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).

• Radiogenomics predicts immune microenvironment heterogeneity and response to combination immunotherapy in hepatocellular carcinoma.

  PMID 41555384 · PMC12895822 · Journal of translational medicine · 2026 · 8 claims · 8 setups

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  A parsimonious 2-gene immune-related signature (IRS = 0.425×KPNA2 + 0.302×SMG5) is significantly associated with immune heterogeneity and response to ICI plus anti-angiogenic combination therapy in HCC

  hcc gse202642 paired hcc-derived bulk single-cell immunohistochemistry

• MACanalyzeR scRNAseq analysis tool reveals PPARγ(HIGH)/GDF15(HIGH) lipid-associated macrophages facilitate thermogenic expansion in BAT.

  PMID 40450001 · PMC12126529 · Nature communications · 2025 · 8 claims · 8 setups

  Has reproduction · 70

  MACanalyzeR is a novel computational scRNAseq framework (with FoamSpotteR, MacPolarizeR, and PathAnalyzeR modules) for comprehensive monocyte/macrophage metabolic and phenotypic profiling

  bat stromal paraffin-embedded aortic bulk proteomics scrnaseq

• mitoXplorer, a visual data mining platform to systematically analyze and visualize mitochondrial expression dynamics and mutations.

  PMID 31799603 · PMC6954439 · Nucleic acids research · 2020 · 5 claims · 5 setups

  Has reproduction · 89

  mitoXplorer integrates transcriptome, proteome, and mutation data with a manually curated mitochondrial interactome of ~1200 genes grouped into 38 mitochondrial processes across four model species.

  rpe-1 trisomic rpe yeast bulk proteomics mitotracker

• Visualizing stability: a sensitivity analysis framework for t-SNE embeddings.

  PMID 41552665 · PMC12808344 · Frontiers in bioinformatics · 2025 · 8 claims · 5 setups

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  The Implicit Function Theorem, combined with automatic differentiation, can be used to efficiently compute the complete sensitivity Jacobian of a converged t-SNE embedding with respect to the input data, avoiding differentiation through the full iterative optimizer.

  bulk proteomics single-cell biological t-sne gaussian

• Cancer-wide in silico analyses using differentially expressed genes demonstrate the functions and clinical relevance of JAG, DLL, and NOTCH.

  PMID 39074091 · PMC11285958 · PloS one · 2024 · 7 claims · 8 setups

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  JAG, DLL, and NOTCH family gene/protein expression varies diversely across 15 cancer types relative to normal tissue, sometimes discordant between mRNA and protein levels.

  tumor degs cancer jag bulk proteomics gene

• 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

• Identification of Molecular Subtypes of Clear-Cell Renal Cell Carcinoma in Patient-Derived Xenografts Using Multi-Omics.

  PMID 40282537 · PMC12026142 · Cancers · 2025 · 8 claims · 7 setups

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  Each ccRCC PDX resembles one of the human molecular subtypes closely at both the transcript and protein levels.

  ccrcc differentially bulk lc-ms targeted

• Predicting FOX gene candidates for oxic nitrogen fixation using multi-omic machine learning and comparative bioinformatics.

  PMID 41764348 · PMC13056922 · Scientific reports · 2026 · 8 claims · 6 setups

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  Random Forest, XGBoost, and logistic regression classifiers can meaningfully differentiate literature-validated FOX genes from conserved non-essential genes, with Random Forest achieving the best ROC-AUC (~0.80)

  anabaena diazotrophic gene-level trained bulk quantitative transcription-start-site-derived

• Hepatocyte dedifferentiation in 2D culture reveals extensive transcriptomic and proteomic rewiring.

  PMID 41111196 · PMC12506984 · Hepatology communications · 2025 · 8 claims · 3 setups

  Has reproduction · 77

  2D culturing of primary hepatocytes for 24 hours causes extensive transcriptomic (>10,000 genes) and proteomic (>3000 proteins) rewiring compared with freshly isolated cells

  c57bl same bulk quantitative single-nucleus

• Omics Playground: a comprehensive self-service platform for visualization, analytics and exploration of Big Omics Data.

