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).

• DeepGSEA: explainable deep gene set enrichment analysis for single-cell transcriptomic data.

  PMID 38950178 · PMC11236288 · Bioinformatics (Oxford, England) · 2024 · 8 claims · 2 setups

  Has reproduction · 40

  DeepGSEA is an explainable deep gene set enrichment analysis method built on interpretable, prototype-based neural networks.

  simulated real-world simulation scrna-seq-based

• CAGE Basic/Analysis Databases: the CAGE resource for comprehensive promoter analysis.

  PMID 16381948 · PMC1347397 · Nucleic acids research · 2006 · 6 claims · 2 setups

  Full-text index only

  CAGE Basic and Analysis Databases together form a comprehensive resource for promoter analysis using CAGE tag data from human and mouse

  tested cage race

• Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma.

  PMID 34654806 · PMC8519947 · Nature communications · 2021 · 6 claims · 8 setups

  Has reproduction · 100

  A pathway-based super signature from on-treatment samples (PASS-ON) predicts anti-PD1 response with high accuracy (validation AUC 0.85-0.89, combined AUC 0.88) and outperforms existing signatures across all four datasets.

  metastatic pathway bulk gene elastic-net

• Comparative profiling of skeletal muscle models reveals heterogeneity of transcriptome and metabolism.

  PMID 31825657 · PMC7099524 · American journal of physiology. Cell physiology · 2020 · 8 claims · 8 setups

  Has reproduction · 64

  C2C12 myotubes show enriched mRNA expression of genes coding for actin and myosin compared with L6 and HSMC.

  c2c12 transcriptomic glucose glycogen

• CRISPR/Cas9 Screens Reveal Multiple Layers of B cell CD40 Regulation.

  PMID 31365872 · PMC6684324 · Cell reports · 2019 · 8 claims · 8 setups

  Has reproduction

  Genome-wide CRISPR/Cas9 screening in Daudi B cells using CD40L-induced Fas upregulation as a readout identifies both positive and negative regulators of CD40

  daudi splenic genome-wide immunoblot qpcr

• Bioinformatics and system biology approaches to identify pathophysiological impact of COVID-19 to the progression and severity of neurological diseases.

  PMID 34601390 · PMC8483812 · Computers in biology and medicine · 2021 · 8 claims · 8 setups

  Has reproduction · 69

  COVID-19 and neurological diseases (NDs) share pathophysiological connections that influence disease progression and severity

  peripheral hippocampal spinal peritumoral microarray protein-protein

• Creation of a Single Cell RNASeq Meta-Atlas to Define Human Liver Immune Homeostasis.

  PMID 34335581 · PMC8322955 · Frontiers in immunology · 2021 · 7 claims · 8 setups

  Has reproduction · 63

  Three independently generated human liver CD45+ scRNA-seq datasets (LACEe, Lnb, LCD45e) can be co-clustered and integrated despite differing sequencing platforms and processing protocols.

  liver pbmc integrated gene scrna-seq differential ingenuity

• Adaptive learning embedding features to improve the predictive performance of SARS-CoV-2 phosphorylation sites.

  PMID 37847658 · PMC10628388 · Bioinformatics (Oxford, England) · 2023 · 8 claims · 6 setups

  Has reproduction · 67

  PSPred-ALE outperforms state-of-the-art SARS-CoV-2 phosphorylation site predictors (e.g. DeepIPs) and handcrafted feature-based methods in benchmarking comparisons

  a549 sequence same bulk pathway gene

• AuPairWise: A Method to Estimate RNA-Seq Replicability through Co-expression.

  PMID 27082953 · PMC4833304 · PLoS computational biology · 2016 · 7 claims · 6 setups

  Has reproduction · 88

  Sample-sample correlation of transcript abundances is a misleading measure of replicability for assessing differential expression, because it is dominated by gene-specific dynamic ranges rather than condition-dependent variation.

  liver encode publicly co-expressed rna-seq meta-analysis computational

• 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

• Unraveling the timeline of gene expression: A pseudotemporal trajectory analysis of single-cell RNA sequencing data.

