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).

• Evaluation of six methods for estimating synonymous and nonsynonymous substitution rates.

  PMID 17127215 · PMC5054070 · Genomics, proteomics & bioinformatics · 2006 · 8 claims · 4 setups

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  Incorporating more sequence evolution features (transition/transversion bias, nucleotide/codon frequency bias) into Ka/Ks estimation methods yields more accurate and reliable estimates.

  simulated computer

• Benchmarking tools for the alignment of functional noncoding DNA.

  PMID 14736341 · PMC344529 · BMC bioinformatics · 2004 · 8 claims · 4 setups

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  Global alignment tools (Avid, ClustalW, Lagan, Needle, DiAlign-G) typically have higher sensitivity over entire noncoding sequences and within constrained blocks than local tools

  simulated melanogaster sapiens sequence pairwise genome

• Revealing the critical state and identifying individualized dynamic network biomarker for type 2 diabetes through advanced analysis methods on individual basis.

  PMID 39890881 · PMC11785715 · Scientific reports · 2025 · 8 claims · 5 setups

  Has reproduction · 75

  sJSD, NIG, and TNFE methods can detect critical states/tipping points before disease deterioration using only a single sample

  simulated adipose gastrocnemius dnb numerical microarray protein-protein

• Iterative class discovery and feature selection using Minimal Spanning Trees.

  PMID 15355552 · PMC520744 · BMC bioinformatics · 2004 · 7 claims · 5 setups

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  Iterating between MST-based clustering and t-statistic feature selection removes noise genes step-wise while sharpening the sample clustering

  simulated breast acute diffuse synthetic cdna microarray

• Computing Ka and Ks with a consideration of unequal transitional substitutions.

  PMID 16740169 · PMC1552089 · BMC evolutionary biology · 2006 · 7 claims · 7 setups

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  MYN, a modified version of the Yang-Nielsen (YN) algorithm based on the Tamura-Nei Model, allows unequal transitional substitution rates between purines (κR) and pyrimidines (κY) plus codon frequency bias

  simulated pairs human-mouse human-dog computer comparative

• OTMODE: an optimal transport theory-based framework for identifying differential features in single-cell multi-omics data.

  PMID 41335419 · PMC12766913 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  OTMODE, using an unbalanced Sinkhorn algorithm and Wald test, improves differential feature identification in single-cell multi-omics data

  simulated classical degs naive simulated bulk real

• scTWAS: a powerful statistical framework for single-cell transcriptome-wide association studies.

  PMID 41820391 · PMC13121454 · Nature communications · 2026 · 8 claims · 5 setups

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  scTWAS uses a latent-variable expression-measurement model combined with a moment-based regression to more accurately estimate genetic regulation of gene expression from single-cell data, improving GReX prediction across cell types and datasets

  onek1k-derived onek1k-based immune brain simulated two-sample stage

• SPRINT: a new parallel framework for R.

  PMID 19114001 · PMC2628907 · BMC bioinformatics · 2008 · 8 claims · 1 setups

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  SPRINT is a prototype R framework that wraps parallelised functions, requiring minimal modification to existing sequential R scripts and no parallel programming expertise from the user

  simulated pairwise

• SIRE 2.0: a novel method for estimating polygenic host effects underlying infectious disease transmission, and analytical expressions for prediction accuracies.

  PMID 40169992 · PMC11963337 · Genetics, selection, evolution : GSE · 2025 · 8 claims · 2 setups

  Has reproduction · 83

  SIRE 2.0 is a novel Bayesian methodology and software tool for estimating polygenic contributions (variance components and additive genetic effects) to host susceptibility, infectivity and recoverability from temporal epidemic data using pedigree/genomic relationship matrices.

  simulated bayesian systematic

• sCellST predicts single-cell gene expression from H& E images.

