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).

• Pharmacogenomic screening identifies and repurposes leucovorin and dyclonine as pro-oligodendrogenic compounds in brain repair.

  PMID 39537633 · PMC11561360 · Nature communications · 2024 · 8 claims · 8 setups

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  A pharmacogenomic scoring strategy (OligoScore) combining transcriptomic signatures and curated oligodendrogenesis gene sets identifies compounds with pro-oligodendrogenic transcriptional activity

  brain neonatal gene cerebellar bulk transcriptomic pharmacogenomic

• Developmental convergence and divergence in human stem cell models of autism.

  PMID 41611887 · PMC12999519 · Nature · 2026 · 8 claims · 8 setups

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  Different ASD-associated mutations show the largest mutation-specific transcriptional changes early in hCO differentiation but converge on shared transcriptional changes as development progresses

  cortical hips induced hco bulk whole-genome ip-ms

• MECP2 mutations rewire human ESC fate and bias cortical lineage commitment.

  PMID 42030940 · PMC13163216 · Stem cell reports · 2026 · 8 claims · 8 setups

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  MECP2 mutations induce an early naïve-like transcriptional drift in human ESCs, marked by upregulation of ZFP42/REX1 and other naïve-enriched markers

  isogenic undifferentiated 3-month bulk bulk single-cell single-nucleus

• EMTscore infers divergent EMT pathways from omics data and enables rapid screening for EMT-associated gene sets.

  PMID 42097304 · PMC13186194 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

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  EMTscore is an R package providing efficient, unbiased scoring of multiple EMT pathways from single-cell or bulk omics data

  small a549 trunk bulk scrna-seq

• 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

• SiCmiR Atlas: Single-Cell miRNA Landscape Reveals Hub-miRNA and Network Signatures in Human Cancers.

  PMID 41691474 · PMC13042402 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  SiCmiR, a two-layer neural network, predicts mature miRNA expression profiles from only 977 LINCS L1000 landmark genes

  tcga k562 pancreatic acth-secreting paired bulk scrna-seq-based

• Classification of ALS molecular subtypes: a literature review on machine learning applications and their clinical value.

  PMID 41731547 · PMC13037183 · BMC medicine · 2026 · 8 claims · 5 setups

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  Unsupervised ML analysis of ALS transcriptomes consistently identifies molecular subtypes reflecting distinct biological processes, primarily oxidative stress (ALS-Ox) and glial activation/neuroinflammation (ALS-Glia), found in every study reviewed.

  post-mortem peripheral bulk rna-seq blood

• maxATAC: Genome-scale transcription-factor binding prediction from ATAC-seq with deep neural networks.

  PMID 36719906 · PMC9917285 · PLoS computational biology · 2023 · 8 claims · 6 setups

  Has reproduction · 98

  maxATAC is a suite of deep neural network models enabling state-of-the-art, genome-scale TFBS prediction from ATAC-seq, with models for 127 human transcription factors

  lines hepg2 types single chip-seq omni-atac-seq atac-seq

• Microglia cause HIV-induced transcriptional and metabolic changes in human neural organoids.

  PMID 41857366 · PMC13021996 · Communications biology · 2026 · 8 claims · 7 setups

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  Microglia are essential for driving HIV-induced transcriptional changes and neuroinflammation in neural organoids

  hipsc-derived neural mno supernatant flow elisa immunocytochemistry

• 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

• Microglia-containing cerebral organoids derived from induced pluripotent stem cells for the study of neurological diseases.

  PMID 36936782 · PMC10014280 · iScience · 2023 · 8 claims · 8 setups

  Has reproduction · 74

  A novel protocol using FGF/EGF/heparin growth factor supplementation and 10% CO2 culture generates cerebral organoids containing neurons, astrocytes, and microglia from iPSCs/hESCs

  hesc-derived hesc als-pdc-affected cerebral microarray immunostaining bulk

• Functional genomics analysis of developing zebrafish and human endoderm reveals highly conserved cis-regulatory modules acting during vertebrate organogenesis.

  PMID 41781333 · PMC7619044 · Genome research · 2026 · 8 claims · 8 setups

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  There are few endoderm-specific CRMs; many CRMs governing pancreas development also likely act within the nervous system

  zebrafish embryonic atac-seq bulk facs

• Transcription and potential functions of a novel XIST isoform in male peripheral glia.

  PMID 41386982 · PMC12863056 · Genome research · 2026 · 8 claims · 8 setups

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  XIST is robustly expressed in male peripheral glia, particularly nonmyelinating Schwann cells, across human heart and skeletal muscle tissue.

  heart skeletal atlas peripheral scrna-seq aggregated scatac-seq

• Stage-specific epigenetic priming amplifies gene activation during lineage commitment.

  PMID 41894493 · PMC13025117 · Science advances · 2026 · 8 claims · 8 setups

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  Full-body Msl1 knockout causes embryonic lethality by E10.5, with morphological/developmental delay detectable already at E8.5

  embryos e9.5 mesc-derived bright-field western 10x

• The proteomic landscape and temporal dynamics of human and mouse gastruloid development.

  PMID 42032312 · PMC13179132 · Nature cell biology · 2026 · 8 claims · 8 setups

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  Generated a quantitative proteomic, phosphoproteomic, and matched transcriptomic resource across four stages of human and mouse gastruloid development

  escs gastruloids sox2-mcitrine quantitative phosphoproteomics bulk

• Single-cell atlas of the developing Down syndrome brain cortex.

  PMID 41545595 · PMC13004680 · Nature medicine · 2026 · 8 claims · 8 setups

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  RORB/FOXP1-expressing L4-like excitatory neurons are subtype-specifically and dramatically reduced in Down syndrome fetal cortex, especially at later stages (PCW16-20)

  fetal excitatory neural humanized single-nucleus immunostaining compositional

• Targeting Wnt/β-catenin and circadian regulator restores PRC2/EZH2-controlled chromatin bivalency and suppresses cell state diversity.

  PMID 41842971 · PMC13132380 · The Journal of clinical investigation · 2026 · 8 claims · 8 setups

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  PRC2i/EZH2i alone or combined with AR inhibitors induce diverse cell state programs (CSPs) that increase tumor cell invasion, metastasis, and drug resistance despite only modest suppression of tumor growth.

  lncap pca pdx clinical viability tumor ic50

• 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

• Nonsense-mediated mRNA decay orchestrates neuronal migration and cortical lamination while modulating Reelin and ciliary gene regulatory networks.

  PMID 41746809 · PMC13042203 · Cell reports · 2026 · 8 claims · 8 setups

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  UPF2-mediated NMD is required for proper cortical lamination; conditional Upf2 deletion in radial glia disrupts layering of TBR1+/SATB2+ and CTIP2+/CUX1+ neurons.

  cortex embryonic cortical neural immunofluorescence utero co-electroporation

• Have microarrays failed to deliver for developmental biology?

  PMID 12225576 · PMC139405 · Genome biology · 2002 · 8 claims · 8 setups

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  Despite predictions that microarrays would transform biology, very few published developmental biology microarray studies have generated novel insights.

  drosophila caenorhabditis developing xenopus cdna genome-wide microarray