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).

• Sensitive detection of copy number alterations in low-pass liquid biopsy sequencing data.

  PMID 41838873 · PMC12991053 · Briefings in bioinformatics · 2026 · 8 claims · 3 setups

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  BayesCNA uses Bayesian changepoint (BCP) detection on posterior changepoint probabilities to segment the genome and reconstruct copy number profiles from low-pass liquid biopsy data.

  synthetically cell-line blood sequencing low-pass

• Threshold-dominated regulation hides genetic variation in gene expression networks.

  PMID 18062810 · PMC2238762 · BMC systems biology · 2007 · 8 claims · 2 setups

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  Threshold robustness (insensitivity of a singular/regulating variable's equilibrium value to parameter perturbations, except threshold changes) increases with increasing response function steepness and is present even under Michaelis-Menten conditions, not just in the step-function limit.

  three-gene illustrative numerical analytical

• spliceJAC: transition genes and state-specific gene regulation from single-cell transcriptome data.

  PMID 36321549 · PMC9627675 · Molecular systems biology · 2022 · 8 claims · 8 setups

  Has reproduction · 53

  spliceJAC uses unspliced and spliced mRNA count matrices to construct cell state-specific gene-gene regulatory interaction (Jacobian) matrices from scRNA-seq data

  bistable three-gene emt circuits simulation mixed-state grn

• Non-negative matrix factorization and deconvolution as a dual simplex problem.

  PMID 41535969 · PMC12888666 · Genome biology · 2026 · 8 claims · 3 setups

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  The NMF optimization problem can be reduced to searching for K(K-1) variables, independent of the original matrix size M×N.

  unconstrained bulk single-cell image bulk single-cell

• DeepGSEA: explainable deep gene set enrichment analysis for single-cell transcriptomic data.

  PMID 38950178 · PMC11236288 · Bioinformatics (Oxford, England) · 2024 · 8 claims · 2 setups

  Has reproduction · 40

  DeepGSEA is an explainable deep gene set enrichment analysis method built on interpretable, prototype-based neural networks.

  simulated real-world simulation scrna-seq-based

• Non-cross-linking gold nanoparticle aggregation as a detection method for single-base substitutions.

  PMID 15640441 · PMC546178 · Nucleic acids research · 2005 · 8 claims · 7 setups

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  NCL aggregation of DNA-modified gold nanoparticles shows extraordinary selectivity against terminal mismatches at the free ends of surface-bound duplexes

  probe-modified probe-gnp synthetic four uv-vis ssdna pcr

• Stability analysis of mixtures of mutagenetic trees.

  PMID 18366778 · PMC2335279 · BMC bioinformatics · 2008 · 7 claims · 5 setups

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  Mutagenetic trees mixture models capture multiple alternative pathways of ordered accumulation of genetic events (e.g., HIV resistance mutations, cancer chromosomal aberrations).

  simulated hiv-1 hiv timed simulation genotypic mutagenetic

• Simultaneous epigenomic profiling and regulatory activity measurement using e2MPRA.

  PMID 41535307 · PMC12913623 · Nature communications · 2026 · 8 claims · 8 setups

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  e2MPRA, combining lentiviral integration-based MPRA with CUT&Tag or ATAC-seq, enables simultaneous measurement of regulatory activity, protein binding, and epigenetic modification of the same synthetic CRE sequences.

  hepg2 lentimpra atac-seq h3k27ac

• Flanking p10 contribution and sequence bias in matrix based epitope prediction: revisiting the assumption of independent binding pockets.

  PMID 18925947 · PMC2600787 · BMC structural biology · 2008 · 8 claims · 3 setups

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  The extended matrix PP10 (built from a proline-containing peptide library) shows significant improvement in binding prediction over the original nine-residue matrix P9

  recombinant peptides awcsdealplgsprcd peptide-mhc quantitative x-ray

• Shaken not stirred: a global research cocktail served in Hinxton.

