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).

• scArchon: a scalable benchmarking framework for assessing single-cell perturbation models.

  PMID 42121287 · PMC13162514 · Genome biology · 2026 · 8 claims · 8 setups

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  scArchon is a reproducible, modular, Snakemake-based benchmarking platform that evaluates perturbation response prediction tools in a standardized, containerized, extensible manner.

  pbmcs epithelial liver glioblastoma scrna-seq gene dimensionality

• Lipids join the post-genomic era.

  PMID 17076911 · PMC1794566 · Genome biology · 2006 · 8 claims · 8 setups

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  Infrared-laser MALDI-MS can image biological tissue while avoiding the matrix-preparation artifacts of UV-laser MALDI

  biological intact mixtures yeast maldi esi faims

• Lactate metabolism-related interaction perturbation network enables robust stratification of hepatocellular carcinoma.

  PMID 41689750 · PMC13009326 · Discover oncology · 2026 · 8 claims · 8 setups

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  An LM-related gene interaction perturbation network can stratify HCC into four robust molecular subtypes (Cluster1-4)

  tcga-hcc gse76427 gene consensus immune

• sRNAbench and sRNAtoolbox 2019: intuitive fast small RNA profiling and differential expression.

  PMID 31114926 · PMC6602500 · Nucleic acids research · 2019 · 8 claims · 1 setups

  Has reproduction

  sRNAtoolbox 2019 update adds automatic processing of the most used small RNA library preparation protocols, including UMI-based protocols, to sRNAbench

  srp046046 small

• PSGRN: Gene regulatory network inference from single-cell perturbational data through self-training with synthetic gold standards.

  PMID 42054465 · PMC13127566 · Science advances · 2026 · 8 claims · 4 setups

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  PSGRN infers GRNs by generating pseudoannotations from gene-gene correlations and iteratively refining them via a self-training classifier using pre/post-intervention expression features.

  k562 rpe1 processed single-cell computational biological

• Lorentz-regularized interpretable VAE for multi-scale single-cell transcriptomic and epigenomic embeddings.

  PMID 41555918 · PMC12812404 · Frontiers in genetics · 2025 · 7 claims · 5 setups

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  LiVAE, a dual-pathway VAE with Lorentzian geometric regularization between a primary Euclidean pathway and an information-bottleneck pathway, balances local fidelity with global topology coherence in single-cell embeddings

  single-cell same dapp1 benchmarking umap component-wise

• Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.

  PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups

  Has reproduction · 59

  The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance

  merged gse45827 superior differential feature comparative

• Target identification for repurposed drugs active against SARS-CoV-2 via high-throughput inverse docking.

  PMID 34825285 · PMC8616721 · Journal of computer-aided molecular design · 2022 · 8 claims · 6 setups

  Has reproduction · 63

  Combining Vinardo, Ledock, and Korp-PL scoring functions (via averaged Z-scores) improves correct target identification over any single scoring function.

  curated repurposed glycosylated interior inverse molecular exploratory

• SNPAnalyzer: a web-based integrated workbench for single-nucleotide polymorphism analysis.

  PMID 15980517 · PMC1160189 · Nucleic acids research · 2005 · 8 claims · 4 setups

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  SNPAnalyzer is an integrated web-based workbench that performs four statistical SNP analyses (Hardy-Weinberg equilibrium, haplotype estimation, linkage disequilibrium, and QTL analysis) in one common computational environment.

  african simulated hardy-weinberg haplotype linkage

• Logical Analysis of Data (LAD) model for the early diagnosis of acute ischemic stroke.

  PMID 18616825 · PMC2492849 · BMC medical informatics and decision making · 2008 · 7 claims · 5 setups

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  An LAD classification model built from a support-set of 3 peptide peaks can distinguish stroke patients from controls with 75% accuracy on an independent validation set

  plasma discretized seldi-tof serum logical

• Phosphoproteomic analysis of human embryonic stem cells.

  PMID 19664994 · PMC2726933 · Cell stem cell · 2009 · 8 claims · 6 setups

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  MDLC-MS/MS phosphoproteomics identified 2546 phosphorylation sites on 1602 phosphoproteins in undifferentiated hESCs and their differentiated derivatives

  esc hescs hesc-derived undifferentiated mdlc-ms immunocytochemistry western

• Discovery of key regulators in classical monocyte phenotypes linked to COVID-19 severity using single-cell multi-omics sequencing.

  PMID 41732268 · PMC12925236 · iScience · 2026 · 8 claims · 8 setups

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  Two severity-associated classical monocyte (cMono) subtypes, IL7R+ and CD163+, exist with distinct transcriptional and epigenetic landscapes.

  pbmcs pbmc classical cmono single-nucleus differential multimodal

• PRDM1 Is Associated with Chemoradiotherapy-Associated Enrichment of Adaptive NK Cells in Cervical Cancer.

  PMID 42110212 · PMC13150072 · Computational and structural biotechnology journal · 2026 · 8 claims · 8 setups

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  CRT enriches adaptive NK (aNK) cells within the cervical cancer immune microenvironment, with enrichment apparent after the first fraction and persisting after the second

  cervical subclusters ank overlapping single-cell cluster differential

• Identifying the important HIV-1 recombination breakpoints.

  PMID 18787691 · PMC2522274 · PLoS computational biology · 2008 · 8 claims · 3 setups

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  Local sequence identity between co-packaged parental RNAs strongly influences the probability of strand-transfer/breakpoint location, with fewer breakpoints occurring near mismatches

  inter-subtype parental copy-choice probabilistic comparative

• Ensembl 2006.

  PMID 16381931 · PMC1347495 · Nucleic acids research · 2006 · 8 claims · 5 setups

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  Ensembl now provides annotation for 19 genomes, up from 4 the previous year, including new mammalian (Rhesus macaque, Opossum), chordate (Ciona intestinalis), and yeast genomes.

  cow ensembl snps genome gene whole-genome pairwise

• Exploring Gene Expression Patterns in Alzheimer's Disease Using a Human Microarray Data Meta-Analysis.

  PMID 41744654 · PMC12938635 · Biology · 2026 · 7 claims · 7 setups

  Has reproduction · 100

  A meta-analysis of eight microarray studies (10 sub-studies) produced a combined list of 4218 statistically significant DEGs between AD and healthy brain at an adjP cut-off of 0.001

  post-mortem combined sub-studies down-regulated microarray differential statistical

• Benchmarking LLM-based agents for single-cell omics analysis.

  PMID 41742311 · PMC13064268 · Genome biology · 2026 · 8 claims · 8 setups

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  Introduces a comprehensive benchmarking evaluation system comprising an open-source agent platform, 18 evaluation metrics across four dimensions, and 50 real-world single-cell omics tasks

  agent single-cell spatial scatac-seq llm-agent scrna-seq spatial