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).

• UNMF: a unified nonnegative matrix factorization for multi-dimensional omics data.

  PMID 37478378 · PMC10516365 · Briefings in bioinformatics · 2023 · 5 claims · 3 setups

  Has reproduction · 60

  UNMF is designed for tidy data format and structure, allowing it to handle a wide range of data structures and formats in a unified manner without requiring format-specific preprocessing.

  simulated specified simulation metagenomics sequencing

• Gbdmr: identifying differentially methylated CpG regions in the human genome via generalized beta regressions.

  PMID 38443825 · PMC10916021 · BMC bioinformatics · 2024 · 8 claims · 4 setups

  Has reproduction · 62

  gbdmr models DNA methylation levels of CpG sites using a generalized beta distribution instead of assuming normality as in linear-regression-based methods

  simulated birth gene simulation methylation

• DeepGSEA: explainable deep gene set enrichment analysis for single-cell transcriptomic data.

  PMID 38950178 · PMC11236288 · Bioinformatics (Oxford, England) · 2024 · 8 claims · 2 setups

  Has reproduction · 40

  DeepGSEA is an explainable deep gene set enrichment analysis method built on interpretable, prototype-based neural networks.

  simulated real-world simulation scrna-seq-based

• Differential analysis of RNA structure probing experiments at nucleotide resolution: uncovering regulatory functions of RNA structure.

  PMID 35869080 · PMC9307511 · Nature communications · 2022 · 7 claims · 4 setups

  Has reproduction · 80

  DiffScan is a computational framework combining a Normalization module and a Scan module to identify SVRs at nucleotide resolution from SP data.

  transcripts platforms bacillus multi-subcellular simulated negative benchmark

• Single-Cell Differential Network Analysis with Sparse Bayesian Factor Models.

  PMID 35186014 · PMC8855158 · Frontiers in genetics · 2021 · 8 claims · 2 setups

  Has reproduction · 85

  A hierarchical Bayesian factor model using treatment-dependent latent factor loadings can construct gene co-expression networks from scRNA-seq data and identify differences in network structure between two (or more) biological conditions.

  simulated sars-cov-2 scrna-seq

• A bioinformatic pipeline for simulating viral integration data.

  PMID 35496474 · PMC9046613 · Data in brief · 2022 · 7 claims · 3 setups

  Has reproduction · 96

  A snakemake-based pipeline was developed to simulate integration of a viral or vector genome into a host genome, including sub-genomic fragment integration, structural variation, and host-site deletions.

  aav2 host simulated integration simulated junction-crossing

• Expression profiling of drug response--from genes to pathways.

  PMID 17117610 · PMC3181826 · Dialogues in clinical neuroscience · 2006 · 8 claims · 8 setups

  Full-text index only

  Understanding individual response to a drug (efficacy/tolerability) is the major bottleneck in current drug development and clinical trials.

  blastocyst skin specified cortex pathway two-color microarray

• Quadratic regression analysis for gene discovery and pattern recognition for non-cyclic short time-course microarray experiments.

  PMID 15850479 · PMC1127068 · BMC bioinformatics · 2005 · 8 claims · 8 setups

  Full-text index only

  A step-down quadratic regression method (fitting quadratic, then linear, then null models per gene) identifies differentially expressed genes and classifies them into 9 temporal expression patterns using continuous time information.

  olfactory present same anova-significant microarray step-down peddada