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).

• Identification and Validation of an Autophagy-Related Gene Signature for Prognostic Prediction and Immunotherapy Response in Esophageal Squamous Cell Carcinoma.

  PMID 41681864 · PMC12897147 · Cancers · 2026 · 8 claims · 8 setups

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  A 4-ARG prognostic model (NBEA, CLOCK, NLRX1, MAGEA3) built via stepwise multivariate Cox regression stratifies ESCC patients into high- and low-risk groups with significantly different survival.

  escc gse53625 gse160269 imvigor210 microarray univariate single-cell

• RUMINA: high-throughput deduplication of unique molecular identifiers for amplicon and whole-genome sequencing with enhanced error correction.

  PMID 41734278 · PMC12975283 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

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  RUMINA improves detection accuracy of ultra-low frequency SNVs (0.01%-1%) compared to UMI-tools and UMICollapse

  hiv simulated empirical clinical simulated umi iclip

• Bacterial reporter-paired scRNA sequencing reveals cross talk between zinc starvation and zinc toxicity in macrophage antibacterial defense.

  PMID 41802048 · PMC12993976 · Proceedings of the National Academy of Sciences of the United States of America · 2026 · 8 claims · 8 setups

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  Macrophages starve intracellular E. coli of zinc to sensitize them to subsequent zinc toxicity, coupling zinc starvation and zinc toxicity in a single antimicrobial response

  monocyte-derived hmdm zntr-dual macrophages confocal high-throughput flow

• De novo assembly of a transcriptome for Calanus finmarchicus (Crustacea, Copepoda)--the dominant zooplankter of the North Atlantic Ocean.

  PMID 24586345 · PMC3929608 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 59

  A de novo transcriptome for Calanus finmarchicus was assembled from six developmental-stage libraries, yielding 206,041 contigs and a reference set of 96,090 unique comps, representing a new molecular resource for this species.

  calanus pooled raw combined bulk extraction read

• De novo transcriptome assembly and annotation of Penaeus monodon hemocytes under WSSV infection and STAT knockdown.

  PMID 41942475 · PMC13233909 · Scientific data · 2026 · 8 claims · 7 setups

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  A validated de novo hemocyte transcriptome assembly and 12-library RNA-seq dataset for P. monodon under WSSV infection and PmSTAT knockdown is provided as a public resource.

  penaeus monodon assembled predicted bulk novo busco

• Dynamics of intronic polyadenylation in the hematopoietic lineage and its regulation by DNA methylation.

  PMID 41974581 · PMC13262950 · Genome research · 2026 · 8 claims · 5 setups

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  IPAseek, a dynamic programming framework combining the PELT algorithm with CROPS, enables de novo identification of IPA events from bulk RNA-seq data.

  test k562 hematopoietic bulk 3'-race phase-contrast

• A sequence knowledge-guided deep learning method for single-cell multi-omics translation.

  PMID 41975483 · PMC13185235 · Genome biology · 2026 · 7 claims · 7 setups

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  scProTrans, a deep learning framework combining sequence knowledge (dna2vec gene embeddings, ProtT5 protein embeddings) with a cross-omics attention mechanism, translates single-cell transcriptome data into proteome profiles

  multi-omics pbmcs datasets fully cite-seq cross-technology tri-omics

• Bulk RNA-seq datasets analysis integration identifies robust drought-responsive genes and functional networks in Eucalyptus grandis.

  PMID 42038403 · PMC13106539 · Frontiers in bioinformatics · 2026 · 7 claims · 7 setups

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  Meta-analysis integration of three independent RNA-seq drought studies identifies 472 robust differentially expressed genes (274 up, 198 down) that remain significant across the full meta-analysis and all leave-one-out Jackknife iterations

  grandis computational consistently bulk differential leave-one-out

• Tumor reactivity assessment using clonal expression reveals tumor reactive CD8(+) T cell heterogeneity across solid tumors.

  PMID 42079667 · PMC13128579 · Frontiers in immunology · 2026 · 8 claims · 5 setups

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  TRACE, a clonotype-level CD8+ TRT classifier trained on an aggregated multi-study dataset, achieves robust holdout performance (mean MCC 0.84, F1 0.85)

  cd8+ expanded aggregated combined scrna-seq co-culture gene

• BiCLUM: Bilateral contrastive learning for unpaired single-cell multi-omics integration.

