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).

• On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve.

  PMID 18076765 · PMC2211327 · BMC bioinformatics · 2007 · 8 claims · 4 setups

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  The TGDR-AUC algorithm regularizes the empirical AUC by replacing the non-differentiable 0-1 loss with a smooth sigmoid surrogate function and applies constrained threshold gradient descent regularization

  simulated serum preprocessed simulation mass high-resolution

• The selection of software and database for metagenomics sequence analysis impacts the outcome of microbial profiling and pathogen detection.

  PMID 37027361 · PMC10081788 · PloS one · 2023 · 7 claims · 7 setups

  Has reproduction · 86

  Obtaining an accurate species-level microbial profile using current direct-read metagenomics profiling software is still a challenging task.

  simulated kidney biological extracted shotgun taxonomic pathogen

• Statistical challenges in preprocessing in microarray experiments in cancer.

  PMID 18829474 · PMC3529914 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2008 · 8 claims · 7 setups

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  Choice of pre-processing method materially changes which features are found significantly associated with survival in the Beer et al. lung cancer microarray dataset

  lung beer individual outlier expression rank-covariance quality-control

• A machine learning approach uncovers principles and determinants of eukaryotic ribosome pausing.

  PMID 39423268 · PMC11488575 · Science advances · 2024 · 8 claims · 5 setups

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  An unsupervised ML pipeline using the extended isolation forest (EIF) algorithm can reliably detect ribosome pausing sites from noisy, coverage-biased RiboSeq data across expression levels

  saccharomyces simulated yeast riboseq simulated comparative

• Quadratic regression analysis for gene discovery and pattern recognition for non-cyclic short time-course microarray experiments.

  PMID 15850479 · PMC1127068 · BMC bioinformatics · 2005 · 8 claims · 8 setups

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  A step-down quadratic regression method (fitting quadratic, then linear, then null models per gene) identifies differentially expressed genes and classifies them into 9 temporal expression patterns using continuous time information.

  olfactory present same anova-significant microarray step-down peddada

• Polymorphism identification and improved genome annotation of Brassica rapa through Deep RNA sequencing.

  PMID 25122667 · PMC4232532 · G3 (Bethesda, Md.) · 2014 · 8 claims · 8 setups

  Has reproduction · 50

  330,995 SNPs were identified in transcribed regions between B. rapa genotypes R500 and IMB211, at an average frequency of one SNP per 200 bases.

  brassica r500 rapa genomic bulk reference-based snp