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

• Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.

  PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups

  Has reproduction · 100

  Exploratory adaptation (stochastic gene-regulatory network perturbation) explains how GBM cells adapt phenotypically across spatially distinct tumor regions

  patient-derived low-grade tf-gene single-sample bulk differential gene

• Flux balance analysis of mycolic acid pathway: targets for anti-tubercular drugs.

  PMID 16261191 · PMC1246807 · PLoS computational biology · 2005 · 7 claims · 7 setups

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  A comprehensive stoichiometric model of the MAP was built comprising 197 metabolites, 219 reactions, and 28 proteins

  stoichiometric map tuberculosis flux systematic drug

• 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

• Frequency and patterns of ribonucleotide incorporation around autonomously replicating sequences in yeast reveal the division of labor of replicative DNA polymerases.

  PMID 34551434 · PMC8501979 · Nucleic acids research · 2021 · 6 claims · 4 setups

  Has reproduction · 75

  rNTP incorporation is preferentially found on the leading strand in yeast cells expressing wild-type replicative DNA polymerases

  saccharomyces model ribose-seq emriboseq rhii-hyden-seq

• Modeling nascent transcription from chromatin landscape and structure with CLASTER.

  PMID 41691282 · PMC13011747 · Genome biology · 2026 · 7 claims · 8 setups

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  CLASTER, a deep neural network combining chromatin landscape tracks and 3D contact maps, accurately predicts kilobasepair-resolution nascent RNA (EU-seq) profiles in a DNA-sequence-agnostic manner

  embryonic mescs chromatin k562 eu-seq chip-seq micro-c

• SA2E: spatial-aware auto-encoder for cell type deconvolution of spatial transcriptomics data.

  PMID 41863296 · PMC13070677 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  SA2E is a spatial-aware auto-encoder framework for cell-type deconvolution that does not require predefined cell-type biomarkers

  olfactory legacy breast brain simulated real scrna-seq

• 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

• Identification of 491 proteins in the tear fluid proteome reveals a large number of proteases and protease inhibitors.

  PMID 16901338 · PMC1779605 · Genome biology · 2006 · 8 claims · 4 setups

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  491 proteins were identified in human tear fluid using in-gel digestion and LC-MS/MS/MS3 on LTQ-FT and LTQ-Orbitrap instruments

  closed-eye tear analysis sds-page in-solution gene

• 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

• A novel polymorphism in the 1A promoter region of the vitamin D receptor is associated with altered susceptibilty and prognosis in malignant melanoma.

  PMID 15238985 · PMC2364794 · British journal of cancer · 2004 · 7 claims · 6 setups

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  A novel A-1012G (adenine-guanine) polymorphism exists in the VDR exon 1a promoter region, identified by SSCP screening and sequencing

  blood variant patients same sscp sanger pcr-rflp

• 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

• Detecting DNA modifications from SMRT sequencing data by modeling sequence context dependence of polymerase kinetic.

  PMID 23516341 · PMC3597545 · PLoS computational biology · 2013 · 8 claims · 7 setups

  Has reproduction · 44

  Local sequence context strongly determines position-specific polymerase kinetic rate: roughly 80% of IPD variation is explained by a 10 bp context (7 bases upstream, 2 bases downstream of the incorporation site), saturating at 7 bases upstream.

  plasmid coli wild-type artificial smrt read-mixing distributional

• Single nucleotide polymorphism discovery and functional assessment of variation in the UDP-glucuronosyltransferase 2B7 gene.

  PMID 18622261 · PMC2680356 · Pharmacogenetics and genomics · 2008 · 7 claims · 7 setups

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  UGT2B7 haplotype 4 is associated with increased enzyme activity (M3G and M6G formation)

  liver caucasian ugt2b7 gene snp enzymatic

• 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

• Separating selection from mutation in antibody language models.

  PMID 41944291 · PMC13056363 · eLife · 2026 · 8 claims · 6 setups

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  Masked antibody language models such as AbLang2 are biased by nucleotide-level mutation processes (germline memorization, codon table, SHM rate variation)

  single nine antibody reconstructed masked-site correlation functional

• 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