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).

• Evolutionary innovation within conserved gene regulatory networks underlying biomineralized skeletons in Bilateria.

  PMID 41556888 · PMC12862220 · Molecular biology and evolution · 2026 · 8 claims · 6 setups

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  A biphasic regulatory program orchestrates larval and adult shell formation in Crassostrea nippona, involving coordinated activity of ancient transcription factors and dynamic chromatin remodeling

  crassostrea iso-seq rna-seq atac-seq

• Identify GDPD3 as a key regulator of epithelial-mesenchymal transition and prostate adenocarcinoma progression via the LPA/LPAR1/AKT axis: transcriptomic and experimental study.

  PMID 41562071 · PMC12813044 · Frontiers in immunology · 2025 · 7 claims · 8 setups

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  GDPD3 is upregulated in PRAD tumor tissue and its knockdown inhibits tumor cell proliferation, invasion, and migration

  prad tcga-prad du145 scrna-seq bulk wgcna

• RaMBat: Accurate identification of medulloblastoma subtypes from diverse data sources with severe batch effects.

  PMID 41571436 · PMC13060657 · Molecular oncology · 2026 · 7 claims · 5 setups

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  RaMBat achieves a median accuracy of 99% across 13 independent benchmark datasets, significantly outperforming state-of-the-art MB subtyping methods and conventional ML classifiers

  medulloblastoma gse85217 ger microarray bulk intrasample

• Integrative miRNA-mRNA Network and Molecular Dynamics-Based Identification of Therapeutic Candidates for Paroxysmal Nocturnal Hemoglobinuria.

  PMID 41599741 · PMC12845513 · Pharmaceuticals (Basel, Switzerland) · 2026 · 8 claims · 8 setups

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  A PIGA-knockout (PIGA-KO) THP-1 cell model was successfully established using CRISPR/Cas9 RNP technology as a PNH model

  thp-1 literature-validated pnh cxcl8 crispr rt-qpcr bulk

• The evolution of gene regulation in mammalian cerebellum development.

  PMID 41610256 · PMC7618896 · Science (New York, N.Y.) · 2026 · 8 claims · 8 setups

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  Combined single-nucleus RNA-seq and ATAC-seq atlases of cerebellum development were generated/integrated across six mammals (human, bonobo, macaque, marmoset, mouse, opossum)

  developing opossum marmoset cultures single-nucleus bulk gene

• MUUMI: an R package for statistical and network-based meta-analysis for multi-omics data integration.

  PMID 41634555 · PMC12955011 · BMC bioinformatics · 2026 · 8 claims · 5 setups

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  MUUMI unifies statistical meta-analysis and network-based omics data integration within a single analytical R package framework

  lung integrated ranked thp-1 sequencing microarray statistical

• Genomic biomarkers of immunotherapy plus chemotherapy in patients with advanced NSCLC: Insights from the phase 3 ORIENT-11 study.

  PMID 41660271 · PMC12876322 · iScience · 2026 · 8 claims · 8 setups

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  A 9-gene Immune-Chemotherapy Prediction Score (ICPscore), derived from ORIENT-11 via WGCNA and LASSO Cox regression, predicts survival benefit from ICI plus chemotherapy in advanced NSCLC

  orient-11 hub nsclc oak bulk pd-l1 wgcna

• Single-cell transcriptomics reveals keratinocyte dynamic processes associated with S100a4 expression in psoriasiform dermatitis.

  PMID 41660613 · PMC12876221 · Frontiers in immunology · 2025 · 7 claims · 8 setups

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  S100a4 knockout mice show significant pathological improvement in psoriasis-like lesions, including reduced inflammatory cell infiltration and decreased epidermal hyperplasia

  c57bl skin dorsal dcmo crispr western imiquimod-induced

• Strawberry atlas: Fragaria vesca gene expression atlas for strawberry genomics.

  PMID 41664659 · PMC12883160 · PeerJ · 2026 · 8 claims · 8 setups

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  A consolidated gene expression atlas of F. vesca built from 233 RNA-seq libraries across nine tissue categories, aligned to the v6 T2T reference genome, was constructed.

  vesca bulk rna-seq qpcr

• Robust and efficient annotation of cell states through gene signature scoring.

