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).

• 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

• Parameter-efficient fine-tuning enables scalable transfer of regulatory sequence models to novel contexts.

  PMID 41618434 · PMC12930932 · Genome biology · 2026 · 8 claims · 7 setups

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  PEFT enables accurate transfer of Borzoi to new datasets while significantly reducing GPU memory and runtime compared to joint training or full fine-tuning

  gtex encode wi-38 thp-1 bulk eqtl variant-flowfish

• Atlas-guided discovery of transcription factors for T cell programming.

  PMID 41639465 · PMC13017511 · Nature · 2026 · 8 claims · 8 setups

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  A multi-omics atlas (Taiji pipeline) integrating RNA-seq and ATAC-seq across nine CD8+ T cell states can predict TF activity and identify state-selective versus multi-state TFs

  cd8+ lcmv p14 c57bl rna-seq pearson crispr

• Bridging unpaired single-cell multimodal data for integrative analyses with SuperMap.

  PMID 41650244 · PMC12890892 · Proceedings of the National Academy of Sciences of the United States of America · 2026 · 8 claims · 7 setups

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  SuperMap learns cross-modal feature mappings directly from unpaired multimodal data without requiring paired training data

  pbmc bone skin embryos scrna-seq scnmt-seq asap-seq

• A phased, near-telomere-to-telomere chromosome-scale reference genome of the Moroccan argan tree.

  PMID 41673035 · PMC13002930 · Scientific data · 2026 · 8 claims · 7 setups

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  Generated a chromosome-scale, phased reference genome of Argania spinosa using PacBio HiFi long reads combined with Hi-C scaffolding

  argania pacbio assembled pacbio hi-c rna-seq

• Dysregulated expression of cell cycle regulators CDC20, PLK1, BUB1, CDC45, CDCA5 in pancreatic ductal adenocarcinoma.

  PMID 41699006 · PMC13002898 · Scientific reports · 2026 · 8 claims · 8 setups

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  CDC20, PLK1, BUB1, CDC45, and CDCA5 are concordantly identified as hub genes across seven NCBI-GEO datasets and the Pakistani RNA-seq dataset

  pakistani pdac overlapping tcga-paad bulk functional protein-protein

• Calibrating tissue level PDE models of ligand dynamics using single cell and spatial transcriptomics data.

  PMID 41714655 · PMC13039149 · NPJ systems biology and applications · 2026 · 8 claims · 8 setups

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  scRNA-seq and spatial transcriptomics data provide a rich, underused source of information for calibrating tissue-scale PDE models of ligand dynamics.

  skin combined annotated scrna-seq single-cell spatial cell2location

• CRAGE-RB-PI-seq reveals transcriptional dynamics of plant-associated bacteria during root colonization.

  PMID 41723172 · PMC13036076 · Nature communications · 2026 · 8 claims · 7 setups

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  CRAGE-RB-PI-seq, combining CRAGE genome engineering with randomly-barcoded promoter-library insertion sequencing, enables targeted amplification of barcoded bacterial transcripts that bypasses plant RNA interference.

  pseudomonas arabidopsis targeted pi-seq conventional

• Decoding the Mechanisms of Hepatocellular Carcinoma Cancer Stem Cells and Identifying Potential Therapeutic Strategies Based on Single-cell Omics.

  PMID 41771574 · PMC12951371 · Cancer genomics & proteomics · 2026 · 7 claims · 8 setups

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  Malignant cells from HCC tumors resolve into six transcriptionally distinct subpopulations, including a progenitor-like CSC subset expressing EPCAM, SOX9, and SOX4

  malignant tumor csc six single-cell spatial copy

• PAH-former: Transfer learning for efficient discovery of pulmonary arterial hypertension-associated genes.

  PMID 41790620 · PMC12965534 · PloS one · 2026 · 7 claims · 7 setups

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  PAH-former, a Geneformer model fine-tuned on public PAH scRNA-seq data, can perform in silico perturbation to identify and rank candidate PAH disease-associated genes

  pah scrna-seq pah-former candidate scrna-seq transfer perturbation

• The macrophage entry mechanism of SARS-CoV-2 mediated by surface CD98/TMPRSS11E complex is associated with the cellular tropism toward proinflammatory M1 and pathogenesis.

