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).

• Advancing codon language modeling with synonymous codon constrained masking.

  PMID 41736545 · PMC12956333 · Nucleic acids research · 2026 · 8 claims · 7 setups

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  SynCodonLM introduces synonymous codon-constrained masking, restricting masked-codon prediction to only synonymous codon options via logit masking before softmax

  cds syncodonlm escherichia rscu masked t-sne pca

• 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

• First genome assemblies of Neotropical Thoracobombus bumblebees Bombus pauloensis and Bombus pullatus.

  PMID 41436027 · PMC12958814 · G3 (Bethesda, Md.) · 2026 · 7 claims · 8 setups

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  This study produced the first genome assemblies of Neotropical Bombus (Thoracobombus) species, B. pauloensis and B. pullatus

  pauloensis masked long-read k-mer novo

• The EH1 motif in metazoan transcription factors.

  PMID 16309560 · PMC1310626 · BMC genomics · 2005 · 8 claims · 5 setups

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  There is a statistically significant association between EH1hox motif HMM score and transcription factor function across human, Drosophila and C. elegans proteomes.

  homeobox-containing forkhead-containing complete combined meme hmm logistic

• Pigs in sequence space: a 0.66X coverage pig genome survey based on shotgun sequencing.

  PMID 15885146 · PMC1142312 · BMC genomics · 2005 · 8 claims · 7 setups

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  Pig sequence is closer to human than mouse is, across exons, UTRs, introns, intergenic regions, ultra-conserved elements, and miRNAs

  sus pig concatenated three-species whole-genome repeat comparative

• Protein coding potential of retroviruses and other transposable elements in vertebrate genomes.

  PMID 15716312 · PMC549403 · Nucleic acids research · 2005 · 8 claims · 5 setups

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  About 1000 genes across four vertebrate gene sets analyzed contain at least one RETRA marker protein domain

  predicted non-masked genome interpro hmm tblastn inter-species

• Wochenende - modular and flexible alignment-based shotgun metagenome analysis.

  PMID 36368923 · PMC9650795 · BMC genomics · 2022 · 8 claims · 6 setups

  Has reproduction · 88

  Wochenende is a modular, transparent alignment-based pipeline for shotgun metagenome analysis supporting short and long reads across all kingdoms of life

  zymo bacterial reference shotgun comparative reference

• Using ESTs to improve the accuracy of de novo gene prediction.

  PMID 16817966 · PMC1534067 · BMC bioinformatics · 2006 · 8 claims · 8 setups

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  TWINSCAN_EST combines EST alignments with TWINSCAN via a trainable 'ESTseq' representation and improves exact gene structure prediction accuracy on the whole C. elegans genome

  elegans genome chromosome novo gene partial

• The Chromosome-Scale Genome Assembly of the Redlip Blenny, Ophioblennius macclurei (Blenniidae).

  PMID 41378738 · PMC12758960 · Genome biology and evolution · 2026 · 8 claims · 12 setups

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  A chromosome-scale genome assembly of O. macclurei was generated (529.6 Mb, scaffold N50 23.7 Mb, GC 43.49%) using ONT long reads, Illumina short reads, and Hi-C scaffolding.

  blood muscle tissues assembled oxford illumina hi-c

• CanCellCap: robust cancer cell capture across tissue types on single-cell RNA-seq data by multi-domain learning.

  PMID 40739511 · PMC12312500 · BMC biology · 2025 · 8 claims · 7 setups

  Has reproduction · 42

  CanCellCap identifies cancer cells in scRNA-seq data across 13 tissue types, 23 cancer types, and 7 sequencing platforms with 0.977 average accuracy

  cancer testing sequencing unseen scrna-seq spatial

• BiRNA-BERT allows efficient RNA language modeling with adaptive tokenization.

  PMID 41266599 · PMC12635123 · Communications biology · 2025 · 8 claims · 8 setups

  Has reproduction · 50

  BiRNA-BERT uses adaptive dual-tokenization that dynamically selects nucleotide-level (NUC) or byte-pair encoding (BPE) tokens based on input sequence length

  rfam plant lncrna-mirna sequences unsupervised mirna-lncrna length-binned

• A clustering property of highly-degenerate transcription factor binding sites in the mammalian genome.

  PMID 16670430 · PMC1456330 · Nucleic acids research · 2006 · 8 claims · 7 setups

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  Highly-degenerate RE1 sites are significantly enriched in promoters of validated and putative REST target genes compared to control promoters

  orthologous randomized high-score promoters pssm-based comparative motif

• Comparative genomic study reveals a transition from TA richness in invertebrates to GC richness in vertebrates at CpG flanking sites: an indication for context-dependent mutagenicity of methylated CpG sites.

  PMID 19329065 · PMC5054122 · Genomics, proteomics & bioinformatics · 2008 · 8 claims · 8 setups

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  Nucleotide preference at CpG flanking sites transitions from 5' T (invertebrates) to 5' A (vertebrates) at the invertebrate-vertebrate boundary

  genomes same pufferfish elegans nucleotide genome-wide kruskal-wallis