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).

• Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.

  PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 85

  Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) were identified for HCM by intersecting DEGs with MR-derived HCM-associated eQTLs.

  left european merged degs bulk two-sample machine

• COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.

  PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  COVID-19 lung disease resembles IPF at a fundamental level, recapitulating ViP/IPF gene expression patterns, an IL15-centric cytokine storm, and AT2 cytopathic changes (injury, DNA damage, transient progenitor-state arrest, senescence/SASP).

  lung covid-19 interaction pre-clinical composite single-cell kaplan-meier

• PD-1 blockade potentiates neoadjuvant chemotherapy in NSCLC via increasing CD127(+) and KLRG1(+) CD8 T cells.

  PMID 37231145 · PMC10213055 · NPJ precision oncology · 2023 · 8 claims · 4 setups

  Has reproduction · 40

  Adding PD-1 blockade to neoadjuvant chemotherapy (NAPC) increases tumor infiltration of CD20+ B cells, CD4+ T cells, CD4+CD127+ T cells, CD8+ T cells, CD8+CD127+ and CD8+KLRG1+ T cells, whereas NAC alone increases only CD20+ B cells.

  cd45+ ffpe nsclc scrna-seq single-cell multiplex geo

• Integrative analysis of transcriptomic data reveals a predictive gene signature for chemoradiotherapy response in rectal cancer.

  PMID 41550766 · PMC12803930 · iScience · 2026 · 8 claims · 5 setups

  Has reproduction · 50

  A 186-gene signature derived from six GEO transcriptomic datasets predicts nCRT response in LARC with AUC 0.80 in cross-validation

  pre-treatment domingo geo bulk bulk external spatial

• Transcriptomic profiling of skeletal muscle adaptations to exercise and inactivity.

  PMID 31980607 · PMC6981202 · Nature communications · 2020 · 6 claims · 4 setups

  Has reproduction · 52

  A meta-analysis (MetaMEx) of 66 published human skeletal muscle datasets reveals pathways selectively activated by inactivity, aerobic versus resistance, and acute versus chronic exercise training.

  skeletal healthy transcriptomic qpcr metabolic

• CCL8 as a promising prognostic factor in diffuse large B-cell lymphoma via M2 macrophage interactions: A bioinformatic analysis of the tumor microenvironment.

  PMID 36072582 · PMC9441746 · Frontiers in immunology · 2022 · 7 claims · 4 setups

  Has reproduction · 81

  CCL8 is a promising independent prognostic factor in DLBCL associated with M2 macrophage interactions

  dlbcl ffpe paraffin-embedded bulk quantitative immunofluorescent

• 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

• 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

• 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

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

  PMID 34654806 · PMC8519947 · Nature communications · 2021 · 7 claims · 4 setups

  Has reproduction · 100

  Pathway-based signatures derived from on-treatment tumor specimens (PASS-ON) are highly predictive of response to anti-PD1 blockade in metastatic melanoma, achieving validation AUCs of 0.85–0.89.

  metastatic bulk

• Constructing an APOBEC-related gene signature with predictive value in the overall survival and therapeutic sensitivity in lung adenocarcinoma.

  PMID 37954334 · PMC10637964 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 88

  APOBEC family genes are aberrantly expressed across cancers, with APOBEC3B the most consistently upregulated, and APOBEC3B/APOBEC3A are markedly altered in LUAD

  tcga tcga-luad geo beas-2b bulk somatic microarray

• Identification of succinylation-related genes in bladder cancer: integration of single-cell and transcriptomic data.

  PMID 42220482 · PMC13218921 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  KCTD16, CD3D and GSDMB are succinylation-related prognostic genes in BLCA

  paired tcga-blca geo gse135337 bulk single-cell rt-qpcr

• 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

• Zebrafish whole-adult-organism chemogenomics for large-scale predictive and discovery chemical biology.

  PMID 18618001 · PMC2442223 · PLoS genetics · 2008 · 8 claims · 6 setups

  Full-text index only

  Zebrafish whole-adult-organism chemogenomics generates robust prediction models that discriminate P(H)AHs from ECs across independent experiments

  zebrafish computational seven consolidated whole-adult-organism supervised quantitative

• Differential Infiltration of Key Immune T-Cell Populations Across Malignancies Varying by Immunogenic Potential and the Likelihood of Response to Immunotherapy.

  PMID 39682743 · PMC11640164 · Cells · 2024 · 7 claims · 4 setups

  Has reproduction

  Immune-activation-related T-cell populations (APA, TRM, stem-like, early/late dysfunctional T-cells) are more heavily infiltrated in ICI-responsive malignancies (melanoma, bladder) than in poorly responsive ones (ovarian, pancreatic).

  melanoma bulk survival auroc

• PlasmoDraft: a database of Plasmodium falciparum gene function predictions based on postgenomic data.

  PMID 18925948 · PMC2605471 · BMC bioinformatics · 2008 · 8 claims · 4 setups

  Full-text index only

  Gonna, a supervised k-nearest-neighbor Guilt-By-Association predictor, proposes GO annotations for a gene based on similarity of its transcriptome, proteome, or interactome profile to genes already annotated by GeneDB

  plasmodium genedb-annotated k-nn leave-one-out

• Single cell analysis reveals the roles and regulatory mechanisms of type-I interferons in Parkinson's disease.

  PMID 38566100 · PMC10985960 · Cell communication and signaling : CCS · 2024 · 8 claims · 8 setups

  Has reproduction · 55

  Microglia, endothelial cells, and pericytes exhibit the highest type I interferon (IFN-I) activity among PD midbrain cell types, with microglia showing markedly higher activity in PD.

  midbrain microglia substantia mptp-induced single-cell gene bulk

• Single-cell dissection of chronic lung allograft dysfunction reveals convergent and distinct fibrotic mechanisms.

  PMID 41122970 · PMC12581678 · JCI insight · 2025 · 8 claims · 7 setups

  Has reproduction · 75

  CLAD harbors disease-specific cellular subsets including Fibro.AT2 cells, exhausted CD8+ T cells, and superactivated macrophages

  clad covid-19 ffpe end-stage single-cell single-nucleus integrative

• 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

• 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