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).

• PAH-former: Transfer learning for efficient discovery of pulmonary arterial hypertension-associated genes.

  PMID 41790620 · PMC12965534 · PloS one · 2026 · 7 claims · 7 setups

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  PAH-former, a Geneformer model fine-tuned on public PAH scRNA-seq data, can perform in silico perturbation to identify and rank candidate PAH disease-associated genes

  pah scrna-seq pah-former candidate scrna-seq transfer perturbation

• Polycomb repressive-deubiquitinase complex safeguards oocyte epigenome and female fertility by restraining Polycomb activity.

  PMID 41851118 · PMC13153255 · Nature communications · 2026 · 8 claims · 7 setups

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  BAP1 (PR-DUB catalytic subunit) restricts pervasive, genome-wide H2AK119ub1 accumulation in mouse oocytes

  zygotes oocytes fgo fgos microinjection bulk western

• Distinct radial glia subtypes regulate midbrain dopaminergic neuron development.

  PMID 41699318 · PMC13061605 · Nature neuroscience · 2026 · 8 claims · 8 setups

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  Rgl1 is the progenitor of the mesDA neuronal lineage

  embryonic developing wa09 bulk scrna-seq ligand-receptor

• Extensive tissue-specific expression variation and novel regulators underlying circadian behavior.

  PMID 33514540 · PMC7846174 · Science advances · 2021 · 8 claims · 8 setups

  Has reproduction · 63

  >700 tissue-specific transcriptomes generated from w1118 and 141 DGRP Drosophila lines, forming a circadian gene expression atlas

  w1118 dgrp drosophila dgrp-796 bulk high uas-rnai

• Alpseq: an open-source workflow to turbocharge nanobody discovery with high-throughput sequencing.

  PMID 41631412 · PMC12885427 · mAbs · 2026 · 8 claims · 8 setups

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  alpseq is an open-source, end-to-end workflow combining a PCR-free sequencing library prep protocol with a Nextflow pre-processing pipeline and an R-based analysis/reporting module for nanobody NGS data.

  nanobody raw hanke candidate pcr-free bioinformatic comparison

• Comparative multi-omic analysis reveals conserved and derived mechanisms of fin and limb regeneration.

  PMID 41571662 · PMC12923738 · Nature communications · 2026 · 8 claims · 8 setups

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  Fin and limb regeneration share conserved proximal and distal blastema territory markers, DNA damage repair activation, hif1a-mediated hypoxia response, and sequential pro-/anti-inflammatory gene programs.

  polypterus axolotl zebrafish regenerating single-nucleus spatial single-cell

• Systematic transcriptome analysis reveals the function of alternative promoters in hematopoietic lineages.

  PMID 41650962 · PMC12985389 · Stem cell reports · 2026 · 8 claims · 8 setups

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  Analysis of 532 RNA-seq datasets constructed a high-resolution promoter activity landscape across hematopoietic lineages

  hematopoietic major monocytes candidate rna-seq h3k4me3 motif

• Spatial transcriptomics identifies differentiation, lipid metabolism, and retinoid pathway alterations in acne vulgaris.

  PMID 41657309 · PMC12892907 · JCI insight · 2026 · 8 claims · 6 setups

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  A custom KRT5-directed segmentation pipeline improves transcript assignment accuracy in the spatially complex sebaceous gland compared with standard multimodal or nuclei-expansion segmentation

  skin inflammatory tert gtrd spatial immunohistochemistry reanalysis

• Plasma protein biomarkers predictive of progression to active tuberculosis among close contacts of patients with tuberculosis.

  PMID 41852731 · PMC12992532 · iScience · 2026 · 8 claims · 8 setups

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  TB progressors show broad downregulation of plasma proteins related to immune regulation, cell adhesion, and nucleotide metabolism compared to non-progressors and healthy controls

  plasma daps common six-protein olink differential kegg