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).

• UBD: incorporating uncertainty in cell type proportion estimates from bulk samples to infer cell-type-specific profiles.

  PMID 41520227 · PMC12895075 · Briefings in bioinformatics · 2026 · 7 claims · 4 setups

  Full-text index only

  Existing CTS deconvolution methods (e.g., CIBERSORTx, TCA, bMIND, CellDMC, HBI) require cell type proportions that are in practice only estimated, not known, introducing unaccounted uncertainty into CTS inference.

  simulated rosmap onek1k bulk simulation-based cell-type-specific type

• Gene regulatory network determinants of rapid recall in human memory CD4(+) T cells.

  PMID 41865369 · PMC13207208 · Cell reports · 2026 · 8 claims · 6 setups

  Full-text index only

  Memory CD4+ T cells show enhanced chromatin accessibility proximal to rapid-recall genes compared to naive cells

  blood-derived computational pseudobulk cd4+ single-nuclei maxatac grn

• 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

  Full-text index only

  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

• Robust and efficient annotation of cell states through gene signature scoring.

  PMID 41708334 · PMC12951948 · Genome research · 2026 · 8 claims · 8 setups

  Full-text index only

  Established scoring methods (Seurat, SCANPY, UCell, JASMINE) fail to provide robust and comparable score distributions across diverse signatures and experimental conditions, precluding accurate unsupervised cell-state annotation.

  pbmc colorectal esophageal crc scrna-seq cross-implementation signature

• Tumour-intrinsic features shape T cell differentiation through precursor to symptomatic multiple myeloma.

  PMID 41644568 · PMC12982522 · Nature communications · 2026 · 8 claims · 6 setups

  Full-text index only

  MM is not characterized by T cell exhaustion but by antigen-driven terminal memory differentiation, unlike solid cancers

  bone cd69+ cd8+ smm single-cell cite-seq gene

• Ultra-precision deconvolution of spatial transcriptomics decodes immune heterogeneity and fate-defining programs in tissues.

  PMID 41862467 · PMC13168514 · Nature communications · 2026 · 8 claims · 8 setups

  Full-text index only

  UCASpatial is a novel deconvolution algorithm that uses Shannon entropy-based gene weighting combined with weighted non-negative least squares to estimate cell-type composition from spatial transcriptomics data

  simulated colorectal hippocampus ear simulated runtime spatial

• Venezuelan equine encephalitis virus infection causes chronic neurobehavioral outcomes, cellular remodeling, and hippocampal single-cell transcriptomic changes.

  PMID 41950299 · PMC13089902 · PLoS pathogens · 2026 · 7 claims · 8 setups

  Full-text index only

  VEEV infection causes persistent motor dysfunction, memory impairment, and reduced anxiety-like behavior up to 106 DPI

  c57bl pooled hippocampal scrna-seq elevated novel modified

• Searching for genes underlying behavior: lessons from circadian rhythms.

  PMID 18988844 · PMC3744585 · Science (New York, N.Y.) · 2008 · 8 claims · 5 setups

  Full-text index only

  Forward genetic mutagenesis screens successfully identified the molecular components of the circadian clock across Drosophila, Neurospora, cyanobacteria, Arabidopsis, and mouse.

  c57bl genomic automated contextual psychostimulant-induced

• Clonal CD8(+) T cells populate the leptomeninges and coordinate with immune cells in human degenerative brain diseases.

  PMID 41593242 · PMC12864034 · Nature immunology · 2026 · 8 claims · 6 setups

  Full-text index only

  The human leptomeninges harbor substantial numbers of clonally expanded, tissue-resident memory CD8 T cells (ZNF683-high, CXCR6+, PD-1+)

  postmortem leptomeninges scrna-seq-derived leptomeningeal single-cell flow imaging

• Prior-guided factorization for reliable imputation of scRNA-seq data.

