domesticated candidate low-coverage multivariate principal

• Genome-wide association studies of MRI-defined brain infarcts: meta-analysis from the CHARGE Consortium.

  PMID 20044523 · PMC2923092 · Stroke · 2010 · 8 claims · 6 setups

  Full-text index only

  SNP rs2208454 in intron 3 of MACROD2 (near FLRT3, chr20p12) is associated with lower risk of covert MRI-infarcts (OR=0.76, p=4.64x10-7)

  stroke-free elderly african-american cardiovascular genome-wide direct expression

• Assessment of genotyping array performance for genome-wide association studies and imputation in African cattle.

  PMID 36057548 · PMC9441065 · Genetics, selection, evolution : GSE · 2022 · 8 claims · 6 setups

  Has reproduction · 90

  Commercially available genotyping arrays are not effective at capturing variants that segregate among African indicine cattle compared to African and European taurine cattle.

  wgs european global array whole-genome array-vs-wgs masked-genotype

• Genomic prediction based on selective linkage disequilibrium pruning of low-coverage whole-genome sequence variants in a pure Duroc population.

  PMID 37853325 · PMC10583454 · Genetics, selection, evolution : GSE · 2023 · 5 claims · 6 setups

  Has reproduction

  SLDP selects a subset of WGS variants using GWAS prior information (P-value threshold) combined with LD pruning (r2) to improve genomic prediction accuracy.

  duroc discovery training real low-coverage genome-wide genomic

• Expression quantitative trait loci in sheep liver and muscle contribute to variations in meat traits.

  PMID 33461502 · PMC7812657 · Genetics, selection, evolution : GSE · 2021 · 7 claims · 5 setups

  Has reproduction · 90

  Gene expression, exon expression, and intron excision ratio (splicing) molecular phenotypes are significantly heritable in sheep liver and muscle

  liver sheep sequencing snp heritability

• snpQT: flexible, reproducible, and comprehensive quality control and imputation of genomic data.

  PMID 34900230 · PMC8637247 · F1000Research · 2021 · 8 claims · 4 setups

  Has reproduction · 67

  snpQT is a scalable, stand-alone software pipeline using nextflow and BioContainers for comprehensive, reproducible, interactive QC of human genomic data.

  synthetic amyotrophic user snp-array gwas population

• PolyGenie: a reproducible Nextflow pipeline for phenome-wide association studies using polygenic risk scores.

  PMID 42272542 · PMC13247587 · NAR genomics and bioinformatics · 2026 · 7 claims · 6 setups

  Full-text index only

  PolyGenie is an open-source Nextflow pipeline that takes precomputed PRS and phenotype data as input and performs scalable PheWAS analysis across binary and continuous outcomes

  gcat phewas genome-wide genotype

• Accurate sequence variant genotyping in cattle using variation-aware genome graphs.

  PMID 31092189 · PMC6521551 · Genetics, selection, evolution : GSE · 2019 · 8 claims · 7 setups

  Has reproduction · 45

  Graphtyper outperformed GATK and SAMtools in genotype concordance, non-reference sensitivity, and non-reference discrepancy compared to microarray genotypes

  original sire-son whole-genome multi-sample graph-based

• Estimates of recent and historical effective population size in turbot, seabream, seabass and carp selective breeding programmes.

  PMID 34742227 · PMC8572424 · Genetics, selection, evolution : GSE · 2021 · 8 claims · 8 setups

  Has reproduction · 53

  Current (recent) effective population size is equal to or less than 50 fish in all analysed farmed populations

  turbot gilthead european common rad genotype decay

• Evaluating Distribution and Prognostic Value of New Tumor-Infiltrating Lymphocytes in HCC Based on a scRNA-Seq Study With CIBERSORTx.

  PMID 33043022 · PMC7527443 · Frontiers in medicine · 2020 · 6 claims · 8 setups

  Has reproduction · 78

  CIBERSORTx can combine scRNA-seq-derived signature matrices with bulk RNA-seq data to estimate proportions of 11 TIL subsets in HCC tumor and normal tissue

  tcga degs cd4-gzma prognostic scrna-seq cibersortx differential

• COVID-19 vaccination atlas using an integrative systems vaccinology approach.

  PMID 40456760 · PMC12130191 · NPJ vaccines · 2025 · 8 claims · 6 setups

  Has reproduction · 69

  mRNA vaccines induce transient but strong immune responses after booster doses

  pbmcs immune pbmc bulk gene principal

• Leveraging RNA-seq deconvolution to improve complex in vitro model characterization.

  PMID 40701251 · PMC12391696 · The Journal of biological chemistry · 2025 · 8 claims · 6 setups

  Has reproduction · 67

  RNA-seq deconvolution can predict cell type proportions from bulk RNA-seq using scRNA-seq references, offering a useful characterization tool for CIVMs where single-cell methods are impractical

  intestine rodent duodenal neonatal bulk scrna-seq marker