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).

• Genome-wide identification of specific oligonucleotides using artificial neural network and computational genomic analysis.

  PMID 17518996 · PMC1892811 · BMC bioinformatics · 2007 · 7 claims · 4 setups

  Full-text index only

  The IAB algorithm (integration of ANN and BLAST) identifies genome-wide specific oligos much faster than pure BLAST search while maintaining comparable success rate and cross homology

  tigr xanthomonas xcc ann wu-blast whole-genome

• CanCellCap: robust cancer cell capture across tissue types on single-cell RNA-seq data by multi-domain learning.

  PMID 40739511 · PMC12312500 · BMC biology · 2025 · 8 claims · 8 setups

  Has reproduction · 42

  CanCellCap, a multi-domain learning framework integrating domain adversarial learning and Mixture of Experts, identifies cancer cells across all tissues, cancers, and sequencing platforms by extracting tissue-common and tissue-specific gene expression patterns.

  testing datasets tisch2 prostate scrna-seq simulated spatial

• ResnetAge: A Resnet-Based DNA Methylation Age Prediction Method.

  PMID 38247911 · PMC10813502 · Bioengineering (Basel, Switzerland) · 2023 · 8 claims · 4 setups

  Has reproduction · 75

  ResnetAge, a ResNet-based neural network using 22,278 shared Illumina 27K/450K CpG sites, predicts DNA methylation age from beta values.

  shared independent methylation resnet comparative

• SNiPer: improved SNP genotype calling for Affymetrix 10K GeneChip microarray data.

  PMID 16262895 · PMC1280925 · BMC genomics · 2005 · 8 claims · 5 setups

  Full-text index only

  Poorly performing SNPs (NoCall rate ≥25%) fail primarily due to inadequate training/localization of the MPAM statistical model call zone, not detection filter failure

  genomic genotype genotyped chromosomal snp clustering mendelian

• Cell Specific eQTL Analysis without Sorting Cells.

  PMID 25955312 · PMC4425538 · PLoS genetics · 2015 · 5 claims · 3 setups

  Has reproduction · 90

  A genome-environment interaction meta-analysis on whole blood can predict neutrophil- and lymphocyte-specific cis-eQTLs without sorting cells.

  blood neutrophils blood neutrophil rna-seq

• Comprehensive analysis of mitophagy in HPV-related head and neck squamous cell carcinoma.

  PMID 37161060 · PMC10170109 · Scientific reports · 2023 · 8 claims · 8 setups

  Has reproduction · 73

  In HPV-associated HNSCC, the mitophagy process affects tumour development, immune cell infiltration and prognosis.

  tcga-hnscc gse65858 hpv-positive tcga bulk microarray qrt-pcr

• Machine learning algorithm predicts fibrosis-related blood diagnosis markers of intervertebral disc degeneration.

  PMID 37915003 · PMC10619283 · BMC medical genomics · 2023 · 7 claims · 7 setups

  Has reproduction · 68

  CEP120 and SPDL1 are fibrosis-related diagnostic genes for IDD, identified via a random forest model from 29 differentially expressed fibrosis-related genes

  blood gse150408 prediction pbmcs bulk machine roc

• iCOMIC: a graphical interface-driven bioinformatics pipeline for analyzing cancer omics data.

  PMID 35899080 · PMC9310080 · NAR genomics and bioinformatics · 2022 · 8 claims · 4 setups

  Has reproduction · 58

  iCOMIC provides a GUI-driven, Snakemake-based pipeline integrating multiple tools for DNA-Seq and RNA-Seq analysis with minimal command-line interaction.

  giab monocyte missense somatic germline rna-seq machine

• Predicting enhancers in mammalian genomes using supervised hidden Markov models.

  PMID 30917778 · PMC6437899 · BMC bioinformatics · 2019 · 8 claims · 8 setups

  Has reproduction · 70

  eHMM predicts enhancers with high precision and recall comparable to state-of-the-art methods and consistently outperforms them in accuracy and resolution

  esc atac-seq chip-seq cage

• Integration of Transcriptomics With Interpretable Artificial Intelligence for Identifying Molecular Signatures of Physiological Stress in Sleep Deprivation.

