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).

• Enhancing cell subpopulation discovery in cancer by integrating single-cell transcriptome and expressed variants.

  PMID 41647537 · PMC12869734 · Fundamental research · 2026 · 6 claims · 3 setups

  Has reproduction · 68

  scCluster, an end-to-end deep clustering model integrating gene expression and expressed variant (eSNP) features, stratifies cell subpopulations in cancer scRNA-seq data.

  raw real-world expressed gene deep

• BFAST: an alignment tool for large scale genome resequencing.

  PMID 19907642 · PMC2770639 · PloS one · 2009 · 7 claims · 4 setups

  Full-text index only

  BFAST is a new algorithm and freely available software tool for aligning large-scale short-read sequencing data to large reference genomes with user-customizable speed and accuracy

  reference genome simulated real-world k-mer

• poreCov-An Easy to Use, Fast, and Robust Workflow for SARS-CoV-2 Genome Reconstruction via Nanopore Sequencing.

  PMID 34394197 · PMC8355734 · Frontiers in genetics · 2021 · 8 claims · 8 setups

  Has reproduction · 100

  poreCov is an easy-to-use, fast, and robust Nextflow-based workflow for reference-based SARS-CoV-2 genome reconstruction and lineage determination from nanopore sequencing data

  porecov sars-cov-2 nanopore fastq gisaid workflow real-world

• binny: an automated binning algorithm to recover high-quality genomes from complex metagenomic datasets.

  PMID 36239393 · PMC9677464 · Briefings in bioinformatics · 2022 · 8 claims · 8 setups

  Has reproduction · 67

  binny outperforms or is highly competitive with commonly used and state-of-the-art binning methods (MetaBAT2, MaxBin2, CONCOCT, VAMB, SemiBin, MetaDecoder)

  cami real-world metagenomic binned genome binning mag

• 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

• snpQT: flexible, reproducible, and comprehensive quality control and imputation of genomic data.

  PMID 34900230 · PMC8637247 · F1000Research · 2021 · 8 claims · 4 setups

  Has reproduction · 67

  snpQT is a scalable, stand-alone software pipeline using nextflow and BioContainers for comprehensive, reproducible, interactive QC of human genomic data.

  synthetic amyotrophic user snp-array gwas population

• Deep learning from phylogenies to uncover the epidemiological dynamics of outbreaks.

  PMID 35794110 · PMC9258765 · Nature communications · 2022 · 8 claims · 5 setups

  Has reproduction · 94

  Deep learning (FFNN-SS and CNN-CBLV) enables accurate and fast likelihood-free estimation of epidemiological parameters and model selection from phylogenies

  simulated same hiv-1 simulation-based bayesian maximum-likelihood

• Tracing human genetic histories and natural selection with precise local ancestry inference.

  PMID 40379651 · PMC12084304 · Nature communications · 2025 · 7 claims · 7 setups

  Has reproduction · 76

  Orchestra, a two-stage LAI method combining a recombination-distance base layer with a deep learning (convolutional + attention) smoothing module, outperforms RFmix, FLARE and Gnomix in precision and recall across simulated admixture generations.

  1kgp-16pops independent simulated 1kgp simulated population-level local

• 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

• Differential Infiltration of Key Immune T-Cell Populations Across Malignancies Varying by Immunogenic Potential and the Likelihood of Response to Immunotherapy.

  PMID 39682743 · PMC11640164 · Cells · 2024 · 7 claims · 4 setups

  Has reproduction

  Immune-activation-related T-cell populations (APA, TRM, stem-like, early/late dysfunctional T-cells) are more heavily infiltrated in ICI-responsive malignancies (melanoma, bladder) than in poorly responsive ones (ovarian, pancreatic).

  melanoma bulk survival auroc

• Using multiple alignments to improve seeded local alignment algorithms.

  PMID 16100379 · PMC1185574 · Nucleic acids research · 2005 · 8 claims · 2 setups

  Full-text index only

  Using information implicit in a multiple alignment to dynamically build a spaced-seed index weighted toward promising regions increases sensitivity of local alignment search compared to indexing a sequence alone

  alignment query leave-one-species-out seeded