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-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

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

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

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  Stronger LD produces higher imputation accuracy rates for all five methods

  simulated real linux genotype computational

• 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

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  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

• 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

• 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

• FineST: contrastive learning integrates histology and spatial transcriptomics for nuclei-resolved ligand-receptor analysis.

  PMID 41839892 · PMC13201544 · Nature communications · 2026 · 8 claims · 6 setups

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  FineST, a bimodal contrastive learning model integrating histology (Virchow2 ViT features) and spatial gene expression, enables nuclei-resolved high-resolution RNA imputation.

  colorectal crc breast he-stained spatial type ccc

• 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

• 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

• VISTA uncovers missing gene expression and spatial-induced information for spatial transcriptomic data analysis.

  PMID 41507434 · PMC12891734 · Communications biology · 2026 · 8 claims · 6 setups

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  VISTA predicts unmeasured gene expression in subcellular spatial transcriptomic data by integrating scRNA-seq and SST through variational inference and geometric deep learning with built-in uncertainty quantification

  brain breast embryo muscle imaging-based sequencing spot-based

• 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

• 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

• 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

• Investigating the genetic association between ERAP1 and ankylosing spondylitis.

  PMID 19692350 · PMC2758148 · Human molecular genetics · 2009 · 8 claims · 8 setups

  Full-text index only

  The genetic association between ERAP1 and AS is confirmed in an independent replication cohort

  patients cases genotype comparison snp meta-analysis resequencing

• 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