  PMID 41513659 · PMC12858858 · Nature communications · 2026 · 7 claims · 6 setups

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  sCellST is a weakly supervised (Multiple Instance Learning) deep learning framework that predicts single-cell gene expression from H&E images alone, trained using paired spatial transcriptomics (Visium) and H&E slides

  ovarian kidney prostate breast simulation spot-level nucleus

• Computational tradeoffs in multiplex PCR assay design for SNP genotyping.

  PMID 16042802 · PMC1190169 · BMC genomics · 2005 · 7 claims · 6 setups

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  Achieving high-multiplexing/high-coverage multiplex PCR designs is subject to a computational phase transition as the SNP-pair compatibility probability crosses a critical threshold

  simulated real chromosome randomly simulation multiplex coverage-vs-n

• A machine learning approach uncovers principles and determinants of eukaryotic ribosome pausing.

  PMID 39423268 · PMC11488575 · Science advances · 2024 · 8 claims · 5 setups

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  An unsupervised ML pipeline using the extended isolation forest (EIF) algorithm can reliably detect ribosome pausing sites from noisy, coverage-biased RiboSeq data across expression levels

  saccharomyces simulated yeast riboseq simulated comparative

• nf-core/viralmetagenome: A novel pipeline for untargeted viral genome reconstruction.

  PMID 42057295 · PMC13141149 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  nf-core/viralmetagenome is a Nextflow pipeline that automates untargeted reconstruction and variant analysis of eukaryotic DNA and RNA viruses from short-read metagenomic or hybridisation-capture data.

  real simulated seven pipeline metagenomic simulated clinical

• PedGenie: an analysis approach for genetic association testing in extended pedigrees and genealogies of arbitrary size.

  PMID 16620382 · PMC1459209 · BMC bioinformatics · 2006 · 7 claims · 3 setups

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  PedGenie is a valid, flexible statistical tool for genetic association analysis in pedigrees of arbitrary size and structure using Monte Carlo significance testing

  simulated gaw12 breast monte pedigree-based genetic

• Calculating expected DNA remnants from ancient founding events in human population genetics.

  PMID 18928554 · PMC2588638 · BMC genetics · 2008 · 8 claims · 3 setups

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  Genetic parameters (native/migrant population size, mutation rate, generations since admixture) strongly determine the final frequency of migrant alleles detectable today.

  simulated forward-based size

• saseR: juggling offsets unlocks RNA-seq tools for fast and scalable differential usage, aberrant splicing and expression retrieval.

  PMID 41709279 · PMC13019952 · Genome biology · 2026 · 8 claims · 5 setups

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  Replacing the library-size offset with the log of the total gene count in NB-based bulk RNA-seq models (edgeR/DESeq2) lets the mean-model parameters be interpreted as transcript/exon usage, unlocking these tools for differential usage and aberrant splicing without DEXSeq-style subject-specific blocking covariates.

  simulated bulk cohort aberrant differential exon

• Forseti: a mechanistic and predictive model of the splicing status of scRNA-seq reads.

  PMID 38940130 · PMC11256924 · Bioinformatics (Oxford, England) · 2024 · 7 claims · 5 setups

  Has reproduction · 87

  Forseti is the first probabilistic model for resolving the splicing status of exonic scRNA-seq reads by scoring putative fragments linking read alignments to proximate priming sites

  training simulated held-out paired-end cubic mlp

• Computation of haplotypes on SNPs subsets: advantage of the "global method".

  PMID 17067372 · PMC1636337 · BMC genetics · 2006 · 6 claims · 4 setups

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  The global method for subhaplotyping always yields a lower error rate than the direct method across datasets and SNP subset sizes

  gh1 apoe coalescent-model-simulated griv computational genetic

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

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

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  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

• Genome-wide identification of human functional DNA using a neutral indel model.

  PMID 16410828 · PMC1326222 · PLoS computational biology · 2006 · 8 claims · 8 setups

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  A neutral indel model predicting a geometric distribution of intergap segment (IGS) lengths fits human-mouse ancestral repeat (AR) alignment data excellently

  chromosome human-mouse genome individual whole-genome probabilistic comparative