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).

• Prediction of condition-specific regulatory genes using machine learning.

  PMID 32329779 · PMC7293043 · Nucleic acids research · 2020 · 8 claims · 6 setups

  Has reproduction · 85

  ConSReg integrates expression, DAP-seq TF-DNA binding, and ATAC-seq open chromatin data into machine learning models to predict condition-specific regulatory genes

  arabidopsis zea bulk dap-seq atac-seq

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

  PMID 41039608 · PMC12490039 · Genome medicine · 2025 · 6 claims · 7 setups

  Has reproduction · 100

  A distinct gene co-expression module with a prominent T cell signature is enriched in unstable plaques and distinguishes high-risk from low-risk lesions.

  carotid calcified atherosclerotic cell-specific microarray single-cell loss-of-function

• DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.

  PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 6 claims · 7 setups

  Has reproduction · 84

  DeepProg, an ensemble of deep-learning and machine-learning models, robustly predicts patient survival subtypes from multi-omics data and explicitly models survival as the objective while predicting new patient risks

  tcga breast metabric brca bulk mirna methylation

• Bioinformatics Strategies to Identify Shared Molecular Biomarkers That Link Ischemic Stroke and Moyamoya Disease with Glioblastoma.

  PMID 36015199 · PMC9413912 · Pharmaceutics · 2022 · 8 claims · 8 setups

  Has reproduction · 19

  Shared differentially expressed genes link glioblastoma with ischemic stroke and with moyamoya disease, revealing molecular associations among the diseases.

  glioblastoma ischemic moyamoya shared bulk microarray gene

• Identification of Key Differentially Expressed Genes in Arabidopsis thaliana Under Short- and Long-Term High Light Stress.

  PMID 40869111 · PMC12386182 · International journal of molecular sciences · 2025 · 7 claims · 5 setups

  Has reproduction · 75

  Short- and long-term HL responses in Arabidopsis leaves are driven by distinct transcriptional programs, with duration of HL treatment as the primary factor separating transcriptomic clusters.

  arabidopsis bulk hierarchical correlation

• Extensive tissue-specific expression variation and novel regulators underlying circadian behavior.

  PMID 33514540 · PMC7846174 · Science advances · 2021 · 8 claims · 8 setups

  Has reproduction · 63

  More than 1700 mostly tissue-specific cycling genes are detected across four Drosophila tissues, substantially expanding the catalog of clock-controlled genes

  melanogaster dgrp drosophila genes bulk locomotor gene

• E3RC: A step-by-step computational protocol for exploring enhancer RNA expression and regulation using conventional RNA-seq data.

  PMID 40716058 · PMC12318280 · STAR protocols · 2025 · 6 claims · 3 setups

  Has reproduction · 62

  E3RC is a computational framework for identifying and quantifying eRNAs and characterizing their expression and transcriptional regulation using conventional RNA-seq data.

  preimplantation genome erna bulk computational motif

• Core transcriptional signatures of phase change in the migratory locust.

  PMID 31292921 · PMC6881432 · Protein & cell · 2019 · 8 claims · 7 setups

  Has reproduction · 60

  PhaseCore genes defined by AC-PCA contribution to phase differentiation predict phase status with >87.5% accuracy

  locusta integrated bulk rnai computational

• Bulk and single-cell characterisation of the immune heterogeneity of atherosclerosis identifies novel targets for immunotherapy.

  PMID 36855107 · PMC9974063 · BMC biology · 2023 · 8 claims · 8 setups

  Has reproduction · 70

  Integration of scRNA-seq datasets from human atherosclerosis samples identifies 28 distinct immune cell subpopulations with heterogeneity in tissue preference, genetics, function, immune dynamics, transcriptional regulators, metabolism, and cell communication.

  immune atherosclerotic cd4+ cd8+ scrna-seq gsea pseudotime

• 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

• Plant Soft Rot Development and Regulation from the Viewpoint of Transcriptomic Profiling.

  PMID 32927917 · PMC7570247 · Plants (Basel, Switzerland) · 2020 · 8 claims · 6 setups

  Has reproduction

  Pba infection of tobacco causes large-scale differential gene expression (8636 DEGs), reflecting profound host physiological reprogramming.

  tobacco potato whole-genome bulk qpcr rna-seq

• Sox8 remodels the cranial ectoderm to generate the ear.

  PMID 35867760 · PMC9282420 · Proceedings of the National Academy of Sciences of the United States of America · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  Sox8 sits at the top of a core transcriptional circuit (Sox8, Pax2, Lmx1a, Zbtb16) that determines otic identity

  chick bulk single-cell chipseq

• Therapeutic Stress-Induced Remodeling of Transposable Elements and TE-Gene Chimeras in KYSE150 Esophageal Squamous Cell Carcinoma Cells.

  PMID 42074115 · PMC13116134 · International journal of molecular sciences · 2026 · 8 claims · 8 setups

  Has reproduction · 67

  Combined 125I radiation and carfilzomib treatment causes structured, non-random remodeling of the TE transcriptome in KYSE150 ESCC cells.

  kyse150 bulk rna-seq-based differential

• A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.

  PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups

  Has reproduction · 85

  EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)

  gene same randomized publicly racipe stochastic randomized

• The rates of adult neurogenesis and oligodendrogenesis are linked to cell cycle regulation through p27-dependent gene repression of SOX2.

  PMID 36627412 · PMC9832098 · Cellular and molecular life sciences : CMLS · 2023 · 8 claims · 8 setups

  Has reproduction · 59

  p27 restricts residual CDK activity after mitogen withdrawal to antagonize cell cycling, but is not essential for cell cycle exit per se

  sez-derived computational nsc npc atac-seq bulk lisa

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

  PMID 41369820 · PMC12799884 · Discover oncology · 2025 · 7 claims · 8 setups

  Has reproduction · 59

  Eight gene modules linked to metastasis were identified via scored network analysis and validated through pathway databases.

  metastatic tcga-brca homo gse40622 gene bulk rt-pcr

• Increased prevalence of hybrid epithelial/mesenchymal state and enhanced phenotypic heterogeneity in basal breast cancer.

  PMID 38974967 · PMC11225361 · iScience · 2024 · 7 claims · 7 setups

  Has reproduction · 95

  Luminal breast cancer gene expression signature is closely/positively associated with an epithelial signature

  breast-cancer-specific tcga ccle four single-sample survival genome-wide

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs

  afb1 breast training candidate computational bulk weighted

• Single-cell transcriptome maps of myeloid blood cell lineages in Drosophila.

  PMID 32900993 · PMC7479620 · Nature communications · 2020 · 8 claims · 8 setups

  Has reproduction · 86

  Single-cell RNA-seq of developing Drosophila lymph glands resolves heterogeneity of hemocytes and identifies major and sub cell types.

  drosophila lymph single single-cell bulk gene