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).

• Analyzing biomarker discovery: Estimating the reproducibility of biomarker sets.

  PMID 35901020 · PMC9333302 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 83

  Non-reproducibility is a common problem in biomarker discovery: independently derived biomarker sets for the same phenotype frequently share very few features across studies

  gse7390 geo ega tcga-brca t-test-based reproducibility genome-wide

• The CYP2J2 G-50T polymorphism and myocardial infarction in patients with cardiovascular risk profile.

  PMID 19105833 · PMC2626571 · BMC cardiovascular disorders · 2008 · 7 claims · 4 setups

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  T-allele carriers of the CYP2J2 G-50T polymorphism had significantly more myocardial infarctions than G/G carriers in univariate analysis (21.6% vs 13.7%, p=0.026)

  whole-blood patients pooled genotyping clinical multivariate

• 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

• A modified T-test feature selection method and its application on the HapMap genotype data.

  PMID 18267305 · PMC5054219 · Genomics, proteomics & bioinformatics · 2007 · 7 claims · 4 setups

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  A modified t-test ranking measure, extended to handle nominal SNP genotype data via vector transformation, can effectively rank SNPs by their discriminative capability for population classification.

  hapmap modified f-statistics informativeness

• Expression Patterns of Immune Genes Reveal Heterogeneous Subtypes of High-Risk Neuroblastoma.

  PMID 32629858 · PMC7408437 · Cancers · 2020 · 8 claims · 8 setups

  Has reproduction · 73

  Unsupervised biclustering of 283 NB-specific immune genes stratifies HR-NB into two reproducible subtypes: ultra-high-risk (UHR-NB) and (revised) HR-NB.

  pediatric target cohorts neuroblastoma bulk spectral kaplan-meier

• Genome wide identification of recessive cancer genes by combinatorial mutation analysis.

  PMID 18846217 · PMC2557123 · PloS one · 2008 · 7 claims · 4 setups

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  A combinatorial mutation analysis identified 154 candidate recessive cancer genes (pRecessiveCancer<1.5x10-7, FDR=0.39)

  refseq tp53 tumor 154-gene est paired array

• Effects of HIV type-1 immune selection on susceptability to integrase inhibitor resistance.

  PMID 19918099 · PMC4155129 · Antiviral therapy · 2009 · 8 claims · 6 setups

  Full-text index only

  Primary integrase inhibitor resistance mutations (T66I, E92Q, G140S, Y143C/H/R, Q148H/R/K, N155S/H) were absent in 342 drug-naive individuals, indicating these sites are highly constrained.

  plasma genomic viral aligned bulk sequence-based quantitative

• A statistical model to identify differentially expressed proteins in 2D PAGE gels.

  PMID 19763172 · PMC2734266 · PLoS computational biology · 2009 · 7 claims · 5 setups

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  A mixture likelihood model incorporating both detected and non-detected proteins has higher statistical power to detect differential expression than standard approaches like the Student's t-test.

  plasma simulated page simulated

• BRCA1 and BRCA2 missense variants of high and low clinical significance influence lymphoblastoid cell line post-irradiation gene expression.

  PMID 18497862 · PMC2375115 · PLoS genetics · 2008 · 8 claims · 6 setups

  Full-text index only

  BRCA1 and BRCA2 pathogenic mutation carriers have similar post-irradiation LCL gene expression profiles to each other, more so than to BRCAX samples without an LCS variant

  lymphoblastoid lcl gene microarray unsupervised t-test

• Emerging translational bioinformatics: knowledge-guided biomarker identification for cancer diagnostics.

  PMID 19964620 · PMC5003034 · Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference · 2009 · 8 claims · 3 setups

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  omniBiomarker, a web-based application, uses prior biological knowledge to identify the most biologically relevant gene ranking metric for a given clinical problem

  renal microarray qrt-pcr computational

• Topologically inferring pathway activity toward precise cancer classification via integrating genomic and metabolomic data: prostate cancer as a case.

