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).

• Uncovering Cas9 PAM diversity through metagenomic mining and machine learning.

  PMID 41656299 · PMC12996302 · Nature communications · 2026 · 8 claims · 6 setups

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  CRISPR-PAMdb is a publicly accessible database compiling Cas9 protein sequences from 3.8 million bacterial/archaeal genomes and PAM profiles from 7.4 million phage/plasmid sequences

  bacterial phage cas9 experimentally hmm-based spacer-protospacer machine

• Retentive Network promotes efficient RNA language modeling of long sequences.

  PMID 41814064 · PMC13111708 · Communications biology · 2026 · 8 claims · 6 setups

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  RNAret, a RetNet-based RNA language model with O(n) complexity, achieves training parallelism and low computational overhead while processing long RNA sequences

  million rnacentral mirtarraw rnastralign self-supervised t-sne mirna-mrna

• StrainMake: reproducible hybrid metagenomics with MAG recovery and strain-level resolution.

  PMID 42097292 · PMC13188985 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  StrainMake is a Snakemake-based, Conda-managed workflow for de novo metagenomic analysis from short, long, or hybrid sequencing data.

  cami high-quality recovered gut metagenome metagenomic mag

• Critical evaluation of drug response prediction models with DrEval.

  PMID 42120410 · PMC13168506 · Nature communications · 2026 · 8 claims · 6 setups

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  DrEval is a living open-source benchmarking pipeline for unbiased, biologically meaningful evaluation of cancer drug response prediction models, integrating standardized preprocessing, hyperparameter tuning, statistically rigorous evaluation, cross-study benchmarks, and ablation studies.

  ctrpv2 ccle beataml2 pdx_bruna viability drug pdx

• Trimmomatic: a decade of feature-rich, high-performance NGS read preprocessing.

  PMID 42178219 · PMC13242794 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

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  A high-performance multithreading architecture allows batches of read pairs to be processed independently by a pool of worker threads, scaling efficiently with available hardware.

  manihot same plant wall-clock output cross-tool

• The Aging Microenvironment Is a Determinant of Immune Exclusion and Metastatic Fate in Pancreatic Cancer.

  PMID 41202211 · PMC12768431 · Cancer research · 2026 · 8 claims · 8 setups

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  Organismal aging accelerates PDAC progression and metastatic burden in an age-relevant syngeneic orthotopic mouse model

  kpc4662 orthotopic pdac pancreatic orthotopic heterochronic ultrasound

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

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

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  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

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

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

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  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

• Integrated multi-omic atlas reveals the hierarchy of spatiotemporal regulatory networks of mouse gastrulation.

  PMID 41526381 · PMC12902073 · Nature communications · 2026 · 8 claims · 8 setups

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  BioCRE, a novel bi-orientation regression algorithm, more accurately links genes to candidate cis-regulatory elements (CREs) than existing tools Signac and ArchR

  gastrulating gastrula gold-standard embryo single-cell computational promoter

• Differentiation in the human urothelia is defined by distinct alternative polyadenylation.

  PMID 41533515 · PMC12937501 · Cell reports · 2026 · 8 claims · 8 setups

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  APA introduces a major layer of transcriptomic diversity during urothelial differentiation, largely independent of changes in mRNA levels

  urothelial urothelial-specific ureter hek293t single-cell poly fluorescence

• Dynamic regulation of spermatogenesis and hybrid sterility revealed by single-cell analysis in yak and cattle.

  PMID 41622528 · PMC12916010 · Molecular biology and evolution · 2026 · 7 claims · 8 setups

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  Cattle and yak testes contain seven types of spermatogonia, ten spermatocyte subtypes, and ten spermatid types with largely conserved transcriptional programs governing spermatogenic fate transitions.

  testicular spermatocytes spermatids bc1 single-cell chromosome hematoxylin

• Single-Cell Transcriptomic Atlases of Camels and Cattle Unravel Molecular Evolution of Digestive and Metabolic Systems.

  PMID 41632085 · PMC13067795 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 7 setups

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  Generated single-cell/nucleus transcriptomic atlases of camels and cattle across 54 tissues, identifying 124 cell types (78 in camels, 106 in cattle, 59 shared)

  camel bovine structural orthologous scrna-seq spatial scenic

• Prenatal and postnatal effects of gestational immune activation on synaptic and neurodevelopmental pathways via epigenetic mechanisms.

  PMID 41654489 · PMC12923905 · Translational psychiatry · 2026 · 7 claims · 6 setups

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  MIA induces enduring epigenetic reprogramming of gene regulatory networks in the developing brain that persists into adulthood

  sorted frontal rna-seq mia-responsive chip-seq rna-seq facs

• 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

• 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

• Multimodal learning reveals plants' hidden sensory integration logic.

  PMID 41714925 · PMC13032346 · BMC genomics · 2026 · 8 claims · 8 setups

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  CoMM-BIP (Contrastive Multi-Modal learning with Biologically Informed Priors) integrates transcriptomic, metabolomic, and phenomic data using pathway-guided attention, information-theoretic disentanglement, and domain-aware augmentations

  tomato multimodal transcriptomics metabolomics

• 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

• Neural network-assisted RNA velocity imputation for empowering transcript dynamics-based analyses.

  PMID 41736867 · PMC12927306 · iScience · 2026 · 8 claims · 8 setups

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  NARVI, a deep neural network trained on expression-velocity relationships of passed genes, can impute RNA velocity for dropped genes that conventional tools (e.g., scVelo, UniTVelo) fail to calculate

  hematopoietic lung erythroid bone scrna-seq cross-validation

• Genetic evidence supporting obesity as a risk factor for lung squamous cell carcinoma and the identification of MFAP1 as a shared genetic target.

  PMID 41820721 · PMC13096280 · Discover oncology · 2026 · 8 claims · 8 setups

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  BMI and LUSC show a significant positive genome-wide genetic correlation, robust to constrained-intercept sensitivity analysis and replicated by GNOVA.

  gwas gtex scrna-seq ldsc gnova ρ-hess

• Integrating complex genomic datasets and tumour cell sensitivity profiles to address a 'simple' question: which patients should get this drug?

  PMID 20003409 · PMC2799438 · BMC medicine · 2009 · 8 claims · 5 setups

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  A panel of 48 genomically characterized breast cancer cell lines can model patient tumour heterogeneity to identify biomarkers predicting response to PG-11047

  panel breast 250-gene candidate genome growth pathway