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).

• Embeddings from language models are good learners for single-cell data analysis.

  PMID 41726097 · PMC12921509 · Patterns (New York, N.Y.) · 2026 · 8 claims · 8 setups

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  scELMo combines LLM-derived embeddings of gene and cell metadata with raw single-cell expression data via matrix operations to generate cell embeddings without pretraining a new model

  scrna-seq multi-batch diseased perturbation clustering batch cell-type

• Genome-scale modeling identifies dynamic metabolic vulnerabilities during the epithelial to mesenchymal transition.

  PMID 39730911 · PMC11681178 · Communications biology · 2024 · 8 claims · 8 setups

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  EMT involves temporal, stage-specific metabolic reprogramming with distinct dependencies in glycolysis and glutamine metabolism.

  a549 recon1 cancer lung bulk single-cell genome-scale

• Community assessment of methods to deconvolve cellular composition from bulk gene expression.

  PMID 39191725 · PMC11350143 · Nature communications · 2024 · 8 claims · 4 setups

  Has reproduction · 63

  Most deconvolution methods accurately predict coarse-grained immune/stromal cell populations from bulk expression.

  admixtures cancer tumor bulk bulk admixture crowdsourced

• Benchmarking tools for deciphering cellular crosstalk in spatially-resolved transcriptomics.

  PMID 41952215 · PMC13174004 · Genome biology · 2026 · 8 claims · 5 setups

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  No prior systematic, quantitative benchmark exists for CCI inference methods specifically developed for spatial transcriptomics across multiple platforms

  synthetic real simulated simulation spot-purity real-data

• Hypoxia-associated genes as predictors of outcomes in gastric cancer: a genomic approach.

  PMID 40129974 · PMC11931070 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 96

  A prognostic model built from five H1-specific hypoxia-associated transcription factors (EHF, EIF1AD, GLA, KEAP1, MAGED2) predicts overall survival in STAD, with high-risk patients showing significantly worse OS.

  gastric gene scrna-seq tcga single-cell wgcna cell-cell

• Multiomics and deep learning dissect regulatory syntax in human development.

  PMID 41951735 · PMC13216069 · Nature · 2026 · 8 claims · 8 setups

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  The Human Development Multiomic Atlas (HDMA) is a single-cell atlas of chromatin accessibility and gene expression from 817,740 fetal cells across 12 organs, spanning 203 cell types

  fetal annotated embryo chrombpnet share-seq chromvar activity-by-contact

• Differentiation in the human urothelia is defined by distinct alternative polyadenylation.

  PMID 41533515 · PMC12937501 · Cell reports · 2026 · 8 claims · 8 setups

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  APA introduces a major layer of transcriptomic diversity during urothelial differentiation, largely independent of changes in mRNA levels

  urothelial urothelial-specific ureter hek293t single-cell poly fluorescence

• spliceJAC: transition genes and state-specific gene regulation from single-cell transcriptome data.

  PMID 36321549 · PMC9627675 · Molecular systems biology · 2022 · 8 claims · 8 setups

  Has reproduction · 53

  spliceJAC uses unspliced and spliced mRNA count matrices to construct cell state-specific gene-gene regulatory interaction (Jacobian) matrices from scRNA-seq data

  bistable three-gene emt circuits simulation mixed-state grn

• Pharmacogenomic screening identifies and repurposes leucovorin and dyclonine as pro-oligodendrogenic compounds in brain repair.

  PMID 39537633 · PMC11561360 · Nature communications · 2024 · 8 claims · 8 setups

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  A pharmacogenomic scoring strategy (OligoScore) combining transcriptomic signatures and curated oligodendrogenesis gene sets identifies compounds with pro-oligodendrogenic transcriptional activity

  brain neonatal gene cerebellar bulk transcriptomic pharmacogenomic

• Gene regulatory network transitions reveal the central transcription factors in lung adenocarcinoma progression.

  PMID 41559111 · PMC12873405 · NPJ systems biology and applications · 2026 · 7 claims · 8 setups

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  NR2F1 is a central transcription factor in LUAD progression, identified independently through GRN architecture transitions and gene regulation dynamics analysis

  luad epithelial myeloid nr2f1 single-cell gene binding

• Discovery of key regulators in classical monocyte phenotypes linked to COVID-19 severity using single-cell multi-omics sequencing.

