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).

• Hierarchical classification-based pan-cancer methylation analysis to classify primary cancer.

  PMID 38066424 · PMC10709847 · BMC bioinformatics · 2023 · 8 claims · 8 setups

  Has reproduction · 83

  CHCT, a two-tier hierarchical classification tool built from methylation data, accurately classifies primary cancer type across 30 cancer types.

  tumor clinical methylation clustered methylation unsupervised anova

• T Cells With Activated STAT4 Drive the High-Risk Rejection State to Renal Allograft Failure After Kidney Transplantation.

  PMID 35844542 · PMC9283858 · Frontiers in immunology · 2022 · 8 claims · 8 setups

  Has reproduction · 78

  Unsupervised UMAP/Leiden clustering of 2,611 microarray datasets reveals 6 rejection states that diverge from traditional Banff clinical classification

  kidney scrna-seq microarray meblack microarray single-cell scissor

• Integrated transcriptomic landscape of medulloblastoma and ependymoma reveals novel tumor subtype-specific biology.

  PMID 41159380 · PMC12979040 · Neuro-oncology · 2026 · 8 claims · 8 setups

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  A unified UMAP-based transcriptomic landscape built from 888 medulloblastoma and 370 ependymoma tumors reveals distinct clusters corresponding to known and novel molecular subtypes.

  medulloblastoma ependymoma healthy shh bulk fusion copy

• scDenorm: a denormalization tool for integrating single-cell transcriptomics data.

  PMID 41915012 · PMC13142155 · GigaScience · 2026 · 8 claims · 7 setups

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  Inconsistent delta-method normalization across datasets introduces biases (e.g., B-cell separation) that persist even after integration with Harmony, scanorama, or BBKNN.

  10x brain ucsc datasets scrna-seq integration snrna-seq

• Identification and validation of lymphangiogenesis-related genes for predicting acute myeloid leukemia prognosis: insights from bulk RNA sequencing and single-cell RNA sequencing analyses.

  PMID 41772327 · PMC12979290 · Clinical and experimental medicine · 2026 · 7 claims · 8 setups

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  A 6-LYMRG risk model (ANGPT1, HGF, MAPK8, PCNA, TBL1XR1, TLR4) is the optimal prognostic signature for AML

  gse142698 tcga-laml tcga-laml1 gse116256 differential univariate kaplan-meier

• Optimisation of the core subset for the APY approximation of genomic relationships.

  PMID 36418945 · PMC9682752 · Genetics, selection, evolution : GSE · 2022 · 7 claims · 3 setups

  Has reproduction · 85

  APY approximates the full genomic relationship matrix by splitting genotyped animals into a core subset (fully dependent, direct inverse) and a non-core subset (conditionally independent given core), reducing inversion cost.

  simulated real genotyped gblup population

• A comprehensive framework for analysis of microRNA sequencing data in metastatic colorectal cancer.

  PMID 35047825 · PMC8759566 · NAR cancer · 2022 · 8 claims · 7 setups

  Has reproduction · 100

  Five miRNAs (Mir-210_3p, Mir-191_5p, Mir-8-P1b_3p, Mir-1307_5p, Mir-155_5p) are up-regulated at multiple metastatic CRC sites compared to primary CRC.

  pcrc same mli ngs mirna bioinformatics differential

• Inferring a spatial code of cell-cell interactions across a whole animal body.

  PMID 36395331 · PMC9714814 · PLoS computational biology · 2022 · 8 claims · 6 setups

  Has reproduction · 90

  cell2cell computes cell-cell interaction (CCI) potential using a novel modified Bray-Curtis score based on complementary coexpression of ligand-receptor pairs between cells

  elegans computational single-cell random genetic

• Identifying clinically relevant cell state interactions in the tumor microenvironment of IDH-mutant gliomas using CSI-TME.

  PMID 41807578 · PMC13230996 · Molecular systems biology · 2026 · 7 claims · 8 setups

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  CSI-TME is a computational pipeline that deconvolves bulk tumor RNA-seq into cell-type-specific expression (via CODEFACS), infers transcriptional states per cell type via ICA, and identifies IC pairs from two cell types whose joint activity is associated with survival via Cox regression

  idh-mutant tcga cgga deconvolved scrna-seq bulk independent

• Ensemble of Time-Evolving SASP Gene Sets Identifies IGFBP7 and CDKN1A as a Potential Marker Pair for Senescent Fibroblast Subpopulations Across Tissues.

