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).

• Single-cell multiomics analysis of chronic myeloid leukemia links cellular heterogeneity to therapy response.

  PMID 39503729 · PMC11540304 · eLife · 2024 · 8 claims · 5 setups

  Has reproduction · 75

  CITE-seq multiomics reveals that each CML patient harbors a unique composition of stem and progenitor cells at diagnosis

  lin-cd34+ cml cite-seq facs differential

• An integrated single-cell and spatial proteotranscriptomics atlas of fibroblast-driven immunoregulation within the human adult oral cavity.

  PMID 42147490 · PMC13179517 · Cell press blue · 2026 · 8 claims · 8 setups

  Has reproduction · 85

  Fibroblasts act as central regulators of structural immunity in the human oral cavity, forming peri-epithelial hubs enriched in effector cytokines

  oral ffpe scrna-seq integrated scrna-seq spatial ligand-receptor

• LIMCH1-enriched extracellular vesicles promote vascular permeability in early-onset preeclampsia.

  PMID 41604492 · PMC12851021 · Science advances · 2026 · 8 claims · 8 setups

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  LIMCH1 is identified as an Eo-PE-associated EV protein via serum sEV proteomics combined with GEO placental transcriptome datasets

  serum placenta jar huvecs lc-ms exoview nanoflow

• Gpc3 selectively suppresses subcutaneous adipogenesis in diet-induced obesity.

  PMID 41779769 · PMC12978566 · PLoS biology · 2026 · 8 claims · 8 setups

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  Gpc3 is an obesity-responsive gene exhibiting reciprocal expression patterns between subcutaneous and visceral adipose depots in mice and humans

  paired iwat asat subcutaneous dia single-cell qpcr

• Monocytes Defined by Platelet Interactions and Oxidative Stress Signaling Underlie HIV-Associated Atherosclerosis.

  PMID 41823228 · PMC13055746 · Journal of the American Heart Association · 2026 · 8 claims · 8 setups

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  Two monocyte clusters (platelet-monocyte complex [PMC] and CD14+ monocytes) contribute independently to vascular immune dysregulation in PLWH

  circulating plasma platelet-monocyte cd14+ single-cell plasma bulk

• Shotgun proteomics and biomarker discovery.

  PMID 12364816 · PMC3851423 · Disease markers · 2002 · 8 claims · 7 setups

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  Shotgun (LC/LC-MS/MS, e.g. MudPIT) proteomic approaches show advantages over gel-based techniques in speed, sensitivity, scope of analysis, and dynamic range.

  urine yeast cysteine-containing hemoglobin 2d-ge lc-ms imac

• Genome-scale modeling identifies dynamic metabolic vulnerabilities during the epithelial to mesenchymal transition.

  PMID 39730911 · PMC11681178 · Communications biology · 2024 · 8 claims · 8 setups

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  EMT involves temporal, stage-specific metabolic reprogramming with distinct dependencies in glycolysis and glutamine metabolism.

  a549 recon1 cancer lung bulk single-cell genome-scale

• 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

• Analysis of Tumor-Infiltrating T-Cell Transcriptomes Reveal a Unique Genetic Signature across Different Types of Cancer.

  PMID 36232369 · PMC9569723 · International journal of molecular sciences · 2022 · 8 claims · 8 setups

  Has reproduction · 87

  Common genes shared across five cancer types differ from those found in nonmalignant tissue-resident T-cells for each subset (CD4-T, CD8-T, Treg)

  breast lung colorectal melanoma single-cell gene reactome

• Prioritized mass spectrometry increases the depth, sensitivity and data completeness of single-cell proteomics.

  PMID 37012480 · PMC10172113 · Nature methods · 2023 · 8 claims · 5 setups

  Has reproduction · 90

  pSCoPE (prioritized precursor selection via MaxQuant.Live) increases sensitivity, data completeness, and proteome coverage more than twofold over shotgun single-cell proteomics

  bulk hek293 single-cell bone prioritized single-cell spike-in

• Proteomics technologies and challenges.

