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 · 3 setups

  Has reproduction · 89

  Graph Random Forest (GRF) embeds graph/network information directly into the decision-tree building process by splitting on features in the k-hop neighborhood of a data-driven head-splitting node.

  scale-free non-small embryonic simulation rna-seq

• 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

• Whither genomics?

  PMID 11104516 · PMC138820 · Genome biology · 2000 · 8 claims · 8 setups

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  Genomics is both a science (understanding genome structure/evolution) and a tool (learning gene function) that collects comprehensive data on all genes, in contrast to genetics which studies a few genes controlling a phenotype

  mammalian budding yeast general expression genome-wide synthetic

• 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

• 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

• 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

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

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

  Has reproduction · 73

  treeclimbR proposes multiple candidate resolutions on a hierarchical tree and selects the optimal one in a data-driven way to pinpoint signal branches/leaves of interest.

  synthetic aml-sim bcr-xl-sim microbiome differential

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

  PMID 33746712 · PMC7966716 · Frontiers in molecular neuroscience · 2021 · 6 claims · 7 setups

  Has reproduction · 50

  A computational method using high-quality scRNA-seq reference data can estimate per-sample, per-cell-type off-target contamination coefficients in sctRNA-seq datasets.

  brain cortex allen lcm-seq lcm-seq scrna-seq marker

• 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

• RNA interference in functional genomics and medicine.

  PMID 12808314 · PMC3055057 · Journal of Korean medical science · 2003 · 8 claims · 7 setups

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  RNAi is sequence-specific gene silencing induced by double-stranded RNA and is mediated by ~22-nt siRNAs generated from long dsRNA by the RNase III enzyme Dicer.

  caenorhabditis drosophila mammalian postnatal dsrna biochemical synthetic

• Exploration of the omics evidence landscape: adding qualitative labels to predicted protein-protein interactions.

  PMID 17880677 · PMC2375035 · Genome biology · 2007 · 7 claims · 8 setups

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  Combining pairs of omics evidence types into two-dimensional 'evidence landscapes' allows regions to be identified that specifically and purely predict either physical or metabolic protein interactions

  saccharomyces correlated chip-chip gene

• From single cells to whole organisms.

  PMID 16420683 · PMC1414103 · Genome biology · 2005 · 8 claims · 8 setups

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  The genetic-interaction map in S. cerevisiae is roughly four times as complex as the protein-protein interaction map, and genetic interactions do not overlap with physical interactions but instead predict functional neighborhoods

  saccharomyces caenorhabditis mammalian cylindromatosis automated interference rnai

• Genomic profiling of microRNA and messenger RNA reveals deregulated microRNA expression in prostate cancer.

  PMID 18676839 · PMC2597340 · Cancer research · 2008 · 8 claims · 7 setups

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  MicroRNA processing components (Dicer, DGCR8) and microRNA host genes (MCM7, C9orf5) are significantly up-regulated in prostate tumors versus non-tumor tissue

  prostate subset lncap 22rv1 microrna quantitative western

• 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

• 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

• Estimation of relevant variables on high-dimensional biological patterns using iterated weighted kernel functions.

  PMID 18509521 · PMC2396875 · PloS one · 2008 · 7 claims · 6 setups

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  wKIERA combines a weighted-kernel discriminant (kernel perceptron) with an iterative stochastic probability estimation-of-distribution algorithm to estimate a relevance distribution over variables

  serum colon glioblastoma synthetic seldi-tof gene computational

• Computationally scalable regression modeling for ultrahigh-dimensional omics data with ParProx.

  PMID 34254998 · PMC8575036 · Briefings in bioinformatics · 2021 · 6 claims · 4 setups

  Has reproduction · 79

  ParProx implements overlapping and non-overlapping (latent) group lasso regression for time-to-event (Cox) and classification (logistic) analysis with variables grouped by biological priors.

  tcga breast liver synthetic somatic gene methylation-based

• Personalized medicine: the future is not what it used to be.

  PMID 19958922 · PMC2844719 · Surgery · 2009 · 8 claims · 8 setups

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  Many rare tumors harbor a genomic Achilles heel that can be exploited for targeted therapy

  sw13 h295r drosophila acc drug synthetic gene