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).

• Genomic variability within an organism exposes its cell lineage tree.

  PMID 16261192 · PMC1274291 · PLoS computational biology · 2005 · 8 claims · 5 setups

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  Somatic mutations accumulated during normal development implicitly encode an organism's entire cell lineage tree with very high precision.

  robinia arabidopsis randomly genotyping multiplex computer

• Cell-type annotation with accurate unseen cell-type identification using multiple references.

  PMID 37379341 · PMC10335708 · PLoS computational biology · 2023 · 8 claims · 4 setups

  Has reproduction · 68

  mtANN integrates multiple reference datasets and eight gene selection methods via ensemble learning (multiple deep classification models + majority voting) to improve cell-type annotation accuracy

  pbmc pancreas covid-19 scrna-seq

• 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

• 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

• HArmonized single-cell RNA-seq Cell type Assisted Deconvolution (HASCAD).

  PMID 37907883 · PMC10619225 · BMC medical genomics · 2023 · 6 claims · 5 setups

  Has reproduction · 67

  HASCAD, a DNN-based cell composition deconvolution model, predicts the fractions of up to 15 immune cell types from bulk RNA-seq.

  pbmc bulk tcga-lihc harmony-symphony scrna-seq simulated bulk

• Simultaneous analysis of all SNPs in genome-wide and re-sequencing association studies.

  PMID 18654633 · PMC2464715 · PLoS genetics · 2008 · 8 claims · 5 setups

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  A Bayesian-inspired penalised maximum likelihood stochastic search method can simultaneously analyse all SNPs (up to 500K) from a GWA study in a few hours on a desktop workstation

  fregene-simulated 80k-snp 480k 192k simulated null whole-genome

• Testing whether genetic variation explains correlation of quantitative measures of gene expression, and application to genetic network analysis.

  PMID 18444230 · PMC2729096 · Statistics in medicine · 2008 · 8 claims · 3 setups

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  A statistical test (delta method and Steiger-Browne optimal linear composites) is developed to test equality of the marginal correlation and the partial correlation of two gene expression traits conditional on a set of covariates.

  simulated real analytical simulation application

• An empirical study of choosing efficient discriminative seeds for oligonucleotide design.

  PMID 19958494 · PMC2788383 · BMC genomics · 2009 · 8 claims · 3 setups

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  The spaced seed is the most efficient discriminative seed for oligonucleotide design among the five algorithms tested.

  simulated pmoa nirs seed

• Quantum pixel representations and compression for N-dimensional images.

  PMID 35546151 · PMC9095730 · Scientific reports · 2022 · 8 claims · 2 setups

  Has reproduction · 87

  QPIXL is a uniform framework that overarches (I)FRQI, (I)NEQR, MCRQI, and (I)NCQI representations

  simulated example quantum image

• 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

• Frequency and patterns of ribonucleotide incorporation around autonomously replicating sequences in yeast reveal the division of labor of replicative DNA polymerases.

  PMID 34551434 · PMC8501979 · Nucleic acids research · 2021 · 6 claims · 4 setups

  Has reproduction · 75

  rNTP incorporation is preferentially found on the leading strand in yeast cells expressing wild-type replicative DNA polymerases

  saccharomyces model ribose-seq emriboseq rhii-hyden-seq

• 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

• Detecting purely epistatic multi-locus interactions by an omnibus permutation test on ensembles of two-locus analyses.

  PMID 19761607 · PMC2759961 · BMC bioinformatics · 2009 · 8 claims · 5 setups

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  2LOmb performs an omnibus permutation test on ensembles of two-locus analyses via a four-step algorithm (two-locus analysis, permutation test, global p-value determination, progressive ensemble search)

  simulated same snp type two-locus 2lomb benchmark

• Operon information improves gene expression estimation for cDNA microarrays.

  PMID 16630355 · PMC1513396 · BMC genomics · 2006 · 7 claims · 3 setups

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  A hierarchical Bayesian model that borrows expression information from other genes within the same operon improves estimation of relative transcript levels.

  simulated coli simulated cdna two-color

• A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.

  PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups

  Has reproduction · 91

  DeClust is a reference profile-free deconvolution method that simultaneously deconvolves bulk tumor expression into cancer, immune, and stromal compartments and clusters samples into cancer cell-intrinsic molecular subtypes, outputting subtype-specific reference profiles for the cohort rather than for individuals.

  solid muscle-invasive ccrcc for bulk single-cell scrna-seq

• Digital sorting of complex tissues for cell type-specific gene expression profiles.

  PMID 23497278 · PMC3626856 · BMC bioinformatics · 2013 · 8 claims · 8 setups

  Has reproduction · 85

  The Digital Sorting Algorithm (DSA) deconvolves mixed tissue expression into cell type-specific profiles using only marker genes, without requiring prior knowledge of cell type frequencies or in vitro pure-cell profiles.

  liver im-9 immune deconvolved microarray simulation roc

• Estimating and Correcting for Off-Target Cellular Contamination in Brain Cell Type Specific RNA-Seq Data.

  PMID 33746712 · PMC7966716 · Frontiers in molecular neuroscience · 2021 · 6 claims · 7 setups

  Has reproduction · 50

  A computational method using high-quality scRNA-seq reference data can estimate per-sample, per-cell-type off-target contamination coefficients in sctRNA-seq datasets.

  brain cortex allen lcm-seq lcm-seq scrna-seq marker

• Assessment of algorithms for high throughput detection of genomic copy number variation in oligonucleotide microarray data.

  PMID 17910767 · PMC2148068 · BMC bioinformatics · 2007 · 8 claims · 4 setups

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  Different CNV analysis software packages produce highly variable numbers and types of candidate CNVs from the same data

  normalized individuals subset same affymetrix fluorescent snp

• QuantiSNP: an Objective Bayes Hidden-Markov Model to detect and accurately map copy number variation using SNP genotyping data.

  PMID 17341461 · PMC1874617 · Nucleic acids research · 2007 · 8 claims · 7 setups

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  QuantiSNP (OB-HMM) provides probabilistic quantification of copy number states and significantly improves accuracy of segmental aneuploidy identification and breakpoint mapping relative to existing tools (BeadStudio/Illumina)

  genomic same pseudo-normal artificially snp fish molecular

• The Multi-State Epigenetic Pacemaker enables the identification of combinations of factors that influence DNA methylation.

  PMID 39549198 · PMC11979089 · GeroScience · 2025 · 9 claims · 2 setups

  Has reproduction · 54

  The Multi-State Epigenetic Pacemaker (MSEPM) can accurately model multiple methylation-associated factors (e.g., age, sex, cell-type) simultaneously.

  blood simulated methylation simulation