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).

• multiDEGGs: Single or Multiomic Differential Network Analysis for Biomarker Discovery and Feature Engineering for Predictive Modeling.

  PMID 41993882 · PMC13082464 · Computational and structural biotechnology journal · 2026 · 8 claims · 3 setups

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  multiDEGGs is a CRAN R package enabling differential network analysis in single or multiomic scenarios by identifying differentially expressed gene-gene pairs rather than single differentially expressed genes

  synthetic synovial eight simulated bulk machine

• 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

• Deep learning linking mechanistic models to single-cell transcriptomics data reveals transcriptional bursting in response to DNA damage.

  PMID 41779826 · PMC12959883 · eLife · 2026 · 8 claims · 5 setups

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  DeepTX is an interpretable, scalable deep learning inference framework that links mechanistic transcription models to scRNA-seq data to infer genome-wide transcriptional burst kinetics

  synthetic embryonic colorectal computational stochastic scrna-seq deep

• Bcipep: a database of B-cell epitopes.

  PMID 15921533 · PMC1173103 · BMC genomics · 2005 · 8 claims · 2 setups

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  Bcipep is a comprehensive database of experimentally determined linear B-cell epitopes compiled from literature and other public databases

  synthetic antigenic anti-peptide sequence

• High-throughput sequencing SELEX for the determination of DNA-binding protein specificities in vitro.

  PMID 35776646 · PMC9243297 · STAR protocols · 2022 · 8 claims · 8 setups

  Has reproduction · 65

  HT-SELEX enables unbiased, in vitro determination of preferred DNA target motifs for DNA-binding proteins by iterative selection and PCR amplification of bound oligonucleotides

  synthetic pcr-generated selex histidine-tagged pcr polyacrylamide spectrophotometry

• A negative binomial latent factor model for paired microbiome sequencing data.

  PMID 41572173 · PMC12910815 · BMC bioinformatics · 2026 · 8 claims · 2 setups

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  A negative binomial model with a shared taxon-specific latent factor (JNBM) captures cross-site correlation between paired microbiome samples from two body sites.

  synthetic umicro simulation microbiome

• Projecting contact matrices in 177 geographical regions: An update and comparison with empirical data for the COVID-19 era.

  PMID 34310590 · PMC8354454 · PLoS computational biology · 2021 · 6 claims · 5 setups

  Has reproduction · 98

  Updated synthetic contact matrices extend coverage from 152 to 177 geographical locations using the most recent demographic, household, and socio-demographic data

  polymod geographical dhs age-structured bayesian synthetic rural-urban

• Glycan arrays for functional glycomics.

  PMID 12537579 · PMC151192 · Genome biology · 2002 · 6 claims · 5 setups

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  Glycan arrays allow high-throughput characterization of lectin binding specificity in a single experiment, improving on material-intensive hapten inhibition assays

  synthetic biotinylated mono monosaccharides neoglycolipid carbohydrate streptavidin-biotin

• 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

• The i-motif in the bcl-2 P1 promoter forms an unexpectedly stable structure with a unique 8:5:7 loop folding pattern.

  PMID 19908860 · PMC2787777 · Journal of the American Chemical Society · 2009 · 8 claims · 6 setups

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  The full-length bcl-2 C-rich promoter sequence (Py39WT) forms one major intramolecular i-motif structure with a transitional pH of 6.6

  py39wt fam 32p-labeled circular melting fret

• A metrological foundation for absolute transcriptomics using International System of Units-anchored calibrators.

  PMID 41888124 · PMC13022412 · Nature communications · 2026 · 8 claims · 5 setups

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  TranScale is a set of 100 biomimetic RNA spike-in standards with SI-traceable certified copy-number concentrations (via isotope dilution mass spectrometry) that anchor RNA-seq measurements to an absolute scale.

  transcale biological isotope rt-dpcr bulk

• Charting spatial ligand-target activity using Renoir.

  PMID 42086556 · PMC13144314 · Nature communications · 2026 · 8 claims · 8 setups

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  Renoir computes a neighborhood activity score for curated ligand-target pairs at each spatial spot/cell by integrating cell type abundance, cell type-specific mRNA abundance, receptor expression, gene entropy, and mutual information between ligand and target genes.

  intestine triple-negative dorsolateral dlpfc semi-synthetic spatial single-cell

• Partially shared multi-modal embedding learns holistic representation of cell state.

  PMID 41741805 · PMC13021527 · Nature computational science · 2026 · 8 claims · 5 setups

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  APOLLO automatically learns partial information sharing between multiple data modalities using an autoencoder with a partially overlapping latent space trained via latent optimization.

  simulated paired single simulation scrna-seq multiplexed

• 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

• 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

• Assessment of algorithms for high throughput detection of genomic copy number variation in oligonucleotide microarray data.

  PMID 17910767 · PMC2148068 · BMC bioinformatics · 2007 · 8 claims · 4 setups

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  Different CNV analysis software packages produce highly variable numbers and types of candidate CNVs from the same data

  normalized individuals subset same affymetrix fluorescent snp

• Opportunities and challenges in synthetic oligosaccharide and glycoconjugate research.

  PMID 20161474 · PMC2794050 · Nature chemistry · 2009 · 8 claims · 7 setups

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  A parallel combinatorial one-pot multi-step protecting-group procedure (Lewis acid catalyzed, up to seven steps) can transform tetra-O-TMS glucopyranosides into differentially protected monosaccharide building blocks without intermittent work-up/purification

  library database oligovalent b-cells glycan bioinformatics one-pot

• Detecting unannotated splicing events in short-read RNA-seq with SAMI, a UMI-aware Nextflow pipeline.

  PMID 42166739 · PMC13242923 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  SAMI is a UMI-aware, Singularity-contained Nextflow pipeline that detects splicing events diverging from transcript annotations directly from raw FASTQ files.

  seraseq simulated small processed targeted simulated computation

• Short activation domains control chromatin association of transcription factors.

  PMID 41511382 · PMC12788797 · eLife · 2026 · 8 claims · 8 setups

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  Short activation domains (39-60 aa, only 5-7% of the synthetic TF) dominate the chromatin-bound fraction of a synthetic transcription factor.

  u2os synthetic single-molecule flow fluorescence

• DANST enables cell-type deconvolution in spatial transcriptomics using deep domain adversarial neural networks.

  PMID 41663685 · PMC12996496 · Communications biology · 2026 · 7 claims · 6 setups

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  DANST, a deconvolution framework using deep domain adversarial neural networks, achieves superior cell-type deconvolution accuracy compared with existing methods on human and mouse benchmark datasets

  heart cortex visual brain spatial cell-type