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).

• nf-rnaSeqCount: A Nextflow pipeline for obtaining raw read counts from RNA-seq data.

  PMID 35574063 · PMC9097006 · South African computer journal = Suid-Afrikaanse rekenaartydskrif · 2021 · 7 claims · 5 setups

  Has reproduction · 95

  nf-rnaSeqCount is a portable, reproducible Nextflow pipeline that maps RNA-seq reads to a reference genome and quantifies gene abundance for differential expression analysis

  black geo rna-seq rna-seq benchmarking quality

• Predicting the phenotypic effects of non-synonymous single nucleotide polymorphisms based on support vector machines.

  PMID 18005451 · PMC2216041 · BMC bioinformatics · 2007 · 8 claims · 5 setups

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  Parepro, an SVM-based method integrating three attribute sets (RD, MI, IE) derived from evolutionary and residue-property information, predicts whether an nsSNP is deleterious or neutral.

  sequences target svm benchmark homology

• Cell Specific eQTL Analysis without Sorting Cells.

  PMID 25955312 · PMC4425538 · PLoS genetics · 2015 · 7 claims · 4 setups

  Has reproduction · 90

  A genotype x predicted-cell-count interaction (GxE) meta-analysis across whole blood datasets can detect neutrophil-specific cis-eQTLs without cell sorting

  blood neutrophils cis-eqtl cell-count rna-seq

• KAGE: fast alignment-free graph-based genotyping of SNPs and short indels.

  PMID 36195962 · PMC9531401 · Genome biology · 2022 · 7 claims · 7 setups

  Has reproduction · 42

  KAGE combines population-based kmer count modeling with single-variant prior adjustment into an alignment-free genotyper that matches the accuracy of the best existing alignment-free genotypers while being an order of magnitude faster.

  small snps individual hg002 alignment-free kmer-based genotyping

• Boosting accuracy of automated classification of fluorescence microscope images for location proteomics.

  PMID 15207009 · PMC449699 · BMC bioinformatics · 2004 · 8 claims · 8 setups

  Full-text index only

  New classifiers (SVMs, ensembles) and new wavelet-derived (Gabor, Daubechies) features improve recognition of protein subcellular location patterns over the previous neural network approach

  hela automated stepwise training-set-size

• A novel deep learning-driven framework for improving lncRNA comprehensive annotation with LncADeep 2.0.

  PMID 41923359 · PMC13090826 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

  Full-text index only

  LncADeep 2.0 outperforms LncADeep and other existing tools for lncRNA identification on both GENCODE annotated transcripts and independent RNA-seq data

  lncrna hypertrophic gencode lncrna-protein-mirna mlp-based independent ablation

• Speeding disease gene discovery by sequence based candidate prioritization.

  PMID 15766383 · PMC1274252 · BMC bioinformatics · 2005 · 7 claims · 8 setups

  Full-text index only

  Disease genes (OMIM) differ significantly from non-disease genes in sequence-based features including gene/cDNA/protein size, exon number, homolog conservation, secretion signal, 3' UTR length, CpG islands, and distance to nearest gene.

  ensembl training same hgmd comparative machine tenfold

• Conserved elements with potential to form polymorphic G-quadruplex structures in the first intron of human genes.

  PMID 18187510 · PMC2275096 · Nucleic acids research · 2008 · 8 claims · 6 setups

  Full-text index only

  G-richness downstream of the TSS is strand-biased, concentrated on the nontemplate strand, with a peak at +200 to +300 bp

  refseq chicken random genome-wide quadparser regulatory

• Local combinational variables: an approach used in DNA-binding helix-turn-helix motif prediction with sequence information.

  PMID 19651875 · PMC2761287 · Nucleic acids research · 2009 · 8 claims · 7 setups

  Full-text index only

  The LCV approach predicts HTH motifs with 93.29% accuracy, 93.93% sensitivity and 92.66% specificity using only primary sequence information

  quintessentialset-88 hth same newly lcs svm traditional

• Dynamic and Ongoing De Novo L1 Retrotransposition Contributes to Genome Plasticity and Intrapatient Heterogeneity in Ovarian Cancer.

