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).

• Exploring microproteins from various model organisms using the mip-mining database.

  PMID 37919660 · PMC10623795 · BMC genomics · 2023 · 5 claims · 4 setups

  Has reproduction · 85

  Mip-mining is a database of 336 curated RNA-seq datasets from 8626 samples across nine species, built specifically to explore microprotein functions under stress and disease conditions

  nine cerevisiae thaliana bulk transcriptome growth

• Predicting FOX gene candidates for oxic nitrogen fixation using multi-omic machine learning and comparative bioinformatics.

  PMID 41764348 · PMC13056922 · Scientific reports · 2026 · 8 claims · 6 setups

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  Random Forest, XGBoost, and logistic regression classifiers can meaningfully differentiate literature-validated FOX genes from conserved non-essential genes, with Random Forest achieving the best ROC-AUC (~0.80)

  anabaena diazotrophic gene-level trained bulk quantitative transcription-start-site-derived

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Assembled the largest reference blood gene expression profiling (GEP) dataset for AML to date: 12,029 samples from 105 studies across three platforms.

  peripheral datasets hg-u133 disjoint bulk machine deep

• Transcriptomic-Based Quantification of the Epithelial-Hybrid-Mesenchymal Spectrum across Biological Contexts.

  PMID 35053177 · PMC8773604 · Biomolecules · 2021 · 8 claims · 8 setups

  Has reproduction · 100

  The 76GS, KS, and MLR EMT scoring metrics show concordant trends in quantifying EMP across bulk RNA-seq datasets spanning multiple cancer types

  bulk py2t mcf10a airway transcriptomic rna-seq single-cell

• Integrative Transcriptomic and Evolutionary Analysis of Drought and Heat Stress Responses in Solanum tuberosum and Solanum lycopersicum.

  PMID 41470732 · PMC12736803 · Plants (Basel, Switzerland) · 2025 · 7 claims · 8 setups

  Has reproduction · 84

  Drought and heat stress induce coordinated transcriptional reprogramming in potato and tomato: induction of molecular chaperone activity, oxidative stress responses, and immune signaling, with repression of photosynthetic and primary metabolic pathways reflecting energy reallocation.

  solanum bulk term novo

• MACanalyzeR scRNAseq analysis tool reveals PPARγ(HIGH)/GDF15(HIGH) lipid-associated macrophages facilitate thermogenic expansion in BAT.

  PMID 40450001 · PMC12126529 · Nature communications · 2025 · 8 claims · 8 setups

  Has reproduction · 70

  MACanalyzeR is a novel computational scRNAseq framework (with FoamSpotteR, MacPolarizeR, and PathAnalyzeR modules) for comprehensive monocyte/macrophage metabolic and phenotypic profiling

  bat stromal paraffin-embedded aortic bulk proteomics scrnaseq

• 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

• FAP expression as a marker of malignant transformation enabling in vivo characterization in peripheral nerve sheath tumors: a multimodal and translational study.

  PMID 41591566 · PMC12847211 · Acta neuropathologica · 2026 · 8 claims · 7 setups

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  FAP is consistently upregulated in MPNSTs compared to neurofibromas at the transcript level across independent bulk datasets

  archival tcga peripheral nf-1-associated bulk spatial single-cell

• Context-specific regulatory genetic variation in MTOR dampens neutrophil-T cell crosstalk in pneumonia-associated sepsis.

  PMID 41741465 · PMC13057173 · Nature communications · 2026 · 8 claims · 7 setups

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  The MTOR eQTL variant rs4845987 has context-specific, opposite effects on MTOR expression: decreasing it in activated T cells and increasing it in neutrophils.

  blood bulk eqtl sepsis bulk cell-type colocalisation

• SGCRNA: spectral clustering-guided co-expression network analysis without scale-free constraints for multi-omic data.

  PMID 41615289 · PMC12856952 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

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  WGCNA's reliance on a scale-free topology assumption is problematic because real co-expression networks do not consistently exhibit scale-free properties

  gse114007 gse261545 dryad.37pvmcvsg prjna762466 bulk spatial merfish

• Analysis of the Hypoxic Response in a Mouse Cortical Collecting Duct-Derived Cell Line Suggests That Esrra Is Partially Involved in Hif1α-Mediated Hypoxia-Inducible Gene Expression in mCCD(cl1) Cells.