  PMID 42216239 · PMC13240488 · Journal of cellular and molecular medicine · 2026 · 8 claims · 8 setups

  Has reproduction · 49

  S100A3 is a robust candidate biomarker showing consistent discriminatory performance across the acute sleep deprivation training cohort, an independent sleep deprivation cohort, and a chronic insomnia cohort.

  peripheral blood normal integrated bulk interpretable immune

• Comprehensive analysis of a novel RNA modifications-related model in the prognostic characterization, immune landscape and drug therapy of bladder cancer.

  PMID 37124622 · PMC10131083 · Frontiers in genetics · 2023 · 7 claims · 8 setups

  Has reproduction · 71

  Two distinct RNA modification patterns exist among BCa samples with radically different clinical outcomes and biological characteristics.

  bca meta-geo tcga-blca tcga bulk rna-seq somatic

• Macrophages on the run: Exercise balances macrophage polarization for improved health.

  PMID 39476967 · PMC11585839 · Molecular metabolism · 2024 · 8 claims · 7 setups

  Has reproduction · 81

  Immediate/acute exercise triggers an M1 (pro-inflammatory) macrophage polarization surge.

  gene affymetrix pooled muscle meta-analysis stepminer gene

• Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 7 claims · 5 setups

  Has reproduction · 62

  A DNN model using the top 34 betweenness-centrality-ranked hub genes predicts bone metastasis with AUC of 92.11% on the GEO validation data.

  breast degs geo tcga gene protein-protein machine

• Machine learning-based identification of an immunotherapy-related signature to enhance outcomes and immunotherapy responses in melanoma.

  PMID 39355255 · PMC11442245 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 69

  66 consensus immunotherapy prognostic genes (CITPGs) were identified from the intersection of WGCNA modules, immunotherapy responder-vs-non-responder DEGs, and tumor-vs-normal DEGs

  melanoma tcga-skcm prjeb23709 microarray wgcna differential consensus

• Widespread dysregulation of MiRNAs by MYCN amplification and chromosomal imbalances in neuroblastoma: association of miRNA expression with survival.

  PMID 19924232 · PMC2773120 · PloS one · 2009 · 8 claims · 5 setups

  Full-text index only

  37 miRNAs are significantly differentially expressed between MYCN-amplified (MNA) and non-MNA neuroblastoma tumors, suggesting direct or indirect regulation by MYCN

  neuroblastoma shep-tet21 stem-loop array tlda

• Dissecting lncRNA-mRNA competitive regulatory network in human islet tissue exosomes of a type 1 diabetes model reveals exosome miRNA markers.

  PMID 36440209 · PMC9682028 · Frontiers in endocrinology · 2022 · 6 claims · 7 setups

  Has reproduction · 50

  lncRNA-mRNA ceRNA networks differ substantially between control and cytokine-treated islet exosomes, sharing lncRNAs more than mRNAs, implying state-dependent regulatory functions

  pancreatic database-derived plasma saliva sequencing exosome lncrna-mirna

• 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

• Discovery and validation of molecular patterns and immune characteristics in the peripheral blood of ischemic stroke patients.

  PMID 38650649 · PMC11034498 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 83

  188 differentially expressed genes (DEGs) between IS and control blood samples were identified and enriched in immune-related biological pathways

  blood degs peripheral hub microarray kegg cibersort

• LRP1 as a potential diagnostic and immunomodulatory target in endometriosis: evidence from multi-omics and single-cell analyses.

  PMID 42064072 · PMC13124487 · Frontiers in immunology · 2026 · 7 claims · 8 setups

  Has reproduction · 49

  LRP1 is the top hub gene with the highest diagnostic performance for distinguishing ectopic from eutopic endometrium in EMS

  ectopic geo training gwas microarray wgcna machine

• Comparative Genomics of Borderline Oxacillin-Resistant Staphylococcus aureus Detected during a Pseudo-outbreak of Methicillin-Resistant S. aureus in a Neonatal Intensive Care Unit.

  PMID 35038924 · PMC8764539 · mBio · 2022 · 7 claims · 8 setups

  Has reproduction · 63

  Of 42 isolates flagged as MRSA by screening agar, only 9 were PBP2a- and mecA-positive true MRSA, while the remaining 33 were mecA-negative and largely met criteria for BORSA

  clinical nicu genomic maldi-tof pbp2a cefoxitin