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).

• 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

• Differential expression analysis in single-cell and spatial RNA-seq without model assumptions.

  PMID 41980775 · PMC13198004 · Cell reports methods · 2026 · 7 claims · 4 setups

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  Common DGE analysis methods (Wilcoxon test, unweighted t-test, pseudo-bulk aggregation, SCTransform-style parametrization) rely on unnecessary simplifications and assumptions that are inconsistent with experimental data and cause false findings

  e18 simulated scrna-seq sprna-seq scrna-seq simulation count

• 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

• Evaluating imputation methods for accurate estimation of cell population fractions in single-cell RNA sequencing.

  PMID 41503159 · PMC12770975 · NAR genomics and bioinformatics · 2026 · 8 claims · 6 setups

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  Eight prominent imputation methods (MAGIC, SAVER, scVI, DCA, scBiG, kNN-smoothing, scImpute, ALRA) were systematically evaluated for their ability to recover the true non-zero expression fraction using simulated and real-world scRNA-seq data

  basal tracheal airway k562 simulated scrna-seq imputation

• Tumor cell villages define the co-dependency of tumor and microenvironment in liver cancer.

  PMID 41723121 · PMC12932787 · Nature communications · 2026 · 8 claims · 8 setups

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  Different tumor cell transcriptomic states organize into distinct spatial clusters, or 'villages', each supported by a unique surrounding microenvironment

  liver malignant non-malignant tumor single-cell immunofluorescence non-negative

• In vivo single-cell RNA metabolic labeling resolves early transcriptional responders in the regenerating zebrafish heart.

  PMID 42086590 · PMC13144409 · Nature communications · 2026 · 8 claims · 5 setups

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  SLAM-seq (4sU metabolic labeling with T-to-C conversion detection) can be established and quantified in the adult zebrafish heart at the bulk level

  zebrafish macrophage-like bulk scslam-seq pathway

• Regulatory Noncoding Small RNAs Are Diverse and Abundant in an Extremophilic Microbial Community.

  PMID 32019831 · PMC7002113 · mSystems · 2020 · 7 claims · 8 setups

  Has reproduction · 57

  Hundreds of intergenic (itsRNAs) and antisense (asRNAs) sRNAs are expressed in the halite endolithic microbial community of the Atacama Desert

  halite same identified conserved strand-specific genome-resolved srna

• The RNA-binding protein SRSF3 controls epicardial formation by regulating splicing and proliferation.

  PMID 41601313 · PMC13006530 · Development (Cambridge, England) · 2026 · 8 claims · 8 setups

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  SRSF3 is highly expressed in the proepicardial organ and early epicardium, declining after E11.5 and remaining low postnatally

  embryo heart e11.5 proepicardium immunofluorescence qrt-pcr conditional