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).

• Benchmarking methods for genome annotation using nanopore direct RNA in a non-model crop plant.

  PMID 41800382 · PMC12967217 · Bioinformatics advances · 2026 · 6 claims · 8 setups

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  Annotation tools show substantial variation in isoform detection, structural completeness, splicing classification, and handling of 5' read truncation when applied to plant dRNA-seq data.

  barley extracted tool novel nanopore illumina transcriptome

• Lorentz-regularized interpretable VAE for multi-scale single-cell transcriptomic and epigenomic embeddings.

  PMID 41555918 · PMC12812404 · Frontiers in genetics · 2025 · 7 claims · 5 setups

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  LiVAE, a dual-pathway VAE with Lorentzian geometric regularization between a primary Euclidean pathway and an information-bottleneck pathway, balances local fidelity with global topology coherence in single-cell embeddings

  single-cell same dapp1 benchmarking umap component-wise

• GAMMI: graph-guided contrastive and adversarial integration of single-cell and spatial multi-omics data.

  PMID 42108634 · PMC13158126 · Briefings in bioinformatics · 2026 · 6 claims · 5 setups

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  GAMMI consistently outperforms state-of-the-art integration methods (GLUE, Harmony, MIDAS, scMoMaT) in biological conservation and batch correction across five mosaic single-cell multi-omics benchmarks

  pbmc postmortem gse138852 gammi-derived multi-omics scrna-seq differential

• CanSig Benchmarks Methods for Reproducible Cancer Cell State Discovery from Single-Cell Transcriptomic Data.

  PMID 41231245 · PMC13053056 · Cancer research · 2026 · 7 claims · 7 setups

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  CanSig is a comprehensive benchmarking tool for evaluating computational methods that identify shared transcriptional signatures in cancer from scRNA-seq data

  neftel kim scrna-seq same scrna-seq ground-truth robustness

• Multi-species integration, alignment and annotation of single-cell RNA-seq data with CAMEX.

  PMID 41723123 · PMC13035843 · Nature communications · 2026 · 8 claims · 6 setups

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  CAMEX outperforms state-of-the-art integration methods on cross-species scRNA-seq benchmarking datasets ranging from one to eleven species

  liver ovary pancreas testis scrna-seq type

• Benchmarking LLM-based agents for single-cell omics analysis.

  PMID 41742311 · PMC13064268 · Genome biology · 2026 · 8 claims · 8 setups

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  Introduces a comprehensive benchmarking evaluation system comprising an open-source agent platform, 18 evaluation metrics across four dimensions, and 50 real-world single-cell omics tasks

  agent single-cell spatial scatac-seq llm-agent scrna-seq spatial

• Evaluating the Utilities of Foundation Models in Single-Cell Data Analysis.

  PMID 41869863 · PMC13170260 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  Among ten/eleven evaluated single-cell FMs, scGPT, Geneformer, and CellFM are the top models considering both performance and user accessibility

  scrna-seq unpaired single-cell scgpt batch multi-omic cell-type

• ProtoCloud: A prototypical self-explaining model for single-cell analysis.

  PMID 41997134 · PMC13261663 · Cell genomics · 2026 · 8 claims · 8 setups

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  ProtoCloud matches or outperforms existing annotation methods across 11 large-scale datasets, particularly for rare cell types

  diverse pbmc10k pbmc30k tsca scrna-seq latent gene

• Ensembl 2006.

  PMID 16381931 · PMC1347495 · Nucleic acids research · 2006 · 8 claims · 5 setups

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  Ensembl now provides annotation for 19 genomes, up from 4 the previous year, including new mammalian (Rhesus macaque, Opossum), chordate (Ciona intestinalis), and yeast genomes.

  cow ensembl snps genome gene whole-genome pairwise

• MetaPepticon: automated prediction of anticancer peptides from microbial genomes and metagenomes.

  PMID 41918857 · PMC13034871 · PeerJ · 2026 · 7 claims · 6 setups

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  MetaPepticon is a modular, end-to-end Snakemake pipeline that predicts ACP candidates directly from raw genomic, metagenomic, transcriptomic, metatranscriptomic reads, assembled contigs, or peptide sequences.

  validated gut representative predicted acp shotgun genome

• LaSSO, a strategy for genome-wide mapping of intronic lariats and branch points using RNA-seq.

