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).

• ConNIS and labeling instability: New statistical methods for improving the detection of essential genes in TraDIS libraries.

  PMID 41790830 · PMC12991369 · PLoS computational biology · 2026 · 8 claims · 3 setups

  Has reproduction · 83

  ConNIS provides an analytic solution for the probability of observing the longest insertion-free sequence within a gene given its length and number of insertion sites under non-essentiality.

  simulated four real simulation semi-synthetic real-world

• 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

• Fractional ridge regression: a fast, interpretable reparameterization of ridge regression.

  PMID 33252656 · PMC7702219 · GigaScience · 2020 · 7 claims · 2 setups

  Has reproduction · 84

  Ridge regression can be reparameterized in terms of the fraction γ between the L2-norms of the regularized and unregularized coefficient solutions (fractional ridge regression, FRR).

  synthetic brain benchmarking general

• Iterative class discovery and feature selection using Minimal Spanning Trees.

  PMID 15355552 · PMC520744 · BMC bioinformatics · 2004 · 7 claims · 5 setups

  Full-text index only

  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

• 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

• A data-driven estimation of the ribosome drop-off rate in S. cerevisiae reveals a correlation with the genes length.

  PMID 38638702 · PMC11025885 · NAR genomics and bioinformatics · 2024 · 8 claims · 7 setups

  Has reproduction · 98

  Ribosome drop-off events occur at a significant rate in S. cerevisiae cultured in standard conditions

  cerevisiae ribo-seq ribosome rna-seq read

• Grammar-based distance in progressive multiple sequence alignment.

  PMID 18616828 · PMC2478692 · BMC bioinformatics · 2008 · 7 claims · 3 setups

  Full-text index only

  A grammar-based (LZ complexity) distance metric can be used to determine the order in which sequences are progressively pairwise aligned

  balibase sequences amino sequence substitution

• MetaGT: A pipeline for de novo assembly of metatranscriptomes with the aid of metagenomic data.

  PMID 36386613 · PMC9651917 · Frontiers in microbiology · 2022 · 7 claims · 4 setups

  Has reproduction · 83

  MetaGT is a pipeline that combines metatranscriptomic and metagenomic data from the same sample to assemble complete transcript sequences

  simulated mock16 real snailgut novo transcript gene

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

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

  Full-text index only

  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

• Translating genome sequences into biological understanding.

  PMID 12801409 · PMC193614 · Genome biology · 2003 · 8 claims · 7 setups

  Full-text index only

  Gene-trap insertional mutagenesis in mouse ES cells (BayGenomics) generates a large resource of cell lines and knockout mice for studying gene expression patterns and function.

  embryonic transfectable drosophila computational gene-trap pooled cross-species

• Accurate chromatin marks peak calling with Omnipeak.

  PMID 41521664 · PMC12784980 · Nucleic acids research · 2026 · 8 claims · 6 setups

  Has reproduction · 77

  Omnipeak is a universal unsupervised peak-calling algorithm based on a constrained three-state hidden Markov model (zero, noise, signal states)

  gm12878 roadmap abf immgen chip-seq ultra-low-input atac-seq

• miRge3.0: a comprehensive microRNA and tRF sequencing analysis pipeline.

  PMID 34308351 · PMC8294687 · NAR genomics and bioinformatics · 2021 · 6 claims · 5 setups

  Has reproduction

  miRge3.0 with 12 CPUs consistently has the best execution speed compared to miRge2.0, Chimira and sRNAbench

  sra synthetic qiagen small small umi differential

• Enhancer RNAs stimulate Pol II pause release by harnessing multivalent interactions to NELF.

  PMID 35508485 · PMC9068813 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 55

  eRNAs longer than 200 nucleotides that contain unpaired guanosines make multiple, allosteric contacts with NELF subunits -A and -E to trigger efficient NELF release

  cortical transcribed reconstituted erna-bound gro-seq exo-seq shape-map

• RiboTaxa: combined approaches for rRNA genes taxonomic resolution down to the species level from metagenomics data revealing novelties.

  PMID 36159175 · PMC9492272 · NAR genomics and bioinformatics · 2022 · 8 claims · 6 setups

  Has reproduction · 66

  RiboTaxa, combining BBTools, FastQC, SortMeRNA, MetaRib, EMIRGE, VSEARCH, BBMap and QIIME 2's Sklearn classifier, was built as a pipeline for SSU rRNA-based taxonomic profiling of metagenomics data.

  microbial reconstructed synthetic real shotgun ssu full-length

• 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