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).

• A negative binomial latent factor model for paired microbiome sequencing data.

  PMID 41572173 · PMC12910815 · BMC bioinformatics · 2026 · 8 claims · 2 setups

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  A negative binomial model with a shared taxon-specific latent factor (JNBM) captures cross-site correlation between paired microbiome samples from two body sites.

  synthetic umicro simulation microbiome

• Benchmarking of methods to analyse data derived from GBS-MeDIP.

  PMID 41555215 · PMC12829230 · BMC bioinformatics · 2026 · 7 claims · 4 setups

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  featureCounts is the most reliable tool for count matrix generation from GBS-MeDIP data, outperforming MEDIPS

  gbs-medip randomized simulated count distribution null

• Assessment of dispersion metrics for estimating single-cell transcriptional variability.

  PMID 41770747 · PMC12970974 · PLoS computational biology · 2026 · 7 claims · 4 setups

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  The variance-to-mean ratio (VMR/Fano factor) scales approximately linearly with increasing dispersion and is independent of dataset size.

  simulated manivannan lana-elola yuzwa computational scrna-seq

• Geometry-aware graph attention networks to explain single-cell chromatin states and gene expression with SEAGALL.

  PMID 42026624 · PMC13238118 · Genome biology · 2026 · 8 claims · 6 setups

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  SEAGALL combines a geometry-regularised autoencoder (GRAE) to embed cells and build a cell-cell graph with a graph attention network (GAT) classifier and GNNExplainer-based XAI to identify features driving cell type/phenotype.

  count same scchip-seq ten count latent classification

• Serum S100A6 concentration predicts peritoneal tumor burden in mice with epithelial ovarian cancer and is associated with advanced stage in patients.

  PMID 19888321 · PMC2765613 · PloS one · 2009 · 8 claims · 8 setups

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  Serum S100A6 concentration correlates with peritoneal tumor burden in a mouse OVCA xenograft model, based on inverse regression calibration against bioluminescent imaging data.

  serum skov-3 pooled ovca lc-ms antigen whole-animal

• Brain-specific proteins decline in the cerebrospinal fluid of humans with Huntington disease.

  PMID 18984577 · PMC2649809 · Molecular & cellular proteomics : MCP · 2009 · 8 claims · 6 setups

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  Brain-specific proteins are 1.8 times more likely to be observed in CSF than in plasma

  csf brain normal 2d-dige label-free isotopic

• Semi-parametric empirical bayes method for multiplet detection in snATAC-seq with probabilistic multi-omic integration.

  PMID 42054434 · PMC13148828 · PLoS computational biology · 2026 · 8 claims · 5 setups

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  SEBULA models the singlet background directly from observed HCLC (high-coverage locus count) statistics using fragment-level snATAC-seq information, avoiding reliance on synthetic/artificial doublets.

  dogma-seq dogma-seq-derived seven snatac-seq q-q density

• 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

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

  hgsc pa-1 long-distance whole-genome validation

• 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

• DBD--taxonomically broad transcription factor predictions: new content and functionality.

  PMID 18073188 · PMC2238844 · Nucleic acids research · 2008 · 8 claims · 3 setups

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  DBD is a database of predicted sequence-specific DNA-binding transcription factors covering over 700 publicly available proteomes, up from 150 in the initial version.

  proteomes eukaryotic genomes hmm-based comparative heatmap

• Continued colonization of the human genome by mitochondrial DNA.

  PMID 15361937 · PMC515365 · PLoS biology · 2004 · 7 claims · 6 setups

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  NUMT insertion into nuclear chromosomes is an ongoing process shaped by double-strand-break repair (as shown in yeast) and continuing in humans.

  homo genomic chimpanzee genome genome-wide pcr sanger

• Proteomic profiling of the amniotic fluid to detect inflammation, infection, and neonatal sepsis.

  PMID 17227133 · PMC1769412 · PLoS medicine · 2007 · 8 claims · 8 setups

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  Higher MR scores (severe, 3-4) are associated with significantly shorter amniocentesis-to-delivery intervals than minimal (1-2) or no (0) inflammation

  amniotic placental blood seldi-tof elisa clinical

• Characterizing natural variation using next-generation sequencing technologies.

  PMID 19801172 · PMC3994700 · Trends in genetics : TIG · 2009 · 8 claims · 8 setups

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  Next-generation sequencing enables complete, genome-wide surveys of genetic variation at unprecedented resolution, overcoming limitations of genotyping panels and microarrays.

  pichia individuals saccharomyces individual whole-genome partial comparative

• 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

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  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

• 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

• 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

• Recurring genomic breaks in independent lineages support genomic fragility.

  PMID 17090315 · PMC1636669 · BMC evolutionary biology · 2006 · 6 claims · 6 setups

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  The propensity of a chromosomal region to break is significantly correlated among independent lineages, even after accounting for covariates like region length and functional class.

  hg17 genome computationally comparative marker segmental

• A comparative study of techniques for differential expression analysis on RNA-Seq data.

  PMID 25119138 · PMC4132098 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 58

  edgeR performs slightly better than DESeq and Cuffdiff2 in terms of the ability to uncover true positives.

  brain neurospheres lymphoblastoid simulation single-end paired-end rna-seq

• Single-cell sequencing reveals unexpected genetic diversity among Bodo spp. flagellates and their bacterial endosymbionts.

  PMID 41848149 · PMC12999062 · Microbial genomics · 2026 · 8 claims · 8 setups

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  Seven single-cell genomes assembled from uncultured environmental Bodo cells represent three potentially novel Bodo species

  uncultured environmental single-cell bodo single-cell fluorescence-activated whole-genome

• Lorentz-regularized interpretable VAE for multi-scale single-cell transcriptomic and epigenomic embeddings.

  PMID 41555918 · PMC12812404 · Frontiers in genetics · 2025 · 7 claims · 5 setups

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  LiVAE, a dual-pathway VAE with Lorentzian geometric regularization between a primary Euclidean pathway and an information-bottleneck pathway, balances local fidelity with global topology coherence in single-cell embeddings

  single-cell same dapp1 benchmarking umap component-wise