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).

• A statistical model to identify differentially expressed proteins in 2D PAGE gels.

  PMID 19763172 · PMC2734266 · PLoS computational biology · 2009 · 7 claims · 5 setups

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  A mixture likelihood model incorporating both detected and non-detected proteins has higher statistical power to detect differential expression than standard approaches like the Student's t-test.

  plasma simulated page 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

• Multilocus analysis of SNP and metabolic data within a given pathway.

  PMID 16412218 · PMC1382210 · BMC genomics · 2006 · 8 claims · 7 setups

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  The combinatorial partitioning method (CPM) with optimal thresholds can identify SNPs associated with quantitative metabolite levels rather than only categorical traits.

  healthy plasma genomic chi-square combinatorial leave-one-out

• On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve.

  PMID 18076765 · PMC2211327 · BMC bioinformatics · 2007 · 8 claims · 4 setups

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  The TGDR-AUC algorithm regularizes the empirical AUC by replacing the non-differentiable 0-1 loss with a smooth sigmoid surrogate function and applies constrained threshold gradient descent regularization

  simulated serum preprocessed simulation mass high-resolution

• RADAR: differential analysis of MeRIP-seq data with a random effect model.

  PMID 31870409 · PMC6927177 · Genome biology · 2019 · 8 claims · 6 setups

  Has reproduction · 10

  RADAR is a novel analytical tool for differential methylation analysis of MeRIP-seq data combining gene-level INPUT normalization with a Poisson random effect model.

  simulated fallopian pancreatic liver merip-seq m6a-merip-seq pca

• Community assessment of methods to deconvolve cellular composition from bulk gene expression.

  PMID 39191725 · PMC11350143 · Nature communications · 2024 · 8 claims · 4 setups

  Has reproduction · 63

  Most deconvolution methods accurately predict coarse-grained immune/stromal cell populations from bulk expression.

  admixtures cancer tumor bulk bulk admixture crowdsourced

• The (CTG)n polymorphism in the NOTCH4 gene is not associated with schizophrenia in Japanese individuals.

  PMID 11407996 · PMC32311 · BMC psychiatry · 2001 · 6 claims · 4 setups

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  No significant differences in genotype or allele frequencies of the NOTCH4 (CTG)n repeat were found between schizophrenia patients and controls

  genomic pcr genotype pcr-based direct pcr

• Involvement of the modifier gene of a human Mendelian disorder in a negative selection process.

  PMID 19888326 · PMC2765618 · PloS one · 2009 · 7 claims · 4 setups

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  The frequency of SAA1 alpha/alpha homozygotes is much higher among Armenian FMF patients (24%) than Karabakhian FMF patients (4%)

  genomic population simulated pcr pearson monte

• Genetic demultiplexing of pooled single-cell RNA-sequencing samples in cancer facilitates effective experimental design.

  PMID 34553212 · PMC8458035 · GigaScience · 2021 · 8 claims · 7 setups

  Has reproduction · 87

  Genetic variation–based demultiplexing tools can be effectively deployed on cancer scRNA-seq tissue using a pooled experimental design, achieving high recall at acceptable precision-recall tradeoffs in both high-CNV (HGSOC) and high-SNV (lung adenocarcinoma) cancers, even with extremely high doublet proportions.

  high-grade lung hgsoc healthy single-cell matched doublet

• Glucokinase gene mutations: structural and genotype-phenotype analyses in MODY children from South Italy.

  PMID 18382660 · PMC2270336 · PloS one · 2008 · 8 claims · 6 setups

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  16 of 30 patients with suspected MODY (53%) carry GCK mutations, confirming GCK MODY diagnosis

  genomic gck fasting pediatric direct molecular biochemical

• Quantitative serum proteomics using dual stable isotope coding and nano LC-MS/MSMS.

  PMID 19817497 · PMC4684172 · Journal of proteome research · 2009 · 7 claims · 6 setups

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  DSIC labeling achieves high efficiency: 100% for Cysteine (acrylamide) and 98% for Lysine (succinic anhydride)

  standard dsic-labeled immunodepleted serum labeling quantitative in-solution