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).

• DAGFormer: A graph-based domain adaptation approach for single-cell cancer drug response prediction.

  PMID 41417875 · PMC12795466 · PLoS computational biology · 2025 · 7 claims · 5 setups

  Has reproduction

  DAGFormer constructs cellular neighbor graphs using diverse topological strategies to represent intercellular interactions for drug response prediction

  pan-cancer jhu006 scc47 pc9 bulk scrna-seq

• 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

• Interplay between Non-Coding RNA Transcription, Stringent/Relaxed Phenotype and Antibiotic Production in Streptomyces ambofaciens.

  PMID 34438997 · PMC8388888 · Antibiotics (Basel, Switzerland) · 2021 · 8 claims · 5 setups

  Has reproduction · 49

  The S. ambofaciens ATCC 23877 transcriptome was redefined from RNAseq data into 5587 transcriptional units (4433 monocistronic, 1154 polycistronic) covering 90.8% of the linear chromosome

  streptomyces ambofaciens bulk rna-seq target

• MicroRNA Enrichment and Docking-Based Evaluation of Ilomastat Targeting of MMP-2 in Esophageal Squamous Cell Carcinoma: Insights from a South African Cohort.

  PMID 42158110 · PMC13181172 · Computational and structural biotechnology journal · 2026 · 7 claims · 5 setups

  Full-text index only

  The miR-29 family inhibits MMP-2 and represents a key regulatory axis in tumor invasion

  paired deg mmp-2 escc bulk pathway molecular

• Integrating co-expression network analysis and machine learning to reveal the regulatory landscape of GPD genes in Chlamydomonas reinhardtii under salinity stress.

  PMID 42004709 · PMC13089224 · PeerJ · 2026 · 8 claims · 8 setups

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  GPD2 and GPD3 cluster into distinct WGCNA co-expression modules (magenta and black, respectively) with contrasting temporal expression profiles

  chlamydomonas genes normalized gpd bulk weighted gene

• 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

• De novo assembly of a transcriptome for Calanus finmarchicus (Crustacea, Copepoda)--the dominant zooplankter of the North Atlantic Ocean.

  PMID 24586345 · PMC3929608 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 59

  A de novo transcriptome for Calanus finmarchicus was assembled from six developmental-stage libraries, yielding 206,041 contigs and a reference set of 96,090 unique comps, representing a new molecular resource for this species.

  calanus pooled raw combined bulk extraction read

• De Novo Assembly and Annotation of the Larval Transcriptome of Two Spadefoot Toads Widely Divergent in Developmental Rate.

  PMID 31217263 · PMC6686947 · G3 (Bethesda, Md.) · 2019 · 8 claims · 8 setups

  Has reproduction · 91

  De novo transcriptome assemblies were generated for larval P. cultripes and S. couchii, providing new genomic resources for spadefoot toads

  whole-body cultripes expression-filtered bulk novo transcriptome

• Integrative Transcriptomic Analysis and Co-Expression Network Characterization of Soybean Developmental Tissues.

  PMID 41977661 · PMC13075193 · Plants (Basel, Switzerland) · 2026 · 8 claims · 6 setups

  Full-text index only

  Tissue identity (seed vs. non-seed) is the dominant driver of transcriptomic variation, as shown by clear separation on PC1

  glycine same seed-upregulated bulk principal differential

• A unified framework for correcting batch effects and integrating multi-omics data.

  PMID 41786846 · PMC13079841 · Scientific reports · 2026 · 7 claims · 6 setups

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  MoDAmix, a four-stage domain adaptation framework (pre-training, single-omics adversarial adaptation, multi-omics adversarial alignment, semi-supervised class alignment), unifies batch correction across multiple omics layers.

  brain aml same single-cell bulk k-means

• Polyploidy-driven expansion and regulatory diversification of the Kelch repeat F-box gene family in sweetpotato.

