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).

• Integrated transcriptome and single-cell sequencing analysis identify blood-pancreas shared lncRNA biomarkers in new-onset T2DM.

  PMID 41915667 · PMC13037964 · PloS one · 2026 · 8 claims · 6 setups

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  1,709 lncRNAs are differentially expressed in peripheral blood of new-onset T2DM patients vs controls

  peripheral pancreatic predicted bulk weighted single-cell

• FLYNC: a machine-learning-driven framework for discovering long noncoding RNAs in Drosophila melanogaster.

  PMID 41551930 · PMC12805895 · NAR genomics and bioinformatics · 2026 · 7 claims · 8 setups

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  FLYNC, an explainable boosting machine (EBM) model, accurately predicts the probability that a newly identified RNA transcript in D. melanogaster is a lncRNA

  melanogaster drosophila automated ebm hyperparameter

• A novel deep learning-driven framework for improving lncRNA comprehensive annotation with LncADeep 2.0.

  PMID 41923359 · PMC13090826 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  LncADeep 2.0 outperforms LncADeep and other existing tools for lncRNA identification on both GENCODE annotated transcripts and independent RNA-seq data

  lncrna hypertrophic gencode lncrna-protein-mirna mlp-based independent ablation

• Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.

  PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 83

  Ten multiomics clustering algorithms identify two distinct lactylation cancer subtypes (CS1 and CS2) in LUAD

  tcga gse13213 gse31210 multiomics closest ssgsea

• Long non-coding RNA profiling of hypertrophic cardiomyopathy in mice.

  PMID 41942516 · PMC13230700 · Scientific data · 2026 · 6 claims · 8 setups

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  This study presents a transcriptome-wide RNA-Seq dataset delineating differentially expressed lncRNAs in left ventricle of the TNNT2 ∆160 HCM mouse model (n=31 TG, n=33 nTG).

  left fastq rna-seq lncrna bulk fastqc read

• Cell type-specific epigenetic regulatory circuitry of coronary artery disease loci.

  PMID 41807385 · PMC12979833 · Nature communications · 2026 · 8 claims · 8 setups

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  Integration of CAD GWAS summary statistics with epigenetic data from 45 cell types identifies 1580 candidate CAD genes

  cad-associated disease-relevant types cad variant epigenetic tf-snv

• The long non-coding RNA landscape of endurance exercise training.

  PMID 42019922 · PMC13158426 · Molecular metabolism · 2026 · 8 claims · 8 setups

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  759 unique lncRNAs are differentially expressed across 18 rat tissues in response to 8 weeks of endurance training

  tissues wat differential kcnmb4os2 bulk fuzzy t-sne

• Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.

  PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 85

  Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) are associated with HCM by intersecting DEGs with MR-identified eQTLs

  left eqtl degs merged bulk two-sample functional

• Machine learning algorithm predicts fibrosis-related blood diagnosis markers of intervertebral disc degeneration.

  PMID 37915003 · PMC10619283 · BMC medical genomics · 2023 · 8 claims · 7 setups

  Has reproduction · 68

  CEP120 and SPDL1 were identified as diagnostic genes for IDD using a random forest model

  blood gse150408 cep120 pbmcs bulk machine single-sample