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).

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Data-driven, high-dimensional ML approaches that learn multivariate signatures directly from genome-wide transcriptomic data (no prior gene selection) yield accurate and robust AML classifiers.

  peripheral pbmc datasets hg-u133 gene bulk machine

• A robust data scaling algorithm to improve classification accuracies in biomedical data.

  PMID 27612635 · PMC5016890 · BMC bioinformatics · 2016 · 8 claims · 2 setups

  Has reproduction · 87

  Models trained on data scaled by the GL algorithm outperform models trained on data scaled by the Min-max or Z-score algorithms across 16 binary classification tasks, measured by AUROC and percentage of correct classification

  biomedical gene binary classification

• Prevalence of von Hippel-Lindau gene mutations in sporadic renal cell carcinoma: results from The Netherlands cohort study.

  PMID 15932632 · PMC1177929 · BMC cancer · 2005 · 7 claims · 4 setups

  Full-text index only

  VHL mutations were detected in 61% (114/187) of sporadic clear-cell RCC patients

  archival subset flanking paraffin-embedded pcr-sscp feasibility histopathological

• ConNIS and labeling instability: New statistical methods for improving the detection of essential genes in TraDIS libraries.

  PMID 41790830 · PMC12991369 · PLoS computational biology · 2026 · 8 claims · 3 setups

  Has reproduction · 83

  ConNIS provides an analytic solution for the probability of observing the longest insertion-free sequence within a gene given its length and number of insertion sites under non-essentiality.

  simulated four real simulation semi-synthetic real-world

• Emerging strategies and applications of pharmacogenomics.

  PMID 15606999 · PMC3500198 · Human genomics · 2004 · 7 claims · 7 setups

  Full-text index only

  Effective pharmacogenomics requires infrastructure including informed consent processes, accurate phenotypic data collection, high-throughput genotyping technology, and integrated information technology systems.

  subjects ethnically patients genome-wide gene case-control

• Social and ethical implications of genomics, race, ethnicity, and health inequities.

  PMID 19000599 · PMC2892396 · Seminars in oncology nursing · 2008 · 8 claims · 5 setups

  Full-text index only

  Race and ethnicity are increasingly viewed as genetic surrogates for predicting disease risk and treatment response, though directly assessing genomic and environmental factors is more accurate.

  population prostate non-small-cell breast genome-wide gene somatic

• TransFlow: a Snakemake workflow for transmission analysis of Mycobacterium tuberculosis whole-genome sequencing data.

  PMID 36469333 · PMC9825751 · Bioinformatics (Oxford, England) · 2023 · 8 claims · 8 setups

  Has reproduction · 43

  TransFlow is a Snakemake- and Conda-based workflow that combines state-of-the-art tools into a single, fast, scalable pipeline for MTBC WGS-based transmission analysis.

  mdr-tb paired-end raw bam whole-genome kraken raw

• Pharmacogenomic biomarkers.

  PMID 12364812 · PMC3850811 · Disease markers · 2002 · 8 claims · 8 setups

  Full-text index only

  Development of a pharmacogenomic biomarker requires sequential steps: laboratory identification, retrospective confirmation in clinical samples, prospective clinical trial validation, and regulatory approval before patient stratification.

  populations population tumor breast genetic array immunohistochemistry

• Variants in the ATM gene associated with a reduced risk of contralateral breast cancer.

  PMID 18701470 · PMC2562548 · Cancer research · 2008 · 7 claims · 4 setups

  Full-text index only

  Carriers of common ATM variants (>=1% frequency) have a statistically significant reduction in risk of contralateral breast cancer (CBC)

  peripheral wecare atm mutation case-control variant

• Autophagy gene variant IRGM -261T contributes to protection from tuberculosis caused by Mycobacterium tuberculosis but not by M. africanum strains.

  PMID 19750224 · PMC2735778 · PLoS pathogens · 2009 · 7 claims · 5 setups

  Full-text index only

  The IRGM −261TT genotype is negatively associated with (protective against) pulmonary TB caused by M. tuberculosis

  pulmonary tuberculosis reporter genotyped case-control gene spoligotyping

• Increased risk of breast cancer among female relatives of patients with ataxia-telangiectasia: a causal relationship?

  PMID 16222317 · PMC2361617 · British journal of cancer · 2005 · 6 claims · 3 setups

  Full-text index only

  Breast cancer risk is strongly and significantly elevated specifically among mothers of AT patients (SIR=7.14), consistent with Olsen et al's finding (SIR=6.7)

  blood same retrospective atm weighted

• What the Phage: a scalable workflow for the identification and analysis of phage sequences.

  PMID 36399058 · PMC9673492 · GigaScience · 2022 · 8 claims · 7 setups

  Has reproduction · 76

  WtP combines 11 tools (14 approaches) for phage prediction in a parallel, containerized Nextflow workflow

  assembled illumina phage-predicted predicted multitool metagenome gene

• Computationally scalable regression modeling for ultrahigh-dimensional omics data with ParProx.

  PMID 34254998 · PMC8575036 · Briefings in bioinformatics · 2021 · 6 claims · 4 setups

  Has reproduction · 79

  ParProx implements overlapping and non-overlapping (latent) group lasso regression for time-to-event (Cox) and classification (logistic) analysis with variables grouped by biological priors.

  tcga breast liver synthetic somatic gene methylation-based

• Use of genomic data in risk assessment.

  PMID 11983054 · PMC139345 · Genome biology · 2002 · 8 claims · 4 setups

  Full-text index only

  New genomic technologies (CGH, SNP analysis, restriction landmark genome scanning, spectral karyotyping, transcript profiling) can be applied to improve risk assessment accuracy

  glioma lung animal genome sensitivity expression snp

• Identification of serum biomarkers for colon cancer by proteomic analysis.

  PMID 16755300 · PMC2361335 · British journal of cancer · 2006 · 8 claims · 8 setups

  Full-text index only

  Complement C3a des-arg, α1-antitrypsin and transferrin were identified as serum proteins with diagnostic potential for CRC.

  serum pooled seldi seldi-tof seldi artificial

• Advances in breast cancer: pathways to personalized medicine.

  PMID 19088015 · PMC4535810 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2008 · 8 claims · 8 setups

  Full-text index only

  Germline BRCA1/BRCA2 mutations are strong predictors of breast and ovarian cancer, conferring a 40-80% lifetime risk of breast cancer

  population-based women breast high-risk germline genome-wide microarray

• Application of genomics to toxicology research.

  PMID 12634120 · PMC1241273 · Environmental health perspectives · 2002 · 8 claims · 3 setups

  Full-text index only

  Toxic chemical exposures alter gene expression, producing a diagnostic transcriptional 'fingerprint' that can be matched against known toxicants to classify untested chemicals' toxic potential.

  yeast rodents rodent microarray proposed cross-species

• MetaMap: an atlas of metatranscriptomic reads in human disease-related RNA-seq data.

  PMID 29901703 · PMC6025204 · GigaScience · 2018 · 6 claims · 7 setups

  Has reproduction · 95

  A two-step 'omni' RNA-seq pipeline (MetaMap) combining STAR human alignment with CLARK-S metagenomic classification can quantify archaeal, bacterial, and viral reads from the non-human read fraction of human RNA-seq data

  clinical hela tumor rutkowski bulk dual negative

• 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 · 7 claims · 7 setups

  Has reproduction · 50

  Most published adult/other-cohort sepsis gene signatures have limited utility for infant sepsis; only 2 of 7 achieved >80% accuracy in infants

  infant merged individual pairwise whole-blood coconut gene-signature