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).

• GAMMI: graph-guided contrastive and adversarial integration of single-cell and spatial multi-omics data.

  PMID 42108634 · PMC13158126 · Briefings in bioinformatics · 2026 · 6 claims · 5 setups

  Full-text index only

  GAMMI consistently outperforms state-of-the-art integration methods (GLUE, Harmony, MIDAS, scMoMaT) in biological conservation and batch correction across five mosaic single-cell multi-omics benchmarks

  pbmc postmortem gse138852 gammi-derived multi-omics scrna-seq differential

• An XML-based system for synthesis of data from disparate databases.

  PMID 16501185 · PMC1513665 · Journal of the American Medical Informatics Association : JAMIA · 2006 · 8 claims · 2 setups

  Full-text index only

  An XML-based data management framework (built on Mobius) supports integration of disparate data sources and large data sets for biomedical research applications.

  snp swisprot phylogenetic integration

• Genome-wide identification of conserved and novel microRNAs in one bud and two tender leaves of tea plant (Camellia sinensis) by small RNA sequencing, microarray-based hybridization and genome survey scaffold sequences.

  PMID 29157210 · PMC5697157 · BMC plant biology · 2017 · 8 claims · 8 setups

  Has reproduction · 91

  175 conserved miRNAs (39 families) and 83 novel miRNAs were identified in C. sinensis one bud and two tender leaves using small RNA sequencing combined with genome survey scaffold data

  one sinensis small-molecular-weight leaves small genome mirna

• 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

• Expression Patterns of Immune Genes Reveal Heterogeneous Subtypes of High-Risk Neuroblastoma.

  PMID 32629858 · PMC7408437 · Cancers · 2020 · 8 claims · 8 setups

  Has reproduction · 73

  Unsupervised biclustering of 283 NB-specific immune genes stratifies HR-NB into two reproducible subtypes: ultra-high-risk (UHR-NB) and (revised) HR-NB.

  pediatric target cohorts neuroblastoma bulk spectral kaplan-meier

• Transcriptome analysis provides insights into the regulatory function of alternative splicing in antiviral immunity in grass carp (Ctenopharyngodon idella).

  PMID 26248502 · PMC4528194 · Scientific reports · 2015 · 8 claims · 8 setups

  Has reproduction · 70

  AS events, including differentially-expressed-transcript-containing genes (DETs), are ubiquitous in head-kidney and spleen transcriptomes of C. idella

  head-kidney idella assembled il-12p40α rna-seq rt-qpcr pcr

• Complete Genome Sequencing of Lactobacillus plantarum ZLP001, a Potential Probiotic That Enhances Intestinal Epithelial Barrier Function and Defense Against Pathogens in Pigs.

  PMID 30542296 · PMC6277807 · Frontiers in physiology · 2018 · 8 claims · 8 setups

  Has reproduction · 68

  The complete genome of L. plantarum ZLP001 was sequenced and compared with 18 other L. plantarum genomes to identify genomic features underlying its gut-health-promoting probiotic properties.

  lactobacillus plantarum whole-genome gene comparative

• Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.

  PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups

  Has reproduction · 80

  Combining WGCNA hub genes and VAE 10-dimensional representation as features for an SVM classifier achieves high accuracy in predicting CRC

  colorectal same combined meturquoise microarray differential batch

• An open RNA-Seq data analysis pipeline tutorial with an example of reprocessing data from a recent Zika virus study.

  PMID 27583132 · PMC4972086 · F1000Research · 2016 · 6 claims · 6 setups

  Has reproduction · 74

  An open-source, reproducible RNA-seq pipeline delivered as an IPython notebook and Docker image can process raw RNA-seq data into interactive PCA/HC plots, enrichment results, and small-molecule predictions with minimal setup overhead

  ipsc-derived same top differentially bulk principal hierarchical

• Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.

  PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups

  Has reproduction · 59

  The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance

  merged gse45827 superior differential feature comparative

• ddRAD-seq reveals the genetic structure and detects signals of selection in Italian brown trout.

