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).

• CanSig Benchmarks Methods for Reproducible Cancer Cell State Discovery from Single-Cell Transcriptomic Data.

  PMID 41231245 · PMC13053056 · Cancer research · 2026 · 7 claims · 7 setups

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  CanSig is a comprehensive benchmarking tool for evaluating computational methods that identify shared transcriptional signatures in cancer from scRNA-seq data

  neftel kim scrna-seq same scrna-seq ground-truth robustness

• Spatial transcriptomics unveils immune cellular ecosystems associated with patient survival in diffuse large B-cell lymphoma.

  PMID 42010788 · PMC13102037 · Oncoimmunology · 2026 · 7 claims · 7 setups

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  DLBCL tissues are organized into six recurrent, spatially defined cellular ecosystems (Cell-Eco) with distinct immune compositions, transcriptional programs, and neighborhood architectures.

  dlbcl cd45+ spots scrna-seq spatial scrna-seq cell-type

• SpaPheno: linking spatial transcriptomics to clinical phenotypes with interpretable machine learning.

  PMID 41975540 · PMC13185361 · Genome medicine · 2026 · 8 claims · 8 setups

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  SpaPheno integrates spatial transcriptomics with clinically annotated bulk RNA-seq to identify spatially resolved biomarkers predictive of patient outcomes including survival, tumor stage, and immunotherapy response

  cortex liver clear breast spatial elastic

• Predicting preferential DNA vector insertion sites: implications for functional genomics and gene therapy.

  PMID 18047689 · PMC2106846 · Genome biology · 2007 · 8 claims · 6 setups

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  Vector insertion site preferences differ substantially between viral vectors and transposons, affecting both oncogenic risk in gene therapy and utility for functional genomics

  hela liver gene peripheral retroviral transposon hydrodynamic

• Integrating single-cell and bulk transcriptomes identifies B cell features associated with neoadjuvant chemoradiotherapy sensitivity in rectal cancer.

  PMID 41484196 · PMC12800305 · Scientific reports · 2026 · 8 claims · 8 setups

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  A B cell subpopulation co-expressing HLA-DRB5, HLA-DQA2, HLA-DQB1, CD74, and ACTG1 is significantly associated with favorable nCRT response in rectal cancer

  larc scrna-seq scissor+ single-cell bulk pseudotime

• DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.

  PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 8 claims · 7 setups

  Has reproduction · 84

  DeepProg is a novel ensemble framework of deep-learning and machine-learning approaches that robustly predicts patient survival subtypes using multi-omics data

  cancer breast hepatocarcinoma tcga multi-omics gene rna-seq

• LIMPACAT: Multi-omics attention transformer for immune prediction in liver cancer using whole-slide imaging.

  PMID 41511965 · PMC12788640 · PloS one · 2026 · 8 claims · 6 setups

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  LIMPACAT, a multiple instance learning attention transformer, predicts immune cell levels relevant to HCC prognosis directly from whole-slide images

  hcc simulated pbmc tcga-lihc scrna-seq type deconvolution

• Decoding the circRNA-miRNA-mRNA regulatory network in hepatitis B virus-driven hepatocellular carcinoma.

  PMID 41845440 · PMC13107627 · Cell communication and signaling : CCS · 2026 · 8 claims · 8 setups

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  A bioinformatic pipeline combining RNA-seq, circRNA calling, ECDF analysis, PPI, and survival analysis identifies a circRNA-miRNA-mRNA ceRNA network in HBV-integrated HCC cells

  hep3b qpcr dysregulated target bulk circrna rt-qpcr

• Single-Cell and Spatial Transcriptomics Reveal That TXNIP and BIRC3 Contribute to Human Prostate Tumor Progression.

  PMID 41972735 · PMC13072731 · Cells · 2026 · 6 claims · 8 setups

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  TXNIP and BIRC3 are established as spatially restricted tumor-niche genes associated with metabolic stress and inflammatory survival pathways

  prostate tcga-prad integration single-cell spatial pseudotime

• Molecular dissection of ALS-associated toxicity of SOD1 in transgenic mice using an exon-fusion approach.

  PMID 18424447 · PMC2465800 · Human molecular genetics · 2008 · 6 claims · 8 setups

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  Nonsense-mediated mRNA decay (NMD) degrades mutant SOD1 mRNA carrying a PTC in non-terminal exons (1-4), explaining why ALS-associated PTC mutations are found only in exon 5

  transgenic nih hsod1 lumbar southern northern rt-pcr

• Identification of Cell Subpopulation-Specific Driver Genes Reveals Ideal Candidates for Renal Cell Carcinoma Immunotherapy.

  PMID 42074110 · PMC13115843 · International journal of molecular sciences · 2026 · 8 claims · 8 setups

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  25 immune-related candidate driver genes were identified from tumor, myeloid, and lymphoid cell gene regulatory networks (GRNs) using SCENIC and topological Q statistics.

  kidney lymphoid rcc tcga-kirc single-cell scenic genome-wide

• Identifying human pre-mRNA cleavage and polyadenylation factors by genome-wide CRISPR screens using a dual fluorescence readthrough reporter.

  PMID 38587191 · PMC11077057 · Nucleic acids research · 2024 · 6 claims · 8 setups

  Has reproduction · 68

  A dual fluorescence (GFP-mCherry) readthrough reporter with a PAS inserted between the two reporters enables measurement of 3' end processing efficiency in living cells.

  hek293 coli dual genome-wide western

• Chromatin spatial analysis by METALoci unveils sex-determining 3D regulatory hubs.

  PMID 41735611 · PMC13095655 · Nature structural & molecular biology · 2026 · 6 claims · 7 setups

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  TADs and large-scale chromatin structures remain largely unchanged during sex determination, suggesting a preformed configuration

  facs-sorted same integrated fgf9 hi-c chip-seq metaloci