  PMID 41632825 · PMC12904586 · PLoS computational biology · 2026 · 8 claims · 5 setups

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  BiCLUM consistently outperforms or matches existing integration methods across multiple RNA+ATAC and RNA+protein datasets in visualization and quantitative benchmarks

  pbmc kidney bmmc bmcite scrna-seq cite-seq

• Performance of methods to detect genetic variants from bisulphite sequencing data in a non-model species.

  PMID 34435438 · PMC9290141 · Molecular ecology resources · 2022 · 6 claims · 6 setups

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  Bisulphite conversion of unmethylated cytosines to thymines violates strand-complementarity assumptions of SNP callers and confounds true C->T SNPs with unmethylated cytosines, complicating SNP calling from bisulphite sequencing data.

  blood bismark-aligned bwa-mem-based gem3-based whole-genome snp

• Predicting enhancer-gene links from single-cell multi-omics data by integrating prior Hi-C information.

  PMID 42100854 · PMC13229940 · Nucleic acids research · 2026 · 8 claims · 6 setups

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  SCEG-HiC, a weighted graphical lasso (wglasso) method, predicts enhancer-gene links from single-cell multi-omics data by integrating bulk average Hi-C as a prior penalty matrix

  specified covid-19 scatac scatac-seq bulk

• Discrimination of double primary lung cancer from intrapulmonary metastasis by p53 gene mutation.

  PMID 10188905 · PMC2362717 · British journal of cancer · 1999 · 7 claims · 3 setups

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  p53 mutation patterns can be used as a clonal marker to discriminate double primary lung cancer from intrapulmonary metastasis in synchronous double lung tumours.

  paraffin-embedded pcr lung pcr-single-strand sequencing extraction

• Agent-based modeling of cellular dynamics in adoptive cell therapy.

  PMID 41673469 · PMC13004971 · Communications biology · 2026 · 7 claims · 7 setups

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  ABMACT, an agent-based model of adoptive cell therapy, recapitulated cellular dynamics in two cancer preclinical models (lymphoma and glioblastoma mouse models).

  xenograft il-15-armored cord shanley scrna-seq autonomous rechallenge

• p16INK4 gene mutations are relatively frequent in ampullary carcinomas.

  PMID 9414654 · PMC5921281 · Japanese journal of cancer research : Gann · 1997 · 8 claims · 2 setups

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  P16INK4 gene mutations are relatively frequent in sporadic ampullary carcinomas

  sporadic loss mutational

• A negative binomial latent factor model for paired microbiome sequencing data.

  PMID 41572173 · PMC12910815 · BMC bioinformatics · 2026 · 8 claims · 2 setups

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  A negative binomial model with a shared taxon-specific latent factor (JNBM) captures cross-site correlation between paired microbiome samples from two body sites.

  synthetic umicro simulation microbiome

• Identification and Characterization of Small Noncoding RNAs in Genome Sequences of the Edible Fungus Pleurotus ostreatus.

  PMID 27703969 · PMC5040776 · BioMed research international · 2016 · 7 claims · 8 setups

  Has reproduction · 95

  Genome-scale identification detected 254 small noncoding RNAs (snRNAs, snoRNAs, tRNAs, miRNAs, and other Rfam-classified sncRNAs) in the P. ostreatus CCEF00389 genome assembly

  pleurotus ostreatus ccef00389 sncrnas whole-genome rna-seq rfam

• Accurate sequence variant genotyping in cattle using variation-aware genome graphs.

  PMID 31092189 · PMC6521551 · Genetics, selection, evolution : GSE · 2019 · 8 claims · 7 setups

  Has reproduction · 45

  Graphtyper outperformed GATK and SAMtools in genotype concordance, non-reference sensitivity, and non-reference discrepancy compared to microarray genotypes

  original sire-son whole-genome multi-sample graph-based

• Comprehensive analysis of metastatic gastric cancer tumour cells using single-cell RNA-seq.

  PMID 33441952 · PMC7806779 · Scientific reports · 2021 · 8 claims · 6 setups

  Has reproduction · 47

  Carcinoma cell profiles are distinct for each patient, while diverse microenvironmental (nonmalignant) subsets are shared across different patients.

  tumour single differentially seurat-identified single-cell differential gene

• Multiple polymorphisms, but no mutations, in the WAF1/CIP1 gene in human brain tumours.

  PMID 7577473 · PMC2033923 · British journal of cancer · 1995 · 8 claims · 5 setups

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  No somatic mutations of WAF1/CIP1 were found in 158 primary human brain tumours

  reamplified same brain healthy sscp direct microsatellite