  PMID 26286638 · PMC4541321 · Scientific reports · 2015 · 6 claims · 6 setups

  Has reproduction · 76

  DRW-GM evaluates gene topological importance by directed random walk on a global gene–metabolite pathway graph integrating gene expression and metabolomic profiles to infer pathway activities

  prostate matched gse8511 gene metabolomic pathway

• Correcting scale distortion in RNA sequencing data.

  PMID 39875825 · PMC11776150 · BMC bioinformatics · 2025 · 8 claims · 8 setups

  Has reproduction · 76

  Local averaging reveals expression-level-dependent biases that differ from sample to sample across all RNA-seq datasets studied, and are not corrected by conventional normalization (TPM/FPKM)

  tcga su2c gse47774 gtex bulk computational d'agostino

• Prediction, syntax and semantic grounding in the brain and large language models.

  PMID 41807493 · PMC12979642 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 86

  Nouns show significant pre-onset (anticipatory) neural activity in ERPs/ERFs, suggesting enhanced anticipatory processing for this word class.

  healthy same llama-3.2-1b audio-book combined source cluster-based

• Bayesian model accounting for within-class biological variability in Serial Analysis of Gene Expression (SAGE).

  PMID 15339345 · PMC517707 · BMC bioinformatics · 2004 · 7 claims · 5 setups

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  A Bayesian mixture model is proposed to account for within-class biological variability in SAGE/Digital-Northern/MPSS tag counting data.

  astrocytoma same sage classical beta-binomial

• Expoldb: expression linked polymorphism database with inbuilt tools for analysis of expression and simple repeats.

  PMID 17038195 · PMC1618849 · BMC genomics · 2006 · 8 claims · 6 setups

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  EXPOLDB is a novel database integrating human gene expression variability data (including monozygotic twin comparisons) with (TG/CA)n repeat polymorphism information

  blood genomic genes housekeeping microarray repeat est-based

• Bayesian prediction of microbial oxygen requirement.

  PMID 26913185 · PMC4743139 · F1000Research · 2013 · 7 claims · 8 setups

  Has reproduction · 76

  A naive Bayesian classifier based on presence/absence of class-associated Pfam-A domains can distinguish three oxygen requirement classes (aerobe, anaerobe, facultative anaerobe) from genome sequence, unlike prior studies that only made pairwise distinctions.

  bacterial selected predicted pfam-a genome gene domain

• Genetic and epigenetic changes in primary metastatic and nonmetastatic colorectal cancer.

  PMID 16969349 · PMC2360724 · British journal of cancer · 2006 · 8 claims · 8 setups

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  K-Ras codon 12 mutations are significantly associated with metastatic (M+) CRC

  crc 202-patient pcr-rflp sscp immunohistochemistry

• CRSD: a comprehensive web server for composite regulatory signature discovery.

  PMID 16845073 · PMC1538777 · Nucleic acids research · 2006 · 7 claims · 5 setups

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  CRSD is a comprehensive web server integrating six large-scale databases (UniGene, mature microRNAs, putative promoter, TRANSFAC, pathway, GO) plus two newly constructed genome-wide databases (MRS and TRS) for composite regulatory signature discovery

  gene 3'-utr promoter user-submitted genome-wide microrna binding

• Insights into the physiology of childbirth using transcriptomics.

  PMID 16752954 · PMC1475648 · PLoS medicine · 2006 · 7 claims · 4 setups

  Full-text index only

  Labor results in a change in the transcriptome in each component of the uterus studied

  uterine lower microarray quantitative re-analysis

• On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve.

  PMID 18076765 · PMC2211327 · BMC bioinformatics · 2007 · 8 claims · 4 setups

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  The TGDR-AUC algorithm regularizes the empirical AUC by replacing the non-differentiable 0-1 loss with a smooth sigmoid surrogate function and applies constrained threshold gradient descent regularization

  simulated serum preprocessed simulation mass high-resolution