  PMID 18036269 · PMC2258181 · Genome biology · 2007 · 8 claims · 8 setups

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  Network-guided reverse genetics using probabilistic functional gene networks (e.g. YeastNet, WormNet) reduces the search space for identifying genes in a given biological process

  budding caenorhabditis drosophila escherichia two-color double chip-chip

• Calibration-free NGS quantitation of mutations below 0.01% VAF.

  PMID 34675197 · PMC8531361 · Nature communications · 2021 · 8 claims · 6 setups

  Has reproduction · 96

  QBDA (Quantitative Blocker Displacement Amplification) integrates UMI molecular barcoding with BDA variant enrichment to enable calibration-free VAF quantitation

  h37rv repository healthy same single-plex 10-plex 22-plex

• RNA modifications detection by comparative Nanopore direct RNA sequencing.

  PMID 34893601 · PMC8664944 · Nature communications · 2021 · 7 claims · 5 setups

  Has reproduction · 50

  Nanocompore is a model-free comparative method that uses a 2-component Gaussian mixture model (GMM) and univariate statistical tests on signal intensity/dwell time to detect RNA modifications in Nanopore direct RNA sequencing data without needing a training set

  simulated synthetic escherichia saccharomyces nanopore computational

• An efficient method for multi-locus molecular haplotyping.

  PMID 17158153 · PMC1802573 · Nucleic acids research · 2007 · 7 claims · 6 setups

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  A novel molecular haplotyping method using limiting dilution, aliquot pre-screening, and tiling reconstruction can resolve haplotypes spanning many loci over long distances from a single individual's DNA.

  single agarose-embedded genotyping multiplexed monoplex primer-extension

• WEPP: Phylogenetic placement achieves near-haplotype resolution in wastewater-based epidemiology.

  PMID 41911220 · PMC13048486 · PLoS computational biology · 2026 · 8 claims · 5 setups

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  WEPP is a pathogen-agnostic pipeline that uses phylogenetic placement of sequencing reads onto mutation-annotated trees (MATs) to identify candidate haplotypes and estimate their abundances

  sars-cov-2 mutation-annotated simulated synthetic real-world

• Time course profiling of host cell response to herpesvirus infection using nanopore and synthetic long-read transcriptome sequencing.

  PMID 34244540 · PMC8270970 · Scientific reports · 2021 · 8 claims · 5 setups

  Has reproduction · 50

  BoHV-1 infection causes substantial up- and down-regulation of host gene networks, including antiviral response and viral transcription/translation-associated genes

  bovine direct amplified synthetic

• Rapid creation of BAC-based human artificial chromosome vectors by transposition with synthetic alpha-satellite arrays.

  PMID 15673719 · PMC548352 · Nucleic acids research · 2005 · 8 claims · 5 setups

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  Presence of CENP-B box elements is required for efficient de novo centromere formation in HAC vectors

  ht1080 coli ht1080-derived synthetic novo gel transposition

• Visualization of shared genomic regions and meiotic recombination in high-density SNP data.

  PMID 19696932 · PMC2725774 · PloS one · 2009 · 8 claims · 7 setups

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  SNPduo is a command-line (SNPduo++) and web-accessible tool that analyzes and visualizes relatedness between two individuals using identity by state (IBS) from SNP genotypes.

  trio family siblings synthetic snp synthetic mitochondrial

• Cancer-specific high-throughput annotation of somatic mutations: computational prediction of driver missense mutations.

  PMID 19654296 · PMC2763410 · Cancer research · 2009 · 7 claims · 7 setups

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  CHASM, a Random Forest-based computational method, was developed to identify and prioritize missense mutations likely to be functional drivers of tumor cell proliferation.

  missense same synthetic tp53 random support principal

• 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

• Scalable nonparametric clustering with unified marker gene selection for single-cell RNA-seq data.

  PMID 41825449 · PMC13030991 · Cell reports methods · 2026 · 7 claims · 3 setups

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  NCLUSION matches the performance of state-of-the-art single-cell clustering techniques with significantly reduced runtime

  brain-large scdesign3-simulated facs-purified scrna-seq simulated