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).

• A temporal classifier predicts histopathology state and parses acute-chronic phasing in inflammatory bowel disease patients.

  PMID 36694043 · PMC9873918 · Communications biology · 2023 · 8 claims · 8 setups

  Has reproduction · 83

  Disease-specific temporal (dynamic) gene expression and splicing signatures, distinct from fixed timepoint differential expression, can be derived from DSS and adoptive transfer colitis models to capture acute-chronic disease dynamics

  colon blood distal ibd bulk qpcr histopathology

• Learning collective multicellular dynamics with an interacting mean field neural SDE model.

  PMID 41564117 · PMC12854464 · PLoS computational biology · 2026 · 7 claims · 5 setups

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  scIMF models multicellular dynamics as interacting diffusion processes using a McKean-Vlasov SDE solved via Neural SDE, with a Transformer-based cell-wise attention mechanism approximating the distribution-dependent drift term

  zebrafish embryonic pancreatic temporal umap cell-wise

• Modulation of HERV Expression by Four Different Encephalitic Arboviruses during Infection of Human Primary Astrocytes.

  PMID 36423114 · PMC9694637 · Viruses · 2022 · 6 claims · 7 setups

  Has reproduction · 56

  The four arboviruses commonly induce upregulation of HERVs in human primary astrocytes, with 15 HERVs co-modulated by all four viruses, including highly upregulated HERV4_4q22.1

  astrocytes differentially bulk flow immunofluorescence

• pmid-41939293

  PMID 41939293 · PMC13047748 · 8 claims · 6 setups

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  Pseudotimecascade jointly analyzes multiple genes to uncover their relative temporal ordering and stage-specific activation patterns along pseudotime.

  bone genes same scrna-seq single-sample gene

• 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

• Inference of RNA polymerase II transcription dynamics from chromatin immunoprecipitation time course data.

  PMID 24830797 · PMC4022483 · PLoS computational biology · 2014 · 8 claims · 8 setups

  Has reproduction · 75

  A convolved Gaussian process model of pol-II occupancy across gene segments captures the transcription wave and yields estimates of transcription speed and promoter-proximal pol-II activity.

  mcf7 promoter gene signals pol-ii clustering transcription

• Exploring phenotype-related single-cells through attention-enhanced representation learning.

  PMID 41566378 · PMC12906058 · Genome medicine · 2026 · 6 claims · 5 setups

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  scPhase, an attention-based multiple instance learning (AMIL) framework with Mixture-of-Experts aggregation, predicts sample-level clinical phenotypes from raw scRNA-seq data and generalizes across patient cohorts

  pbmcs brain tumor scrna-seq

• HIF3A-mediated aberrant activation of TXNIP promotes Alzheimer's disease progression.

  PMID 41807716 · PMC13096512 · Scientific reports · 2026 · 8 claims · 8 setups

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  OS activity is significantly elevated in AD and shows pronounced heterogeneity across brain cell types

  entorhinal brain middle c57bl scrna-seq bulk animal

• bayesReact: expression-coupled regulatory motif analysis detects microRNA activity across cancers, tissues, and at the single-cell level.

  PMID 41657247 · PMC12884093 · Nucleic acids research · 2026 · 8 claims · 6 setups

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  bayesReact is a novel fully Bayesian generative model for inferring regulatory motif (e.g., miRNA) activity from bulk or single-cell expression data

  tcga gtex stem embryonic paired semi-synthetic single-cell

• NeMO Analytics: a compendium of transcriptomic data for the exploration of neocortical development.

  PMID 41882195 · PMC13061640 · Nature neuroscience · 2026 · 8 claims · 8 setups

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  NeMO Analytics is a curated compendium assembling gene-level transcriptomic (and other multiomic) data from ~200 studies of neocortical development and in vitro models for interrogation by non-coding biologists

  midgestational macaque fetal radial scrna-seq bulk spatial

• Core transcriptional signatures of phase change in the migratory locust.