  PMID 17893073 · PMC5054093 · Genomics, proteomics & bioinformatics · 2007 · 8 claims · 8 setups

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  The proteome reflects the dynamic state of a cell, tissue, or organism more accurately than the genome, so proteomics is expected to yield better disease markers for diagnosis and therapy monitoring.

  serum myeloid formalin-fixed general maldi-tof phage maldi

• 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

• Cytoplasmic LIM domain only 2 enhances tumor endothelial cell migration through integrin β1-mediated focal adhesion signaling.

  PMID 41639897 · PMC12983546 · Acta neuropathologica communications · 2026 · 8 claims · 8 setups

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  LMO2 is highly expressed in tumor-associated vasculature/endothelial cells compared with normal brain vasculature

  glioblastoma orthotopic huvecs huvec-lmo2 single-cell transcriptomic immunofluorescence

• From genomes to systems.

  PMID 15535877 · PMC545775 · Genome biology · 2004 · 8 claims · 8 setups

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  Biological networks (protein-gene interactions in the genome, protein-protein interactions in the proteome, biochemical reactions in the metabolome) are scale-free rather than random

  serum trypanosoma alzheimer's complexes gel maldi-ms ft-icr

• The secrets of a functional synapse--from a computational and experimental viewpoint.

  PMID 16723009 · PMC1810317 · BMC bioinformatics · 2006 · 8 claims · 8 setups

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  Kinesin motor proteins move cargo along axonal microtubules to the synapse, with cargo specificity determined by adaptor/linker proteins rather than lipid recognition

  mammalian kinesin cholinergic dendrites kinesin sequence-based comparative

• TNF-⍺-mediated myeloid-instructed CD14(+)CD4(+) T cells are associated with poor survival in lung adenocarcinoma.

  PMID 41666923 · PMC12923953 · Cell reports. Medicine · 2026 · 8 claims · 5 setups

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  Tumors stratify into lymphoid-enriched, myeloid-enriched, and mixed immune-infiltrated subtypes independent of oncogenic driver status

  resected luad cd4+ multiplex spatial image

• Visualizing stability: a sensitivity analysis framework for t-SNE embeddings.

  PMID 41552665 · PMC12808344 · Frontiers in bioinformatics · 2025 · 8 claims · 5 setups

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  The Implicit Function Theorem, combined with automatic differentiation, can be used to efficiently compute the complete sensitivity Jacobian of a converged t-SNE embedding with respect to the input data, avoiding differentiation through the full iterative optimizer.

  bulk proteomics single-cell biological t-sne gaussian

• MitoP2: the mitochondrial proteome database--now including mouse data.

  PMID 16381964 · PMC1347489 · Nucleic acids research · 2006 · 8 claims · 8 setups

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  MitoP2 is a database integrating manually annotated mitochondrial reference proteins, functions, and disease associations for yeast, human, and mouse, with cross-species orthologue mapping

  saccharomyces yeast heart liver genome-wide single transcriptome

• Decision tree-driven tandem mass spectrometry for shotgun proteomics.

  PMID 18931669 · PMC2597439 · Nature methods · 2008 · 8 claims · 5 setups

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  A decision tree (DT) algorithm that selects CAD or ETD per precursor based on z and m/z yields more peptide identifications than either CAD or ETD alone

  saccharomyces proteome embryonic nlc-ms phosphoproteomics sequential

• Adaptive discriminant function analysis and reranking of MS/MS database search results for improved peptide identification in shotgun proteomics.

  PMID 18788775 · PMC3744223 · Journal of proteome research · 2008 · 7 claims · 4 setups

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  PeptideProphet's fixed LDA coefficients for combining search scores (Xcorr', ΔCn, SpRank) may not be optimal under all search/instrument conditions.

  trypsin-digested mix serum same shotgun sequest lc-ms