  PMID 41877147 · PMC13137717 · Respiratory research · 2026 · 8 claims · 8 setups

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  CD98 (CD98hc/SLC3A2) is a novel receptor for the SARS-CoV-2 Spike protein

  thp-1-derived 293t structures thp-1 co-ip co-immunoprecipitation molecular

• AI-guided multi-omics analysis identifies NPC1-modulated susceptibility to SARS-CoV-2 infection under PM(2.5) exposure.

  PMID 41912520 · PMC13194984 · Nature communications · 2026 · 8 claims · 6 setups

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  A fine-tuned Geneformer (single-cell transcriptomics transformer) model classifies PM2.5 exposure status and generalizes better than BERT models trained from scratch, especially with limited data.

  lung fine-tuned biobank single-cell bulk gene

• SMARCB1 missense mutants disrupt SWI/SNF complex stability and remodeling activity.

  PMID 41951591 · PMC13237135 · Nature communications · 2026 · 8 claims · 8 setups

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  RPT2 domain missense mutations disrupt SMARCB1 antiproliferative function by destabilizing the SWI/SNF complex and impairing chromatin remodeling and transcriptional regulation, comparable to nonsense mutations

  g401 smarcb1 cohorts proliferation-based inducible immunoblot

• Nonsense-mediated mRNA decay inhibition reshapes the cancer immunopeptidome.

  PMID 41956098 · PMC7619149 · Immunity · 2026 · 8 claims · 8 setups

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  Reduced NMD activity (lower NMD score) predicts improved CPI response across >1,000 patients, independent of TMB or tumor type

  tcga a375 reporter patient-derived multi-omics crispr-cas9 sirna

• Cross-tissue atlas of mucosa-associated lymphoid tissue lymphomas reveals intratumoral heterogeneity and microenvironmental subtypes.

  PMID 42066772 · PMC13198276 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  Integrative bulk, single-nucleus, and spatial RNA-seq analysis identifies three LME subtypes in MALT lymphoma: LME1 (mesenchymal), LME2 (inflammatory), and LME3 (depleted).

  malt ffpe snrna-seq-derived snrna-seq bulk single-nucleus spatial

• nf-core/mag: a best-practice pipeline for metagenome hybrid assembly and binning.

  PMID 35118380 · PMC8808542 · NAR genomics and bioinformatics · 2022 · 8 claims · 7 setups

  Has reproduction · 100

  nf-core/mag is a Nextflow/nf-core pipeline for hybrid metagenome assembly, binning and taxonomic classification of MAGs.

  simulated assembled mags raw metagenomic novo genome

• GOLD.db: genomics of lipid-associated disorders database.

  PMID 15588328 · PMC544894 · BMC genomics · 2004 · 8 claims · 4 setups

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  GOLD.db integrates annotated pathways, gene/protein reference information, and curated gene expression datasets for lipid-associated disorders research

  adipocyte adipose-specific 3t3-l1 gene curated whole-body insulin

• The selection of software and database for metagenomics sequence analysis impacts the outcome of microbial profiling and pathogen detection.

  PMID 37027361 · PMC10081788 · PloS one · 2023 · 7 claims · 7 setups

  Has reproduction · 86

  Obtaining an accurate species-level microbial profile using current direct-read metagenomics profiling software is still a challenging task.

  simulated kidney biological extracted shotgun taxonomic pathogen

• singIST: An integrative method for comparative single-cell transcriptomics between disease models and humans.

  PMID 41838773 · PMC13008255 · PLoS computational biology · 2026 · 8 claims · 7 setups

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  singIST provides explainable quantitative measures of disease model similarity to a human reference at the pathway, cell type, and gene levels

  skin ear simulated scrna-seq simulation

• PrimerSeq: Design and visualization of RT-PCR primers for alternative splicing using RNA-seq data.

  PMID 24747190 · PMC4411361 · Genomics, proteomics & bioinformatics · 2014 · 8 claims · 3 setups

  Has reproduction · 90

  PrimerSeq is a user-friendly stand-alone software with a GUI for systematic design and visualization of RT-PCR primers for alternative splicing analysis using user-provided RNA-seq data.

  heart genome rna-seq rt-pcr