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).

• Constructing eRNA-mediated gene regulatory networks to explore the genetic basis of muscle and fat-relevant traits in pigs.

  PMID 38594607 · PMC11003151 · Genetics, selection, evolution : GSE · 2024 · 8 claims · 8 setups

  Has reproduction · 100

  H3K27ac ChIP-seq and RNA-seq were used to construct eRNA expression profiles across multiple tissues in Enshi Black (ES) and Duroc pigs, revealing tissue-level eRNA regulatory landscapes

  longissimus muscle snps pig h3k27ac strand-specific starr-seq

• Artificial intelligence-guided discovery of gastric cancer continuum.

  PMID 36692601 · PMC9871434 · Gastric cancer : official journal of the International Gastric Cancer Association and the Japanese Gastric Cancer Association · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  A Boolean implication network built from GSE66229 yields a GC-BoNE gene signature (Boolean paths C#11-2-4-14 and C#7-13-14) that classifies tumor vs normal/adjacent-normal gastric samples

  gastric independent models prospective microarray transcriptomics

• Nimbus: a design-driven analyses suite for amplicon-based NGS data.

  PMID 29538618 · PMC6084620 · Bioinformatics (Oxford, England) · 2018 · 7 claims · 5 setups

  Has reproduction · 64

  Nimbus tracks the source amplicon of reads throughout alignment and SNP/InDel calling

  blood na15510 twin haloplex haloplex spiked-in humanexome-12

• Software JimenaE allows efficient dynamic simulations of Boolean networks, centrality and system state analysis.

  PMID 36725967 · PMC9892028 · Scientific reports · 2023 · 8 claims · 4 setups

  Has reproduction · 74

  JimenaE performs systematic, exhaustive calculation of all network system states rather than the heuristic approach used by SQUAD.

  mesenchymal arabidopsis dendritic comparison boolean dynamical network

• Bacillus Calmette-Guérin Treatment Changes the Tumor Microenvironment of Non-Muscle-Invasive Bladder Cancer.

  PMID 35311085 · PMC8930202 · Frontiers in oncology · 2022 · 8 claims · 8 setups

  Has reproduction · 30

  BCG therapy has bidirectional effects on tumor evolution and immune checkpoint landscape, with a significant reduction in neoantigen burden percentage in relapsed tumors

  tur matched nmibc relapsed whole-exome sequencing immune

• Expression of neurofibromin 1 in colorectal cancer and cetuximab resistance.

  PMID 34779495 · PMC8611403 · Oncology reports · 2022 · 7 claims · 8 setups

  Has reproduction · 73

  NF1 is highly expressed in cetuximab-sensitive colorectal cancer cell lines (NCI-H508, Caco2) but weakly expressed in cetuximab-resistant lines (KM12C, SW480)

  crc cetuximab-sensitive nf1 cetuximab-resistant western sirna dapi

• Identification of a PRDM1-regulated T cell network to regulate atherosclerotic plaque inflammation.

  PMID 41039608 · PMC12490039 · Genome medicine · 2025 · 7 claims · 7 setups

  Has reproduction · 100

  A distinct gene co-expression module with a prominent T cell signature is associated with unstable plaques.

  carotid calcified atherosclerotic cell-specific microarray single-cell immunohistochemistry

• Identification of immune-related signatures and pathogenesis differences between thoracic aortic aneurysm patients with bicuspid versus tricuspid valves via weighted gene co-expression network analysis.

  PMID 37883426 · PMC10602290 · PloS one · 2023 · 6 claims · 8 setups

  Has reproduction · 97

  TAA/TAV pathogenesis is more strongly associated with immune-related gene expression than TAA/BAV.

  aortic genes wgcna gene cibersort

• Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.

  PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups

  Has reproduction · 59

  NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering

  tcga-nsclc geo bulk microarray unsupervised

• Stemness genes and miR-1247-3p expression associate with clinicopathological parameters and prognosis in lung adenocarcinoma.

  PMID 37948380 · PMC10637681 · PloS one · 2023 · 8 claims · 8 setups

  Has reproduction · 90

  Stemness-related genes ORC1L, KIF20A, and DLGAP5 are upregulated in LUAD and correlate with altered immune cell infiltration (Th2, MDSC, HSC) and reduced patient survival.

  tcga gse40419 gse31210 gene bulk microarray univariate

• A network-based model of Aspergillus fumigatus elucidates regulators of development and defensive natural products of an opportunistic pathogen.

