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).

• Iterative class discovery and feature selection using Minimal Spanning Trees.

  PMID 15355552 · PMC520744 · BMC bioinformatics · 2004 · 7 claims · 5 setups

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  Iterating between MST-based clustering and t-statistic feature selection removes noise genes step-wise while sharpening the sample clustering

  simulated breast acute diffuse synthetic cdna microarray

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  GRF identifies effective features that form highly connected sub-graphs on the underlying biological network

  synthetic tcga embryonic simulation sub-graph reproducibility

• 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

• Identification of gene interactions associated with disease from gene expression data using synergy networks.

  PMID 18234101 · PMC2258206 · BMC systems biology · 2008 · 8 claims · 4 setups

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  Synergy of a gene pair with respect to disease, defined as I(G1,G2;C) - [I(G1;C)+I(G2;C)], identifies gene pairs that interact cooperatively with respect to a phenotype rather than independently.

  prostate simulated microarray simulated permutation

• Estimating and Correcting for Off-Target Cellular Contamination in Brain Cell Type Specific RNA-Seq Data.

  PMID 33746712 · PMC7966716 · Frontiers in molecular neuroscience · 2021 · 7 claims · 7 setups

  Has reproduction · 50

  sctRNA-seq datasets (particularly LCM-seq) show measurable off-target mRNA contamination from surrounding cell types

  brain neocortex cortex allen lcm-seq scrna-seq marker

• Engineered apoptotic nucleases for chromatin research.

  PMID 17626049 · PMC1935020 · Nucleic acids research · 2007 · 8 claims · 6 setups

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  Inserting TEVP cleavage sites immediately downstream of the two caspase-3 sites in DFF45 (I1I2 mutant) makes DFF40 nuclease activity exclusively dependent on TEVP cleavage (DFF-T)

  recombinant cerevisiae coli western plasmid serial

• Human synthetic lethal inference as potential anti-cancer target gene detection.

  PMID 20015360 · PMC2804737 · BMC systems biology · 2009 · 7 claims · 8 setups

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  Targeting the synthetic lethal partner of a gene mutated in cancer selectively damages tumor cells while sparing healthy cells, offering a rationale for anti-cancer drug design

  saccharomyces sapiens ihsln genes database phylogenetic gene

• Gene loss rate: a probabilistic measure for the conservation of eukaryotic genes.

  PMID 17158152 · PMC1802574 · Nucleic acids research · 2007 · 8 claims · 8 setups

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  GLR is a novel maximum-likelihood measure of gene loss rate that probabilistically weighs all possible ancestral phyletic patterns rather than relying on a single parsimonious reconstruction.

  synthetic eukaryotic simulated 16-species analytical comparative simulation

• 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

• 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

• A Bayesian approach to accurate and robust signature detection on LINCS L1000 data.

  PMID 32003771 · PMC7203754 · Bioinformatics (Oxford, England) · 2020 · 7 claims · 4 setups

  Has reproduction · 37

  A novel Bayesian peak deconvolution algorithm gives unbiased likelihood estimations for peak locations and derives probability-based z-scores.

  lines simulated invariant l1000 l1000 simulated liss

• A gene encoding antigenic peptides of human squamous cell carcinoma recognized by cytotoxic T lymphocytes.

  PMID 9449708 · PMC2212124 · The Journal of experimental medicine · 1998 · 8 claims · 8 setups

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  A gene, SART-1, encoding antigenic peptides recognized by HLA-A2601-restricted CTLs was identified from human squamous cell carcinoma cells.

  ke4 normal pbmcs va13 expression northern western

• The fragile breakage versus random breakage models of chromosome evolution.

  PMID 16501665 · PMC1378107 · PLoS computational biology · 2006 · 8 claims · 6 setups

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  Sankoff and Trinh's synteny block identification algorithm (ST-Synteny) is flawed, producing erroneous block identifications even in small toy examples.

  small synthetic synteny random whole-genome

• Allelic imbalance in gene expression as a guide to cis-acting regulatory single nucleotide polymorphisms in cancer cells.

  PMID 17267408 · PMC1865061 · Nucleic acids research · 2007 · 6 claims · 6 setups

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  Measuring allelic imbalance (AI) of two SNP alleles within the same sample is an effective approach for identifying cis-acting rSNPs, since each allele serves as an internal control for the other.

  tumor promoter hela cdna bead tag-microarray

• ConNIS and labeling instability: New statistical methods for improving the detection of essential genes in TraDIS libraries.

  PMID 41790830 · PMC12991369 · PLoS computational biology · 2026 · 8 claims · 3 setups

  Has reproduction · 83

  ConNIS provides an analytic solution for the probability of observing the longest insertion-free sequence within a gene given its length and number of insertion sites under non-essentiality.

  simulated four real simulation semi-synthetic real-world

• Computational analysis of the synergy among multiple interacting genes.

  PMID 17299419 · PMC1828751 · Molecular systems biology · 2007 · 8 claims · 3 setups

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  Multivariate synergy of a set of factors with respect to a phenotype can be defined via the maximum-information partition, i.e., comparing the mutual information of the full set to the best achievable sum of mutual information over any partition into disjoint subsets.

  healthy biological hypothetical gene snp illustrative

• With the finished human genome in hand, what next?

  PMID 12844356 · PMC193627 · Genome biology · 2003 · 8 claims · 8 setups

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  Gene Ontology (GO) provides a syntax/query framework for functional classification of genes, expanding beyond E. coli origins into anatomy, pathology, and phenotype data.

  domestic saccharomyces systemic schistosoma comparative functional genetic

• Translating genome sequences into biological understanding.

  PMID 12801409 · PMC193614 · Genome biology · 2003 · 8 claims · 7 setups

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  Gene-trap insertional mutagenesis in mouse ES cells (BayGenomics) generates a large resource of cell lines and knockout mice for studying gene expression patterns and function.

  embryonic transfectable drosophila computational gene-trap pooled cross-species

• treeclimbR pinpoints the data-dependent resolution of hierarchical hypotheses.

  PMID 34001188 · PMC8127214 · Genome biology · 2021 · 7 claims · 6 setups

  Has reproduction · 73

  treeclimbR proposes multiple candidate resolutions on a tree and selects the optimal one in a data-driven manner using three criteria (FDR-controlling range of t, number of rejected leaves, fewest internal nodes)

  synthetic semi-simulated microbiome mirna differential microbiome microrna