  PMID 41223332 · PMC13055634 · Cancer research · 2026 · 8 claims · 5 setups

  Full-text index only

  HGSC tumors show high inter-patient heterogeneity in total de novo L1 insertion burden.

  hgsc pa-1 long-distance whole-genome validation

• FGF: a web tool for Fishing Gene Family in a whole genome database.

  PMID 17584790 · PMC1933194 · Nucleic acids research · 2007 · 6 claims · 3 setups

  Full-text index only

  FGF efficiently searches and identifies gene families in whole-genome databases and outputs visual phylogenetic trees annotated with gene structure, chromosome position, duplication fate, and selective pressure (Ka/Ks)

  genome rice gene large-scale

• Integrated drug resistance and leukemic stemness gene-expression scores predict outcomes in large cohort of over 3500 AML patients from 10 trials.

  PMID 39090192 · PMC11294346 · NPJ precision oncology · 2024 · 7 claims · 6 setups

  Has reproduction · 50

  A 5-gene ADE-Resistance Score (ADE-RS5), derived via LASSO regression from 67 pharmacologically relevant genes, predicts MRD positivity, EFS and OS in pediatric AML.

  pediatric combined lasso gene-expression-based integrated

• RNA-Seq transcriptome profiling of upland cotton (Gossypium hirsutum L.) root tissue under water-deficit stress.

  PMID 24324815 · PMC3855774 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 38

  A total of 1,530 transcripts were differentially expressed between well-watered and water-deficit stressed field-grown upland cotton root tissues (913 up-regulated, 617 down-regulated).

  gossypium uppermost root reads bulk leaf rt-qpcr

• StrainMake: reproducible hybrid metagenomics with MAG recovery and strain-level resolution.

  PMID 42097292 · PMC13188985 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

  Full-text index only

  StrainMake is a Snakemake-based, Conda-managed workflow for de novo metagenomic analysis from short, long, or hybrid sequencing data.

  cami high-quality recovered gut metagenome metagenomic mag

• scDenorm: a denormalization tool for integrating single-cell transcriptomics data.

  PMID 41915012 · PMC13142155 · GigaScience · 2026 · 8 claims · 7 setups

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  Inconsistent delta-method normalization across datasets introduces biases (e.g., B-cell separation) that persist even after integration with Harmony, scanorama, or BBKNN.

  10x brain ucsc datasets scrna-seq integration snrna-seq

• AICellType: a large language model-based platform for accurate cell type annotation.

  PMID 42001469 · PMC13092268 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

  Full-text index only

  Claude 3.5 Sonnet achieved the best overall performance among 79 benchmarked LLMs for cell type annotation, balancing accuracy, robustness, speed, and cost-efficiency

  single-cell immune pbmc in-house llm-based scrna-seq spatial

• Bulk RNA-seq datasets analysis integration identifies robust drought-responsive genes and functional networks in Eucalyptus grandis.

  PMID 42038403 · PMC13106539 · Frontiers in bioinformatics · 2026 · 7 claims · 7 setups

  Full-text index only

  Meta-analysis integration of three independent RNA-seq drought studies identifies 472 robust differentially expressed genes (274 up, 198 down) that remain significant across the full meta-analysis and all leave-one-out Jackknife iterations

  grandis computational consistently bulk differential leave-one-out

• The PeptideAtlas project.

  PMID 16381952 · PMC1347403 · Nucleic acids research · 2006 · 8 claims · 5 setups

  Full-text index only

  PeptideAtlas provides an automated repository that identifies peptides by MS/MS, statistically validates identifications, and maps them to eukaryotic genomes to enable data exchange and integration with genomic data.

  plasma drosophila yeast tandem sequence

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• Single duplex DNA sequencing with CODEC detects mutations with high sensitivity.

  PMID 37106072 · PMC10181940 · Nature genetics · 2023 · 8 claims · 8 setups

  Has reproduction · 78

  CODEC concatenates both strands of an original DNA duplex into a single NGS read pair via an adapter quadruplex and strand-displacing extension, enabling single-duplex resolution

  cfdna na12878 genomic sperm targeted whole-genome whole-exome