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).

• DANST enables cell-type deconvolution in spatial transcriptomics using deep domain adversarial neural networks.

  PMID 41663685 · PMC12996496 · Communications biology · 2026 · 7 claims · 6 setups

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  DANST, a deconvolution framework using deep domain adversarial neural networks, achieves superior cell-type deconvolution accuracy compared with existing methods on human and mouse benchmark datasets

  heart cortex visual brain spatial cell-type

• iAODE for benchmarking and continuum modeling of single-cell chromatin accessibility.

  PMID 41775921 · PMC13066597 · Communications biology · 2026 · 8 claims · 5 setups

  Full-text index only

  iAODE combines a ZINB-likelihood VAE, a latent Neural ODE, low-weight KL regularization, and an interpretable reconstruction (irecon) bottleneck to learn generative, temporally continuous latent spaces for scATAC-seq.

  simulated real small simulated scatac-seq

• PreTSA: computationally efficient modeling of temporal and spatial gene expression patterns.

  PMID 41673899 · PMC12998178 · Genome biology · 2026 · 7 claims · 8 setups

  Full-text index only

  PreTSA dramatically reduces computational time and memory versus GAM (Monocle, TSCAN) and PseudotimeDE for identifying temporally variable genes (TVGs) while producing highly similar results

  simulated null pbmc pancreas pseudotime tvg false-positive

• Evaluating deconvolution methods using real bulk RNA-expression data for robust prognostic insights across cancer types.

  PMID 41566530 · PMC12906006 · Genome biology · 2026 · 7 claims · 6 setups

  Full-text index only

  Pseudobulk and real bulk RNA-seq deconvolution performance differ significantly, and method ranking consistency is lower between pseudobulk and real bulk than within either data type alone

  breast real colon tcga paired pseudobulk bulk

• scCNMF: an integrated analysis model for paired single-cell RNA sequencing and assay for transposase-accessible chromatin sequencing data leveraging cell similarity and cis-regulatory potential.

  PMID 41800139 · PMC12962131 · PeerJ · 2026 · 7 claims · 2 setups

  Full-text index only

  scCNMF is an NMF-based model for vertical integration of paired scRNA-seq and scATAC-seq data that jointly incorporates a cell similarity matrix and a cis-regulatory potential (CRP) matrix

  publicly 10x paired

• SGCP: a spectral self-learning method for clustering genes in co-expression networks.

  PMID 38956463 · PMC11221046 · BMC bioinformatics · 2024 · 7 claims · 4 setups

  Has reproduction · 51

  SGCP, a spectral self-learning method, yields gene co-expression modules with higher GO enrichment than WGCNA, CoExpNets, and CEMiTool across 12 real gene expression datasets.

  real microarray rna-seq same gene dna-microarray rna-sequencing

• RNA-Seq transcriptome profiling identifies CRISPLD2 as a glucocorticoid responsive gene that modulates cytokine function in airway smooth muscle cells.

  PMID 24926665 · PMC4057123 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 87

  Dexamethasone treatment (1 µM, 18 h) of primary human ASM cells differentially regulates 316 genes, including both known and previously uninvestigated glucocorticoid-responsive genes.

  airway asm most single rna-seq quantitative qrt-pcr

• BOAT: Basic Oligonucleotide Alignment Tool.

  PMID 19958483 · PMC2788372 · BMC genomics · 2009 · 7 claims · 3 setups

  Full-text index only

  BOAT can accurately and efficiently map sequencing reads to a reference genome while handling several substitutions and indels simultaneously

  same short-read snp

• scGACL: a generative adversarial network with multi-scale contrastive learning for accurate single-cell RNA sequencing imputation.

  PMID 41632596 · PMC12866930 · Briefings in bioinformatics · 2026 · 8 claims · 6 setups

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  scGACL, a GAN integrated with multi-scale contrastive learning, is proposed to overcome the over-smoothing problem in scRNA-seq imputation

  simulated real-world scrna-seq scrna-seq clustering gene

• omnideconv: a unifying framework for using and benchmarking single-cell-informed deconvolution of bulk RNA-seq data.

