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).

• Sources of variability and effect of experimental approach on expression profiling data interpretation.

  PMID 11936955 · PMC65691 · BMC bioinformatics · 2002 · 8 claims · 7 setups

  Full-text index only

  Intra-patient tissue heterogeneity (different regions of the same biopsy) is often the greatest source of variability in expression profiling

  skeletal muscle spleen myogenic affymetrix duplicate unsupervised

• Prognostic biomarker discovery in pancreatic cancer through hybrid ensemble feature selection and multi-omics data.

  PMID 41957754 · PMC13188360 · BioData mining · 2026 · 7 claims · 3 setups

  Has reproduction · 92

  The hEFS framework integrates data subsampling with multiple prognostic models (embedded and wrapper-based), aggregates feature rankings via a voting-theory-inspired approach, and selects the optimal feature subset via Pareto front optimization, eliminating user-defined thresholds.

  pancreatic pdac multi-omics gene monte

• Predicting survival within the lung cancer histopathological hierarchy using a multi-scale genomic model of development.

  PMID 16800721 · PMC1483910 · PLoS medicine · 2006 · 8 claims · 8 setups

  Full-text index only

  Multi-scale genomic similarities exist between four human lung cancer subtypes and the developing mouse lung, and these similarities are prognostically meaningful.

  perfused lung microarray principal wilcoxon

• Multimodal data integration for biologically-relevant artificial intelligence to guide adjuvant chemotherapy in stage II colorectal cancer.

  PMID 40472802 · PMC12171563 · EBioMedicine · 2025 · 6 claims · 7 setups

  Has reproduction · 83

  AI-derived radiological clustering identifies stage II CRC patients with significantly different survival benefit from adjuvant chemotherapy

  stage patients tumour whole-tumour radiomics bulk cellular

• Developing a novel immune infiltration-associated mitophagy prediction model for amyotrophic lateral sclerosis using bioinformatics strategies.

  PMID 38601155 · PMC11005030 · Frontiers in immunology · 2024 · 7 claims · 6 setups

  Has reproduction · 71

  An 18-gene mitophagy-related prognostic signature was identified by machine learning and used to build a prognostic risk score model for ALS.

  peripheral als lumbar bulk cibersort gsea

• 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

• Clustering and machine learning-based integration identify cancer associated fibroblasts genes' signature in head and neck squamous cell carcinoma.

  PMID 37065499 · PMC10098459 · Frontiers in genetics · 2023 · 8 claims · 8 setups

  Has reproduction · 63

  Clustering of 31 CAFs genes across 868 HNSCC samples identifies two distinct molecular patterns (C1, C2) with different survival outcomes

  hnscc combined gse164690 tcga-hnsc ssgsea unsupervised immune

• BABELOMICS: a systems biology perspective in the functional annotation of genome-scale experiments.

  PMID 16845052 · PMC1538844 · Nucleic acids research · 2006 · 8 claims · 8 setups

  Full-text index only

  Babelomics is presented as an updated, complete suite of web tools for functional analysis of genome-scale experiments with new and improved modules

  pre-selected pre-tabulated genes ranked kegg expression text-mining

• Application of ecotoxicogenomics for studying endocrine disruption in vertebrates and invertebrates.

  PMID 16818254 · PMC1874166 · Environmental health perspectives · 2006 · 8 claims · 8 setups

  Full-text index only

  Estrogen-responsive genes in mouse uterus are induced in a dose-dependent, ER-α-dependent manner, as shown by loss of induction in ER-α knockout mice.

  reproductive american xenopus fundulus cdna receptor developmental

• The relationship between PLOD1 expression level and glioma prognosis investigated using public databases.

  PMID 34040895 · PMC8127981 · PeerJ · 2021 · 8 claims · 8 setups

  Has reproduction · 79

  PLOD1 mRNA expression is significantly higher in glioma tissue than in normal brain tissue

  glioma gbm cancer gene online genomic

• Orthogonal cytokine engineering enables novel synthetic effector states escaping canonical exhaustion in tumor-rejecting CD8(+) T cells.

