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).

• 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

• 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

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

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

  Has reproduction · 63

  Independent human liver immune scRNA-seq datasets can be combined into an integrated meta-atlas in which all datasets co-cluster, despite differing cell-type proportions between studies.

  liver combined normal differential scrna-seq integrated reference

• 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

• In silico promoters: modelling of cis-regulatory context facilitates target predictio.

  PMID 18505473 · PMC3823354 · Journal of cellular and molecular medicine · 2009 · 8 claims · 8 setups

  Full-text index only

  An integrated 'profiling of transcriptional targets' (PTT) strategy by Freebern et al. identified IGF-1 as a co-modulator of immune cell function genes in mitogen/drug-activated T cells.

  serca2 rantes genes podocyte-associated literature-based promoter cross-referenced

• A global database for modeling tumor-immune cell communication.

  PMID 37438390 · PMC10338499 · Scientific data · 2023 · 7 claims · 6 setups

  Has reproduction · 66

  TICCom integrates 739 experimentally-validated or manually-curated TIC interactions collected from more than 3,000 literatures

  pubmed scrna-seq tcga basal manual scrna-seq bulk

• 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

• 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 simulates Boolean networks dynamically and systematically calculates all system states rather than heuristically as SQUAD does.

  mesenchymal arabidopsis dendritic network boolean dynamic immune

• A single-cell survey of Drosophila blood.

  PMID 32396065 · PMC7237219 · eLife · 2020 · 8 claims · 6 setups

  Has reproduction · 94

  scRNA-seq of Drosophila larval hemocytes across unwounded, wounded, and wasp-infested conditions resolves 17 clusters spanning plasmatocytes, crystal cells, lamellocytes, and a non-hemocyte population.

  drosophila single-cell quantitative bulk

• 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

• 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

• 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

• Single-Cell Transcriptome Profiling Reveals Multicellular Ecosystem of Nucleus Pulposus during Degeneration Progression.

  PMID 34825784 · PMC8787427 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2022 · 8 claims · 6 setups

  Has reproduction · 59

  Human NP contains six transcriptionally distinct NPC subpopulations: HT-CLNPs, effector NPCs, homeostatic NPCs, regulatory NPCs, fibroNPCs, and adhesion NPCs

  npcs scrna-seq-derived ht-clnp-i g-mdscs single-cell rt-qpcr immunohistochemistry

• Machine learning-based identification of an immunotherapy-related signature to enhance outcomes and immunotherapy responses in melanoma.

  PMID 39355255 · PMC11442245 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 69

  66 consensus immunotherapy prognostic genes (CITPGs) were identified from the intersection of WGCNA modules, immunotherapy responder-vs-non-responder DEGs, and tumor-vs-normal DEGs

  melanoma tcga-skcm prjeb23709 microarray wgcna differential consensus

• Malaria research in the post-genomic era.

  PMID 18843360 · PMC2705782 · Nature · 2008 · 8 claims · 7 setups

  Full-text index only

  Genome-dependent methods can partially substitute for forward genetic approaches that are unavailable or limited in malaria parasites.

  falciparum plasmodium malaria hela comparative two-hybrid proteomics

• Environmental genomics: an opportunity for the NIEHS.

  PMID 16393638 · PMC1332673 · Environmental health perspectives · 2006 · 8 claims · 5 setups

  Full-text index only

  Intrauterine exposure to endocrine-disrupting pesticides can produce transgenerational adverse effects on male fertility

  intrauterine offspring monozygotic specified phenotypic methylation receptor

• Sequencing of human genomes with nanopore technology.

  PMID 31015479 · PMC6478738 · Nature communications · 2019 · 8 claims · 7 setups

  Has reproduction · 75

  A novel single-sample, reference panel-free, read-based phasing algorithm built on the STITCH model improves nanopore SNV calling from modest baseline levels.

  gm12878 na12878 clinical whole-genome snv read-based

• Epigenetic loss of heterogeneity from low to high grade localized prostate tumours.

  PMID 34911933 · PMC8674326 · Nature communications · 2021 · 7 claims · 4 setups

  Has reproduction · 79

  Shared chromatin accessibility features among low-grade (Gleason pattern 3) prostate cancer cells are lost in high-grade (Gleason pattern 4) tumours.

  flash-frozen prostate ffpe single-cell bulk cyclic

• Metabolic profiling during malaria reveals the role of the aryl hydrocarbon receptor in regulating kidney injury.

  PMID 33021470 · PMC7538157 · eLife · 2020 · 8 claims · 8 setups

  Has reproduction · 62

  Plasma AHR ligands derived from heme metabolism (biliverdin, bilirubin) and tryptophan/kynurenine pathway metabolites increase during acute Pc malaria in mice and acute cerebral malaria in humans

  c57bl pediatric littermate untargeted targeted bilirubin

• 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