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).

• sCellST predicts single-cell gene expression from H& E images.

  PMID 41513659 · PMC12858858 · Nature communications · 2026 · 7 claims · 6 setups

  Full-text index only

  sCellST is a weakly supervised (Multiple Instance Learning) deep learning framework that predicts single-cell gene expression from H&E images alone, trained using paired spatial transcriptomics (Visium) and H&E slides

  ovarian kidney prostate breast simulation spot-level nucleus

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.

  hepatocellular breast sporadic geo gene differential interaction

• Identification of somatically acquired rearrangements in cancer using genome-wide massively parallel paired-end sequencing.

  PMID 18438408 · PMC2705838 · Nature genetics · 2008 · 8 claims · 8 setups

  Full-text index only

  Massively parallel paired-end sequencing can characterize somatic and germline structural rearrangements to base-pair resolution across a whole cancer genome

  nci-h2171 nci-h1770 massively genomic rt-pcr

• Proximal 6q, a region showing allele loss in primary breast cancer.

  PMID 7841042 · PMC2033574 · British journal of cancer · 1995 · 8 claims · 1 setups

  Full-text index only

  A proximal region of 6q (6q13 to 6q16.3-q21) shows a markedly elevated frequency of allelic imbalance (mean 35.3%) across seven microsatellite markers, higher than background AI levels.

  paired microsatellite

• Forseti: a mechanistic and predictive model of the splicing status of scRNA-seq reads.

  PMID 38940130 · PMC11256924 · Bioinformatics (Oxford, England) · 2024 · 7 claims · 5 setups

  Has reproduction · 87

  Forseti is the first probabilistic model for resolving the splicing status of exonic scRNA-seq reads by scoring putative fragments linking read alignments to proximate priming sites

  training simulated held-out paired-end cubic mlp

• Multimodal framework for the joint analysis of single-cell RNA and T cell receptor sequencing data predicts T cell response to cancer immunotherapy.

  PMID 41820396 · PMC13121706 · Nature communications · 2026 · 8 claims · 7 setups

  Full-text index only

  TRIM, a conditional multi-modal variational autoencoder integrating paired scRNAseq and scTCRseq data, predicts T cell clonality and transcriptional states at unmeasured tissue sites/timepoints.

  hnscc colorectal pan-cancer tcr paired umap convolutional

• Developing prognostic gene panel of survival time in lung adenocarcinoma patients using machine learning.

  PMID 35117753 · PMC8799101 · Translational cancer research · 2020 · 8 claims · 5 setups

  Has reproduction · 32

  Naïve Bayes using a 22-gene panel is the best-performing and most stable machine learning model for predicting LUAD survival time (>3 vs <3 years)

  tcga geo rna-seq methylation sequencing

• OptiType: precision HLA typing from next-generation sequencing data.

  PMID 25143287 · PMC4441069 · Bioinformatics (Oxford, England) · 2014 · 8 claims · 8 setups

  Has reproduction · 95

  OptiType, an ILP-based HLA genotyping algorithm, produces accurate four-digit HLA-I predictions from NGS data not enriched for the HLA cluster.

  colorectal lymphoblastic hapmap genomes rna-seq low-coverage exome

• 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

• Single-cell spatiotemporal dissection of the human maternal-fetal interface.

  PMID 41951740 · PMC13149032 · Nature · 2026 · 8 claims · 8 setups

  Full-text index only

  Generated a comprehensive single-cell multiomic and spatial atlas of the human maternal-fetal interface from early gestation to term

  decidua maternal-fetal pseudobulk trophoblast paired genotype snatac-seq

• Genomic Correlates of Virulence Attenuation in the Deadly Amphibian Chytrid Fungus, Batrachochytrium dendrobatidis.

  PMID 26333840 · PMC4632049 · G3 (Bethesda, Md.) · 2015 · 8 claims · 8 setups

  Has reproduction · 58

  Virulence attenuation in the longer-passaged Bd isolate (JEL427-P39) is associated with loss of chromosome copy number relative to the shorter-passaged, more virulent isolate (JEL427-P9)

  strain jel427-p9 genes whole-genome snp indel

• p53 mutations in cervical carcinogenesis--low frequency and lack of correlation with human papillomavirus status.

  PMID 8142262 · PMC1968818 · British journal of cancer · 1994 · 7 claims · 6 setups

  Full-text index only

  Somatic mutation in the p53 gene hotspot regions occurs infrequently in cervical carcinomas

  cervical tumour paired hpv-positive immunocytochemistry pcr sequencing

• Intrinsic genetic characteristics determine tumor-modifying capacity of fibroblasts: matrix metalloproteinase-3 5A/5A genotype enhances breast cancer cell invasion.

  PMID 17922906 · PMC2242664 · Breast cancer research : BCR · 2007 · 8 claims · 8 setups

  Full-text index only

  Tumor-derived fibroblasts promote higher levels of breast cancer cell invasion than normal fibroblasts

  breast conditioned mda-mb-468 genomic invasion immunofluorescence pcr-rflp

• Finding disease candidate genes by liquid association.

  PMID 17915034 · PMC2246280 · Genome biology · 2007 · 7 claims · 6 setups

  Full-text index only

  LA can detect functionally associated genes that are not directly co-expressed by identifying a mediating gene Z whose expression level changes the correlation between X and Y.

  nci_cdna gnf_2002 finnish gnf_2004 liquid transmission correlation

• Assembly, Characterization and Comparative Analysis of the Complete Mitogenome of Small-Leaved Eriobotrya seguinii (Maleae, Rosaceae).

  PMID 41595526 · PMC12841229 · Genes · 2026 · 8 claims · 7 setups

  Full-text index only

  The E. seguinii mitogenome is the smallest and has the highest GC content of any known Eriobotrya species

  seguinii protein-coding mitogenomes whole-genome mitogenome repeat

• FineST: contrastive learning integrates histology and spatial transcriptomics for nuclei-resolved ligand-receptor analysis.

  PMID 41839892 · PMC13201544 · Nature communications · 2026 · 8 claims · 6 setups

  Full-text index only

  FineST, a bimodal contrastive learning model integrating histology (Virchow2 ViT features) and spatial gene expression, enables nuclei-resolved high-resolution RNA imputation.

  colorectal crc breast he-stained spatial type ccc

• A whole-genome assembly of St. Augustinegrass and visualizing diversity within the species.

  PMID 41873115 · PMC13009705 · The plant genome · 2026 · 7 claims · 7 setups

  Full-text index only

  First chromosome-scale, phased haplotype genome assemblies of Stenotaphrum secundatum (cultivar Raleigh) were produced, anchored on nine chromosomes each

  stenotaphrum secundatum diploid long-read short-read hi-c

• A global view of protein expression in human cells, tissues, and organs.

  PMID 20029370 · PMC2824494 · Molecular systems biology · 2009 · 7 claims · 6 setups

  Full-text index only

  A high fraction (>65%) of proteins is expressed in most human cells and tissues, while very few proteins (<2%) are detected in any single cell type.

  normal computational hepatocytes same immunohistochemistry immunofluorescence unsupervised

• Blood-based epigenetic instability linked to human aging and disease.

  PMID 41690920 · PMC13018287 · Nature communications · 2026 · 7 claims · 8 setups

  Full-text index only

  31,744 unmethylated (and 6143 methylated) CpG loci in blood show highly consistent, stable methylation in young healthy individuals and are defined as Epigenetically Stable Loci (ESLs)

  blood normal paired aml illumina whole-genome methylation