  PMID 37994351 · PMC10663991 · F1000Research · 2023 · 8 claims · 6 setups

  Has reproduction · 67

  A comprehensive open-source R workflow combining trajectory inference (monocle3) and pseudo-bulk time course analysis (edgeR) can be applied to multi-sample scRNA-seq data of the mouse mammary gland.

  mammary aggregated single-cell quality doublet

• Similarities and Differences in Gene Expression Networks Between the Breast Cancer Cell Line Michigan Cancer Foundation-7 and Invasive Human Breast Cancer Tissues.

  PMID 34056582 · PMC8155268 · Frontiers in artificial intelligence · 2021 · 8 claims · 6 setups

  Has reproduction · 92

  MCF-7 cell lines and human breast cancer tissues show only minimal similarity in biological processes, though some fundamental functions like cell cycle are conserved.

  mcf-7 breast wgcna-derived top bulk microarray rsem-normalized

• Integrated drug resistance and leukemic stemness gene-expression scores predict outcomes in large cohort of over 3500 AML patients from 10 trials.

  PMID 39090192 · PMC11294346 · NPJ precision oncology · 2024 · 7 claims · 6 setups

  Has reproduction · 50

  A 5-gene ADE-Resistance Score (ADE-RS5), derived via LASSO regression from 67 pharmacologically relevant genes, predicts MRD positivity, EFS and OS in pediatric AML.

  pediatric combined lasso gene-expression-based integrated

• 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

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• CD14(lo)CD301b(+) macrophages gathering as a proangiogenic marker in adipose tissues.

  PMID 39645040 · PMC11745947 · Journal of lipid research · 2025 · 8 claims · 8 setups

  Has reproduction · 59

  Cd14−/− mice exhibit a leaner body shape and are protected from HFD-induced obesity compared to WT mice

  epididymal adipose cd14low macrophage bulk scrna-seq pseudotime

• Deubiquitination enzyme USP35 negatively regulates MAVS signaling to inhibit anti-tumor immunity.

  PMID 40016186 · PMC11868397 · Cell death & disease · 2025 · 8 claims · 8 setups

  Has reproduction · 81

  USP35 interacts with MAVS and removes its K63-linked polyubiquitin chains, inhibiting viral-induced MAVS-TBK1-IRF3 activation and downstream inflammatory gene expression

  tumor melanoma tcga-skcm hek293t bioinformatics geo kaplan-meier

• Charting and probing the activity of ADARs in human development and cell-fate specification.

  PMID 39537590 · PMC11561244 · Nature communications · 2024 · 8 claims · 6 setups

  Has reproduction · 100

  RNA editing (AEI) and ADAR/ADARB1/ADARB2 expression show organ-specific dynamic shifts across fetal-to-adult developmental stages in human forebrain, hindbrain, heart, liver, kidney, and testis

  organ same 8-week-old week alu site-specific gene

• The Drosophila estrogen-related receptor promotes triglyceride storage within the larval fat body.

  PMID 40288680 · PMC12155637 · Journal of lipid research · 2025 · 8 claims · 8 setups

  Has reproduction · 88

  dERR autonomously promotes TAG accumulation within larval fat body cells

  mid-l2 larval dissected tag immunofluorescence nile

• Elucidating the Prognostic and Therapeutic Implications of Insulin Resistance Genes in Breast Cancer: A Machine Learning-Powered Analysis.

  PMID 40427728 · PMC12109394 · Biology · 2025 · 8 claims · 8 setups

  Has reproduction · 84

  A seven-gene IRG prognostic signature (LIFR, EZR, TBC1D4, NSF, RPL5, SAA1, PGK1) predicts overall survival in breast cancer across training and four validation cohorts

  tcga-brca triple-negative ffpe bulk univariate kaplan-meier