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).

• 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

• Incorporation of genetic model parameters for cost-effective designs of genetic association studies using DNA pooling.

  PMID 17634103 · PMC1947971 · BMC genomics · 2007 · 8 claims · 4 setups

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  A closed-form approximation to the F-test non-centrality parameter (NCP) incorporating genetic model parameters (disease allele frequency, marker allele frequency, prevalence, genotype relative risk, sample size, genetic model, number of pools/replicates, machine variability) can be used to compute power for DNA pooling association studies

  modeled analytic factorial power

• 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

• 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

• 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

• 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

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  GRF identifies effective features that form highly connected sub-graphs on the underlying biological network

  synthetic tcga embryonic simulation sub-graph reproducibility

• 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

• 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

• 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

• Estimation of relevant variables on high-dimensional biological patterns using iterated weighted kernel functions.

  PMID 18509521 · PMC2396875 · PloS one · 2008 · 7 claims · 6 setups

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  wKIERA combines a weighted-kernel discriminant (kernel perceptron) with an iterative stochastic probability estimation-of-distribution algorithm to estimate a relevance distribution over variables

  serum colon glioblastoma synthetic seldi-tof gene computational

• 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

• 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

• 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

• 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

• A non-parametric meta-analysis approach for combining independent microarray datasets: application using two microarray datasets pertaining to chronic allograft nephropathy.

  PMID 18302764 · PMC2276496 · BMC genomics · 2008 · 8 claims · 6 setups

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  A novel non-parametric meta-analysis approach for combining independent microarray datasets is presented, requiring no distributional assumptions and being logically intuitive.

  kidney same identified additional microarray significance fisher's

• Genome-wide prediction of functional gene-gene interactions inferred from patterns of genetic differentiation in mice and men.

  PMID 18270580 · PMC2217631 · PloS one · 2008 · 8 claims · 6 setups

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  Pairs of unlinked SNPs showing excess genetic differentiation (LD in mouse RILs, Fst in human populations) beyond what simulations/coalescent models predict by chance represent candidate functionally interacting (epistatic) gene pairs.

  bxd simulated subset populations genome-wide simulation genotype-phenotype

• Generative and integrative modeling for transcriptomics with formalin fixed paraffin embedded material.

  PMID 41029822 · PMC12486589 · Journal of translational medicine · 2025 · 8 claims · 6 setups

  Has reproduction · 67

  The negative binomial distribution best fits fRNA-seq transcript counts, with little evidence supporting zero-inflated extensions

  compendium ffpe simulated frna-seq statistical bulk integrity

• Flux balance analysis of mycolic acid pathway: targets for anti-tubercular drugs.

  PMID 16261191 · PMC1246807 · PLoS computational biology · 2005 · 7 claims · 7 setups

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  A comprehensive stoichiometric model of the MAP was built comprising 197 metabolites, 219 reactions, and 28 proteins

  stoichiometric map tuberculosis flux systematic drug