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).

• Utility of Triti-Map for bulk-segregated mapping of causal genes and regulatory elements in Triticeae.

  PMID 35605195 · PMC9284283 · Plant communications · 2022 · 8 claims · 4 setups

  Has reproduction · 95

  Triti-Map is a computational package suite plus web interface specifically optimized for bulk-segregated gene mapping in Triticeae, accepting DNA-seq, RNA-seq/ChIP-seq, and traditional QTL data as input

  wheat hordeum bulk-segregated interval novo

• The functional landscape of alternative splicing in hematopoietic lineage commitment.

  PMID 41593078 · PMC12946277 · Nature communications · 2026 · 7 claims · 8 setups

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  FAScore, a Random Forest model integrating 19 dynamic, structural, and conservation features, predicts functional exon-skipping AS events with high accuracy in a species- and lineage-specific manner.

  umbilical bone fetal zebrafish bulk machine exon

• Bioinformatic Analysis of Differentially Expressed Long Non-Coding RNAs in Skeletal Muscle Following Aerobic and Resistance Exercise.

  PMID 41595529 · PMC12840796 · Genes · 2026 · 8 claims · 3 setups

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  Distinct lncRNA expression profiles exist in skeletal muscle between acute AE and RE, suggesting modality-specific lncRNA roles in exercise adaptation.

  skeletal aggregated bulk database

• Comprehensive analysis of the causal risk factor from hypertension associated with prognosis and therapeutic response in renal cell carcinoma by multi-omics analysis and validation.

  PMID 41680825 · PMC12998095 · Biology direct · 2026 · 8 claims · 8 setups

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  A 48-gene cross-species hypertension (HTN) gene module identified from human and SHR rat scRNA-seq can classify ccRCC patients into two molecular subgroups with distinct survival and targeted therapy response

  aortic spontaneously tcga icgc single-cell bulk summary-data-based

• Deep-learning prediction of gene expression from personal genomes.

  PMID 41495833 · PMC12869966 · Genome biology · 2026 · 8 claims · 8 setups

  Full-text index only

  Fine-tuning Enformer on paired personal WGS and RNA-seq data (Variformer) corrects Enformer's failure to predict inter-individual gene expression differences across held-out people.

  gtex rosmap same monocyte paired mutagenesis chromhmm

• CellPolaris: Transfer Learning for Gene Regulatory Network Construction to Guide Cell State Transitions.

  PMID 41498638 · PMC12948241 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  CellPolaris is a unified computational framework performing TF-centered GRN construction, master TF identification, and TF perturbation simulation

  bulk previously round paired transfer-learning cross-species

• Unravelling Synaptic and Metabolic Mechanisms of Cognitive Resilience in Asymptomatic Alzheimer's Disease Across Two Alzheimer's Disease Cohorts.

  PMID 41723778 · PMC12996523 · Cellular and molecular neurobiology · 2026 · 6 claims · 6 setups

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  Integrating DEG, DET, and DUT analyses (rather than DEGs alone) provides a more comprehensive view of the molecular mechanisms of AsymAD, since some genes/transcripts are only detected by transcript-level methods.

  postmortem combined ppi hippocampus bulk functional protein-protein

• 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

• eVITTA: a web-based visualization and inference toolbox for transcriptome analysis.

  PMID 34019643 · PMC8218201 · Nucleic acids research · 2021 · 8 claims · 7 setups

  Has reproduction · 82

  eVITTA is a web-based toolbox with three integrated modules (easyGEO, easyGSEA, easyVizR) for GEO data access, functional profiling, and multi-dataset comparison

  nasopharyngeal elegans bulk pre-ranked microarray

• Integration of Dual Stress Transcriptomes and Major QTLs from a Pair of Genotypes Contrasting for Drought and Chronic Nitrogen Starvation Identifies Key Stress Responsive Genes in Rice.

  PMID 34089405 · PMC8179884 · Rice (New York, N.Y.) · 2021 · 8 claims · 7 setups

  Has reproduction · 43

  N22 performed better than IR64 under dual (low N + low water) stress overall, owing to better root architecture, chlorophyll/porphyrin synthesis and oxidative stress management

  root shoot leaf rice bulk root chlorophyll

• Comparing time series transcriptome data between plants using a network module finding algorithm.

  PMID 31164912 · PMC6544932 · Plant methods · 2019 · 8 claims · 6 setups

  Has reproduction · 59

  Converting gene expression patterns into co-expression networks and applying a cross-species network module finding algorithm (OrthoClust with simulated annealing) solves the problem of matching developmental stages between two species without requiring one-to-one stage mapping.

  soybean arabidopsis cross-species module reciprocal bulk co-expression

• 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

• Comparison between short-term stress and long-term adaptive responses reveal common paths to molecular adaptation.

  PMID 35243257 · PMC8873613 · iScience · 2022 · 8 claims · 7 setups

  Has reproduction · 59

  Short-term stress and long-term adaptations share common metabolic pathways

  great embryonic gef mapk1 bulk gene transcription

• Extensive transgressive gene expression in testis but not ovary in the homoploid hybrid Italian sparrow.

  PMID 35726533 · PMC9542029 · Molecular ecology · 2022 · 7 claims · 8 setups

  Has reproduction · 93

  Italian sparrow testis exhibits extensive transgressive gene expression relative to both parental species

  testis ovary house differentially bulk gene protein-protein

• Genome-scale modeling identifies dynamic metabolic vulnerabilities during the epithelial to mesenchymal transition.

  PMID 39730911 · PMC11681178 · Communications biology · 2024 · 8 claims · 8 setups

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  EMT involves temporal, stage-specific metabolic reprogramming with distinct dependencies in glycolysis and glutamine metabolism.

  a549 recon1 cancer lung bulk single-cell genome-scale

• 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

• Genetic alternative splicing regulation mapping of cartilage and synovium reveals tissue-specific mechanisms of joint-related traits.

  PMID 41820402 · PMC13121699 · Nature communications · 2026 · 8 claims · 8 setups

  Full-text index only

  Generated a splicing quantitative trait loci (sQTL) resource for human cartilage and synovium from over 200 donors

  degenerated synovium matched paired bulk genotyping differential

• Exploring the prognostic and diagnostic value of lactylation-related genes in sepsis.

  PMID 39367086 · PMC11452377 · Scientific reports · 2024 · 8 claims · 7 setups

  Has reproduction · 73

  Intersecting sepsis-associated differentially expressed genes with a curated list of 332 lactylation genes yields 55 sepsis-related lactylation genes.

  peripheral overlapping geo pbmcs bulk kegg protein-protein

• Differential Hsp90-dependent gene expression is strain-specific and common among yeast strains.

  PMID 37138775 · PMC10149407 · iScience · 2023 · 8 claims · 7 setups

  Has reproduction · 100

  Hsp90-dependent gene expression varies among different yeast strains

  diverse same yeast genomes rna-seq v-src growth

• Enabling Single-Cell Drug Response Annotations from Bulk RNA-Seq Using SCAD.

  PMID 36762572 · PMC10104628 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023 · 7 claims · 7 setups

  Has reproduction · 81

  SCAD, a transfer learning framework integrating adversarial discriminative domain adaptation (ADDA), can infer single-cell drug sensitivities by transferring knowledge from bulk RNA-seq pharmacogenomic data (GDSC) to scRNA-seq target domains

  pan-cancer pc9 451lu a375 bulk scrna-seq computational