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).

• Predicting survival outcomes using subsets of significant genes in prognostic marker studies with microarrays.

  PMID 16549007 · PMC1544357 · BMC bioinformatics · 2006 · 7 claims · 2 setups

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  A methodology combining Cox proportional hazards models with a compound covariate, cross-validated log partial likelihood (ACVL) for predictive accuracy, and permutation-based significance testing can identify an optimal subset of significant genes for survival prediction

  simulated diffuse simulation cdna

• A negative binomial latent factor model for paired microbiome sequencing data.

  PMID 41572173 · PMC12910815 · BMC bioinformatics · 2026 · 8 claims · 2 setups

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  A negative binomial model with a shared taxon-specific latent factor (JNBM) captures cross-site correlation between paired microbiome samples from two body sites.

  synthetic umicro simulation microbiome

• Searching for interpretable rules for disease mutations: a simulated annealing bump hunting strategy.

  PMID 16984653 · PMC1618409 · BMC bioinformatics · 2006 · 8 claims · 6 setups

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  The proposed feature set outperforms existing published feature sets for predicting effects of amino acid substitutions

  coli bacteriophage lac proteins svm simulated pearson

• Is replication the gold standard for validating genome-wide association findings?

  PMID 19112512 · PMC2605260 · PloS one · 2008 · 8 claims · 4 setups

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  The probability of replicating a specific GWA-identified variant decreases as the number of independent GWA/replication studies increases, when individual study power is less than 100%.

  simulated diallelic hypothetical four statistical marker bayesian

• Partially shared multi-modal embedding learns holistic representation of cell state.

  PMID 41741805 · PMC13021527 · Nature computational science · 2026 · 8 claims · 5 setups

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  APOLLO automatically learns partial information sharing between multiple data modalities using an autoencoder with a partially overlapping latent space trained via latent optimization.

  simulated paired single simulation scrna-seq multiplexed

• Estimating sparse regression models in multi-task learning and transfer learning through adaptive penalisation.

  PMID 40674582 · PMC12502914 · Bioinformatics (Oxford, England) · 2025 · 8 claims · 3 setups

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  A two-stage procedure using feature-specific and sign-specific adaptive weights shares information on feature selection, effect direction, and effect size between related regression problems.

  simulated multi-task penalised adaptive hyperparameter

• A hybrid empirical and parametric approach for managing ecosystem complexity: Water quality in Lake Geneva under nonstationary futures.

  PMID 35733249 · PMC9245694 · Proceedings of the National Academy of Sciences of the United States of America · 2022 · 7 claims · 6 setups

  Has reproduction · 69

  A hybrid model combining empirical dynamic modeling (EDM/S-map) for biogeochemical sink terms with the equation-based Simstrat hydrodynamic model for physical source terms produces substantially better historical DOB forecasts than conventional parametric models.

  lake convergent multivariate s-map

• Bayesian survival analysis in genetic association studies.

  PMID 18617538 · PMC2530885 · Bioinformatics (Oxford, England) · 2008 · 7 claims · 5 setups

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  A novel Bayesian method (BETA-Surv) extends prior case-control haplotype-clustering work to censored survival outcomes by clustering haplotypes via gene tree/perfect phylogeny topology and relative mutation age.

  simulated same sanad bayesian univariate partial

• StrainMake: reproducible hybrid metagenomics with MAG recovery and strain-level resolution.

  PMID 42097292 · PMC13188985 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  StrainMake is a Snakemake-based, Conda-managed workflow for de novo metagenomic analysis from short, long, or hybrid sequencing data.

  cami high-quality recovered gut metagenome metagenomic mag

• 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

• Comparing time series transcriptome data between plants using a network module finding algorithm.

  PMID 31164912 · PMC6544932 · Plant methods · 2019 · 8 claims · 6 setups

  Has reproduction · 59

  Converting gene expression patterns into co-expression networks and applying a cross-species network module finding algorithm (OrthoClust with simulated annealing) solves the problem of matching developmental stages between two species without requiring one-to-one stage mapping.

  soybean arabidopsis cross-species module reciprocal bulk co-expression

• TEMP: a computational method for analyzing transposable element polymorphism in populations.

