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).

• Radiogenomics predicts immune microenvironment heterogeneity and response to combination immunotherapy in hepatocellular carcinoma.

  PMID 41555384 · PMC12895822 · Journal of translational medicine · 2026 · 8 claims · 8 setups

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  A parsimonious 2-gene immune-related signature (IRS = 0.425×KPNA2 + 0.302×SMG5) is significantly associated with immune heterogeneity and response to ICI plus anti-angiogenic combination therapy in HCC

  hcc gse202642 paired hcc-derived bulk single-cell immunohistochemistry

• Immune profiling in a living human recipient of a gene-edited pig kidney.

  PMID 41507576 · PMC12823403 · Nature medicine · 2026 · 8 claims · 8 setups

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  Xenograft experienced early T cell-mediated rejection (Banff grade 2A) within 1 week post-transplant despite profound circulating T cell depletion, likely driven by subtherapeutic immunosuppression and residual CD8+ T cells in lymph nodes.

  xenotransplant recipient kidney integrative single-cell flow

• Integration of aged brain multi-omics reveals cross-system mechanisms underlying Alzheimer's disease heterogeneity.

  PMID 41950003 · PMC13244359 · Cell reports · 2026 · 8 claims · 7 setups

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  Multi-omics factor analysis (MOFA) integrating seven omics views from 1,358 ROS/MAP participants identifies cross-omics biological factors relating to AD phenotypes.

  dorsolateral brain postmortem cortex h3k9ac bulk proteomics

• Nonsense-mediated mRNA decay inhibition reshapes the cancer immunopeptidome.

  PMID 41956098 · PMC7619149 · Immunity · 2026 · 8 claims · 8 setups

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  Reduced NMD activity (lower NMD score) predicts improved CPI response across >1,000 patients, independent of TMB or tumor type

  tcga a375 reporter patient-derived multi-omics crispr-cas9 sirna

• MultiPert: An adversarial alignment and dual attention framework for single-cell multi-omics perturbation prediction.

  PMID 41811907 · PMC12998955 · PLoS computational biology · 2026 · 8 claims · 7 setups

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  MultiPert reliably predicts both perturbed gene expression and protein abundance profiles from single-cell multi-omics data

  thp-1 kidney gse156478 computational zinb-vae autoencoder eccite-seq

• GAMMI: graph-guided contrastive and adversarial integration of single-cell and spatial multi-omics data.

  PMID 42108634 · PMC13158126 · Briefings in bioinformatics · 2026 · 6 claims · 5 setups

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  GAMMI consistently outperforms state-of-the-art integration methods (GLUE, Harmony, MIDAS, scMoMaT) in biological conservation and batch correction across five mosaic single-cell multi-omics benchmarks

  pbmc postmortem gse138852 gammi-derived multi-omics scrna-seq differential

• RNA structure maps across mammalian cellular compartments.

  PMID 30886404 · PMC6640855 · Nature structural & molecular biology · 2019 · 8 claims · 6 setups

  Has reproduction · 45

  icSHAPE can map RNA secondary structure in vivo across three subcellular compartments (chromatin, nucleoplasm, cytoplasm) in both human and mouse cells

  v6.5 naked fractionated icshape rt-qpcr western

• Critical evaluation of drug response prediction models with DrEval.

  PMID 42120410 · PMC13168506 · Nature communications · 2026 · 8 claims · 6 setups

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  DrEval is a living open-source benchmarking pipeline for unbiased, biologically meaningful evaluation of cancer drug response prediction models, integrating standardized preprocessing, hyperparameter tuning, statistically rigorous evaluation, cross-study benchmarks, and ablation studies.

  ctrpv2 ccle beataml2 pdx_bruna viability drug pdx