  PMID 41977201 · PMC13073673 · International journal of molecular sciences · 2026 · 8 claims · 5 setups

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  SASP genes are not uniformly expressed in all senescent fibroblasts but only in specific subpopulations, indicating combinatorial and heterogeneous SASP expression.

  wi-38 lung skin eye scrna-seq computational

• Developmental dynamics of catshark cranial neural crest cells provide insights into gnathostome facial evolution.

  PMID 41987760 · PMC13200729 · Development (Cambridge, England) · 2026 · 8 claims · 8 setups

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  The molecular toolkit of CNCCs is largely conserved across jawed vertebrates (gnathostomes)

  scyliorhinus catshark chicken immunofluorescence single-cell umap

• ProtoCloud: A prototypical self-explaining model for single-cell analysis.

  PMID 41997134 · PMC13261663 · Cell genomics · 2026 · 8 claims · 8 setups

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  ProtoCloud matches or outperforms existing annotation methods across 11 large-scale datasets, particularly for rare cell types

  diverse pbmc10k pbmc30k tsca scrna-seq latent gene

• CellFishing.jl: an ultrafast and scalable cell search method for single-cell RNA sequencing.

  PMID 30744683 · PMC6371477 · Genome biology · 2019 · 8 claims · 5 setups

  Has reproduction · 97

  CellFishing.jl achieves accuracy comparable to state-of-the-art software (scmap-cell) but is markedly faster

  scrna-seq shekhar2016 svd lsh hamming

• Spatiotemporal dynamics of spermatogenesis: insights from high-resolution spatial transcriptomics and pseudotime trajectories in mouse testes.

  PMID 41602862 · PMC12832764 · Frontiers in reproductive health · 2025 · 8 claims · 7 setups

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  Salus-STS (1 μm resolution) combined with the Salus Cellbins Algorithm enables accurate subcellular segmentation of individual testicular cells in dense tissue

  testicular testis seminiferous top high-resolution integration pseudotime

• TiSMeD: A tissue-specific methylation and expression database for biomarker and translational applications.

  PMID 41883585 · PMC13011251 · Molecular therapy. Nucleic acids · 2026 · 8 claims · 8 setups

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  TiSMeD integrates 6,782 methylomes, 16,894 transcriptomes, and 241 proteomes across 48 normal human tissues into a searchable database

  normal plasma case-control tcga methylation transcriptome proteomics

• High-fidelity bidirectional translation between single-cell transcriptomes and DNA methylomes with scBOND.

  PMID 41887797 · PMC13138010 · Genome research · 2026 · 7 claims · 6 setups

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  scBOND is a bidirectional dual-channel VAE framework for cross-modality translation between scRNA-seq and scDNAm that outperforms existing baseline methods (scCross, MAPLE) in both translation directions

  mouseembryo humanbraina paired umap differential

• AICellType: a large language model-based platform for accurate cell type annotation.

  PMID 42001469 · PMC13092268 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

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  Claude 3.5 Sonnet achieved the best overall performance among 79 benchmarked LLMs for cell type annotation, balancing accuracy, robustness, speed, and cost-efficiency

  single-cell immune pbmc in-house llm-based scrna-seq spatial

• Impact of enteric neuronal loss on intestinal cell composition.

  PMID 42063560 · PMC13127327 · iScience · 2026 · 8 claims · 7 setups

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  ENS loss in ret mutant zebrafish alters the non-neuronal composition of the intestine, with increased immune cells and shifts in epithelial and ECM-producing populations

  intestine ens immune phox2bb single-cell scrna-seq whole-mount

• 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

• Spatial transcriptomics reveals expression gradients in developing wheat inflorescences at cellular resolution.

  PMID 41388990 · PMC12776951 · The Plant cell · 2026 · 8 claims · 6 setups

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  MERFISH was successfully optimized for wheat inflorescence tissue, enabling localization of a 200-gene panel to cellular resolution across 4 developmental stages

  microdissected cryosectioned wheat merfish-imaged bulk merfish single-nucleus