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).

• WBT-DC pipeline: a cross-cohort and cross-platform disease classification pipeline based on whole-blood transcriptomics.

  PMID 42116144 · PMC13173921 · Journal of translational medicine · 2026 · 8 claims · 8 setups

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  WBT-DC integrates rank-based GSVA feature extraction with an ensemble random forest framework using cross-validation and hyperparameter optimization to mitigate batch effects.

  blood circulating whole-blood bulk microarray single-cell

• Integrative bioinformatics and artificial intelligence analyses of transcriptomics data identified genes associated with major depressive disorders including NRG1.

  PMID 37583471 · PMC10423927 · Neurobiology of stress · 2023 · 7 claims · 5 setups

  Has reproduction · 66

  Differentially expressed genes in MDD patients are enriched in immune response, inflammatory response, neurodegeneration, and cerebellar atrophy pathways.

  blood transcriptomic postmortem saliva gsea machine differential

• Machine learning algorithm predicts fibrosis-related blood diagnosis markers of intervertebral disc degeneration.

  PMID 37915003 · PMC10619283 · BMC medical genomics · 2023 · 8 claims · 7 setups

  Has reproduction · 68

  CEP120 and SPDL1 were identified as diagnostic genes for IDD using a random forest model

  blood gse150408 cep120 pbmcs bulk machine single-sample

• Blood RNA signature RISK4LEP predicts leprosy years before clinical onset.

  PMID 34090257 · PMC8182229 · EBioMedicine · 2021 · 8 claims · 6 setups

  Has reproduction · 53

  1,613 genes were differentially expressed in leprosy progressors before diagnosis (t=1) compared to household contacts.

  blood rna-seq rt-qpcr differentially rna-seq rt-qpcr random

• Genomic transcriptional profiling identifies a candidate blood biomarker signature for the diagnosis of septicemic melioidosis.

  PMID 19903332 · PMC3091321 · Genome biology · 2009 · 6 claims · 5 setups

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  A candidate 37-transcript diagnostic signature distinguishes septicemic melioidosis from sepsis caused by other organisms with 100% accuracy in the training set and 78%/80% accuracy in two independent validation sets

  blood whole-genome unsupervised class

• Gene Set Enrichment Analysis Reveals Individual Variability in Host Responses in Tuberculosis Patients.

  PMID 34421903 · PMC8375662 · Frontiers in immunology · 2021 · 8 claims · 8 setups

  Has reproduction · 71

  TB patients show substantial individual variability in the intensity of hallmark IFN responses, as well as in complement system, metabolic, and other pathway responses.

  blood cynomolgus external gene differential principal

• The molecular landscape of sepsis severity in infants: enhanced coagulation, innate immunity, and T cell repression.

  PMID 38817614 · PMC11137207 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 50

  Only two of seven published sepsis gene signatures (derived from adult/pediatric/geriatric cohorts) showed good concordance (>80% accuracy) when applied to infant sepsis, showing limited generalizability of non-infant signatures.

  blood merged deg microarray coconut pseudotime

• Molecular characterization of retinitis pigmentosa in Saudi Arabia.

  PMID 19956407 · PMC2786884 · Molecular vision · 2009 · 8 claims · 7 setups

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  The causative mutation was identified in 51 of 52 (94%/98%) Saudi RP patients, including seven novel mutations.

  blood-derived families pcr-amplified ethnically genome-wide linkage bidirectional

• Divergent clonal evolution and tumor microenvironment remodeling shape gastric cancer peritoneal metastasis.

  PMID 41882239 · PMC13181027 · Communications biology · 2026 · 8 claims · 7 setups

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  Substantial intra-patient heterogeneity exists between GCPM and primary tumors at both genetic and functional (transcriptomic) levels

  gastric wgs paired genes whole-genome whole-transcriptome mutational

• Classification of ALS molecular subtypes: a literature review on machine learning applications and their clinical value.

  PMID 41731547 · PMC13037183 · BMC medicine · 2026 · 8 claims · 5 setups

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  Unsupervised ML analysis of ALS transcriptomes consistently identifies molecular subtypes reflecting distinct biological processes, primarily oxidative stress (ALS-Ox) and glial activation/neuroinflammation (ALS-Glia), found in every study reviewed.

  post-mortem peripheral bulk rna-seq blood

• DNA methylation biomarkers-based pan-cancer classifier: predictive modeling for cancer classification.

  PMID 42152108 · PMC13185202 · Genome medicine · 2026 · 8 claims · 5 setups

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  Relatively simple ML models (logistic regression) outperform complex algorithms such as deep neural networks for methylation-based cancer classification

  validation cns healthy genes methylation copy-number gene-set

• Genomic screen for loci associated with tobacco usage in Mission Indians.

  PMID 16472381 · PMC1386651 · BMC medical genetics · 2006 · 8 claims · 5 setups

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  Regular tobacco use (h2=0.37±0.11) and persistent tobacco use (h2=0.34±0.12) are moderately heritable in this Mission Indian sample

  mission pedigrees same participants genotyping multipoint heritability

• Detecting aberrant DNA methylation in Illumina DNA methylation arrays: a toolbox and recommendations for its use.

  PMID 37218167 · PMC10208159 · Epigenetics · 2023 · 8 claims · 8 setups

  Has reproduction · 73

  Developed OutlierMeth, an R package that computes probe-specific thresholds and flags DNA methylation outliers from array data

  normal blood tcga gse40279 illumina logistic unsupervised

• Transcriptome and machine learning analysis of the impact of COVID-19 on mitochondria and multiorgan damage.

  PMID 38295140 · PMC10830027 · PloS one · 2024 · 6 claims · 7 setups

  Has reproduction · 71

  Potential cardiac, hepatic, and renal impairments in COVID-19 are associated with ACE2, inflammatory cytokine storms, and mitochondrial pathways.

  nasopharyngeal heart leukocytes blood bulk pathway machine

• Single-cell transcriptomics identifies regulatory T cell heterogeneity in gestational diabetes mellitus.

  PMID 41933176 · PMC13223204 · Communications medicine · 2026 · 8 claims · 8 setups

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  Treg cluster proportions do not significantly differ between GDM and healthy control patients

  sorted pbmcs treg gdm-patient single-cell mass gene