  PMID 35806266 · PMC9267015 · International journal of molecular sciences · 2022 · 8 claims · 7 setups

  Has reproduction · 76

  mCCD cl1 cells mount a broad transcriptional response to 24 h hypoxia (0.2% O2), with 3086 genes differentially expressed

  mccd lines bulk rt-qpcr western

• Multimodal epigenetic and enhancer network remodeling shape the transcriptional landscape of human beige adipocytes.

  PMID 41501500 · PMC12881478 · Communications biology · 2026 · 8 claims · 8 setups

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  The white adipocyte transcriptional program is tightly linked to promoter-level modulation of H3K27ac and chromatin accessibility.

  adipose asc-derived white ascs bulk atac-seq chip-seq

• Integrative transcriptome-wide association analyses reveal PRKCG-linked GABAergic dysfunction in Fragile X-associated tremor/ataxia syndrome.

  PMID 41507195 · PMC12881518 · Nature communications · 2026 · 8 claims · 8 setups

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  A multi-omics strategy combined with TWAS reveals brain-region-specific molecular signatures and striking gene dysregulation concentrated in inhibitory neurons in an FXTAS mouse model.

  brain prefrontal pfc gabaergic bulk single-nuclei immunofluorescent

• COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.

  PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  COVID-19 lung disease resembles IPF at a fundamental level, recapitulating ViP/IPF gene expression patterns, an IL15-centric cytokine storm, and AT2 cytopathic changes (injury, DNA damage, transient progenitor-state arrest, senescence/SASP).

  lung covid-19 interaction pre-clinical composite single-cell kaplan-meier

• M(5)C-driven stabilization of SERPINB5 promotes cervical cancer progression and chemotherapy resistance.

  PMID 41673397 · PMC12921336 · Cell death & disease · 2026 · 8 claims · 8 setups

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  RNA m5C levels are globally and consistently elevated in cervical tumors compared to normal cervical tissue

  cervical hela nsun2 bisulfite bulk spatial

• Cell fixation and preservation for droplet-based single-cell transcriptomics.

  PMID 28526029 · PMC5438562 · BMC biology · 2017 · 7 claims · 8 setups

  Has reproduction · 91

  Methanol fixation stabilizes and preserves dissociated cells for weeks without compromising single-cell RNA-seq data quality

  hek293 dissociated facs-sorted hek drop-seq bulk trizol

• Generative and integrative modeling for transcriptomics with formalin fixed paraffin embedded material.

  PMID 41029822 · PMC12486589 · Journal of translational medicine · 2025 · 8 claims · 6 setups

  Has reproduction · 67

  The negative binomial distribution best fits fRNA-seq transcript counts, with little evidence supporting zero-inflated extensions

  compendium ffpe simulated frna-seq statistical bulk integrity

• Omics-aided design genome editing strategy for challenging human immortalized cell models.

  PMID 41678468 · PMC12900285 · PloS one · 2026 · 6 claims · 4 setups

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  Omics profiling identifies bottlenecks associated with poor precise KI efficiency in hard-to-engineer cells

  mcf7 deep-targeted bulk dia-based

• Synergistic targeting of eIF4A-mediated translation initiation and apoptosis in acute myeloid leukemia.

  PMID 41815287 · PMC12971725 · Blood neoplasia · 2026 · 8 claims · 8 setups

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  EIF4A1 is highly expressed in AML stem- and progenitor-like cells relative to healthy hematopoietic stem/progenitor cells

  healthy aml molm-13 patient-derived single-cell bulk cell-titerglo

• RegulonDB 11.0: Comprehensive high-throughput datasets on transcriptional regulation in Escherichia coli K-12.

  PMID 35584008 · PMC9465075 · Microbial genomics · 2022 · 8 claims · 7 setups

  Has reproduction · 61

  RegulonDB 11.0 is a radical upgrade offering access to more than 2000 high-throughput datasets on transcriptional regulation in E. coli K-12.

  coli chip-seq chip-exo gselex