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).

• The gene expression landscape of disease genes.

  PMID 41664080 · PMC12983648 · Genome biology · 2026 · 8 claims · 8 setups

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  In tissues and cell types with established disease relevance, disease genes show higher and more specific gene expression than control genes

  gtex pubmed tabula archs4 differential magma anderson-darling

• Cross-species comparative hippocampal transcriptomics in Alzheimer's disease.

  PMID 38292167 · PMC10824791 · iScience · 2024 · 8 claims · 8 setups

  Has reproduction · 75

  The three mouse models (5xFAD, APP/PS1, hAβ-KI) share more DEGs and GOBP terms with LOAD than with EOAD patients

  hippocampus postmortem computational bulk publicly qrt-pcr

• Autoencoder Networks Decipher the Association between Lung Cancer and Alzheimer's Disease.

  PMID 36518809 · PMC9744611 · Computational intelligence and neuroscience · 2022 · 7 claims · 6 setups

  Has reproduction · 74

  AE networks trained on the 266 shared DEGs reveal a comorbidity (positive correlation) relationship between Alzheimer's disease and lung cancer, rather than the inverse relationship suggested by prior epidemiological studies.

  integrated expression overlapped moderated autoencoder pathway

• Exploration of effective biomarkers for venous thrombosis embolism in Behçet's disease based on comprehensive bioinformatics analysis.

  PMID 38987624 · PMC11236978 · Scientific reports · 2024 · 6 claims · 8 setups

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  Four hub genes (E2F1, GATA3, HDAC5, MSH2) serve as diagnostic biomarkers for VTE in BD with high accuracy (AUC 0.816)

  peripheral degs candidate microarray weighted protein–protein

• Bioinformatics and system biology approaches to identify pathophysiological impact of COVID-19 to the progression and severity of neurological diseases.

  PMID 34601390 · PMC8483812 · Computers in biology and medicine · 2021 · 8 claims · 8 setups

  Has reproduction · 69

  COVID-19 and neurological diseases (NDs) share pathophysiological connections that influence disease progression and severity

  peripheral hippocampal spinal peritumoral microarray protein-protein

• Bioinformatics Strategies to Identify Shared Molecular Biomarkers That Link Ischemic Stroke and Moyamoya Disease with Glioblastoma.

  PMID 36015199 · PMC9413912 · Pharmaceutics · 2022 · 8 claims · 7 setups

  Has reproduction · 19

  Glioblastoma, ischemic stroke, and moyamoya disease share molecular biomarkers and pathways indicating a pathological interconnection

  extracellular cortical neural shared rna-seq microarray gene

• KEGG spider: interpretation of genomics data in the context of the global gene metabolic network.

  PMID 19094223 · PMC2646283 · Genome biology · 2008 · 8 claims · 8 setups

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  KEGG spider, using a global 'pathway-free' metabolic network framework, provides deeper insight into metabolism variations than existing enrichment-based methods.

  diffuse-type liver renal anaplastic differential proteomic proteomics

• OptiSyn: an interpretable, multi-omics-driven graph convolutional network framework for synergy-oriented drug combination design in disease treatment.

  PMID 41877167 · PMC13011277 · Chinese medicine · 2026 · 8 claims · 8 setups

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  Eight AS-associated hub genes were identified through integration of multi-omics datasets (DEG analysis, WGCNA, scRNA-seq, Mendelian randomization, PPI module analysis)

  gtex as-associated tcm representative differential weighted single-cell

• Decoding unchanged transcriptome of Alzheimer's disease reveals an NCAM1 mRNA switch as a potential biomarker.

  PMID 42006342 · PMC13090632 · iScience · 2026 · 8 claims · 7 setups

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  Most genes are gene-level non-differentially expressed (nDEGs) in AD but nDEGs are strongly associated with neuronal function pathways

  hippocampus brain bulk alternative isoform

• treeclimbR pinpoints the data-dependent resolution of hierarchical hypotheses.