  PMID 41708334 · PMC12951948 · Genome research · 2026 · 8 claims · 8 setups

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  Established scoring methods (Seurat, SCANPY, UCell, JASMINE) fail to provide robust and comparable score distributions across diverse signatures and experimental conditions, precluding accurate unsupervised cell-state annotation.

  pbmc colorectal esophageal crc scrna-seq cross-implementation signature

• Isoform-specific single-cell perturb-seq reveals distinct functions of alternative promoters in drug response.

  PMID 41728950 · PMC12926921 · Nucleic acids research · 2026 · 5 claims · 8 setups

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  CRISPR-dCas9-based screens exhibit widespread promoter specificity, with untargeted promoters often showing compensatory upregulation to maintain overall gene expression

  mcf-7 rpe1 mcf-7-dcas9 tissue-wide isoform-specific reanalysis qrt-pcr

• Multi-cohort and single-cell profiling of aging genes reveals prognostic and therapeutic targets in breast cancer.

  PMID 41732271 · PMC12924738 · iScience · 2026 · 8 claims · 7 setups

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  The eight-gene MLAG signature outperforms 100 previously published prognostic models across 12 independent breast cancer cohorts

  tcga-brca senescent normal single-cell machine univariate gene

• Transcriptome-based high-frequency recurrence index predicts frequent recurrence in non-muscle-invasive bladder cancer after Bacillus Calmette-Guérin therapy.

  PMID 41749284 · PMC13040970 · BMC medicine · 2026 · 8 claims · 7 setups

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  A 75-gene HfRI signature predicts high-frequency recurrence (≥2 recurrences) in NMIBC patients

  nmibc uromol2021 bulk microarray rna-seq

• Predicting FOX gene candidates for oxic nitrogen fixation using multi-omic machine learning and comparative bioinformatics.

  PMID 41764348 · PMC13056922 · Scientific reports · 2026 · 8 claims · 6 setups

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  Random Forest, XGBoost, and logistic regression classifiers can meaningfully differentiate literature-validated FOX genes from conserved non-essential genes, with Random Forest achieving the best ROC-AUC (~0.80)

  anabaena diazotrophic gene-level trained bulk quantitative transcription-start-site-derived

• GeneExt: a gene model extension tool for enhanced single-cell RNA-seq analysis.

  PMID 41769841 · PMC12970594 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  Incomplete/inaccurate gene annotations, especially missing or truncated 3' UTRs, cause reads to map to non-genic regions and genes to be under-quantified or missing from scRNA-seq expression matrices in non-model species

  genomes whole-organism xenia octopus peak scrna-seq

• HIV-seq reveals gene expression differences between HIV-transcribing cells from viremic and suppressed people with HIV.

  PMID 41776157 · PMC12957429 · Nature communications · 2026 · 7 claims · 8 setups

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  HIV-seq (10x 5' scRNA-seq spiked with HIV-specific capture primers targeting R-U5-pre-gag, pol, tat-rev exon2, Psi, and RRE) increases detection of HIV RNA+ cells and HIV transcripts per cell compared to conventional 5' scRNA-seq

  cd4+ cd8+ pbmcs scrna-seq cite-seq differential

• Differential fates of Kazald gene quartet: Ancestral roles in skeletogenesis and regeneration to putative innovations in fish and birds.

  PMID 41782814 · PMC12955574 · iScience · 2026 · 8 claims · 8 setups

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  The regeneration-associated axolotl gene is Kazald2, not Kazald1

  axolotl jawed kazald cyclostome reciprocal tblastn maximum

• 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

• Mechanisms of gene regulation by SRCAP and H2A.Z.

  PMID 41792122 · PMC13087030 · Nature communications · 2026 · 8 claims · 8 setups

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  Acute SRCAP degradation causes rapid, genome-wide replacement of H2A.Z by canonical H2A, with turnover fastest at active promoters/enhancers and slower at bivalent loci

  syat cut&run live h2a.z

• Evolutionary genomic basis of mimicry diversity of Epicopeiidae moths.

  PMID 41802886 · PMC13014123 · Molecular biology and evolution · 2026 · 8 claims · 8 setups

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  Genomic structural variations and gene family expansions contributed little to morphological (mimicry) evolution in Epicopeiidae

  epicopeiidae mencia ancestral chromosome-level whole-genome hi-c comparative