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).

• 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

• Three-dimensional neuroblastoma cell culture: proteomic analysis between monolayer and multicellular tumor spheroids.

  PMID 18797883 · PMC2804865 · Pediatric surgery international · 2008 · 7 claims · 3 setups

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  18 protein spots were differentially over-expressed in neuroblastoma spheroids compared to monolayers

  neuroblastoma excised monolayer 2-d lc-ms fractionation

• ROR1-PI3K/AKT signaling drives adaptive resistance to cell cycle blockade in TP53 mutated ovarian cancer.

  PMID 41748546 · PMC13004963 · Cell death & disease · 2026 · 7 claims · 8 setups

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  A shared PI3K/AKT-regulated signaling node governs drug adaptation across all long-term resistant (lt-res) ADA and PTX models

  hgsoc kuramochi jhos2 parental long-term inducible overexpression

• 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

• Novel integrative genomics strategies to identify genes for complex traits.

  PMID 16886998 · PMC2367618 · Animal genetics · 2006 · 8 claims · 7 setups

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  Forward genetics is restricted to genes harboring mutations, systematically missing network genes that causally influence disease without themselves being mutated.

  bxd mice bxh alox5 qtl knockout linkage

• An integrative genomic and proteomic analysis of PIK3CA, PTEN, and AKT mutations in breast cancer.

  PMID 18676830 · PMC2680495 · Cancer research · 2008 · 8 claims · 5 setups

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  PIK3CA mutations are more common in hormone receptor-positive and HER2-positive tumors than in basal-like breast cancers

  breast hormone early-stage mass sanger reverse-phase

• MetaScreener: a robust dual-mode framework for directional prioritization of actionable signatures through multi-dataset and multi-approach integration.

  PMID 41845481 · PMC13107662 · Journal of translational medicine · 2026 · 8 claims · 7 setups

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  MetaScreener is a dual-mode framework (DiffMetaScreener for discrete labels, CorMetaScreener for continuous variables) integrating over 4,000 analysis pipelines to compute activation/inhibition directionality indices (ADI/IDI/DI) for gene signatures

  crc independent ctrp rko differential robustness single-cell

• EPInformer: scalable and integrative prediction of gene expression from promoter-enhancer sequences with multimodal epigenomic profiles.

  PMID 41832145 · PMC13133354 · Nature communications · 2026 · 8 claims · 7 setups

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  EPInformer outperforms existing gene expression prediction models (Xpresso, CREaTor, Seq-GraphReg, Enformer, Borzoi) in rigorous 12-fold cross-chromosome validation for both RNA-seq and CAGE expression prediction

  k562 lines likely cell-type-specific rna-seq cage abc

• Systematic design of combination therapy by targeting master regulators of coexisting diffuse midline glioma cell states.

  PMID 42020604 · PMC13175895 · Nature genetics · 2026 · 8 claims · 6 setups

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  A generalizable, network-based framework was established to systematically identify combination therapies targeting complementary coexisting tumor cell states

  malignant eight patient-derived dmg single-cell pooled plate-seq

• Systematic identification of ACE2 expression modulators reveals cardiomyopathy as a risk factor for mortality in COVID-19 patients.

  PMID 35012625 · PMC8743438 · Genome biology · 2022 · 8 claims · 9 setups

  Has reproduction · 68

  GENEVA (Gene Expression Variance Analysis) is a semi-automated framework that mines large-scale public RNA-seq datasets to identify conditions associated with a gene's expression variance

  gtex genetic lncap heart rna-seq meta-analysis electronic

• AuPairWise: A Method to Estimate RNA-Seq Replicability through Co-expression.

  PMID 27082953 · PMC4833304 · PLoS computational biology · 2016 · 7 claims · 6 setups

  Has reproduction · 88

  Sample-sample correlation of transcript abundances is a misleading measure of replicability for assessing differential expression, because it is dominated by gene-specific dynamic ranges rather than condition-dependent variation.

  liver encode publicly co-expressed rna-seq meta-analysis computational

• 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

• Systematic background selection with BasCoD enhances contrastive dimension reduction in single cell genomics.

  PMID 41844632 · PMC13144610 · Nature communications · 2026 · 8 claims · 7 setups

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  BasCoD is a statistical testing framework using spectral subspace inclusion theory to evaluate whether a candidate background dataset is suitable for contrastive dimension reduction of a target dataset

  ts65dn ipscs k562 intestinal contrastive population-scale perturb-seq

• Single-Cell Computational Frameworks for Quantifying BET Bromodomain Inhibitor Resistance and Screening Re-Sensitizer Drugs in Triple-Negative Breast Cancer.

  PMID 41933924 · PMC13205605 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 7 claims · 8 setups

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  Ferroptosis inhibition, marked by upregulation of suppressors (e.g., FTH1, GPX4) and downregulation of drivers, underlies the evolution of JQ1 resistance in TNBC cells

  sum159 sum149 six lincs scrna-seq bulk cck8

• Engineering NK and T cells with metabolite-sensing receptors to target solid tumors.

  PMID 41872506 · PMC13132725 · Nature immunology · 2026 · 8 claims · 8 setups

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  GPR183, GPR84, GPR34 and GPR18 were identified as top enhancers of NK cell tumor infiltration and chemotaxis to breast and ovarian cancer via CRISPRa screens

  nk-92 reporter tumor crispra large-scale transwell