  PMID 41860953 · PMC13004523 · PLoS computational biology · 2026 · 8 claims · 8 setups

  Full-text index only

  scZN models scRNA-seq counts as a mixture of a two-state (Gamma-Poisson/negative binomial) transcriptional bursting process and dropout, formalized via a zero-inflated negative binomial (ZINB) and solved as constrained nonnegative matrix factorization into a cell-to-cell-type assignment matrix and a cell-type expression matrix

  ercc real randomly brain scrna-seq cell-cycle k-nn

• IFDlong: a model-based isoform and fusion detector for accurate annotation and quantification of long-read RNA-seq data.

  PMID 41851882 · PMC13113378 · Genome biology · 2026 · 8 claims · 2 setups

  Full-text index only

  IFDlong is the only tool that can discover fusion transcripts at isoform resolution

  in-silico type long-read computational

• 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

  Full-text index only

  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

• Trimmomatic: a decade of feature-rich, high-performance NGS read preprocessing.

  PMID 42178219 · PMC13242794 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

  Full-text index only

  A high-performance multithreading architecture allows batches of read pairs to be processed independently by a pool of worker threads, scaling efficiently with available hardware.

  manihot same plant wall-clock output cross-tool

• Annotation-free prediction of immunotherapy response in melanoma using single-cell transcriptomic data.

  PMID 41758825 · PMC12948085 · PloS one · 2026 · 8 claims · 6 setups

  Full-text index only

  AI-based predictive models built on unannotated scRNA-seq data (cell-by-gene expression matrices) can classify melanoma patients as ICI responders vs. non-responders

  cd45+ scrna-seq independent scrna-seq single-gene-level pathway-level

• Cell neighborhood topology directs rare cell population identification.

  PMID 41912521 · PMC13199379 · Nature communications · 2026 · 8 claims · 8 setups

  Full-text index only

  RareQ is a framework that quantifies neighborhood connectivity (Q), a cell-specific measure of kNN-graph cliquishness, to detect rare cell populations from single-cell and spatial omics data

  downsampled pbmc brain simulated scrna-seq cite-seq single-cell

• Development of a pediatric immune cell atlas and characterization of CD4+ T cells in food allergy.

  PMID 42025535 · PMC13105851 · Pediatric allergy and immunology : official publication of the European Society of Pediatric Allergy and Immunology · 2026 · 8 claims · 8 setups

  Full-text index only

  A pediatric single-cell PBMC reference atlas was developed from 57 healthy children across 8 public scRNA-seq studies.

  pbmcs cd3+ cd4+ memory scrna-seq pseudobulk bulk

• Genetic polyploid phasing from low-depth progeny samples.

  PMID 35692633 · PMC9184567 · iScience · 2022 · 8 claims · 7 setups

  Has reproduction · 73

  WH-PPG phases polyploid parental samples by scoring informative variant pairs with a Bayesian log-likelihood model of progeny allele depths, clustering alleles by co-occurrence likelihood, and assigning clusters to haplotypes via interval scheduling

  solanum illumina pacbio wh-ppg

• Transcription network construction for large-scale microarray datasets using a high-performance computing approach.

  PMID 18366618 · PMC2386070 · BMC genomics · 2008 · 8 claims · 7 setups

  Full-text index only

  RMT removes the random noise component of the gene expression correlation matrix by testing its eigenvalue statistics against a null hypothesis derived from a truly random correlation matrix

  yeast liver eight-node microarray k-means hybrid

• OTMODE: an optimal transport theory-based framework for identifying differential features in single-cell multi-omics data.

  PMID 41335419 · PMC12766913 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

  Full-text index only

  OTMODE, using an unbalanced Sinkhorn algorithm and Wald test, improves differential feature identification in single-cell multi-omics data

  simulated classical degs naive simulated bulk real

• A new mRNA antigen vaccine induces potent B and T cell responses and in vivo protection against SARS-CoV-2.

  PMID 41876554 · PMC13172340 · NPJ vaccines · 2026 · 8 claims · 8 setups

  Full-text index only

  The G1-C mRNA vaccine (RBD + membrane protein epitope) induces 8.2-fold higher WA1 RBD-specific IgG and 16.6-fold higher XBB.1.5 RBD-specific IgG than the RBD-only vaccine

  plasma pbmcs spleen bone elisa pseudovirus intracellular