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).

• 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 latent group lasso penalized regression (overlapping and non-overlapping groups) for survival (Cox) and classification (logistic) analysis of omics data.

  tcga breast liver simulated cox logistic simulation

• Estimating sparse regression models in multi-task learning and transfer learning through adaptive penalisation.

  PMID 40674582 · PMC12502914 · Bioinformatics (Oxford, England) · 2025 · 8 claims · 3 setups

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  A two-stage procedure using feature-specific and sign-specific adaptive weights shares information on feature selection, effect direction, and effect size between related regression problems.

  simulated multi-task penalised adaptive hyperparameter

• 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

• A statistical model to identify differentially expressed proteins in 2D PAGE gels.

  PMID 19763172 · PMC2734266 · PLoS computational biology · 2009 · 7 claims · 5 setups

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  A mixture likelihood model incorporating both detected and non-detected proteins has higher statistical power to detect differential expression than standard approaches like the Student's t-test.

  plasma simulated page simulated

• Genomics in space life sciences.

  PMID 18558380 · PMC5054090 · Genomics, proteomics & bioinformatics · 2008 · 8 claims · 6 setups

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  Sudden changes in gravity alter mRNA levels of various genes, indicating molecular-level effects of microgravity

  keratinocyte wi-38 candida rice microarray suppression pathogenicity

• VIST: variational inference for single cell time series.

  PMID 41535949 · PMC12892444 · Genome biology · 2026 · 8 claims · 6 setups

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  VIST is a VAE-based method that decomposes single-cell gene expression into time-dependent and time-independent latent components

  toy drosophila aorta lung synthetic time-course latent

• binny: an automated binning algorithm to recover high-quality genomes from complex metagenomic datasets.

  PMID 36239393 · PMC9677464 · Briefings in bioinformatics · 2022 · 8 claims · 8 setups

  Has reproduction · 67

  binny outperforms or is highly competitive with commonly used and state-of-the-art binning methods (MetaBAT2, MaxBin2, CONCOCT, VAMB, SemiBin, MetaDecoder)

  cami real-world metagenomic binned genome binning mag

• DoBSeqWF: a framework for sensitive detection of individual genetic variation in pooled sequencing data.

  PMID 41704565 · PMC12907731 · NAR genomics and bioinformatics · 2026 · 7 claims · 5 setups

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  DoBSeqWF, a Nextflow-based pipeline, processes pooled DoBSeq sequencing data through alignment, variant calling, machine-learning-based filtering, and variant pinpointing/assignment to individuals.

  individual pooled individuals gatk-called whole-genome overlapped simulated

• Assembly of Macromolecular Complexes in the Whole-Cell Model of a Minimal Cell.

  PMID 41427637 · PMC12794154 · The journal of physical chemistry. B · 2026 · 8 claims · 6 setups

  Has reproduction · 67

  Assembly pathways for 21 unique macromolecular complexes (RNAP, ribosome, degradosome, ATP synthase, ABC transporters, etc.) were incorporated into the existing Syn3A whole-cell model

  jcvi-syn3a coli syn3a simulated hybrid ribosome atp