  PMID 35100964 · PMC8805291 · Genetics, selection, evolution : GSE · 2022 · 7 claims · 9 setups

  Has reproduction · 87

  Italian brown trout populations are genetically differentiated but show strong admixture from stocking practices, especially with the Atlantic lineage.

  brown snp subset salmo ddrad-seq admixture newhybrids

• GAUGE-Annotated Microbial Transcriptomic Data Facilitate Parallel Mining and High-Throughput Reanalysis To Form Data-Driven Hypotheses.

  PMID 33758032 · PMC8547006 · mSystems · 2021 · 8 claims · 7 setups

  Has reproduction · 70

  GAUGE automatically annotates GEO microbial transcriptomic data sets (microarray and RNA-seq), increasing the proportion of annotatable studies from 4% to 33%

  microarray rna-seq aeruginosa mantel manual anova

• Transcriptomic and physiological analysis of atractylodes chinensis in response to drought stress reveals the putative genes related to sesquiterpenoid biosynthesis.

  PMID 38317086 · PMC10845750 · BMC plant biology · 2024 · 8 claims · 6 setups

  Has reproduction · 78

  Drought stress significantly increases MDA, proline, soluble sugar, and crude protein content and antioxidative enzyme (SOD, POD, CAT) activity in A. chinensis seedlings

  chinensis physiological relative bulk

• Cost-effectively dissecting the genetic architecture of complex wool traits in rabbits by low-coverage sequencing.

  PMID 36401180 · PMC9673297 · Genetics, selection, evolution : GSE · 2022 · 8 claims · 8 setups

  Has reproduction · 50

  BaseVar + STITCH at 1.0X sequencing depth with a sample size >300 achieves the highest genotyping accuracy among tested imputation strategies (genotype concordance >98.8%, genotype accuracy >0.97).

  angora domesticated candidate low-coverage multivariate principal

• Multimodal data integration for biologically-relevant artificial intelligence to guide adjuvant chemotherapy in stage II colorectal cancer.

  PMID 40472802 · PMC12171563 · EBioMedicine · 2025 · 6 claims · 7 setups

  Has reproduction · 83

  AI-derived radiological clustering identifies stage II CRC patients with significantly different survival benefit from adjuvant chemotherapy

  stage patients tumour whole-tumour radiomics bulk cellular

• Metagenomic and Untargeted Metabolomic Analysis of the Effect of Sporisorium reilianum Polysaccharide on Improving Obesity.

  PMID 37107373 · PMC10137368 · Foods (Basel, Switzerland) · 2023 · 8 claims · 4 setups

  Has reproduction

  SRP reduces body weight gain and improves serum lipid levels (TG, TC, LDL-c, HDL-c) and liver enzyme function (ALT, AST) in HFD rats, especially at the high dose

  sprague liver fecal feeding histopathology fecal

• Gene Set Enrichment Analysis Reveals Individual Variability in Host Responses in Tuberculosis Patients.

  PMID 34421903 · PMC8375662 · Frontiers in immunology · 2021 · 8 claims · 8 setups

  Has reproduction · 71

  TB patients show substantial individual variability in the intensity of hallmark IFN responses, as well as in complement system, metabolic, and other pathway responses.

  blood cynomolgus external gene differential principal

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 8 claims · 8 setups

  Has reproduction

  A three-class WSI cluster (C0/C1/C2) derived via mini batch K-means clustering on Inception V3-extracted image features is significantly associated with overall survival and is an independent prognostic predictor in BLCA.

  tcga-blca gse32894 deep transfer machine

• Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.

  PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 8 claims · 8 setups

  Has reproduction · 71

  AML cases can be categorized into two distinct PANRG (PANoptosis-related gene) clusters with differentially expressed prognostic genes (PRDEGs)

  aml hovon cancer tcga bulk consensus machine

• Molecular subtype of recurrent implantation failure reveals distinct endometrial etiology of female infertility.

  PMID 40660214 · PMC12257665 · Journal of translational medicine · 2025 · 8 claims · 8 setups

  Has reproduction · 68

  RIF endometrial samples segregate into two reproducible molecular subtypes: an immune-driven subtype (RIF-I) and a metabolic-driven subtype (RIF-M)

  endometrial in-house bulk rif-degs meta-analysis sequencing immune