  PMID 42050392 · PMC13262408 · BMC genomics · 2026 · 8 claims · 8 setups

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  KFB family size does not scale linearly with ploidy, reflecting lineage-specific gene retention and loss rather than genome multiplication alone

  proteomes kfb four pairwise blastp physicochemical chromosomal

• huSA: a comprehensive database for multi-dimensional resolution of bulk, single cell and spatial transcription profiles in skin diseases.

  PMID 41719583 · PMC12923168 · Database : the journal of biological databases and curation · 2026 · 7 claims · 8 setups

  Has reproduction · 50

  huSA is a comprehensive, publicly accessible database integrating bulk RNA-seq, scRNA-seq, and spatial transcriptomics data across 17 skin diseases and 63 independent datasets

  skin scrna-seq scrna-seq transcription cell-cell

• scXDR: drug response prediction across single-cell datasets via heterogeneous network transfer learning.

  PMID 41507436 · PMC12859067 · Communications biology · 2026 · 7 claims · 7 setups

  Full-text index only

  scXDR outperforms seven methods that transfer drug response information from bulk RNA-seq to single-cell data, across all four evaluated scenarios

  single-cell scrna-seq scxdr gse117872 heterogeneous benchmarking type

• Redefinition of the toll-like receptor repertoire in Ciona robusta through genomic, structural, and expression analyses.

  PMID 41568004 · PMC12816324 · Frontiers in cellular and infection microbiology · 2025 · 8 claims · 8 setups

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  CiTLR13 is a redundant annotation of CiTLR1 (same genomic locus, >94% sequence identity), so it is not a distinct TLR gene

  ciona six lrr tlr blastp domain nucleotide

• Heterozygous ADAR mutant mice exhibit RNA sensing-dependent neuroinflammation and phenotypes associated with Aicardi-Goutières syndrome.

  PMID 41704749 · PMC12907846 · iScience · 2026 · 8 claims · 8 setups

  Full-text index only

  A heterozygous Adar G1007R (mouse G956R/G567) mouse model recapitulates the genetic and inflammatory features of human ADAR G1007R AGS patients

  brain computational coronal adar1 real-time bulk ingenuity

• auts2 Features and Expression Are Highly Conserved during Evolution Despite Different Evolutionary Fates Following Whole Genome Duplication.

  PMID 36078102 · PMC9454499 · Cells · 2022 · 8 claims · 7 setups

  Has reproduction · 50

  auts2a and auts2b originate from the teleost-specific whole genome duplication (TGD)

  fish genomic auts2 tissues comparative tblastn phylogenetic

• ZFHX4 is necessary for dopaminergic neuron differentiation and controls cell cycle by regulating LIN28A.

  PMID 42208531 · PMC13261933 · Stem cell reports · 2026 · 8 claims · 8 setups

  Full-text index only

  ZFHX4 is a super-enhancer-controlled transcription factor induced during mDAN specification

  ipsc-derived smnpcs postmortem cut&tag bulk shrna

• Cosmopolitan Gene Families With Known Functions Are Hotspots for the Evolution of Novel Genes in Stony Corals.

  PMID 41873503 · PMC13044578 · Genome biology and evolution · 2026 · 8 claims · 8 setups

  Full-text index only

  Dark gene families in corals form cosmopolitan (broadly shared) families that originated via bursts of lineage-specific duplication, often from genes with known function

  genome same montipora stylophora orthogroup busco bulk

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• Transcriptome analysis reveals DNA repair-related clues associated with divergent leaf nuclear DNA diversity in Leymus chinensis.

  PMID 42040274 · PMC13106374 · Frontiers in plant science · 2026 · 7 claims · 6 setups

  Full-text index only

  LC-ZK2 exhibits fewer polymorphic sites and lower nucleotide/haplotype diversity than LC-W across three nuclear loci (MCM7, PsaE, PsaL), indicating more restricted leaf-scale sequence heterogeneity

  leaf pcr novo qrt-pcr