  PMID 37081150 · PMC10154250 · Nature immunology · 2023 · 8 claims · 6 setups

  Has reproduction · 37

  Orthogonal engineering of CD8+ T cells to co-secrete IL-2v and IL-33 (with PD-1 decoy) drives a novel synthetic effector state (C5 T_SE) that deviates from canonical PD-1+TOX+ exhaustion.

  ot1 b16-ova facs-sorted engineered adoptive flow single-cell

• Exploring the prognostic and diagnostic value of lactylation-related genes in sepsis.

  PMID 39367086 · PMC11452377 · Scientific reports · 2024 · 8 claims · 7 setups

  Has reproduction · 73

  Intersecting sepsis-associated differentially expressed genes with a curated list of 332 lactylation genes yields 55 sepsis-related lactylation genes.

  peripheral overlapping geo pbmcs bulk kegg protein-protein

• An individualized causal framework for learning intercellular communication networks that define microenvironments of individual tumors.

  PMID 36548438 · PMC9822106 · PLoS computational biology · 2022 · 8 claims · 7 setups

  Has reproduction · 67

  An individualized causal analysis framework can discover tumor-specific intercellular communication networks (ICNs) from transcriptomic data

  hnscc pooled cd45+ cd8+ single-cell nhdp celda

• 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

• MDM2 gene SNP309 T/G and p53 gene SNP72 G/C do not influence diffuse large B-cell non-Hodgkin lymphoma onset or survival in central European Caucasians.

  PMID 18433491 · PMC2375899 · BMC cancer · 2008 · 6 claims · 4 setups

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  MDM2 SNP309 T/G genotype is not associated with DLBCL or NHL onset, diagnosis, or age of onset in central European Caucasians, including in pre-menopausal women

  genomic nhl pcr case-control survival

• Selection for genetic variation inducing pro-inflammatory responses under adverse environmental conditions in a Ghanaian population.

  PMID 19907653 · PMC2771352 · PloS one · 2009 · 8 claims · 7 setups

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  IL10 haplotype 1 (rs1800871, rs1800872, rs3024490, rs1554286) is associated with a pro-inflammatory ex vivo cytokine response (lower IL-10, higher TNF-alpha) relative to the population mean

  population blood genomic hapmap snp survival allele

• MicroRNA profiling of BRCA1/2 mutation-carrying and non-mutation-carrying high-grade serous carcinomas of ovary.

  PMID 19798417 · PMC2749450 · PloS one · 2009 · 7 claims · 7 setups

  Full-text index only

  High grade serous carcinomas with and without BRCA1/2 abnormalities show very similar miRNA expression profiles, with no clear clustering separation by BRCA1/2 status

  high ovarian mir-29a mirna unsupervised significance

• Systematic identification of ACE2 expression modulators reveals cardiomyopathy as a risk factor for mortality in COVID-19 patients.

  PMID 35012625 · PMC8743438 · Genome biology · 2022 · 7 claims · 8 setups

  Has reproduction · 68

  GENEVA is a semi-automated, study-design-agnostic framework that mines large-scale public RNA-seq data to identify conditions modulating a gene of interest's expression

  gtex lncap heart breast bulk rna-seq meta-analysis

• Machine learning-based identification of biomarkers and drugs in immunologically cold and hot pancreatic adenocarcinomas.

  PMID 39152432 · PMC11328457 · Journal of translational medicine · 2024 · 7 claims · 8 setups

  Has reproduction · 42

  PAAD tumors can be consensus-clustered into immunologically hot and cold subtypes based on CIBERSORT-derived immune cell fractions, with significantly different survival outcomes.

  paad degs bulk consensus tumor

• Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.

  PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction · 50

  A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database

  epithelial-based tcga gdsc muscle-invasive differential co-expression signature