  PMID 33575569 · PMC7671354 · NAR genomics and bioinformatics · 2020 · 8 claims · 5 setups

  Has reproduction · 61

  Omics Playground is a user-friendly, interactive self-service platform for in-depth analysis, visualization, and interpretation of transcriptomics and proteomics data, including single-cell RNA-seq.

  l1000 bulk lc-ms single-cell

• Transcriptome-Proteome Profiling in Burkholderia thailandensis during the Transition from Exponential to Stationary Phase.

  PMID 40680064 · PMC12322963 · Journal of proteome research · 2025 · 8 claims · 7 setups

  Has reproduction · 80

  928 differentially accumulating mRNAs (564 up, 364 down) were identified between exponential and stationary phase

  burkholderia pseudomallei bulk tmt-based rt-qpcr

• Prioritized mass spectrometry increases the depth, sensitivity and data completeness of single-cell proteomics.

  PMID 37012480 · PMC10172113 · Nature methods · 2023 · 8 claims · 5 setups

  Has reproduction · 90

  pSCoPE (prioritized precursor selection via MaxQuant.Live) increases sensitivity, data completeness, and proteome coverage more than twofold over shotgun single-cell proteomics

  bulk hek293 single-cell bone prioritized single-cell spike-in

• The complement system contributes to the immunosuppressive microenvironment of uveal melanoma.

  PMID 41803879 · PMC13130498 · Journal of translational medicine · 2026 · 8 claims · 8 setups

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  Primary UM (pUM) preferentially expresses early complement pathway components over terminal membrane attack complex elements, with early factors showing prognostic significance.

  short-term metastatic normal pum bulk label-free single-cell

• Severe COVID-19 Shares a Common Neutrophil Activation Signature with Other Acute Inflammatory States.

  PMID 35269470 · PMC8909161 · Cells · 2022 · 8 claims · 7 setups

  Has reproduction · 88

  COVID-19 and HLH share a transcriptional overlap of 239 unique common differentially expressed genes (DEGs), 237 of which are up-regulated

  patients pbmcs plasma derived bulk single-cell quantitative

• Global and precise identification of functional miRNA targets in mESCs by integrative analysis.

  PMID 35899551 · PMC9442311 · EMBO reports · 2022 · 8 claims · 8 setups

  Has reproduction · 93

  Fewer than 10% of expressed genes are directly and functionally regulated by miRNAs in mESCs

  mirna_ko mescs drosha_ko escs bulk western ago2

• Omics-aided design genome editing strategy for challenging human immortalized cell models.

  PMID 41678468 · PMC12900285 · PloS one · 2026 · 6 claims · 4 setups

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  Omics profiling identifies bottlenecks associated with poor precise KI efficiency in hard-to-engineer cells

  mcf7 deep-targeted bulk dia-based

• STAT3-dependent analysis reveals PDK4 as independent predictor of recurrence in prostate cancer.

  PMID 32323921 · PMC7178451 · Molecular systems biology · 2020 · 8 claims · 6 setups

  Has reproduction · 66

  Low STAT3 expression in primary PCa is associated with increased OXPHOS and ribosomal biosynthesis at the transcriptomic level

  prostate bulk weighted reverse

• Expression Atlas in 2026: enabling FAIR and open expression data through community collaboration and integration.

  PMID 41370097 · PMC12807774 · Nucleic acids research · 2026 · 8 claims · 8 setups

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  Expression Atlas has expanded to >4500 studies from 67 species, with increased proteomics coverage and updated GTEx tissue profiles

  species pig tissues gtex microarray bulk ms-based

• Immune profiling in a living human recipient of a gene-edited pig kidney.

  PMID 41507576 · PMC12823403 · Nature medicine · 2026 · 8 claims · 8 setups

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  Xenograft experienced early T cell-mediated rejection (Banff grade 2A) within 1 week post-transplant despite profound circulating T cell depletion, likely driven by subtherapeutic immunosuppression and residual CD8+ T cells in lymph nodes.

  xenotransplant recipient kidney integrative single-cell flow

• A Novel Human Cellular System for Studying Normal Aging and for Anti-Aging Discovery.

  PMID 41556081 · PMC12816977 · Aging cell · 2026 · 6 claims · 8 setups

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  In vitro hTSC-derived STBs recapitulate in vivo CTB-STB maturation and major cellular aging features, including multinucleation, hormone secretion, cell cycle arrest, genome instability, epigenetic changes, transposable element activation, and SASPs.

  peri-implantation first-trimester term-stage musc scrna-seq bulk linear