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).

• 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

• CellPolaris: Transfer Learning for Gene Regulatory Network Construction to Guide Cell State Transitions.

  PMID 41498638 · PMC12948241 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  CellPolaris is a unified computational framework performing TF-centered GRN construction, master TF identification, and TF perturbation simulation

  bulk previously round paired transfer-learning cross-species

• Dictionary of human intestinal organoid responses to secreted niche factors at single cell resolution.

  PMID 41513700 · PMC12891662 · Nature communications · 2026 · 8 claims · 8 setups

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  Cytomix (TNFɑ+IFNɣ+IL1β) treatment of human colon organoids best recapitulates molecular features of human IBD compared to DSS or irradiation injury models.

  colon cytomix-treated scrna-seq immunofluorescence activated

• 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

• CCL3+ Neutrophil Signature Predicts Response to Neoadjuvant Toripalimab plus Chemotherapy in Patients with Hypopharyngeal Squamous Cell Carcinoma: A Phase II Trial.

  PMID 41817286 · PMC13223550 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2026 · 7 claims · 8 setups

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  A proinflammatory, CCL3-high neutrophil subset (Neu_CCL3) is significantly enriched in the pretreatment tumor microenvironment of patients who respond to nCIT.

  pretreatment microarray cohorts moc1 single-cell bulk immunohistochemistry

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• Turbulent dynamo in the terrestrial magnetosheath.

  PMID 41708617 · PMC13032041 · Nature communications · 2026 · 7 claims · 3 setups

  Has reproduction · 70

  MMS observations in the magnetosheath reveal signatures of a turbulent small-scale dynamo (SSD).

  terrestrial four-point magnetic ion

• The 21st century hepatologist and a systems biology based approach to liver diseases.

  PMID 19026013 · PMC2712824 · Hepatology (Baltimore, Md.) · 2008 · 7 claims · 3 setups

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  Network models covering the majority of an organism's genes can accurately predict phenotypic effects of gene perturbations in multicellular organisms

  caenorhabditis cohorts computational genome-wide whole-genome

• Toward stem cell systems biology: from molecules to networks and landscapes.

  PMID 19329576 · PMC2738746 · Cold Spring Harbor symposia on quantitative biology · 2008 · 7 claims · 6 setups

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  Stem-cell-fate specification is an extremely complex process regulated by multiple mutually interacting molecular mechanisms with numerous regulatory feedback loops.

  stem embryonic promyelocytic genome-wide serial chip-chip

• Method of regulatory network that can explore protein regulations for disease classification.

  PMID 19962281 · PMC7126395 · Artificial intelligence in medicine · 2010 · 6 claims · 2 setups

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  A regulatory network (RN) can be constructed as a hopfield-like network, with nodes as biomarkers and directed weighted connections as regulatory relationships, optimized by minimizing an energy function measuring input-output disagreement.

  nasopharyngeal sars seldi-tof-ms

• spliceJAC: transition genes and state-specific gene regulation from single-cell transcriptome data.

  PMID 36321549 · PMC9627675 · Molecular systems biology · 2022 · 8 claims · 8 setups

  Has reproduction · 53

  spliceJAC uses unspliced and spliced mRNA count matrices to construct cell state-specific gene-gene regulatory interaction (Jacobian) matrices from scRNA-seq data

  bistable three-gene emt circuits simulation mixed-state grn

• Embeddings from language models are good learners for single-cell data analysis.

  PMID 41726097 · PMC12921509 · Patterns (New York, N.Y.) · 2026 · 8 claims · 8 setups

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  scELMo combines LLM-derived embeddings of gene and cell metadata with raw single-cell expression data via matrix operations to generate cell embeddings without pretraining a new model

  scrna-seq multi-batch diseased perturbation clustering batch cell-type

• Spatial organization shapes the turnover of a bacterial transcriptome.

  PMID 27198188 · PMC4874777 · eLife · 2016 · 8 claims · 5 setups

  Has reproduction · 71

  The E. coli transcriptome is spatially organized: mRNAs encoding inner-membrane proteins are enriched at the membrane, while mRNAs encoding cytoplasmic, periplasmic, and outer-membrane proteins are distributed throughout the cytoplasm.

  coli single-molecule fish time-resolved

• Integrative network modeling reveals mechanisms underlying T cell exhaustion.

  PMID 32024856 · PMC7002445 · Scientific reports · 2020 · 8 claims · 7 setups

  Has reproduction · 59

  TCE arises from changes in diverse gene regulatory interactions across a shared network rather than dysregulation of a single gene

  cd8+ tce manual gene principal

• 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

• T Cells With Activated STAT4 Drive the High-Risk Rejection State to Renal Allograft Failure After Kidney Transplantation.

  PMID 35844542 · PMC9283858 · Frontiers in immunology · 2022 · 8 claims · 8 setups

  Has reproduction · 78

  Unsupervised UMAP/Leiden clustering of 2,611 microarray datasets reveals 6 rejection states that diverge from traditional Banff clinical classification

  kidney scrna-seq microarray meblack microarray single-cell scissor

• 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

• Extensive tissue-specific expression variation and novel regulators underlying circadian behavior.

  PMID 33514540 · PMC7846174 · Science advances · 2021 · 8 claims · 8 setups

  Has reproduction · 63

  >700 tissue-specific transcriptomes generated from w1118 and 141 DGRP Drosophila lines, forming a circadian gene expression atlas

  w1118 dgrp drosophila dgrp-796 bulk high uas-rnai

• Analysis of subcellular transcriptomes by RNA proximity labeling with Halo-seq.

  PMID 34875090 · PMC8887463 · Nucleic acids research · 2022 · 6 claims · 8 setups

  Has reproduction · 56

  Halo-seq pairs a light-activatable Halo-DBF ligand with Click chemistry to label and purify spatially defined RNA populations in living cells with high spatial specificity (~100 nm radius)

  hela apex-seq proximity dot 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