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).
-
Has reproduction
Different approaches to Imaging Mass Cytometry data analysis.
PMID 37092034 · PMC10115470 · Bioinformatics advances · 2023 · 8 claims · 5 setups
Imaging Mass Cytometry (IMC) is a high-multiplexing imaging platform capable of simultaneously detecting and visualizing up to 40 different protein targets in tissue sections.
-
Full-text index only
Swarm intelligence based wavelet coefficient feature selection for mass spectral classification: an application to proteomics data.
PMID 19733729 · PMC2748225 · Analytica chimica acta · 2009 · 8 claims · 4 setups
ACA-based wavelet coefficient feature selection can achieve up to 100% classification accuracy on training, validating, and independent testing sets using only 5 selected features.
-
Full-text index only
A novel wavelet-based thresholding method for the pre-processing of mass spectrometry data that accounts for heterogeneous noise.
PMID 18615428 · PMC2855839 · Proteomics · 2008 · 6 claims · 4 setups
Noise in SELDI-TOF/MALDI-TOF mass spectrometry data is heteroscedastic across the m/z range, with larger variance at lower m/z values, contrary to the homogeneous noise assumption of existing wavelet denoising methods.
-
Full-text index only
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
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
-
Has reproduction · 84
Expression Atlas update--a database of gene and transcript expression from microarray- and sequencing-based functional genomics experiments.
PMID 24304889 · PMC3964963 · Nucleic acids research · 2014 · 8 claims · 6 setups
Expression Atlas is a value-added database providing gene, protein and splice variant expression across cell types, organism parts, developmental stages, diseases and other biological/experimental conditions, built from manually curated high-quality microarray and RNA-sequencing experiments from ArrayExpress.