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).

• Aligned cross-modal integration and regulatory heterogeneity characterization of single-cell multiomic data with deep contrastive learning.

  PMID 41588477 · PMC12833949 · Genome medicine · 2026 · 8 claims · 4 setups

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  scMDCF outperforms existing state-of-the-art scMulti-omics integration and clustering models across various types of scMulti-omics datasets, including robustness against batch effects

  single immune dorsolateral cite-seq scrna-atac-seq snmulti-omics

• 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

• Protocol for transcriptomic and epigenomic analysis of JAK inhibitor sensitivity in IFN-γ-primed human macrophages using ATAC-seq and RNA-seq.

  PMID 41313685 · PMC12702366 · STAR protocols · 2025 · 7 claims · 7 setups

  Has reproduction · 85

  Integrated ATAC-seq and RNA-seq protocol to profile JAK inhibitor sensitivity in IFN-γ-primed human macrophages

  thp-1-derived ifn-γ-primed thp-1 rheumatoid atac-seq rna-seq microarray

• Prediction of myeloid malignant cells in Fanconi anemia using machine learning.

  PMID 41557613 · PMC12818649 · PloS one · 2026 · 6 claims · 7 setups

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  A DNN classifier trained on AML scRNA-seq data accurately predicts AML-like transcriptional profiles at single-cell resolution

  bone predicted-aml healthy scrna-seq reference-based stemnet

• singIST: An integrative method for comparative single-cell transcriptomics between disease models and humans.

  PMID 41838773 · PMC13008255 · PLoS computational biology · 2026 · 8 claims · 7 setups

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  singIST provides explainable quantitative measures of disease model similarity to a human reference at the pathway, cell type, and gene levels

  skin ear simulated scrna-seq simulation

• Single-cell ATAC-seq analysis of human embryoid bodies reveals crucial transcription factor networks involved in early germ layer specification.

  PMID 41906160 · PMC13154528 · Cell & bioscience · 2026 · 7 claims · 7 setups

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  scATAC-seq of human EBs can classify cells into the three germ layers and, via pseudotime analysis, identify 'early committed cells' at the onset of each germ layer.

  embryoid embryonic hescs single-cell mesendoderm neural

• FUNCellA: A Tool for Single-Sample Enrichment Analysis and Relative Pathway Activity Estimation in Single-Cell RNA Sequencing Data.

  PMID 42021835 · PMC13096679 · Computational and structural biotechnology journal · 2026 · 7 claims · 8 setups

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  FUNCellA integrates 7 single-sample enrichment algorithms with novel relative activation thresholding methods to identify active, inactive, and intermediate cellular states in scRNA-Seq data

  pbmcs bone liver blood scrna-seq simulated microarray

• GEMmaker: process massive RNA-seq datasets on heterogeneous computational infrastructure.

  PMID 35501696 · PMC9063052 · BMC bioinformatics · 2022 · 6 claims · 3 setups

  Has reproduction · 67

  GEMmaker, an nf-core compliant Nextflow workflow, can quantify gene expression from small to massive RNA-seq datasets while remaining reproducible via versioned containerized software.

  oryza arabidopsis generic rna-seq workflow

• Comprehensive Transcriptome Analysis Reveals Genome-Wide Changes Associated with Endoplasmic Reticulum (ER) Stress in Potato (Solanum tuberosum L.).

  PMID 36430273 · PMC9696714 · International journal of molecular sciences · 2022 · 8 claims · 3 setups

  Has reproduction · 62

  TM treatment of potato leaves produces widespread, time-dependent differential gene expression associated with ER stress and the UPR

  potato rna-seq gene alternative

• PrimerSeq: Design and visualization of RT-PCR primers for alternative splicing using RNA-seq data.