  PMID 24709818 · PMC4079972 · Genome research · 2014 · 8 claims · 8 setups

  Has reproduction · 68

  LaSSO (Lariat Sequence Site Origin) identifies intronic lariat reads and pinpoints branch points genome-wide from RNA-seq data by considering every intronic base as a potential branch point and including all possible exon-skipping lariats.

  schizosaccharomyces pombe rna-seq lasso lariat-specific

• PSGRN: Gene regulatory network inference from single-cell perturbational data through self-training with synthetic gold standards.

  PMID 42054465 · PMC13127566 · Science advances · 2026 · 8 claims · 4 setups

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  PSGRN infers GRNs by generating pseudoannotations from gene-gene correlations and iteratively refining them via a self-training classifier using pre/post-intervention expression features.

  k562 rpe1 processed single-cell computational biological

• From endosymbiont to host-controlled organelle: the hijacking of mitochondrial protein synthesis and metabolism.

  PMID 17983265 · PMC2062474 · PLoS computational biology · 2007 · 8 claims · 7 setups

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  There has been a large turnover of the mitochondrial proteome during evolution: cell envelope synthesis proteins virtually disappeared, and replication, transcription, cell division, transport, regulation, and signal transduction proteins were replaced by eukaryotic proteins

  alpha-proteobacterial reclinomonas reconstructed yeast comparative phylogenomic cog

• SeqBuster, a bioinformatic tool for the processing and analysis of small RNAs datasets, reveals ubiquitous miRNA modifications in human embryonic cells.

  PMID 20008100 · PMC2836562 · Nucleic acids research · 2010 · 8 claims · 6 setups

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  SeqBuster is a versatile web-based and stand-alone bioinformatic toolkit for processing and analyzing large-scale small RNA deep sequencing datasets.

  embryonic hesc small sequence adapter

• RUMINA: high-throughput deduplication of unique molecular identifiers for amplicon and whole-genome sequencing with enhanced error correction.

  PMID 41734278 · PMC12975283 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

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  RUMINA improves detection accuracy of ultra-low frequency SNVs (0.01%-1%) compared to UMI-tools and UMICollapse

  hiv simulated empirical clinical simulated umi iclip

• 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

• Bayesian transcriptome assembly.

  PMID 25367074 · PMC4397945 · Genome biology · 2014 · 8 claims · 8 setups

  Has reproduction · 68

  Bayesembler, a probabilistic transcriptome assembler built on a Bayesian model of the RNA sequencing process with Gibbs sampling over expressed candidates, abundances and read assignments, is introduced.

  k562 embryonic dendritic rna-seq simulated paired-end long-read

• EpiXFormer: a cross-attention neural network for predicting cell type-specific transcription factor binding sites.

  PMID 41527854 · PMC12796812 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

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  EpiXFormer achieves high accuracy (mean AUROC ~0.99) predicting binding sites of both TFs and non-sequence-specific DBPs across 199 DBP-cell type pairs

  dbps tfs common ctcf deep comparative feature-ablation

• FLASH-MM: fast and scalable single-cell differential expression analysis using linear mixed-effects models.

  PMID 41644528 · PMC12982622 · Nature communications · 2026 · 8 claims · 6 setups

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  FLASH-MM produces LMM parameter estimates identical to lmer (lme4) up to the sixth decimal place while being 50- to 140-fold faster as sample size increases from 20,000 to 120,000 cells

  simulated same healthy female-biased simulated comparative single-cell

• MIRit: an integrative R framework for the identification of impaired miRNA-mRNA regulatory networks in complex diseases.

  PMID 41800385 · PMC12961272 · Bioinformatics advances · 2026 · 8 claims · 5 setups

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  MIRit is a comprehensive, open-source R/Bioconductor framework for integrative miRNA–mRNA analysis that supports both paired and unpaired datasets using statistically appropriate methods.

  myocardial ccrcc brodmann synthetic mirna-seq microarray small