  PMID 34001188 · PMC8127214 · Genome biology · 2021 · 7 claims · 6 setups

  Has reproduction · 73

  treeclimbR proposes multiple candidate resolutions on a tree and selects the optimal one in a data-driven manner using three criteria (FDR-controlling range of t, number of rejected leaves, fewest internal nodes)

  synthetic semi-simulated microbiome mirna differential microbiome microrna

• PulmonDB: a curated lung disease gene expression database.

  PMID 31949184 · PMC6965635 · Scientific reports · 2020 · 7 claims · 6 setups

  Has reproduction · 53

  PulmonDB is a curated, web-based relational database (plus R package) integrating microarray and RNA-seq gene expression data with controlled-vocabulary annotation for COPD and IPF.

  lung rna-seq curated gene differential

• Developing a novel immune infiltration-associated mitophagy prediction model for amyotrophic lateral sclerosis using bioinformatics strategies.

  PMID 38601155 · PMC11005030 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 71

  Mitophagy-related genes associated with immune infiltration have diagnostic/prognostic significance in ALS

  blood als microarray spearman univariate

• D2H2: diabetes data and hypothesis hub.

  PMID 38107655 · PMC10723036 · Bioinformatics advances · 2023 · 6 claims · 6 setups

  Has reproduction

  D2H2 is a web-based portal integrating hundreds of curated diabetes-relevant transcriptomics datasets with bioinformatics tools for gene/gene set queries

  brain top curated d2h2 differential gene bulk

• Exploring Gene Expression Patterns in Alzheimer's Disease Using a Human Microarray Data Meta-Analysis.

  PMID 41744654 · PMC12938635 · Biology · 2026 · 7 claims · 7 setups

  Has reproduction · 100

  A meta-analysis of eight microarray studies (10 sub-studies) produced a combined list of 4218 statistically significant DEGs between AD and healthy brain at an adjP cut-off of 0.001

  post-mortem combined sub-studies down-regulated microarray differential statistical

• Lipopolysaccharide distinctively alters human microglia transcriptomes to resemble microglia from Alzheimer's disease mouse models.

  PMID 36254682 · PMC9612871 · Disease models & mechanisms · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  iPSC-microglia show a shared core transcriptional response to ATPγS and to LPS+IFN-γ, suggesting a convergent mechanism of action

  ipsc-derived products microglia post-mortem single-cell ca2+ protein-protein

• The use of proteomics in biomarker discovery in neurodegenerative diseases.

  PMID 15920295 · PMC3850612 · Disease markers · 2005 · 8 claims · 8 setups

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  A combination of low CSF-β-amyloid(1-42) with high CSF-tau and high CSF-phospho-tau is associated with an AD diagnosis

  csf serum two-dimensional seldi liquid-phase

• Human disease classification in the postgenomic era: a complex systems approach to human pathobiology.

  PMID 17625512 · PMC1948102 · Molecular systems biology · 2007 · 8 claims · 5 setups

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  Current syndromic disease classification lacks specificity despite historically serving clinicians well

  prostate neurodegenerative experimental genetic reverse-engineered protein-protein gene

• Alzheimer's disease biomarker discovery in symptomatic and asymptomatic patients: experimental approaches and future clinical applications.

  PMID 19796674 · PMC2840994 · Experimental gerontology · 2010 · 8 claims · 4 setups

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  cDNA microarray screening of 6794 genes identified 32 genes aberrantly expressed (>1.8-fold) in the superior temporal gyrus of moderate dementia cases versus cognitively normal controls

  post-mortem cortico-hippocampal cdna western culture

• Revealing potential interfering genes between abdominal aortic aneurysm and periodontitis through machine learning and bioinformatics analysis.

  PMID 40857330 · PMC12380325 · PloS one · 2025 · 6 claims · 8 setups

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  90 interacting genes were identified at the intersection of AAA DEGs and periodontitis WGCNA module genes

  abdominal gingival overlapping interacting microarray weighted kegg

• The limits of reductionism in medicine: could systems biology offer an alternative?

  PMID 16681415 · PMC1459480 · PLoS medicine · 2006 · 8 claims · 3 setups

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  Reductionist medical science (focus on singular causal factors, homeostasis-as-normal-range, one-risk-factor epidemiology, additive treatment of comorbidities) has inherent limitations for explaining complex disease behavior

  escherichia population genome mathematical epidemiological genome