  PMID 24753423 · PMC4066757 · Nucleic acids research · 2014 · 8 claims · 8 setups

  Has reproduction · 61

  TEMP combines pair-end (discordant) read and split (soft-clipped) read information to identify both presence and absence of TE insertions in genomic DNA from heterogeneous/pooled samples.

  drosophila five four melanogaster simulated comparative whole-genome

• STARCall integrates image stitching, alignment, and read calling to enable scalable analysis of in situ sequencing data.

  PMID 42044152 · PMC13160441 · PLoS computational biology · 2026 · 8 claims · 8 setups

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  STARCall combines image stitching and cross-cycle alignment into a single joint optimization step (via ConStitch) that minimizes both inter-cycle and intra-cycle alignment error.

  stem slice a549 u2os image situ simulated

• Mouse-Geneformer: A deep learning model for mouse single-cell transcriptome and its cross-species utility.

  PMID 40106407 · PMC11964219 · PLoS genetics · 2025 · 7 claims · 6 setups

  Has reproduction · 95

  Mouse-Geneformer, a Transformer Encoder model pre-trained via masked-token self-supervised learning on mouse-Genecorpus-20M, was successfully constructed following the original human Geneformer architecture.

  healthy scrna-seq disease scrna-seq type perturbation

• CanCellCap: robust cancer cell capture across tissue types on single-cell RNA-seq data by multi-domain learning.

  PMID 40739511 · PMC12312500 · BMC biology · 2025 · 8 claims · 7 setups

  Has reproduction · 42

  CanCellCap identifies cancer cells in scRNA-seq data across 13 tissue types, 23 cancer types, and 7 sequencing platforms with 0.977 average accuracy

  cancer testing sequencing unseen scrna-seq spatial

• Structural organization and interactions of transmembrane domains in tetraspanin proteins.

  PMID 15985154 · PMC1190194 · BMC structural biology · 2005 · 8 claims · 5 setups

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  TM1, TM2 and TM3 of human tetraspanins display a distinct heptad repeat motif (abcdefg)n, while TM4 lacks this motif.

  tetraspanin cd9 gfp single-cysteine sequence cross-species fluorescence

• Early life-stage thermal resilience is determined by climate-linked regulatory variation.

  PMID 41505517 · PMC12799179 · Proceedings of the National Academy of Sciences of the United States of America · 2026 · 8 claims · 8 setups

  Has reproduction · 64

  Embryonic heat tolerance in D. melanogaster is determined by climate-linked regulatory genetic variation at loci on chromosomes 2R and X

  melanogaster simulated synthetic wild-collected heat-shock pool-seq drift-only

• High-resolution mapping of transcriptional dynamics across tissue development reveals a stable mRNA-tRNA interface.

  PMID 25122613 · PMC4216921 · Genome research · 2014 · 8 claims · 7 setups

  Has reproduction · 87

  mRNA codon and amino acid pools are highly stable across mouse development and across tissues, simply reflecting the genomic background distribution of any possible transcriptome.

  c57bl strand-specific pol computational

• Automated recognition of retroviral sequences in genomic data--RetroTector.

  PMID 17636050 · PMC1976444 · Nucleic acids research · 2007 · 8 claims · 8 setups

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  RetroTector uses 'fragment threading' (detection of chains of conserved retroviral motifs satisfying distance constraints) combined with LTR detection and protein reconstruction to identify ERVs in genomic sequences

  reference genome chimpanzee red motif whole-genome simulated

• Applicability of DNA pools on 500 K SNP microarrays for cost-effective initial screens in genomewide association studies.

  PMID 17610740 · PMC1925094 · BMC genomics · 2007 · 8 claims · 5 setups

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  SNP-MaP can be effectively applied to the Affymetrix 500K GeneChip, providing a cost-effective, reliable and valid initial genomewide screen

  independent ceph same unrelated snp individual simulated