  PMID 41505094 · PMC12781895 · Nucleic acids research · 2026 · 7 claims · 6 setups

  Has reproduction · 78

  MERLIN-P-TFA network inference on 18 curated public RNA-seq datasets produced a genome-wide GRN resource for A. fumigatus called GRAsp.

  aspergillus fumigatus bulk computational chip-seq-based

• Genetic parallels in biomineralization of the calcareous sponge Sycon ciliatum and stony corals.

  PMID 40922549 · PMC12419799 · eLife · 2025 · 8 claims · 8 setups

  Has reproduction · 50

  829 genes are overexpressed in regions of increased calcite spicule formation in S. ciliatum, including known sclerocyte-specific biomineralization genes.

  sycon ciliatum cnidarian sponges differential go-term blastp

• Involvement of N4BP2L1, PLEKHA4, and BEGAIN genes in breast cancer and muscle cell development.

  PMID 38859961 · PMC11163233 · Frontiers in cell and developmental biology · 2024 · 8 claims · 8 setups

  Has reproduction · 73

  N4BP2L1, PLEKHA4, and BEGAIN, normally highly expressed in breast myoepithelial and smooth muscle cells, are significantly downregulated in breast tumor tissue of a 50-patient cohort

  breast paired embryonic hesc-derived bulk rt-qpcr immunofluorescence

• Integrative transcriptomics and single-cell transcriptomics analyses reveal potential biomarkers and mechanisms of action in papillary thyroid carcinoma.

  PMID 40520228 · PMC12162626 · Frontiers in genetics · 2025 · 8 claims · 8 setups

  Has reproduction · 49

  ENTPD1, SERPINA1, and TACSTD2 are potential transcriptomic biomarkers for PTC

  ptc degs key bulk kegg weighted

• Generative and integrative modeling for transcriptomics with formalin fixed paraffin embedded material.

  PMID 41029822 · PMC12486589 · Journal of translational medicine · 2025 · 8 claims · 6 setups

  Has reproduction · 67

  The negative binomial distribution best fits fRNA-seq transcript counts, with little evidence supporting zero-inflated extensions

  compendium ffpe simulated frna-seq statistical bulk integrity

• DeepRNA-Reg: a deep-learning based approach for comparative analysis of CLIP experiments.

  PMID 41055236 · PMC12505516 · RNA biology · 2025 · 8 claims · 5 setups

  Has reproduction · 100

  DeepRNA-Reg, a recurrent neural network-based algorithm, provides a superior prediction set for differential HITS-CLIP analysis compared to dCLIP.

  dgcr8 mir-23 predicted ago2 gene flow

• Advances in genomic and pharmacokinetic profiling for clinical stratification of metastatic breast cancer.

  PMID 41369820 · PMC12799884 · Discover oncology · 2025 · 8 claims · 8 setups

  Has reproduction · 59

  Key genes AR, AKT1, UBC, CDH1, SMAD3, ROR1, and ROR2 are associated with chemotherapy resistance and poor prognosis in metastatic breast cancer

  breast tcga-brca geo gse40622 gene pan-cancer differential

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  PARP1, PTPN1, and ITGA4 are core PAH protein targets identified via PPI network analysis and XGBoost feature selection from AD-associated DEGs

  brain geo predicted gse44771 wgcna differential protein-protein

• Single-Cell Transcriptomic Landscape of Right-Sided Colon Cancer Reveals Cellular and Molecular Features of Metastatic Potential.

  PMID 41898210 · PMC13024220 · Biomedicines · 2026 · 8 claims · 6 setups

  Has reproduction · 71

  RCC_LM tumors exhibit higher genomic instability (CNV score) than RCC_noM tumors

  right-sided malignant epithelial types scrna-seq copy trajectory

• Electroacupuncture reshapes the microbial co-occurrence networks related to the behavioral and psychological symptoms of dementia in Alzheimer's disease.

  PMID 41676443 · PMC12806058 · iMetaOmics · 2025 · 8 claims · 5 setups

  Has reproduction · 77

  Microbial keystone species and gut microbiota composition are highly variable during pathological development of BPSD in AD

  appswe app gut 16s random open