  PMID 41732268 · PMC12925236 · iScience · 2026 · 8 claims · 8 setups

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  Two severity-associated classical monocyte (cMono) subtypes, IL7R+ and CD163+, exist with distinct transcriptional and epigenetic landscapes.

  pbmcs pbmc classical cmono single-nucleus differential multimodal

• FOXP1 is differentially active during development of murine vasopressin and oxytocin magnocellular neurons.

  PMID 42088346 · PMC13138059 · iScience · 2026 · 8 claims · 7 setups

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  FOXP1 participates in MCN development and is differentially active in OXT MCNs relative to AVP MCNs

  hypothalamus hypothalamic avp neuro-2a single-cell gene fate

• Intratumoral heterogeneity in microsatellite instability status at single-cell resolution.

  PMID 41767255 · PMC12936829 · iScience · 2026 · 8 claims · 7 setups

  Has reproduction · 100

  A novel computational (Snakemake) pipeline quantifies intratumoral heterogeneity in MSI status at single-cell resolution

  colorectal cancer aggregated msisensor-rna single-cell cnv-based

• Fifty Generations of Amitosis: Tracing Asymmetric Allele Segregation in Polyploid Cells with Single-Cell DNA Sequencing.

  PMID 34576874 · PMC8467633 · Microorganisms · 2021 · 7 claims · 7 setups

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  Amitosis causes random assortment of somatic alleles (IESs) in the highly polyploid Paramecium macronucleus, which can be tracked without phenotypic markers using scDNA-seq.

  paramecium tetraurelia telomere-capped simulated single-cell bulk bias

• OTMODE: an optimal transport theory-based framework for identifying differential features in single-cell multi-omics data.

  PMID 41335419 · PMC12766913 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  OTMODE, using an unbalanced Sinkhorn algorithm and Wald test, improves differential feature identification in single-cell multi-omics data

  simulated classical degs naive simulated bulk real

• Alternative splicing dynamics during human cardiac development in vivo and in vitro.

  PMID 41483812 · PMC12925949 · Stem cell reports · 2026 · 8 claims · 8 setups

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  iPSC-CMs globally resemble prenatal cardiac cells at both the transcriptional and splicing levels

  ipsc-cms heart bulk ipsc-cm immunofluorescence single-cell bulk

• Insights from pooled CRISPRi single-cell screens in K562 cells reveal gene functions, regulatory networks, and highlight opportunities and limitations.

  PMID 41826830 · PMC13097927 · BMC genomics · 2026 · 7 claims · 7 setups

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  A modified CROP-seq-CRISPRi protocol allows direct capture of sgRNAs from the cDNA library without a separate enrichment step, improving sgRNA assignment per cell

  k562 lentiviral pooled plasmid amplicon

• Analysis of Tumor-Infiltrating T-Cell Transcriptomes Reveal a Unique Genetic Signature across Different Types of Cancer.

  PMID 36232369 · PMC9569723 · International journal of molecular sciences · 2022 · 8 claims · 8 setups

  Has reproduction · 87

  Common genes shared across five cancer types differ from those found in nonmalignant tissue-resident T-cells for each subset (CD4-T, CD8-T, Treg)

  breast lung colorectal melanoma single-cell gene reactome

• isoSeQL: comparing long-read isoforms across multiple datasets.

  PMID 41452740 · PMC12790818 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

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  isoSeQL enables comparison of long-read isoform profiles across multiple datasets by consolidating SQANTI3-annotated samples into a unified SQLite database with consistent isoform IDs

  gencode simulated gm12878 peripheral intron simulated long-read

• Single-cell multiome and enhancer connectome of human retinal pigment epithelium and choroid nominate causal variants in macular degeneration.

  PMID 41528844 · PMC12971065 · Cell reports · 2026 · 8 claims · 8 setups

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  Generated a single-cell gene expression and chromatin accessibility (multiome) atlas of human RPE and choroid from control and AMD eyes

  rpe-choroid rpe arpe-19 scatac-seq joint h3k27ac activity-by-contact