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).

• FLAME, a novel fuzzy clustering method for the analysis of DNA microarray data.

  PMID 17204155 · PMC1774579 · BMC bioinformatics · 2007 · 6 claims · 5 setups

  Full-text index only

  FLAME captures non-linear relationships and non-globular clusters by approximating fuzzy membership from each object's nearest neighbors rather than global centroids

  reduced yeast hypoxia tissues microarray gene

• A machine learning-defined cellular senescence signature systematically enhances prognostication and guides immunotherapy strategies for the treatment of gliomas.

  PMID 41501133 · PMC12886967 · NPJ precision oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  CSRGPS is a robust, machine-learning-derived prognostic signature that outperforms existing glioma prognostic models across multiple cohorts

  tcga-gbm glioma meta consensus wgcna machine

• Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.

  PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 83

  Ten multiomics clustering algorithms identify two distinct lactylation cancer subtypes (CS1 and CS2) in LUAD

  tcga gse13213 gse31210 multiomics closest ssgsea

• LoRA-TV: read depth profile-based clustering of tumor cells in single-cell sequencing.

  PMID 38877886 · PMC11179121 · Briefings in bioinformatics · 2024 · 6 claims · 2 setups

  Has reproduction · 90

  LoRA-TV jointly processes read-depth profiles of all cells by stacking them into a matrix and applying low-rank approximation plus total-variation smoothing to capture shared genomic signatures for clustering.

  tumor simulated single-cell simulation

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

  PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 8 claims · 7 setups

  Has reproduction · 84

  DeepProg is a novel ensemble framework of deep-learning and machine-learning approaches that robustly predicts patient survival subtypes using multi-omics data

  cancer breast hepatocarcinoma tcga multi-omics gene rna-seq

• 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

• Responses of peritubular macrophages and the testis transcriptome profiles of peripubertal and adult rodents exposed to an acute dose of MEHP.

  PMID 38113427 · PMC10901151 · Toxicological sciences : an official journal of the Society of Toxicology · 2024 · 8 claims · 7 setups

  Has reproduction · 66

  MEHP exposure previously increased PTMφ numbers 6-fold in peripubertal Fischer rats

  pnd26 pnd75 immunofluorescence immunofluorescent tag

• Genomic signatures of migratory preference and historical whaling in eastern South Pacific humpback whales.

  PMID 41986456 · PMC13161203 · Communications biology · 2026 · 7 claims · 8 setups

  Full-text index only

  Nuclear genomic data show no clear population structure among feeding grounds, indicating panmixia despite divergent migratory destinations

  megaptera same unrelated regional whole-genome relatedness population

• LIMPACAT: Multi-omics attention transformer for immune prediction in liver cancer using whole-slide imaging.

  PMID 41511965 · PMC12788640 · PloS one · 2026 · 8 claims · 6 setups

  Full-text index only

  LIMPACAT, a multiple instance learning attention transformer, predicts immune cell levels relevant to HCC prognosis directly from whole-slide images

  hcc simulated pbmc tcga-lihc scrna-seq type deconvolution

• nf-core/proteinfamilies: a scalable pipeline for the generation of protein families.

  PMID 41563008 · PMC12950615 · GigaScience · 2026 · 8 claims · 3 setups

  Full-text index only

  nf-core/proteinfamilies is a scalable, parametrizable, open-source Nextflow pipeline that generates new protein families or assigns sequences to existing families using profile HMMs and MSAs

  uniprot-swissprot input family diamond computational

• scSurv: a deep generative model for single-cell survival analysis.

  PMID 41429574 · PMC12797213 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

  Full-text index only

  scSurv combines a Cox proportional hazards model with a deep generative model (VAE) of single-cell transcriptomes to estimate individual cellular contributions to clinical outcomes

  simulated tcga melanoma renal scrna-seq bulk single-cell

• 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

• stDyer-image improves clustering analysis of spatially resolved transcriptomics and proteomics with morphological images.

  PMID 41692960 · PMC12960910 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

  Has reproduction · 75

  stDyer-image directly associates the image modality with predicted cluster labels rather than using images to enhance/impute gene expression data

  non-small morphology brain breast spatial image

• Bioinformatics Analysis of the Characteristics and Correlation of m6A Methylation in Breast Cancer Progression.

  PMID 35655723 · PMC9148239 · Contrast media & molecular imaging · 2022 · 8 claims · 8 setups

  Has reproduction · 48

  Breast cancer samples can be classified into 4 m6A subtypes (quiescent, m6A methylation, protein-binding, mixed) based on Z-score median of Set1 (writer+reader) and Set2 (eraser) gene expression

  breast tcga-brca gse25066 bioinformatics survival alternative

• Single-Cell Analysis Reveals Characterization of Infiltrating T Cells in Moderately Differentiated Colorectal Cancer.

  PMID 33584715 · PMC7873865 · Frontiers in immunology · 2020 · 8 claims · 8 setups

  Has reproduction · 45

  Eight distinct T cell populations can be identified from CRC tumor tissue by unsupervised clustering of scRNA-seq data

  tumor-infiltrating peripheral cd4+ tumor single-cell unsupervised pearson

• ScLRTC: imputation for single-cell RNA-seq data via low-rank tensor completion.

  PMID 34844559 · PMC8628418 · BMC genomics · 2021 · 8 claims · 8 setups

  Has reproduction · 85

  scLRTC imputes dropout entries closest to the original expression values on simulated datasets, outperforming other state-of-the-art methods by SSE and PCC.

  usoskin pollen zeisel yan scrna-seq umap masking

• Developing a set of ancestry-sensitive DNA markers reflecting continental origins of humans.

  PMID 19860882 · PMC2775748 · BMC genetics · 2009 · 8 claims · 8 setups

  Full-text index only

  A set of 47 SNPs selected via the 4gen pairwise F_ST approach serves as an ASM panel distinguishing four continental groups (African, Eurasian, Asian/Oceanian, Native American)

  ycc individuals hgdp-ceph asm snp structure pairwise

• Plasmid transmission dynamics and evolution of partner quality in a natural population of Rhizobium leguminosarum.

  PMID 41212030 · PMC12691615 · mBio · 2025 · 8 claims · 6 setups

  Has reproduction · 86

  Plasmid types II and III have more stable size, larger core genomes, and phylogenies that track the chromosome, indicating predominantly vertical transmission

  rhizobium extrachromosomal plasmidome gse long-read k-mer genome

• 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

• 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