  PMID 24747190 · PMC4411361 · Genomics, proteomics & bioinformatics · 2014 · 8 claims · 3 setups

  Has reproduction · 90

  PrimerSeq is a user-friendly stand-alone software with a GUI for systematic design and visualization of RT-PCR primers for alternative splicing analysis using user-provided RNA-seq data.

  heart genome rna-seq rt-pcr

• Genome-wide nucleosome and transcription factor responses to genetic perturbations reveal chromatin-mediated mechanisms of transcriptional regulation.

  PMID 41365655 · PMC12758391 · Genome research · 2026 · 8 claims · 3 setups

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  A factor-agnostic MNase-seq chromatin occupancy profiling (COP) approach can simultaneously capture genome-wide TF and nucleosome occupancy at near-nucleotide resolution from a single assay

  saccharomyces cerevisiae mnase-seq gene

• Improved reconstruction of transcripts and coding sequences from RNA-seq data.

  PMID 41700087 · PMC12910111 · Nucleic acids research · 2026 · 7 claims · 3 setups

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  GeMoSeq combines combinatorial enumeration of candidate transcripts, splitting heuristics, and likelihood-based (EM) quantification for transcript reconstruction from RNA-seq data

  arabidopsis nicotiana mapped rna-seq-based combined read

• Interactive analysis of single-cell trajectories in 3D space with Cell Journey.

  PMID 41773942 · PMC13042281 · GigaScience · 2026 · 7 claims · 3 setups

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  Cell Journey is an interactive platform for computing and visualizing RNA velocity-based single-cell trajectories in 3D space.

  pancreatic bone hematopoietic scrna-seq cite-seq clonal

• Revealing transcriptomic responses in Escherichia coli during early antibiotic exposure.

  PMID 41805196 · PMC13098195 · mSystems · 2026 · 8 claims · 3 setups

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  E. coli's early antibiotic response follows an integrated three-phase model: an immediate/sustained primary stress response, a transient secondary redox-restoring response, and a tertiary response supporting long-term survival via metabolic remodeling and antibiotic-specific defenses.

  escherichia rna-seq independent

• Scalable nonparametric clustering with unified marker gene selection for single-cell RNA-seq data.

  PMID 41825449 · PMC13030991 · Cell reports methods · 2026 · 7 claims · 3 setups

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  NCLUSION matches the performance of state-of-the-art single-cell clustering techniques with significantly reduced runtime

  brain-large scdesign3-simulated facs-purified scrna-seq simulated

• AutoGERN: single-cell RNA-seq gene regulatory network inference via explicit link modeling and adaptive architectures.

  PMID 41871930 · PMC13064981 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 3 setups

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  AutoGERN explicitly models regulatory information in the message-passing space via learned link (edge) embeddings, which are scored by a lightweight MLP to infer TF–target interactions.

  seven same scrna-seq-based chip-seq cold-start

• Harvesting more reads from single-cell combinatorial barcoding data with scarecrow.

  PMID 41967853 · PMC13125751 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 3 setups

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  scarecrow screens a subsample of reads to generate position-specific barcode profiles, then flexibly identifies barcode sequences in reads while accounting for positional jitter

  pbmc scrna-seq single-cell

• PICDGI: A framework for predicting cancer driver genes through dynamic gene-gene interaction modeling of single-cell data.

  PMID 42044093 · PMC13119913 · PLoS computational biology · 2026 · 8 claims · 3 setups

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  PICDGI is a Bayesian framework that predicts driver-like regulatory genes by integrating dynamic gene-gene interaction modeling with scRNA-seq data, without using DNA mutation calls

  lung pediatric same scrna-seq moran's

• Loss of CD4(+) T cell-intrinsic arginase 1 accelerates Th1 response kinetics and reduces lung pathology during influenza infection.

  PMID 37572656 · PMC10576612 · Immunity · 2023 · 8 claims · 8 setups

  Has reproduction · 68

  Arg1 is highly and specifically induced in lung CD4+ T cells during in vivo influenza infection

  flow-sort-purified lung cd4+ congenically rna-seq flow expression

• 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