  PMID 41582216 · PMC12837286 · Genome biology · 2026 · 8 claims · 6 setups

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  omnideconv is an R package providing a unified interface to twelve second-generation deconvolution methods (AutoGeneS, BayesPrism, Bseq-SC, Bisque, CDseq, CIBERSORTx, CPM, DWLS, MOMF, MuSiC, SCDC, Scaden)

  blood-derived pbmc blood spleen bulk scrna-seq pseudo-bulk

• Heterozygous ADAR mutant mice exhibit RNA sensing-dependent neuroinflammation and phenotypes associated with Aicardi-Goutières syndrome.

  PMID 41704749 · PMC12907846 · iScience · 2026 · 8 claims · 8 setups

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  A heterozygous Adar G1007R (mouse G956R/G567) mouse model recapitulates the genetic and inflammatory features of human ADAR G1007R AGS patients

  brain computational coronal adar1 real-time bulk ingenuity

• 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

• TransOrGAN: An Artificial Intelligence Mapping of Rat Transcriptomic Profiles between Organs, Ages, and Sexes.

  PMID 37200521 · PMC10433534 · Chemical research in toxicology · 2023 · 8 claims · 5 setups

  Has reproduction · 84

  TransOrGAN can infer transcriptomic profiles between any 2 of 9 rat organs with an average cosine similarity of 0.984 versus real profiles

  fischer computational transcriptomic same bulk gan-based autoencoder

• H-DBAS: human-transcriptome database for alternative splicing: update 2010.

  PMID 19969536 · PMC2808982 · Nucleic acids research · 2010 · 8 claims · 4 setups

  Full-text index only

  RNA-Seq tags from the polysome fraction identify AS exons that are very likely used for protein synthesis

  dld-1 rna-seq western real-time

• RNA-Seq alignment to individualized genomes improves transcript abundance estimates in multiparent populations.

  PMID 25236449 · PMC4174954 · Genetics · 2014 · 8 claims · 7 setups

  Has reproduction · 50

  Genetic variants distinguishing an individual genome from the reference cause read misalignment and biased transcript abundance estimates, and fine-tuning of alignment algorithms does not correct this problem.

  liver genomic cast simulated bulk high-density rna-seq

• A single-cell survey of Drosophila blood.

  PMID 32396065 · PMC7237219 · eLife · 2020 · 8 claims · 6 setups

  Has reproduction · 94

  scRNA-seq of Drosophila larval hemocytes across unwounded, wounded, and wasp-infested conditions resolves 17 clusters spanning plasmatocytes, crystal cells, lamellocytes, and a non-hemocyte population.

  drosophila single-cell quantitative bulk

• RNA Editing Alterations Define Disease Manifestations in the Progression of Experimental Autoimmune Encephalomyelitis (EAE).

  PMID 36429012 · PMC9688714 · Cells · 2022 · 7 claims · 7 setups

  Has reproduction · 37

  RNA-editing events mediated by APOBEC and ADAR deaminases are significantly reduced throughout the course of EAE disease progression

  brain rna-edited brain-isolated naïve rna-seq pathway pcr

• TGF-β-mediated activation of fibroblasts in cervical cancer: implications for tumor microenvironment and prognosis.

  PMID 40124621 · PMC11929507 · PeerJ · 2025 · 8 claims · 8 setups

  Has reproduction · 79

  TGF-β signaling pathway activity is significantly increased in fibroblasts from cervical cancer samples compared to normal samples and correlates with tumor proliferation and differentiation.

  cervical tcga-cesc hela scrna-seq scrna-seq wgcna cox

• A comparison of the large-scale gene expression patterns in summer and fall migratory Pantala flavescens (Fabricius) in northern China.

  PMID 39108562 · PMC11301579 · Ecology and evolution · 2024 · 8 claims · 4 setups

  Has reproduction · 93

  624 differentially expressed genes (DEGs) were identified between summer (M7) and fall (M10) migratory P. flavescens

  pantala bulk quantitative transcriptome

• 4-Methylcytosine DNA modification is critical for global epigenetic regulation and virulence in the human pathogen Leptospira interrogans.

  PMID 33301041 · PMC7708080 · Nucleic acids research · 2020 · 7 claims · 8 setups

  Has reproduction · 78

  Inactivation of the orphan 4mC methyltransferase (LomA) causes complete abrogation of CTAG motif methylation genome-wide

  interrogans mdck-1 syrian smrt rna-seq rt-qpcr