  PMID 31292921 · PMC6881432 · Protein & cell · 2019 · 8 claims · 7 setups

  Has reproduction · 60

  PhaseCore genes, identified via AC-PCA across developmental, tissue, and time-course datasets, predict locust phase status (gregarious vs. solitary) with over 87.5% accuracy

  locusta bulk interference transcriptional

• scMILD: Single-cell multiple instance learning for sample classification and associated subpopulation discovery.

  PMID 41907409 · PMC13019583 · iScience · 2026 · 8 claims · 8 setups

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  scMILD identifies condition-associated cells using only sample-level labels via a dual-branch MIL architecture with a shared encoder

  simulated lupus covid-19 ulcerative simulated mixture scrna-seq

• Transcriptomic analysis unravels the molecular response of Lonicera japonica leaves to chilling stress.

  PMID 36618608 · PMC9815118 · Frontiers in plant science · 2022 · 8 claims · 8 setups

  Has reproduction · 75

  Chilling stress significantly alters the ratio of anthocyanins, chlorophylls, and carotenoids, causing leaf color to change from green to purple

  japonica arabidopsis pigment bulk functional

• Spatiotemporal dynamics of spermatogenesis: insights from high-resolution spatial transcriptomics and pseudotime trajectories in mouse testes.

  PMID 41602862 · PMC12832764 · Frontiers in reproductive health · 2025 · 8 claims · 7 setups

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  Salus-STS (1 μm resolution) combined with the Salus Cellbins Algorithm enables accurate subcellular segmentation of individual testicular cells in dense tissue

  testicular testis seminiferous top high-resolution integration pseudotime

• In silico segmentations of lentivirus envelope sequences.

  PMID 17376229 · PMC1847453 · BMC bioinformatics · 2007 · 8 claims · 8 setups

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  C and V regions of lentivirus SU sequences have distinct statistical (oligonucleotide/amino-acid) compositions that HMMs can learn and use to delimit them.

  eiav hiv hmm-based hmm artificial

• Characterization of Human Genes Modulated by Porphyromonas gingivalis Highlights the Ribosome, Hypothalamus, and Cholinergic Neurons.

  PMID 34194426 · PMC8236716 · Frontiers in immunology · 2021 · 8 claims · 8 setups

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  Genes in the SRP-dependent cotranslational protein targeting to membrane (ER translocation) pathway and ribosomal subunit genes are strongly and specifically enriched for arginine and lysine residues, suggesting high susceptibility to gingipain cleavage.

  protein-coding coli recombinant postmortem proteome-wide gene gingipain

• Transcriptomic and chromatin accessibility profiling unveils new regulators of heat hormesis in Caenorhabditis elegans.

  PMID 41719228 · PMC12923026 · PLoS biology · 2026 · 7 claims · 6 setups

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  A 30°C 6-hour priming regimen significantly enhances thermotolerance and survival after subsequent heat shock in both WT and glp-1(ts) C. elegans

  elegans thermotolerance survival rna-seq

• Genetic Surveillance Reveals Differential Evolutionary Dynamic of Anopheles gambiae Under Contrasting Insecticidal Tools Used in Malaria Control.

  PMID 41773559 · PMC12954828 · Molecular ecology · 2026 · 6 claims · 8 setups

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  Despite substantial reductions in indoor mosquito densities, nucleotide diversity and linkage-disequilibrium-based estimates showed no significant decline in effective population size after intervention

  anopheles gambiae simulated whole-genome principal linkage

• Size-Modulated Mesoderm-Endoderm Divergence and Myocardial Cavitation in Micropatterned Cardioids.

  PMID 41837870 · PMC13248853 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 6 setups

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  Micropatterned cardioids generated from hiPSCs co-develop mesoderm-heart and endoderm-foregut/liver lineages, including a previously unreported non-neural ectoderm population.

  hipsc-derived crispr-engineered micropatterned scrna-seq whole-mount clearing single-cell